FileBase /isis1/Yuta/YutaData/YutaMouse21-140606/YutaMouse21-140606/YutaMouse21-140606 ElecNo 2 MinClusters 20 MaxClusters 25 MaxPossibleClusters 200 nStarts 1 RandomSeed 1 Debug 0 Verbose 1 UseFeatures 11111111111111111111111111111111111111111111111100000 DistDump 0 DistThresh 6.907755 FullStepEvery 20 ChangedThresh 0.050000 Log 1 Screen 1 MaxIter 500 StartCluFile SplitEvery 40 PenaltyK 0.000000 PenaltyKLogN 1.000000 Subset 3 PriorPoint 1 SaveSorted 0 UseMaskedEStep 0 UseMaskedMStep 0 UseClusterPenalty 0 SaveCovarianceMeans 0 UseMaskedInitialConditions 0 AssignToFirstClosestMask 0 UseDistributional 0 UseDistributionalEStep 1 UseFloatMasks 0 help 0 help 0 Loaded 2037116 data points of dimension 48. Starting from 20 clusters... Entering ConstructFrom: --- Running on subset of 679038 points --- Entering CEM Assigned 20 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36056 members Mstep: Class 2 contains 35882 members Mstep: Class 3 contains 35819 members Mstep: Class 4 contains 35565 members Mstep: Class 5 contains 35409 members Mstep: Class 6 contains 35774 members Mstep: Class 7 contains 35444 members Mstep: Class 8 contains 35916 members Mstep: Class 9 contains 35541 members Mstep: Class 10 contains 35922 members Mstep: Class 11 contains 35685 members Mstep: Class 12 contains 35484 members Mstep: Class 13 contains 35760 members Mstep: Class 14 contains 36063 members Mstep: Class 15 contains 35972 members Mstep: Class 16 contains 35772 members Mstep: Class 17 contains 35732 members Mstep: Class 18 contains 35740 members Mstep: Class 19 contains 35502 members Entering Unmasked Estep ConsiderDeletion Deleting Class 18. Lose 1077.556641 but Gain 8224.906250 Score: -139697744.000000 Penalty: 148048.468750 Iteration 0F: 19 clusters Score -1.396977e+08 nChanged 640086 Entering Unmasked Mstep Mstep: Class 0 contains 4113 members Mstep: Class 1 contains 17144 members Mstep: Class 2 contains 37752 members Mstep: Class 3 contains 44504 members Mstep: Class 4 contains 22038 members Mstep: Class 5 contains 17278 members Mstep: Class 6 contains 37300 members Mstep: Class 7 contains 22636 members Mstep: Class 8 contains 35457 members Mstep: Class 9 contains 36983 members Mstep: Class 10 contains 7862 members Mstep: Class 11 contains 4547 members Mstep: Class 12 contains 11769 members Mstep: Class 13 contains 148330 members Mstep: Class 14 contains 6621 members Mstep: Class 15 contains 25303 members Mstep: Class 16 contains 124176 members Mstep: Class 17 contains 37397 members Mstep: Class 19 contains 37828 members Entering Unmasked Estep ConsiderDeletion Deleting Class 4. Lose 3557.436279 but Gain 8224.921875 Score: -144742832.000000 Penalty: 139823.546875 Iteration 1F: 18 clusters Score -1.447428e+08 nChanged 285642 Entering Unmasked Mstep Mstep: Class 0 contains 3842 members Mstep: Class 1 contains 19480 members Mstep: Class 2 contains 25275 members Mstep: Class 3 contains 38302 members Mstep: Class 5 contains 2620 members Mstep: Class 6 contains 32175 members Mstep: Class 7 contains 10287 members Mstep: Class 8 contains 38202 members Mstep: Class 9 contains 12089 members Mstep: Class 10 contains 2835 members Mstep: Class 11 contains 972 members Mstep: Class 12 contains 7940 members Mstep: Class 13 contains 243128 members Mstep: Class 14 contains 9207 members Mstep: Class 15 contains 18274 members Mstep: Class 16 contains 164144 members Mstep: Class 17 contains 10826 members Mstep: Class 19 contains 39440 members Entering Unmasked Estep ConsiderDeletion Deleting Class 17. Lose 7660.224121 but Gain 8224.906250 Score: -145793440.000000 Penalty: 131598.640625 Iteration 2F: 17 clusters Score -1.457934e+08 nChanged 200521 Entering Unmasked Mstep Mstep: Class 0 contains 2085 members Mstep: Class 1 contains 21270 members Mstep: Class 2 contains 19756 members Mstep: Class 3 contains 30473 members Mstep: Class 5 contains 541 members Mstep: Class 6 contains 21895 members Mstep: Class 7 contains 6377 members Mstep: Class 8 contains 56672 members Mstep: Class 9 contains 9395 members Mstep: Class 10 contains 2040 members Mstep: Class 11 contains 2459 members Mstep: Class 12 contains 12045 members Mstep: Class 13 contains 270352 members Mstep: Class 14 contains 18357 members Mstep: Class 15 contains 27277 members Mstep: Class 16 contains 145109 members Mstep: Class 19 contains 32935 members Entering Unmasked Estep ConsiderDeletion Score: -146454912.000000 Penalty: 131598.640625 Iteration 3F: 17 clusters Score -1.464549e+08 nChanged 158881 Entering Unmasked Mstep Mstep: Class 0 contains 1274 members Mstep: Class 1 contains 17338 members Mstep: Class 2 contains 16486 members Mstep: Class 3 contains 38457 members Mstep: Class 5 contains 471 members Mstep: Class 6 contains 18978 members Mstep: Class 7 contains 4354 members Mstep: Class 8 contains 83165 members Mstep: Class 9 contains 10454 members Mstep: Class 10 contains 2171 members Mstep: Class 11 contains 2829 members Mstep: Class 12 contains 12804 members Mstep: Class 13 contains 253409 members Mstep: Class 14 contains 29876 members Mstep: Class 15 contains 35601 members Mstep: Class 16 contains 123619 members Mstep: Class 19 contains 27752 members Entering Unmasked Estep ConsiderDeletion Score: -146755536.000000 Penalty: 131598.640625 Iteration 4F: 17 clusters Score -1.467555e+08 nChanged 119892 Entering Unmasked Mstep Mstep: Class 0 contains 905 members Mstep: Class 1 contains 11877 members Mstep: Class 2 contains 15967 members Mstep: Class 3 contains 47615 members Mstep: Class 5 contains 728 members Mstep: Class 6 contains 19646 members Mstep: Class 7 contains 3214 members Mstep: Class 8 contains 114056 members Mstep: Class 9 contains 10232 members Mstep: Class 10 contains 2200 members Mstep: Class 11 contains 2720 members Mstep: Class 12 contains 12899 members Mstep: Class 13 contains 229922 members Mstep: Class 14 contains 38335 members Mstep: Class 15 contains 38527 members Mstep: Class 16 contains 110800 members Mstep: Class 19 contains 19395 members Entering Unmasked Estep ConsiderDeletion Score: -146962576.000000 Penalty: 131598.640625 Iteration 5F: 17 clusters Score -1.469626e+08 nChanged 93525 Entering Unmasked Mstep Mstep: Class 0 contains 631 members Mstep: Class 1 contains 8296 members Mstep: Class 2 contains 19397 members Mstep: Class 3 contains 51795 members Mstep: Class 5 contains 983 members Mstep: Class 6 contains 19998 members Mstep: Class 7 contains 2490 members Mstep: Class 8 contains 143917 members Mstep: Class 9 contains 8517 members Mstep: Class 10 contains 1896 members Mstep: Class 11 contains 2629 members Mstep: Class 12 contains 14372 members Mstep: Class 13 contains 203425 members Mstep: Class 14 contains 43903 members Mstep: Class 15 contains 38821 members