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
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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
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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
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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
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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
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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 Estep
Score: -1114206.750000 Penalty: 895.876648
Iteration 90Q: 3 clusters Score -1114207 nChanged 21
Entering Unmasked Mstep
Mstep: Class 0 contains 0 members
Mstep: Class 1 contains 12477 members
Mstep: Class 2 contains 6383 members
Entering Unmasked Estep
Score: -1114208.250000 Penalty: 895.876648
Iteration 91Q: 3 clusters Score -1114208 nChanged 22
Entering Unmasked Mstep
Mstep: Class 0 contains 0 members
Mstep: Class 1 contains 12455 members
Mstep: Class 2 contains 6405 members
Entering Unmasked Estep
Score: -1114209.500000 Penalty: 895.876648
Iteration 92Q: 3 clusters Score -1114210 nChanged 18
Entering Unmasked Mstep
Mstep: Class 0 contains 0 members
Mstep: Class 1 contains 12437 members
Mstep: Class 2 contains 6423 members
Entering Unmasked Estep
Score: -1114211.875000 Penalty: 895.876648
Iteration 93Q: 3 clusters Score -1114212 nChanged 15
Entering Unmasked Mstep
Mstep: Class 0 contains 0 members
Mstep: Class 1 contains 12422 members
Mstep: Class 2 contains 6438 members
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
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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
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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
Mstep: Class 0 contains 0 members
Mstep: Class 1 contains 11597 members
Mstep: Class 2 contains 7263 members
Entering Unmasked Estep
Score: -1114258.000000 Penalty: 895.876648
Iteration 122Q: 3 clusters Score -1114258 nChanged 13
Entering Unmasked Mstep
Mstep: Class 0 contains 0 members
Mstep: Class 1 contains 11584 members
Mstep: Class 2 contains 7276 members
Entering Unmasked Estep
Score: -1114260.000000 Penalty: 895.876648
Iteration 123Q: 3 clusters Score -1114260 nChanged 16
Entering Unmasked Mstep
Mstep: Class 0 contains 0 members
Mstep: Class 1 contains 11568 members
Mstep: Class 2 contains 7292 members
Entering Unmasked Estep
Score: -1114258.125000 Penalty: 895.876648
Iteration 124Q: 3 clusters Score -1114258 nChanged 14
Entering Unmasked Mstep
Mstep: Class 0 contains 0 members
Mstep: Class 1 contains 11554 members
Mstep: Class 2 contains 7306 members
Entering Unmasked Estep
Score: -1114258.125000 Penalty: 895.876648
Iteration 125Q: 3 clusters Score -1114258 nChanged 19
Entering 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
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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: -737356.500000 Penalty: 856.019836
Iteration 23Q: 3 clusters Score -737356.5 nChanged 41
Entering Unmasked Mstep
Mstep: Class 0 contains 0 members
Mstep: Class 1 contains 11477 members
Mstep: Class 2 contains 694 members
Entering Unmasked Estep
Score: -737373.375000 Penalty: 856.019836
Iteration 24Q: 3 clusters Score -737373.4 nChanged 28
Entering Unmasked Mstep
Mstep: Class 0 contains 0 members
Mstep: Class 1 contains 11495 members
Mstep: Class 2 contains 676 members
Entering Unmasked Estep
Score: -737383.437500 Penalty: 856.019836
Iteration 25Q: 3 clusters Score -737383.4 nChanged 24
Entering Unmasked Mstep
Mstep: Class 0 contains 0 members
Mstep: Class 1 contains 11507 members
Mstep: Class 2 contains 664 members