Mstep: Class 16 contains 106846 members Mstep: Class 19 contains 11122 members Entering Unmasked Estep ConsiderDeletion Deleting Class 19. Lose 7258.731445 but Gain 8224.914062 Score: -147106192.000000 Penalty: 123373.726562 Iteration 6F: 16 clusters Score -1.471062e+08 nChanged 79175 Entering Unmasked Mstep Mstep: Class 0 contains 468 members Mstep: Class 1 contains 6322 members Mstep: Class 2 contains 25087 members Mstep: Class 3 contains 51044 members Mstep: Class 5 contains 1132 members Mstep: Class 6 contains 19541 members Mstep: Class 7 contains 1965 members Mstep: Class 8 contains 171374 members Mstep: Class 9 contains 6421 members Mstep: Class 10 contains 1578 members Mstep: Class 11 contains 2608 members Mstep: Class 12 contains 17580 members Mstep: Class 13 contains 177368 members Mstep: Class 14 contains 47518 members Mstep: Class 15 contains 40812 members Mstep: Class 16 contains 108220 members Entering Unmasked Estep ConsiderDeletion Score: -147218224.000000 Penalty: 123373.726562 Iteration 7F: 16 clusters Score -1.472182e+08 nChanged 56615 Entering Unmasked Mstep Mstep: Class 0 contains 298 members Mstep: Class 1 contains 4870 members Mstep: Class 2 contains 28685 members Mstep: Class 3 contains 46767 members Mstep: Class 5 contains 1239 members Mstep: Class 6 contains 18312 members Mstep: Class 7 contains 1542 members Mstep: Class 8 contains 189599 members Mstep: Class 9 contains 4711 members Mstep: Class 10 contains 1547 members Mstep: Class 11 contains 2603 members Mstep: Class 12 contains 20855 members Mstep: Class 13 contains 153453 members Mstep: Class 14 contains 50019 members Mstep: Class 15 contains 42701 members Mstep: Class 16 contains 111837 members Entering Unmasked Estep ConsiderDeletion Score: -147322528.000000 Penalty: 123373.726562 Iteration 8F: 16 clusters Score -1.473225e+08 nChanged 41110 Entering Unmasked Mstep Mstep: Class 0 contains 189 members Mstep: Class 1 contains 3590 members Mstep: Class 2 contains 31070 members Mstep: Class 3 contains 41091 members Mstep: Class 5 contains 1301 members Mstep: Class 6 contains 16406 members Mstep: Class 7 contains 1231 members Mstep: Class 8 contains 195798 members Mstep: Class 9 contains 4513 members Mstep: Class 10 contains 1535 members Mstep: Class 11 contains 2600 members Mstep: Class 12 contains 24380 members Mstep: Class 13 contains 144480 members Mstep: Class 14 contains 51495 members Mstep: Class 15 contains 44651 members Mstep: Class 16 contains 114708 members Entering Unmasked Estep ConsiderDeletion Score: -147389424.000000 Penalty: 123373.726562 Iteration 9F: 16 clusters Score -1.473894e+08 nChanged 32031 Entering Unmasked Mstep Mstep: Class 0 contains 133 members Mstep: Class 1 contains 2811 members Mstep: Class 2 contains 32890 members Mstep: Class 3 contains 34866 members Mstep: Class 5 contains 1322 members Mstep: Class 6 contains 13854 members Mstep: Class 7 contains 1044 members Mstep: Class 8 contains 195031 members Mstep: Class 9 contains 5297 members Mstep: Class 10 contains 1520 members Mstep: Class 11 contains 2597 members Mstep: Class 12 contains 27561 members Mstep: Class 13 contains 143076 members Mstep: Class 14 contains 51899 members Mstep: Class 15 contains 46298 members Mstep: Class 16 contains 118839 members Entering Unmasked Estep ConsiderDeletion Score: -147415024.000000 Penalty: 123373.726562 Iteration 10Q: 16 clusters Score -1.47415e+08 nChanged 24264 Entering Unmasked Mstep Mstep: Class 0 contains 124 members Mstep: Class 1 contains 2252 members Mstep: Class 2 contains 34653 members Mstep: Class 3 contains 29191 members Mstep: Class 5 contains 1324 members Mstep: Class 6 contains 11492 members Mstep: Class 7 contains 956 members Mstep: Class 8 contains 193579 members Mstep: Class 9 contains 6061 members Mstep: Class 10 contains 1506 members Mstep: Class 11 contains 2597 members Mstep: Class 12 contains 30129 members Mstep: Class 13 contains 142502 members Mstep: Class 14 contains 51255 members Mstep: Class 15 contains 47767 members Mstep: Class 16 contains 123650 members Entering Unmasked Estep ConsiderDeletion Score: -147429072.000000 Penalty: 123373.726562 Iteration 11Q: 16 clusters Score -1.474291e+08 nChanged 20033 Entering Unmasked Mstep Mstep: Class 0 contains 124 members Mstep: Class 1 contains 1980 members Mstep: Class 2 contains 36231 members Mstep: Class 3 contains 24243 members Mstep: Class 5 contains 1324 members Mstep: Class 6 contains 9371 members Mstep: Class 7 contains 895 members Mstep: Class 8 contains 192162 members Mstep: Class 9 contains 6595 members Mstep: Class 10 contains 1503 members Mstep: Class 11 contains 2596 members Mstep: Class 12 contains 32233 members Mstep: Class 13 contains 142444 members Mstep: Class 14 contains 49888 members Mstep: Class 15 contains 48927 members Mstep: Class 16 contains 128522 members Entering Unmasked Estep ConsiderDeletion Score: -147440224.000000 Penalty: 123373.726562 Iteration 12Q: 16 clusters Score -1.474402e+08 nChanged 16940 Entering Unmasked Mstep Mstep: Class 0 contains 123 members Mstep: Class 1 contains 1890 members Mstep: Class 2 contains 37701 members Mstep: Class 3 contains 20008 members Mstep: Class 5 contains 1325 members Mstep: Class 6 contains 7613 members Mstep: Class 7 contains 858 members Mstep: Class 8 contains 190864 members Mstep: Class 9 contains 6989 members Mstep: Class 10 contains 1506 members Mstep: Class 11 contains 2599 members Mstep: Class 12 contains 33973 members Mstep: Class 13 contains 142255 members Mstep: Class 14 contains 47915 members Mstep: Class 15 contains 49839 members Mstep: Class 16 contains 133580 members Entering Unmasked Estep ConsiderDeletion Score: -147448064.000000 Penalty: 123373.726562 Iteration 13Q: 16 clusters Score -1.474481e+08 nChanged 13968 Entering Unmasked Mstep Mstep: Class 0 contains 122 members Mstep: Class 1 contains 1831 members Mstep: Class 2 contains 39014 members Mstep: Class 3 contains 16395 members Mstep: Class 5 contains 1326 members Mstep: Class 6 contains 6248 members Mstep: Class 7 contains 838 members Mstep: Class 8 contains 189778 members Mstep: Class 9 contains 7233 members Mstep: Class 10 contains 1496 members Mstep: Class 11 contains 2601 members Mstep: Class 12 contains 35285 members Mstep: Class 13 contains 142056 members Mstep: Class 14 contains 45713 members Mstep: Class 15 contains 50625 members Mstep: Class 16 contains 138477 members Entering Unmasked Estep ConsiderDeletion Score: -147454624.000000 Penalty: 123373.726562 Iteration 14Q: 16 clusters Score -1.474546e+08 nChanged 11226 Entering Unmasked Mstep Mstep: Class 0 contains 122 members Mstep: Class 1 contains 1788 members Mstep: Class 2 contains 40146 members Mstep: Class 3 contains 13455 members Mstep: Class 5 contains 1326 members Mstep: Class 6 contains 5318 members Mstep: Class 7 contains 823 members Mstep: Class 8 contains 188918 members Mstep: Class 9 contains 7382 members Mstep: Class 10 contains 1494 members Mstep: Class 11 contains 2601 members Mstep: Class 12 contains 36312 members Mstep: Class 13 contains 141866 members Mstep: Class 14 contains 43477 members Mstep: Class 15 contains 51235 members Mstep: Class 16 contains 142775 members Entering Unmasked Estep ConsiderDeletion Score: -147459648.000000 Penalty: 123373.726562 Iteration 15Q: 16 clusters Score -1.474596e+08 nChanged 8961 Entering Unmasked Mstep Mstep: Class 0 contains 122 members Mstep: Class 1 contains 1761 members Mstep: Class 2 contains 41055 members Mstep: Class 3 contains 11274 members Mstep: Class 5 contains 1326 members Mstep: Class 6 contains 4729 members Mstep: Class 7 contains 817 members Mstep: Class 8 contains 188220 members Mstep: Class 9 contains 7466 members Mstep: Class 10 contains 1494 members Mstep: Class 11 contains 2601 members Mstep: Class 12 contains 37060 members Mstep: Class 13 contains 141753 members Mstep: Class 14 contains 41222 members Mstep: Class 15 contains 51774 members Mstep: Class 16 contains 146364 members Entering Unmasked Estep ConsiderDeletion Score: -147463200.000000 Penalty: 123373.726562 Iteration 16Q: 16 clusters Score -1.474632e+08 nChanged 7027 Entering Unmasked Mstep Mstep: Class 0 contains 122 members Mstep: Class 1 contains 1742 members Mstep: Class 2 contains 41737 members Mstep: Class 3 contains 9765 members Mstep: Class 5 contains 1326 members Mstep: Class 6 contains 4411 members Mstep: Class 7 contains 810 members Mstep: Class 8 contains 187695 members Mstep: Class 9 contains 7514 members Mstep: Class 10 contains 1493 members Mstep: Class 11 contains 2601 members Mstep: Class 12 contains 37588 members Mstep: Class 13 contains 141652 members Mstep: Class 14 contains 39151 members Mstep: Class 15 contains 52266 members Mstep: Class 16 contains 149165 members Entering Unmasked Estep ConsiderDeletion Score: -147465088.000000 Penalty: 123373.726562 Iteration 17Q: 16 clusters Score -1.474651e+08 nChanged 5690 Entering Unmasked Mstep Mstep: Class 0 contains 122 members Mstep: Class 1 contains 1723 members Mstep: Class 2 contains 42278 members Mstep: Class 3 contains 8739 members Mstep: Class 5 contains 1325 members Mstep: Class 6 contains 4254 members Mstep: Class 7 contains 802 members Mstep: Class 8 contains 187240 members Mstep: Class 9 contains 7538 members Mstep: Class 10 contains 1490 members Mstep: Class 11 contains 2601 members Mstep: Class 12 contains 37981 members Mstep: Class 13 contains 141631 members Mstep: Class 14 contains 37288 members Mstep: Class 15 contains 52700 members Mstep: Class 16 contains 151326 members Entering Unmasked Estep ConsiderDeletion Score: -147466336.000000 Penalty: 123373.726562 Iteration 18Q: 16 clusters Score -1.474663e+08 nChanged 4663 Entering Unmasked Mstep Mstep: Class 0 contains 122 members Mstep: Class 1 contains 1701 members Mstep: Class 2 contains 42705 members Mstep: Class 3 contains 7989 members Mstep: Class 5 contains 1325 members Mstep: Class 6 contains 4131 members Mstep: Class 7 contains 793 members Mstep: Class 8 contains 186871 members Mstep: Class 9 contains 7546 members Mstep: Class 10 contains 1490 members Mstep: Class 11 contains 2600 members Mstep: Class 12 contains 38326 members Mstep: Class 13 contains 141703 members Mstep: Class 14 contains 35694 members Mstep: Class 15 contains 53049 members Mstep: Class 16 contains 152993 members Entering Unmasked Estep ConsiderDeletion Score: -147467376.000000 Penalty: 123373.726562 Iteration 19Q: 16 clusters Score -1.474674e+08 nChanged 3806 Entering Unmasked Mstep Mstep: Class 0 contains 122 members Mstep: Class 1 contains 1682 members Mstep: Class 2 contains 43079 members Mstep: Class 3 contains 7449 members Mstep: Class 5 contains 1325 members Mstep: Class 6 contains 4095 members Mstep: Class 7 contains 786 members Mstep: Class 8 contains 186588 members Mstep: Class 9 contains 7542 members Mstep: Class 10 contains 1489 members Mstep: Class 11 contains 2600 members Mstep: Class 12 contains 38557 members Mstep: Class 13 contains 141831 members Mstep: Class 14 contains 34347 members Mstep: Class 15 contains 53333 members Mstep: Class 16 contains 154213 members Entering Unmasked Estep ConsiderDeletion Score: -147472112.000000 Penalty: 123373.726562 Iteration 20F: 16 clusters Score -1.474721e+08 nChanged 3377 Entering Unmasked Mstep Mstep: Class 0 contains 70 members Mstep: Class 1 contains 1643 members Mstep: Class 2 contains 43343 members Mstep: Class 3 contains 7065 members Mstep: Class 5 contains 1329 members Mstep: Class 6 contains 4224 members Mstep: Class 7 contains 784 members Mstep: Class 8 contains 186348 members Mstep: Class 9 contains 7580 members Mstep: Class 10 contains 1473 members Mstep: Class 11 contains 2600 members Mstep: Class 12 contains 38686 members Mstep: Class 13 contains 142003 members Mstep: Class 14 contains 33237 members Mstep: Class 15 contains 53587 members Mstep: Class 16 contains 155066 members Entering Unmasked Estep ConsiderDeletion Score: -147475824.000000 Penalty: 123373.726562 Iteration 21Q: 16 clusters Score -1.474758e+08 nChanged 3097 Entering Unmasked Mstep Mstep: Class 0 contains 69 members Mstep: Class 1 contains 1383 members Mstep: Class 2 contains 43539 members Mstep: Class 3 contains 6775 members Mstep: Class 5 contains 1334 members Mstep: Class 6 contains 4468 members Mstep: Class 7 contains 782 members Mstep: Class 8 contains 186151 members Mstep: Class 9 contains 7610 members Mstep: Class 10 contains 1465 members Mstep: Class 11 contains 2595 members Mstep: Class 12 contains 38816 members Mstep: Class 13 contains 142150 members Mstep: Class 14 contains 32325 members Mstep: Class 15 contains 53810 members Mstep: Class 16 contains 155766 members Entering Unmasked Estep ConsiderDeletion Score: -147477296.000000 Penalty: 123373.726562 Iteration 22Q: 16 clusters Score -1.474773e+08 nChanged 2761 Entering Unmasked Mstep Mstep: Class 0 contains 68 members Mstep: Class 1 contains 1095 members Mstep: Class 2 contains 43739 members Mstep: Class 3 contains 6517 members Mstep: Class 5 contains 1336 members Mstep: Class 6 contains 4753 members Mstep: Class 7 contains 778 members Mstep: Class 8 contains 185998 members Mstep: Class 9 contains 7634 members Mstep: Class 10 contains 1462 members Mstep: Class 11 contains 2593 members Mstep: Class 12 contains 38876 members Mstep: Class 13 contains 142346 members Mstep: Class 14 contains 31564 members Mstep: Class 15 contains 54027 members Mstep: Class 16 contains 156252 members Entering Unmasked Estep ConsiderDeletion Score: -147478912.000000 Penalty: 123373.726562 Iteration 23Q: 16 clusters Score -1.474789e+08 nChanged 2403 Entering Unmasked Mstep Mstep: Class 0 contains 68 members Mstep: Class 1 contains 955 members Mstep: Class 2 contains 43918 members Mstep: Class 3 contains 6331 members Mstep: Class 5 contains 1336 members Mstep: Class 6 contains 4793 members Mstep: Class 7 contains 772 members Mstep: Class 8 contains 185872 members Mstep: Class 9 contains 7670 members Mstep: Class 10 contains 1459 members Mstep: Class 11 contains 2593 members Mstep: Class 12 contains 38918 members Mstep: Class 13 contains 142598 members Mstep: Class 14 contains 30896 members Mstep: Class 15 contains 54222 members Mstep: Class 16 contains 156637 members Entering Unmasked Estep ConsiderDeletion Score: -147479488.000000 Penalty: 123373.726562 Iteration 24Q: 16 clusters Score -1.474795e+08 nChanged 1914 Entering Unmasked Mstep Mstep: Class 0 contains 68 members Mstep: Class 1 contains 904 members Mstep: Class 2 contains 44083 members Mstep: Class 3 contains 6192 members Mstep: Class 5 contains 1336 members Mstep: Class 6 contains 4693 members Mstep: Class 7 contains 769 members Mstep: Class 8 contains 185766 members Mstep: Class 9 contains 7691 members Mstep: Class 10 contains 1456 members Mstep: Class 11 contains 2592 members Mstep: Class 12 contains 38967 members Mstep: Class 13 contains 142809 members Mstep: Class 14 contains 30307 members Mstep: Class 15 contains 54411 members Mstep: Class 16 contains 156994 members Entering Unmasked Estep ConsiderDeletion Score: -147479664.000000 Penalty: 123373.726562 Iteration 25Q: 16 clusters Score -1.474797e+08 nChanged 1588 Entering Unmasked Mstep Mstep: Class 0 contains 68 members Mstep: Class 1 contains 887 members Mstep: Class 2 contains 44222 members Mstep: Class 3 contains 6061 members Mstep: Class 5 contains 1336 members Mstep: Class 6 contains 4607 members Mstep: Class 7 contains 768 members Mstep: Class 8 contains 185708 members Mstep: Class 9 contains 7687 members Mstep: Class 10 contains 1455 members Mstep: Class 11 contains 2592 members Mstep: Class 12 contains 38994 members Mstep: Class 13 contains 142982 members Mstep: Class 14 contains 29820 members Mstep: Class 15 contains 54568 members Mstep: Class 16 contains 157283 members Entering Unmasked Estep ConsiderDeletion Score: -147479712.000000 Penalty: 123373.726562 Iteration 26Q: 16 clusters Score -1.474797e+08 nChanged 1313 Entering Unmasked Mstep Mstep: Class 0 contains 68 members Mstep: Class 1 contains 879 members Mstep: Class 2 contains 44348 members Mstep: Class 3 contains 5948 members Mstep: Class 5 contains 1336 members Mstep: Class 6 contains 4542 members Mstep: Class 7 contains 769 members Mstep: Class 8 contains 185647 members Mstep: Class 9 contains 7689 members Mstep: Class 10 contains 1453 members Mstep: Class 11 contains 2592 members Mstep: Class 12 contains 39015 members Mstep: Class 13 contains 143129 members Mstep: Class 14 contains 29427 members Mstep: Class 15 contains 54715 members Mstep: Class 16 contains 157481 members Entering Unmasked Estep ConsiderDeletion Score: -147479808.000000 Penalty: 123373.726562 Iteration 27Q: 16 clusters Score -1.474798e+08 nChanged 1088 Entering Unmasked Mstep Mstep: Class 0 contains 68 members Mstep: Class 1 contains 878 members Mstep: Class 2 contains 44465 members Mstep: Class 3 contains 5861 members Mstep: Class 5 contains 1336 members Mstep: Class 6 contains 4491 members Mstep: Class 7 contains 769 members Mstep: Class 8 contains 185597 members Mstep: Class 9 contains 7696 members Mstep: Class 10 contains 1449 members Mstep: Class 11 contains 2592 members Mstep: Class 12 contains 39005 members Mstep: Class 13 contains 143251 members Mstep: Class 14 contains 29116 members Mstep: Class 15 contains 54854 members Mstep: Class 16 contains 157610 members Entering Unmasked Estep ConsiderDeletion Score: -147480112.000000 Penalty: 123373.726562 Iteration 28Q: 16 clusters Score -1.474801e+08 nChanged 944 Entering Unmasked Mstep Mstep: Class 0 contains 68 members Mstep: Class 1 contains 877 members Mstep: Class 2 contains 44565 members Mstep: Class 3 contains 5781 members Mstep: Class 5 contains 1336 members Mstep: Class 6 contains 4453 members Mstep: Class 7 contains 769 members Mstep: Class 8 contains 185563 members Mstep: Class 9 contains 7694 members Mstep: Class 10 contains 1445 members Mstep: Class 11 contains 2592 members Mstep: Class 12 contains 38990 members Mstep: Class 13 contains 143377 members Mstep: Class 14 contains 28845 members Mstep: Class 15 contains 54985 members Mstep: Class 16 contains 157698 members Entering Unmasked Estep ConsiderDeletion Score: -147480160.000000 Penalty: 123373.726562 Iteration 29Q: 16 clusters Score -1.474802e+08 nChanged 813 Entering Unmasked Mstep Mstep: Class 0 contains 68 members Mstep: Class 1 contains 877 members Mstep: Class 2 contains 44653 members Mstep: Class 3 contains 5707 members Mstep: Class 5 contains 1336 members Mstep: Class 6 contains 4417 members Mstep: Class 7 contains 769 members Mstep: Class 8 contains 185540 members Mstep: Class 9 contains 7689 members Mstep: Class 10 contains 1444 members Mstep: Class 11 contains 2592 members Mstep: Class 12 contains 38998 members Mstep: Class 13 contains 143467 members Mstep: Class 14 contains 28605 members Mstep: Class 15 contains 55072 members Mstep: Class 16 contains 157804 members Entering Unmasked Estep ConsiderDeletion Score: -147480576.000000 Penalty: 123373.726562 Iteration 30Q: 16 clusters Score -1.474806e+08 nChanged 665 Entering Unmasked Mstep Mstep: Class 0 contains 68 members Mstep: Class 1 contains 877 members Mstep: Class 2 contains 44729 members Mstep: Class 3 contains 5650 members Mstep: Class 5 contains 1336 members Mstep: Class 6 contains 4393 members Mstep: Class 7 contains 769 members Mstep: Class 8 contains 185503 members Mstep: Class 9 contains 7689 members Mstep: Class 10 contains 1441 members Mstep: Class 11 contains 2592 members Mstep: Class 12 contains 38998 members Mstep: Class 13 contains 143531 members Mstep: Class 14 contains 28405 members Mstep: Class 15 contains 55165 members Mstep: Class 16 contains 157892 members Entering Unmasked Estep ConsiderDeletion Score: -147480592.000000 Penalty: 123373.726562 Iteration 31Q: 16 clusters Score -1.474806e+08 nChanged 569 Entering Unmasked Mstep Mstep: Class 0 contains 68 members Mstep: Class 1 contains 877 members Mstep: Class 2 contains 44795 members Mstep: Class 3 contains 5598 members Mstep: Class 5 contains 1336 members Mstep: Class 6 contains 4368 members Mstep: Class 7 contains 769 members Mstep: Class 8 contains 185483 members Mstep: Class 9 contains 7685 members Mstep: Class 10 contains 1439 members Mstep: Class 11 