Entering Unmasked Estep
Score: -737389.125000 Penalty: 856.019836
Iteration 26Q: 3 clusters Score -737389.1 nChanged 12
Entering Unmasked Mstep
Mstep: Class 0 contains 0 members
Mstep: Class 1 contains 11511 members
Mstep: Class 2 contains 660 members
Entering Unmasked Estep
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: Class 2 contains 8353 members
Entering Unmasked Estep
Score: -1004672.375000 Penalty: 886.695374
Iteration 51Q: 3 clusters Score -1004672 nChanged 29
Entering Unmasked Mstep
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Mstep: Class 1 contains 8726 members
Mstep: Class 2 contains 8324 members
Entering Unmasked Estep
Score: -1004676.187500 Penalty: 886.695374
Iteration 52Q: 3 clusters Score -1004676 nChanged 28
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Mstep: Class 1 contains 8754 members
Mstep: Class 2 contains 8296 members
Entering Unmasked Estep
Score: -1004681.187500 Penalty: 886.695374
Iteration 53Q: 3 clusters Score -1004681 nChanged 24
Entering Unmasked Mstep
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Mstep: Class 1 contains 8776 members
Mstep: Class 2 contains 8274 members
Entering Unmasked Estep
Score: -1004680.500000 Penalty: 886.695374
Iteration 54Q: 3 clusters Score -1004680 nChanged 18
Entering Unmasked Mstep
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Mstep: Class 1 contains 8794 members
Mstep: Class 2 contains 8256 members
Entering Unmasked Estep
Score: -1004682.250000 Penalty: 886.695374
Iteration 55Q: 3 clusters Score -1004682 nChanged 23
Entering Unmasked Mstep
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Mstep: Class 1 contains 8817 members
Mstep: Class 2 contains 8233 members
Entering Unmasked Estep
Score: -1004684.500000 Penalty: 886.695374
Iteration 56Q: 3 clusters Score -1004684 nChanged 22
Entering Unmasked Mstep
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Mstep: Class 1 contains 8837 members
Mstep: Class 2 contains 8213 members
Entering Unmasked Estep
Score: -1004683.250000 Penalty: 886.695374
Iteration 57Q: 3 clusters Score -1004683 nChanged 26
Entering Unmasked Mstep
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Mstep: Class 1 contains 8861 members
Mstep: Class 2 contains 8189 members
Entering Unmasked Estep
Score: -1004686.562500 Penalty: 886.695374
Iteration 58Q: 3 clusters Score -1004687 nChanged 18
Entering Unmasked Mstep
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Mstep: Class 1 contains 8879 members
Mstep: Class 2 contains 8171 members
Entering Unmasked Estep
Score: -1004686.062500 Penalty: 886.695374
Iteration 59Q: 3 clusters Score -1004686 nChanged 22
Entering Unmasked Mstep
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Mstep: Class 1 contains 8901 members
Mstep: Class 2 contains 8149 members
Entering Unmasked Estep
Score: -1004685.562500 Penalty: 886.695374
Iteration 60F: 3 clusters Score -1004686 nChanged 28
Entering Unmasked Mstep
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Mstep: Class 1 contains 8929 members
Mstep: Class 2 contains 8121 members
Entering Unmasked Estep
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Iteration 61Q: 3 clusters Score -1004685 nChanged 26
Entering Unmasked Mstep
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Mstep: Class 1 contains 8955 members
Mstep: Class 2 contains 8095 members
Entering Unmasked Estep
Score: -1004687.562500 Penalty: 886.695374
Iteration 62Q: 3 clusters Score -1004688 nChanged 20
Entering Unmasked Mstep
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Mstep: Class 1 contains 8975 members
Mstep: Class 2 contains 8075 members
Entering Unmasked Estep
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Iteration 63Q: 3 clusters Score -1004688 nChanged 11
Entering Unmasked Mstep
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Mstep: Class 1 contains 8986 members
Mstep: Class 2 contains 8064 members
Entering Unmasked Estep
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Iteration 64Q: 3 clusters Score -1004688 nChanged 6
Entering Unmasked Mstep
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Mstep: Class 1 contains 8992 members
Mstep: Class 2 contains 8058 members
Entering Unmasked Estep
Score: -1004688.750000 Penalty: 886.695374
Iteration 65Q: 3 clusters Score -1004689 nChanged 12
Entering Unmasked Mstep
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Mstep: Class 1 contains 9004 members
Mstep: Class 2 contains 8046 members
Entering Unmasked Estep
Score: -1004688.000000 Penalty: 886.695374
Iteration 66Q: 3 clusters Score -1004688 nChanged 13
Entering Unmasked Mstep
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Mstep: Class 1 contains 9017 members
Mstep: Class 2 contains 8033 members
Entering Unmasked Estep
Score: -1004688.375000 Penalty: 886.695374
Iteration 67Q: 3 clusters Score -1004688 nChanged 19
Entering Unmasked Mstep
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Mstep: Class 1 contains 9036 members
Mstep: Class 2 contains 8014 members
Entering Unmasked Estep
Score: -1004687.875000 Penalty: 886.695374
Iteration 68Q: 3 clusters Score -1004688 nChanged 19
Entering Unmasked Mstep
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Mstep: Class 1 contains 9055 members
Mstep: Class 2 contains 7995 members
Entering Unmasked Estep
Score: -1004690.875000 Penalty: 886.695374
Iteration 69Q: 3 clusters Score -1004691 nChanged 23
Entering Unmasked Mstep
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Mstep: Class 1 contains 9078 members
Mstep: Class 2 contains 7972 members
Entering Unmasked Estep
Score: -1004692.500000 Penalty: 886.695374
Iteration 70Q: 3 clusters Score -1004692 nChanged 32
Entering Unmasked Mstep
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Mstep: Class 1 contains 9108 members
Mstep: Class 2 contains 7942 members
Entering Unmasked Estep
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Iteration 71Q: 3 clusters Score -1004691 nChanged 30
Entering Unmasked Mstep
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Mstep: Class 1 contains 9138 members
Mstep: Class 2 contains 7912 members
Entering Unmasked Estep
Score: -1004691.625000 Penalty: 886.695374
Iteration 72Q: 3 clusters Score -1004692 nChanged 31
Entering Unmasked Mstep
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Mstep: Class 1 contains 9169 members
Mstep: Class 2 contains 7881 members
Entering Unmasked Estep
Score: -1004694.500000 Penalty: 886.695374
Iteration 73Q: 3 clusters Score -1004694 nChanged 38
Entering Unmasked Mstep
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Mstep: Class 1 contains 9205 members
Mstep: Class 2 contains 7845 members
Entering Unmasked Estep
Score: -1004695.812500 Penalty: 886.695374
Iteration 74Q: 3 clusters Score -1004696 nChanged 34
Entering Unmasked Mstep
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Mstep: Class 1 contains 9237 members
Mstep: Class 2 contains 7813 members
Entering Unmasked Estep
Score: -1004700.062500 Penalty: 886.695374
Iteration 75Q: 3 clusters Score -1004700 nChanged 30
Entering Unmasked Mstep
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Mstep: Class 1 contains 9263 members
Mstep: Class 2 contains 7787 members
Entering Unmasked Estep
Score: -1004704.625000 Penalty: 886.695374
Iteration 76Q: 3 clusters Score -1004705 nChanged 30
Entering Unmasked Mstep
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Mstep: Class 1 contains 9293 members
Mstep: Class 2 contains 7757 members
Entering Unmasked Estep