contains 2591 members Mstep: Class 12 contains 38986 members Mstep: Class 13 contains 143582 members Mstep: Class 14 contains 28242 members Mstep: Class 15 contains 55245 members Mstep: Class 16 contains 157974 members Entering Unmasked Estep ConsiderDeletion Score: -147480848.000000 Penalty: 123373.726562 Iteration 32Q: 16 clusters Score -1.474808e+08 nChanged 484 Entering Unmasked Mstep Mstep: Class 0 contains 68 members Mstep: Class 1 contains 877 members Mstep: Class 2 contains 44870 members Mstep: Class 3 contains 5549 members Mstep: Class 5 contains 1336 members Mstep: Class 6 contains 4340 members Mstep: Class 7 contains 768 members Mstep: Class 8 contains 185461 members Mstep: Class 9 contains 7684 members Mstep: Class 10 contains 1438 members Mstep: Class 11 contains 2590 members Mstep: Class 12 contains 38989 members Mstep: Class 13 contains 143611 members Mstep: Class 14 contains 28100 members Mstep: Class 15 contains 55302 members Mstep: Class 16 contains 158055 members Entering Unmasked Estep ConsiderDeletion Score: -147480912.000000 Penalty: 123373.726562 Iteration 33Q: 16 clusters Score -1.474809e+08 nChanged 440 Entering Unmasked Mstep Mstep: Class 0 contains 68 members Mstep: Class 1 contains 877 members Mstep: Class 2 contains 44944 members Mstep: Class 3 contains 5496 members Mstep: Class 5 contains 1336 members Mstep: Class 6 contains 4321 members Mstep: Class 7 contains 768 members Mstep: Class 8 contains 185451 members Mstep: Class 9 contains 7674 members Mstep: Class 10 contains 1438 members Mstep: Class 11 contains 2589 members Mstep: Class 12 contains 38984 members Mstep: Class 13 contains 143637 members Mstep: Class 14 contains 27971 members Mstep: Class 15 contains 55355 members Mstep: Class 16 contains 158129 members Entering Unmasked Estep ConsiderDeletion Score: -147480992.000000 Penalty: 123373.726562 Iteration 34Q: 16 clusters Score -1.47481e+08 nChanged 379 Entering Unmasked Mstep Mstep: Class 0 contains 68 members Mstep: Class 1 contains 877 members Mstep: Class 2 contains 45002 members Mstep: Class 3 contains 5464 members Mstep: Class 5 contains 1336 members Mstep: Class 6 contains 4296 members Mstep: Class 7 contains 768 members Mstep: Class 8 contains 185437 members Mstep: Class 9 contains 7665 members Mstep: Class 10 contains 1438 members Mstep: Class 11 contains 2589 members Mstep: Class 12 contains 38977 members Mstep: Class 13 contains 143656 members Mstep: Class 14 contains 27854 members Mstep: Class 15 contains 55416 members Mstep: Class 16 contains 158195 members Entering Unmasked Estep ConsiderDeletion Score: -147481200.000000 Penalty: 123373.726562 Iteration 35Q: 16 clusters Score -1.474812e+08 nChanged 344 Entering Unmasked Mstep Mstep: Class 0 contains 68 members Mstep: Class 1 contains 877 members Mstep: Class 2 contains 45051 members Mstep: Class 3 contains 5424 members Mstep: Class 5 contains 1336 members Mstep: Class 6 contains 4281 members Mstep: Class 7 contains 768 members Mstep: Class 8 contains 185426 members Mstep: Class 9 contains 7658 members Mstep: Class 10 contains 1438 members Mstep: Class 11 contains 2589 members Mstep: Class 12 contains 38966 members Mstep: Class 13 contains 143678 members Mstep: Class 14 contains 27759 members Mstep: Class 15 contains 55471 members Mstep: Class 16 contains 158248 members Entering Unmasked Estep ConsiderDeletion Score: -147480976.000000 Penalty: 123373.726562 Iteration 36Q: 16 clusters Score -1.47481e+08 nChanged 281 Entering Unmasked Mstep Mstep: Class 0 contains 68 members Mstep: Class 1 contains 877 members Mstep: Class 2 contains 45085 members Mstep: Class 3 contains 5401 members Mstep: Class 5 contains 1336 members Mstep: Class 6 contains 4276 members Mstep: Class 7 contains 768 members Mstep: Class 8 contains 185417 members Mstep: Class 9 contains 7657 members Mstep: Class 10 contains 1438 members Mstep: Class 11 contains 2589 members Mstep: Class 12 contains 38959 members Mstep: Class 13 contains 143702 members Mstep: Class 14 contains 27673 members Mstep: Class 15 contains 55517 members Mstep: Class 16 contains 158275 members Entering Unmasked Estep ConsiderDeletion Score: -147481008.000000 Penalty: 123373.726562 Iteration 37Q: 16 clusters Score -1.47481e+08 nChanged 240 Entering Unmasked Mstep Mstep: Class 0 contains 68 members Mstep: Class 1 contains 877 members Mstep: Class 2 contains 45124 members Mstep: Class 3 contains 5370 members Mstep: Class 5 contains 1336 members Mstep: Class 6 contains 4272 members Mstep: Class 7 contains 768 members Mstep: Class 8 contains 185412 members Mstep: Class 9 contains 7655 members Mstep: Class 10 contains 1438 members Mstep: Class 11 contains 2589 members Mstep: Class 12 contains 38949 members Mstep: Class 13 contains 143726 members Mstep: Class 14 contains 27605 members Mstep: Class 15 contains 55552 members Mstep: Class 16 contains 158297 members Entering Unmasked Estep ConsiderDeletion Score: -147481040.000000 Penalty: 123373.726562 Iteration 38Q: 16 clusters Score -1.47481e+08 nChanged 193 Entering ConstructFrom: Score: -147481040.000000 Penalty: 123373.726562 Entering ConstructFrom: Trying to split cluster 1 (877 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 877 members Entering Unmasked Estep Score: -173131.359375 Penalty: 4150.610352 Iteration 0F: 2 clusters Score -173131.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 460 members Mstep: Class 2 contains 417 members Entering Unmasked Estep Score: -169371.500000 Penalty: 8301.220703 Iteration 0F: 3 clusters Score -169371.5 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 447 members Mstep: Class 2 contains 430 members Entering Unmasked Estep Score: -169864.578125 Penalty: 8301.220703 Iteration 1F: 3 clusters Score -169864.6 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 415 members Mstep: Class 2 contains 462 members Entering Unmasked Estep Score: -170288.609375 Penalty: 8301.220703 Iteration 2F: 3 clusters Score -170288.6 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 362 members Mstep: Class 2 contains 515 members Entering Unmasked Estep Score: -171353.953125 Penalty: 8301.220703 Iteration 3F: 3 clusters Score -171354 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 281 members Mstep: Class 2 contains 596 members Entering Unmasked Estep Score: -173060.421875 Penalty: 8301.220703 Iteration 4F: 3 clusters Score -173060.4 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 252 members Mstep: Class 2 contains 625 members Entering Unmasked Estep Score: -175152.140625 Penalty: 8301.220703 Iteration 5F: 3 clusters Score -175152.1 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 244 members Mstep: Class 2 contains 633 members Entering Unmasked Estep Score: -175857.734375 Penalty: 8301.220703 Iteration 6Q: 3 clusters Score -175857.