Score: -1004703.937500 Penalty: 886.695374
Iteration 77Q: 3 clusters Score -1004704 nChanged 28
Entering Unmasked Mstep
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Mstep: Class 1 contains 9321 members
Mstep: Class 2 contains 7729 members
Entering Unmasked Estep
Score: -1004703.125000 Penalty: 886.695374
Iteration 78Q: 3 clusters Score -1004703 nChanged 38
Entering Unmasked Mstep
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Mstep: Class 1 contains 9359 members
Mstep: Class 2 contains 7691 members
Entering Unmasked Estep
Score: -1004706.875000 Penalty: 886.695374
Iteration 79Q: 3 clusters Score -1004707 nChanged 35
Entering Unmasked Mstep
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Mstep: Class 1 contains 9392 members
Mstep: Class 2 contains 7658 members
Entering Unmasked Estep
Score: -1004708.937500 Penalty: 886.695374
Iteration 80F: 3 clusters Score -1004709 nChanged 32
Entering Unmasked Mstep
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Mstep: Class 1 contains 9424 members
Mstep: Class 2 contains 7626 members
Entering Unmasked Estep
Score: -1004709.687500 Penalty: 886.695374
Iteration 81Q: 3 clusters Score -1004710 nChanged 29
Entering Unmasked Mstep
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Mstep: Class 1 contains 9453 members
Mstep: Class 2 contains 7597 members
Entering Unmasked Estep
Score: -1004708.562500 Penalty: 886.695374
Iteration 82Q: 3 clusters Score -1004709 nChanged 31
Entering Unmasked Mstep
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Mstep: Class 1 contains 9484 members
Mstep: Class 2 contains 7566 members
Entering Unmasked Estep
Score: -1004713.625000 Penalty: 886.695374
Iteration 83Q: 3 clusters Score -1004714 nChanged 42
Entering Unmasked Mstep
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Mstep: Class 1 contains 9526 members
Mstep: Class 2 contains 7524 members
Entering Unmasked Estep
Score: -1004715.062500 Penalty: 886.695374
Iteration 84Q: 3 clusters Score -1004715 nChanged 39
Entering Unmasked Mstep
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Mstep: Class 1 contains 9565 members
Mstep: Class 2 contains 7485 members
Entering Unmasked Estep
Score: -1004719.375000 Penalty: 886.695374
Iteration 85Q: 3 clusters Score -1004719 nChanged 35
Entering Unmasked Mstep
Mstep: Class 0 contains 0 members
Mstep: Class 1 contains 9600 members
Mstep: Class 2 contains 7450 members
Entering Unmasked Estep
Score: -1004718.437500 Penalty: 886.695374
Iteration 86Q: 3 clusters Score -1004718 nChanged 43
Entering Unmasked Mstep
Mstep: Class 0 contains 0 members
Mstep: Class 1 contains 9643 members
Mstep: Class 2 contains 7407 members
Entering Unmasked Estep
Score: -1004726.250000 Penalty: 886.695374
Iteration 87Q: 3 clusters Score -1004726 nChanged 50
Entering Unmasked Mstep
Mstep: Class 0 contains 0 members
Mstep: Class 1 contains 9693 members
Mstep: Class 2 contains 7357 members
Entering Unmasked Estep
Score: -1004728.187500 Penalty: 886.695374
Iteration 88Q: 3 clusters Score -1004728 nChanged 61
Entering Unmasked Mstep
Mstep: Class 0 contains 0 members
Mstep: Class 1 contains 9754 members
Mstep: Class 2 contains 7296 members
Entering Unmasked Estep
Score: -1004729.125000 Penalty: 886.695374
Iteration 89Q: 3 clusters Score -1004729 nChanged 56
Entering Unmasked Mstep
Mstep: Class 0 contains 0 members
Mstep: Class 1 contains 9810 members
Mstep: Class 2 contains 7240 members
Entering Unmasked Estep
Score: -1004734.187500 Penalty: 886.695374
Iteration 90Q: 3 clusters Score -1004734 nChanged 52
Entering Unmasked Mstep
Mstep: Class 0 contains 0 members
Mstep: Class 1 contains 9862 members
Mstep: Class 2 contains 7188 members
Entering Unmasked Estep
Score: -1004741.312500 Penalty: 886.695374