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 245 members Mstep: Class 2 contains 632 members Entering Unmasked Estep Score: -175999.078125 Penalty: 8301.220703 Iteration 7Q: 3 clusters Score -175999.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 248 members Mstep: Class 2 contains 629 members Entering Unmasked Estep Score: -176032.375000 Penalty: 8301.220703 Iteration 8Q: 3 clusters Score -176032.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 248 members Mstep: Class 2 contains 629 members Entering Unmasked Estep Score: -176032.375000 Penalty: 8301.220703 Iteration 9F: 3 clusters Score -176032.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 68 members Mstep: Class 1 contains 248 members Mstep: Class 2 contains 45166 members Mstep: Class 3 contains 5345 members Mstep: Class 4 contains 629 members Mstep: Class 5 contains 1336 members Mstep: Class 6 contains 4268 members Mstep: Class 7 contains 768 members Mstep: Class 8 contains 185408 members Mstep: Class 9 contains 7656 members Mstep: Class 10 contains 1438 members Mstep: Class 11 contains 2589 members Mstep: Class 12 contains 38939 members Mstep: Class 13 contains 143746 members Mstep: Class 14 contains 27555 members Mstep: Class 15 contains 55577 members Mstep: Class 16 contains 158302 members Entering Unmasked Estep Score: -147479824.000000 Penalty: 131598.640625 Splitting cluster 1 changes total score from -147481040.000000 to -147479824.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 2 (45166 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45166 members Entering Unmasked Estep Score: -9980105.000000 Penalty: 6564.835938 Iteration 0F: 2 clusters Score -9980105 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22536 members Mstep: Class 2 contains 22630 members Entering Unmasked Estep Score: -9947801.000000 Penalty: 13129.671875 Iteration 0F: 3 clusters Score -9947801 nChanged 19601 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22449 members Mstep: Class 2 contains 22717 members Entering Unmasked Estep Score: -9957941.000000 Penalty: 13129.671875 Iteration 1F: 3 clusters Score -9957941 nChanged 2440 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22285 members Mstep: Class 2 contains 22881 members Entering Unmasked Estep Score: -9958897.000000 Penalty: 13129.671875 Iteration 2F: 3 clusters Score -9958897 nChanged 2104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22109 members Mstep: Class 2 contains 23057 members Entering Unmasked Estep Score: -9959717.000000 Penalty: 13129.671875 Iteration 3Q: 3 clusters Score -9959717 nChanged 1866 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21899 members Mstep: Class 2 contains 23267 members Entering Unmasked Estep Score: -9960486.000000 Penalty: 13129.671875 Iteration 4Q: 3 clusters Score -9960486 nChanged 1719 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21716 members Mstep: Class 2 contains 23450 members Entering Unmasked Estep Score: -9961055.000000 Penalty: 13129.671875 Iteration 5Q: 3 clusters Score -9961055 nChanged 1509 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21547 members Mstep: Class 2 contains 23619 members Entering Unmasked Estep Score: -9961581.000000 Penalty: 13129.671875 Iteration 6Q: 3 clusters Score -9961581 nChanged 1378 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21359 members Mstep: Class 2 contains 23807 members Entering Unmasked Estep Score: -9962056.000000 Penalty: 13129.671875 Iteration 7Q: 3 clusters Score -9962056 nChanged 1284 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21175 members Mstep: Class 2 contains 23991 members Entering Unmasked Estep Score: -9962522.000000 Penalty: 13129.671875 Iteration 8Q: 3 clusters Score -9962522 nChanged 1320 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20905 members Mstep: Class 2 contains 24261 members Entering Unmasked Estep Score: -9963024.000000 Penalty: 13129.671875 Iteration 9Q: 3 clusters Score -9963024 nChanged 1398 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20583 members Mstep: Class 2 contains 24583 members Entering Unmasked Estep Score: -9963734.000000 Penalty: 13129.671875 Iteration 10Q: 3 clusters Score -9963734 nChanged 1582 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20165 members Mstep: Class 2 contains 25001 members Entering Unmasked Estep Score: -9964695.000000 Penalty: 13129.671875 Iteration 11Q: 3 clusters Score -9964695 nChanged 1792 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19797 members Mstep: Class 2 contains 25369 members Entering Unmasked Estep Score: -9965924.000000 Penalty: 13129.671875 Iteration 12Q: 3 clusters Score -9965924 nChanged 2002 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19559 members Mstep: Class 2 contains 25607 members Entering Unmasked Estep Score: -9967312.000000 Penalty: 13129.671875 Iteration 13Q: 3 clusters Score -9967312 nChanged 2050 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19507 members Mstep: Class 2 contains 25659 members Entering Unmasked Estep Score: -9968692.000000 Penalty: 13129.671875 Iteration 14Q: 3 clusters Score -9968692 nChanged 1966 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19743 members Mstep: Class 2 contains 25423 members Entering Unmasked Estep Score: -9969905.000000 Penalty: 13129.671875 Iteration 15Q: 3 clusters Score -9969905 nChanged 1922 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20163 members Mstep: Class 2 contains 25003 members Entering Unmasked Estep Score: -9971020.000000 Penalty: 13129.671875 Iteration 16Q: 3 clusters Score -9971020 nChanged 1675 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20678 members Mstep: Class 2 contains 24488 members Entering Unmasked Estep Score: -9971871.000000 Penalty: 13129.671875 Iteration 17Q: 3 clusters Score -9971871 nChanged 1431 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21291 members Mstep: Class 2 contains 23875 members Entering Unmasked Estep Score: -9972595.000000 Penalty: 13129.671875 Iteration 18Q: 3 clusters Score -9972595 nChanged 1330 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21935 members Mstep: Class 2 contains 23231 members Entering Unmasked Estep Score: -9973319.000000 Penalty: 13129.671875 Iteration 19Q: 3 clusters Score -9973319 nChanged 1254 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22659 members Mstep: Class 2 contains 22507 members Entering Unmasked Estep Score: -9974013.000000 Penalty: 13129.671875 Iteration 20F: 3 clusters Score -9974013 nChanged 1131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23418 members Mstep: Class 2 contains 21748 members Entering Unmasked Estep Score: -9974675.000000 Penalty: 13129.671875 Iteration 21Q: 3 clusters Score -9974675 nChanged 957 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24173 members Mstep: Class 2 contains 20993 members Entering Unmasked Estep Score: -9975232.000000 Penalty: 13129.671875 Iteration 22Q: 3 clusters Score -9975232 nChanged 867 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24908 members Mstep: Class 2 contains 20258 members Entering Unmasked Estep Score: -9975699.000000 Penalty: 13129.671875 Iteration 23Q: 3 clusters Score -9975699 nChanged 754 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25592 members Mstep: Class 2 contains 19574 members Entering Unmasked Estep Score: -9976010.000000 Penalty: 13129.671875 Iteration 24Q: 3 clusters Score -9976010 nChanged 611 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26171 members Mstep: Class 2 contains 18995 members Entering Unmasked Estep Score: -9976258.000000 Penalty: 13129.671875 Iteration 25Q: 3 clusters Score -9976258 nChanged 502 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26655 members Mstep: Class 2 contains 18511 members Entering Unmasked Estep Score: -9976441.000000 Penalty: 13129.671875 Iteration 26Q: 3 clusters Score -9976441 nChanged 509 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27162 members Mstep: Class 2 contains 18004 members Entering Unmasked Estep Score: -9976621.000000 Penalty: 13129.671875 Iteration 27Q: 3 clusters Score -9976621 nChanged 449 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27609 members Mstep: Class 2 contains 17557 members Entering Unmasked Estep Score: -9976759.000000 Penalty: 13129.671875 Iteration 28Q: 3 clusters Score -9976759 nChanged 421 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28030 members Mstep: Class 2 contains 17136 members Entering Unmasked Estep Score: -9976887.000000 Penalty: 13129.671875 Iteration 29Q: 3 clusters Score -9976887 nChanged 387 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28417 members Mstep: Class 2 contains 16749 members Entering Unmasked Estep Score: -9976972.000000 Penalty: 13129.671875 Iteration 30Q: 3 clusters Score -9976972 nChanged 333 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28750 members Mstep: Class 2 contains 16416 members Entering Unmasked Estep Score: -9977046.000000 Penalty: 13129.671875 Iteration 31Q: 3 clusters Score -9977046 nChanged 324 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29074 members Mstep: Class 2 contains 16092 members Entering Unmasked Estep Score: -9977141.000000 Penalty: 13129.671875 Iteration 32Q: 3 clusters Score -9977141 nChanged 302 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29376 members Mstep: Class 2 contains 15790 members Entering Unmasked Estep Score: -9977209.000000 Penalty: 13129.671875 Iteration 33Q: 3 clusters Score -9977209 nChanged 248 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29624 members Mstep: Class 2 contains 15542 members Entering Unmasked Estep Score: -9977272.000000 Penalty: 13129.671875 Iteration 34Q: 3 clusters Score -9977272 nChanged 213 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29837 members Mstep: Class 2 contains 15329 members Entering Unmasked Estep Score: -9977324.000000 Penalty: 13129.671875 Iteration 35Q: 3 clusters Score -9977324 nChanged 212 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30049 members Mstep: Class 2 contains 15117 members Entering Unmasked Estep Score: -9977381.000000 Penalty: 13129.671875 Iteration 36Q: 3 clusters Score -9977381 nChanged 222 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30271 members Mstep: Class 2 contains 14895 members Entering Unmasked Estep Score: -9977431.000000 Penalty: 13129.671875 Iteration 37Q: 3 clusters Score -9977431 nChanged 221 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30492 members Mstep: Class 2 contains 14674 members Entering Unmasked Estep Score: -9977515.000000 Penalty: 13129.671875 Iteration 38Q: 3 clusters Score -9977515 nChanged 195 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30687 members Mstep: Class 2 contains 14479 members Entering Unmasked Estep Score: -9977606.000000 Penalty: 13129.671875 Iteration 39Q: 3 clusters Score -9977606 nChanged 182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30869 members Mstep: Class 2 contains 14297 members Entering Unmasked Estep Score: -9977644.000000 Penalty: 13129.671875 Iteration 40F: 3 clusters Score -9977644 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31019 members Mstep: Class 2 contains 14147 members Entering Unmasked Estep Score: -9977658.000000 Penalty: 13129.671875 Iteration 41Q: 3 clusters Score -9977658 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31152 members Mstep: Class 2 contains 14014 members Entering Unmasked Estep Score: -9977666.000000 Penalty: 13129.671875 Iteration 42Q: 3 clusters Score -9977666 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31277 members Mstep: Class 2 contains 13889 members Entering Unmasked Estep Score: -9977715.000000 Penalty: 13129.671875 Iteration 43Q: 3 clusters Score -9977715 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31387 members Mstep: Class 2 contains 13779 members Entering Unmasked Estep Score: -9977704.000000 Penalty: 13129.671875 Iteration 44Q: 3 clusters Score -9977704 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31484 members Mstep: Class 2 contains 13682 members Entering Unmasked Estep Score: -9977723.000000 Penalty: 13129.671875 Iteration 45Q: 3 clusters Score -9977723 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31580 members Mstep: Class 2 contains 13586 members Entering Unmasked Estep Score: -9977746.000000 Penalty: 13129.671875 Iteration 46Q: 3 clusters Score -9977746 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31655 members Mstep: Class 2 contains 13511 members Entering Unmasked Estep Score: -9977769.000000 Penalty: 13129.671875 Iteration 47Q: 3 clusters Score -9977769 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31710 members Mstep: Class 2 contains 13456 members Entering Unmasked Estep Score: -9977770.000000 Penalty: 13129.671875 Iteration 48Q: 3 clusters Score -9977770 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31759 members Mstep: Class 2 contains 13407 members Entering Unmasked Estep Score: -9977761.000000 Penalty: 13129.671875 Iteration 49Q: 3 clusters Score -9977761 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31807 members Mstep: Class 2 contains 13359 members Entering Unmasked Estep Score: -9977767.000000 Penalty: 13129.671875 Iteration 50Q: 3 clusters Score -9977767 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31858 members Mstep: Class 2 contains 13308 members Entering Unmasked Estep Score: -9977769.000000 Penalty: 13129.671875 Iteration 51Q: 3 clusters Score -9977769 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31911 