Iteration 91Q: 3 clusters Score -1004741 nChanged 52
Entering Unmasked Mstep
Mstep: Class 0 contains 0 members
Mstep: Class 1 contains 9914 members
Mstep: Class 2 contains 7136 members
Entering Unmasked Estep
Score: -1004745.125000 Penalty: 886.695374
Iteration 92Q: 3 clusters Score -1004745 nChanged 47
Entering Unmasked Mstep
Mstep: Class 0 contains 0 members
Mstep: Class 1 contains 9961 members
Mstep: Class 2 contains 7089 members
Entering Unmasked Estep
Score: -1004748.687500 Penalty: 886.695374
Iteration 93Q: 3 clusters Score -1004749 nChanged 56
Entering Unmasked Mstep
Mstep: Class 0 contains 0 members
Mstep: Class 1 contains 10017 members
Mstep: Class 2 contains 7033 members
Entering Unmasked Estep
Score: -1004753.500000 Penalty: 886.695374
Iteration 94Q: 3 clusters Score -1004754 nChanged 59
Entering Unmasked Mstep
Mstep: Class 0 contains 0 members
Mstep: Class 1 contains 10076 members
Mstep: Class 2 contains 6974 members
Entering Unmasked Estep
Score: -1004761.312500 Penalty: 886.695374
Iteration 95Q: 3 clusters Score -1004761 nChanged 77
Entering Unmasked Mstep
Mstep: Class 0 contains 0 members
Mstep: Class 1 contains 10153 members
Mstep: Class 2 contains 6897 members
Entering Unmasked Estep
Score: -1004767.562500 Penalty: 886.695374
Iteration 96Q: 3 clusters Score -1004768 nChanged 82
Entering Unmasked Mstep
Mstep: Class 0 contains 0 members
Mstep: Class 1 contains 10235 members
Mstep: Class 2 contains 6815 members
Entering Unmasked Estep
Score: -1004774.187500 Penalty: 886.695374
Iteration 97Q: 3 clusters Score -1004774 nChanged 88
Entering Unmasked Mstep
Mstep: Class 0 contains 0 members
Mstep: Class 1 contains 10321 members
Mstep: Class 2 contains 6729 members
Entering Unmasked Estep
Score: -1004780.750000 Penalty: 886.695374
Iteration 98Q: 3 clusters Score -1004781 nChanged 87
Entering Unmasked Mstep
Mstep: Class 0 contains 0 members
Mstep: Class 1 contains 10408 members
Mstep: Class 2 contains 6642 members
Entering Unmasked Estep
Score: -1004791.500000 Penalty: 886.695374
Iteration 99Q: 3 clusters Score -1004792 nChanged 96
Entering Unmasked Mstep
Mstep: Class 0 contains 0 members
Mstep: Class 1 contains 10504 members
Mstep: Class 2 contains 6546 members
Entering Unmasked Estep
Score: -1004801.125000 Penalty: 886.695374
Iteration 100F: 3 clusters Score -1004801 nChanged 96
Entering Unmasked Mstep
Mstep: Class 0 contains 0 members
Mstep: Class 1 contains 10600 members
Mstep: Class 2 contains 6450 members
Entering Unmasked Estep
Score: -1004818.000000 Penalty: 886.695374
Iteration 101Q: 3 clusters Score -1004818 nChanged 109
Entering Unmasked Mstep
Mstep: Class 0 contains 0 members
Mstep: Class 1 contains 10709 members
Mstep: Class 2 contains 6341 members
Entering Unmasked Estep
Score: -1004833.875000 Penalty: 886.695374
Iteration 102Q: 3 clusters Score -1004834 nChanged 121
Entering Unmasked Mstep
Mstep: Class 0 contains 0 members
Mstep: Class 1 contains 10828 members
Mstep: Class 2 contains 6222 members
Entering Unmasked Estep
Score: -1004857.125000 Penalty: 886.695374
Iteration 103Q: 3 clusters Score -1004857 nChanged 124
Entering Unmasked Mstep
Mstep: Class 0 contains 0 members
Mstep: Class 1 contains 10950 members
Mstep: Class 2 contains 6100 members
Entering Unmasked Estep
Score: -1004882.687500 Penalty: 886.695374
Iteration 104Q: 3 clusters Score -1004883 nChanged 125
Entering Unmasked Mstep
Mstep: Class 0 contains 0 members
Mstep: Class 1 contains 11073 members
Mstep: Class 2 contains 5977 members
Entering Unmasked Estep
Score: -1004909.812500 Penalty: 886.695374
Iteration 105Q: 3 clusters Score -1004910 nChanged 151
Entering Unmasked Mstep
Mstep: Class 0 contains 0 members
Mstep: Class 1 contains 11222 members
Mstep: Class 2 contains 5828 members
Entering Unmasked Estep
Score: -1004952.375000 Penalty: 886.695374
Iteration 106Q: 3 clusters Score -1004952 nChanged 168
Entering Unmasked Mstep
Mstep: Class 0 contains 0 members
Mstep: Class 1 contains 11390 members
Mstep: Class 2 contains 5660 members
Entering Unmasked Estep
Score: -1004998.500000 Penalty: 886.695374
Iteration 107Q: 3 clusters Score -1004998 nChanged 187
Entering Unmasked Mstep
Mstep: Class 0 contains 0 members
Mstep: Class 1 contains 11577 members
Mstep: Class 2 contains 5473 members
Entering Unmasked Estep
Score: -1005071.437500 Penalty: 886.695374
Iteration 108Q: 3 clusters Score -1005071 nChanged 239
Entering Unmasked Mstep
Mstep: Class 0 contains 0 members
Mstep: Class 1 contains 11816 members
Mstep: Class 2 contains 5234 members
Entering Unmasked Estep
Score: -1005191.875000 Penalty: 886.695374
Iteration 109Q: 3 clusters Score -1005192 nChanged 285
Entering Unmasked Mstep
Mstep: Class 0 contains 0 members
Mstep: Class 1 contains 12099 members
Mstep: Class 2 contains 4951 members
Entering Unmasked Estep
Score: -1005367.062500 Penalty: 886.695374
Iteration 110Q: 3 clusters Score -1005367 nChanged 277
Entering Unmasked Mstep
Mstep: Class 0 contains 0 members
Mstep: Class 1 contains 12370 members
Mstep: Class 2 contains 4680 members
Entering Unmasked Estep
Score: -1005542.250000 Penalty: 886.695374
Iteration 111Q: 3 clusters Score -1005542 nChanged 257
Entering Unmasked Mstep
Mstep: Class 0 contains 0 members
Mstep: Class 1 contains 12613 members
Mstep: Class 2 contains 4437 members
Entering Unmasked Estep
Score: -1005666.125000 Penalty: 886.695374
Iteration 112Q: 3 clusters Score -1005666 nChanged 214
Entering Unmasked Mstep
Mstep: Class 0 contains 0 members
Mstep: Class 1 contains 12811 members
Mstep: Class 2 contains 4239 members
Entering Unmasked Estep
Score: -1005753.250000 Penalty: 886.695374
Iteration 113Q: 3 clusters Score -1005753 nChanged 188
Entering Unmasked Mstep
Mstep: Class 0 contains 0 members
Mstep: Class 1 contains 12987 members
Mstep: Class 2 contains 4063 members
Entering Unmasked Estep
Score: -1005812.437500 Penalty: 886.695374
Iteration 114Q: 3 clusters Score -1005812 nChanged 159
Entering Unmasked Mstep
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Mstep: Class 1 contains 13140 members
Mstep: Class 2 contains 3910 members
Entering Unmasked Estep
Score: -1005856.937500 Penalty: 886.695374
Iteration 115Q: 3 clusters Score -1005857 nChanged 154
Entering Unmasked Mstep
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Mstep: Class 1 contains 13288 members
Mstep: Class 2 contains 3762 members
Entering Unmasked Estep
Score: -1005899.625000 Penalty: 886.695374
Iteration 116Q: 3 clusters Score -1005900 nChanged 157
Entering Unmasked Mstep
Mstep: Class 0 contains 0 members
Mstep: Class 1 contains 13445 members
Mstep: Class 2 contains 3605 members
Entering Unmasked Estep
Score: -1005949.312500 Penalty: 886.695374
Iteration 117Q: 3 clusters Score -1005949 nChanged 145
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Mstep: Class 1 contains 13588 members
Mstep: Class 2 contains 3462 members
Entering Unmasked Estep
Score: -1005992.875000 Penalty: 886.695374
Iteration 118Q: 3 clusters Score -1005993 nChanged 135
Entering Unmasked Mstep
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Mstep: Class 1 contains 13721 members
Mstep: Class 2 contains 3329 members
Entering Unmasked Estep
Score: -1006027.000000 Penalty: 886.695374
Iteration 119Q: 3 clusters Score -1006027 nChanged 106
Entering Unmasked Mstep
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Mstep: Class 1 contains 13825 members
Mstep: Class 2 contains 3225 members
Entering Unmasked Estep
Score: -1006054.187500 Penalty: 886.695374
Iteration 120F: 3 clusters Score -1006054 nChanged 110
Entering Unmasked Mstep
Mstep: Class 0 contains 0 members
Mstep: Class 1 contains 13931 members
Mstep: Class 2 contains 3119 members
Entering Unmasked Estep
Score: -1006073.500000 Penalty: 886.695374
Iteration 121Q: 3 clusters Score -1006074 nChanged 84
Entering Unmasked Mstep
Mstep: Class 0 contains 0 members
Mstep: Class 1 contains 14015 members
Mstep: Class 2 contains 3035 members
Entering Unmasked Estep
Score: -1006086.187500 Penalty: 886.695374
Iteration 122Q: 3 clusters Score -1006086 nChanged 94
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Mstep: Class 1 contains 14109 members
Mstep: Class 2 contains 2941 members
Entering Unmasked Estep
Score: -1006102.562500 Penalty: 886.695374
Iteration 123Q: 3 clusters Score -1006103 nChanged 77
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Mstep: Class 1 contains 14186 members
Mstep: Class 2 contains 2864 members
Entering Unmasked Estep
Score: -1006121.000000 Penalty: 886.695374
Iteration 124Q: 3 clusters Score -1006121 nChanged 75
Entering Unmasked Mstep
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Mstep: Class 1 contains 14261 members
Mstep: Class 2 contains 2789 members
Entering Unmasked Estep
Score: -1006132.437500 Penalty: 886.695374
Iteration 125Q: 3 clusters Score -1006132 nChanged 71
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Mstep: Class 1 contains 14332 members
Mstep: Class 2 contains 2718 members
Entering Unmasked Estep
Score: -1006144.812500 Penalty: 886.695374
Iteration 126Q: 3 clusters Score -1006145 nChanged 71
Entering Unmasked Mstep
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Mstep: Class 1 contains 14401 members
Mstep: Class 2 contains 2649 members
Entering Unmasked Estep
Score: -1006158.500000 Penalty: 886.695374
Iteration 127Q: 3 clusters Score -1006158 nChanged 69
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Mstep: Class 1 contains 14470 members
Mstep: Class 2 contains 2580 members
Entering Unmasked Estep
Score: -1006166.062500 Penalty: 886.695374
Iteration 128Q: 3 clusters Score -1006166 nChanged 72
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Mstep: Class 1 contains 14542 members
Mstep: Class 2 contains 2508 members
Entering Unmasked Estep
Score: -1006177.375000 Penalty: 886.695374
Iteration 129Q: 3 clusters Score -1006177 nChanged 59
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Mstep: Class 1 contains 14601 members
Mstep: Class 2 contains 2449 members
Entering Unmasked Estep
Score: -1006186.687500 Penalty: 886.695374
Iteration 130Q: 3 clusters Score -1006187 nChanged 61
Entering Unmasked Mstep
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Mstep: Class 1 contains 14662 members
Mstep: Class 2 contains 2388 members
Entering Unmasked Estep
Score: -1006197.187500 Penalty: 886.695374
Iteration 131Q: 3 clusters Score -1006197 nChanged 66
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Mstep: Class 1 contains 14728 members
Mstep: Class 2 contains 2322 members
Entering Unmasked Estep
Score: -1006207.375000 Penalty: 886.695374
Iteration 132Q: 3 clusters Score -1006207 nChanged 62
Entering Unmasked Mstep
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Mstep: Class 1 contains 14790 members
Mstep: Class 2 contains 2260 members
Entering Unmasked Estep
Score: -1006221.312500 Penalty: 886.695374
Iteration 133Q: 3 clusters Score -1006221 nChanged 61
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Mstep: Class 1 contains 14851 members
Mstep: Class 2 contains 2199 members
Entering Unmasked Estep
Score: -1006233.062500 Penalty: 886.695374
Iteration 134Q: 3 clusters Score -1006233 nChanged 56
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Mstep: Class 1 contains 14907 members
Mstep: Class 2 contains 2143 members
Entering Unmasked Estep
Score: -1006240.125000 Penalty: 886.695374
Iteration 135Q: 3 clusters Score -1006240 nChanged 58
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Mstep: Class 1 contains 14965 members
Mstep: Class 2 contains 2085 members
Entering Unmasked Estep
Score: -1006249.437500 Penalty: 886.695374
Iteration 136Q: 3 clusters Score -1006249 nChanged 42
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Mstep: Class 1 contains 15007 members
Mstep: Class 2 contains 2043 members
Entering Unmasked Estep
Score: -1006256.250000 Penalty: 886.695374
Iteration 137Q: 3 clusters Score -1006256 nChanged 45
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Mstep: Class 1 contains 15052 members
Mstep: Class 2 contains 1998 members
Entering Unmasked Estep
Score: -1006264.312500 Penalty: 886.695374
Iteration 138Q: 3 clusters Score -1006264 nChanged 39
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Mstep: Class 1 contains 15091 members
Mstep: Class 2 contains 1959 members
Entering Unmasked Estep
Score: -1006265.937500 Penalty: 886.695374
Iteration 139Q: 3 clusters Score -1006266 nChanged 36
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Mstep: Class 1 contains 15127 members
Mstep: Class 2 contains 1923 members
Entering Unmasked Estep
Score: -1006272.062500 Penalty: 886.695374
Iteration 140F: 3 clusters Score -1006272 nChanged 37
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Mstep: Class 1 contains 15164 members
Mstep: Class 2 contains 1886 members
Entering Unmasked Estep
Score: -1006275.125000 Penalty: 886.695374
Iteration 141Q: 3 clusters Score -1006275 nChanged 32
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Mstep: Class 1 contains 15196 members
Mstep: Class 2 contains 1854 members
Entering Unmasked Estep
Score: -1006278.750000 Penalty: 886.695374
Iteration 142Q: 3 clusters Score -1006279 nChanged 25
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Mstep: Class 1 contains 15221 members
Mstep: Class 2 contains 1829 members
Entering Unmasked Estep
Score: -1006282.750000 Penalty: 886.695374
Iteration 143Q: 3 clusters Score -1006283 nChanged 20
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Mstep: Class 1 contains 15241 members
Mstep: Class 2 contains 1809 members
Entering Unmasked Estep
Score: -1006287.125000 Penalty: 886.695374
Iteration 144Q: 3 clusters Score -1006287 nChanged 20
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Mstep: Class 0 contains 0 members
Mstep: Class 1 contains 15261 members
Mstep: Class 2 contains 1789 members
Entering Unmasked Estep
Score: -1006288.937500 Penalty: 886.695374
Iteration 145Q: 3 clusters Score -1006289 nChanged 25
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Mstep: Class 1 contains 15286 members
Mstep: Class 2 contains 1764 members
Entering Unmasked Estep
Score: -1006290.562500 Penalty: 886.695374
Iteration 146Q: 3 clusters Score -1006291 nChanged 28
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Mstep: Class 1 contains 15314 members
Mstep: Class 2 contains 1736 members
Entering Unmasked Estep
Score: -1006296.500000 Penalty: 886.695374
Iteration 147Q: 3 clusters Score -1006296 nChanged 28
Entering Unmasked Mstep
Mstep: Class 0 contains 0 members
Mstep: Class 1 contains 15342 members
Mstep: Class 2 contains 1708 members
Entering Unmasked Estep
Score: -1006301.375000 Penalty: 886.695374
Iteration 148Q: 3 clusters Score -1006301 nChanged 30
Entering Unmasked Mstep
Mstep: Class 0 contains 0 members
Mstep: Class 1 contains 15372 members
Mstep: Class 2 contains 1678 members
Entering Unmasked Estep
Score: -1006307.687500 Penalty: 886.695374
Iteration 149Q: 3 clusters Score -1006308 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 membe