members Mstep: Class 2 contains 13255 members Entering Unmasked Estep Score: -9977770.000000 Penalty: 13129.671875 Iteration 52Q: 3 clusters Score -9977770 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31965 members Mstep: Class 2 contains 13201 members Entering Unmasked Estep Score: -9977773.000000 Penalty: 13129.671875 Iteration 53Q: 3 clusters Score -9977773 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32022 members Mstep: Class 2 contains 13144 members Entering Unmasked Estep Score: -9977802.000000 Penalty: 13129.671875 Iteration 54Q: 3 clusters Score -9977802 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32087 members Mstep: Class 2 contains 13079 members Entering Unmasked Estep Score: -9977800.000000 Penalty: 13129.671875 Iteration 55Q: 3 clusters Score -9977800 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32138 members Mstep: Class 2 contains 13028 members Entering Unmasked Estep Score: -9977824.000000 Penalty: 13129.671875 Iteration 56Q: 3 clusters Score -9977824 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32198 members Mstep: Class 2 contains 12968 members Entering Unmasked Estep Score: -9977829.000000 Penalty: 13129.671875 Iteration 57Q: 3 clusters Score -9977829 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32238 members Mstep: Class 2 contains 12928 members Entering Unmasked Estep Score: -9977821.000000 Penalty: 13129.671875 Iteration 58Q: 3 clusters Score -9977821 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32272 members Mstep: Class 2 contains 12894 members Entering Unmasked Estep Score: -9977862.000000 Penalty: 13129.671875 Iteration 59Q: 3 clusters Score -9977862 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32301 members Mstep: Class 2 contains 12865 members Entering Unmasked Estep Score: -9977846.000000 Penalty: 13129.671875 Iteration 60F: 3 clusters Score -9977846 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32320 members Mstep: Class 2 contains 12846 members Entering Unmasked Estep Score: -9977861.000000 Penalty: 13129.671875 Iteration 61Q: 3 clusters Score -9977861 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32332 members Mstep: Class 2 contains 12834 members Entering Unmasked Estep Score: -9977861.000000 Penalty: 13129.671875 Iteration 62Q: 3 clusters Score -9977861 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32342 members Mstep: Class 2 contains 12824 members Entering Unmasked Estep Score: -9977851.000000 Penalty: 13129.671875 Iteration 63Q: 3 clusters Score -9977851 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32351 members Mstep: Class 2 contains 12815 members Entering Unmasked Estep Score: -9977862.000000 Penalty: 13129.671875 Iteration 64Q: 3 clusters Score -9977862 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32363 members Mstep: Class 2 contains 12803 members Entering Unmasked Estep Score: -9977863.000000 Penalty: 13129.671875 Iteration 65Q: 3 clusters Score -9977863 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32368 members Mstep: Class 2 contains 12798 members Entering Unmasked Estep Score: -9977871.000000 Penalty: 13129.671875 Iteration 66Q: 3 clusters Score -9977871 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32376 members Mstep: Class 2 contains 12790 members Entering Unmasked Estep Score: -9977873.000000 Penalty: 13129.671875 Iteration 67Q: 3 clusters Score -9977873 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32385 members Mstep: Class 2 contains 12781 members Entering Unmasked Estep Score: -9977858.000000 Penalty: 13129.671875 Iteration 68Q: 3 clusters Score -9977858 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32394 members Mstep: Class 2 contains 12772 members Entering Unmasked Estep Score: -9977863.000000 Penalty: 13129.671875 Iteration 69Q: 3 clusters Score -9977863 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32401 members Mstep: Class 2 contains 12765 members Entering Unmasked Estep Score: -9977867.000000 Penalty: 13129.671875 Iteration 70Q: 3 clusters Score -9977867 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32407 members Mstep: Class 2 contains 12759 members Entering Unmasked Estep Score: -9977860.000000 Penalty: 13129.671875 Iteration 71Q: 3 clusters Score -9977860 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32412 members Mstep: Class 2 contains 12754 members Entering Unmasked Estep Score: -9977872.000000 Penalty: 13129.671875 Iteration 72Q: 3 clusters Score -9977872 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32419 members Mstep: Class 2 contains 12747 members Entering Unmasked Estep Score: -9977876.000000 Penalty: 13129.671875 Iteration 73Q: 3 clusters Score -9977876 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32427 members Mstep: Class 2 contains 12739 members Entering Unmasked Estep Score: -9977857.000000 Penalty: 13129.671875 Iteration 74Q: 3 clusters Score -9977857 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32431 members Mstep: Class 2 contains 12735 members Entering Unmasked Estep Score: -9977876.000000 Penalty: 13129.671875 Iteration 75Q: 3 clusters Score -9977876 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32433 members Mstep: Class 2 contains 12733 members Entering Unmasked Estep Score: -9977874.000000 Penalty: 13129.671875 Iteration 76Q: 3 clusters Score -9977874 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32433 members Mstep: Class 2 contains 12733 members Entering Unmasked Estep Score: -9977874.000000 Penalty: 13129.671875 Iteration 77F: 3 clusters Score -9977874 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (5345 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5345 members Entering Unmasked Estep Score: -1176932.125000 Penalty: 5257.648926 Iteration 0F: 2 clusters Score -1176932 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2631 members Mstep: Class 2 contains 2714 members Entering Unmasked Estep Score: -1169623.125000 Penalty: 10515.297852 Iteration 0F: 3 clusters Score -1169623 nChanged 1691 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2580 members Mstep: Class 2 contains 2765 members Entering Unmasked Estep Score: -1170776.125000 Penalty: 10515.297852 Iteration 1F: 3 clusters Score -1170776 nChanged 374 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2544 members Mstep: Class 2 contains 2801 members Entering Unmasked Estep Score: -1171078.000000 Penalty: 10515.297852 Iteration 2F: 3 clusters Score -1171078 nChanged 226 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2544 members Mstep: Class 2 contains 2801 members Entering Unmasked Estep Score: -1171250.500000 Penalty: 10515.297852 Iteration 3Q: 3 clusters Score -1171250 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2542 members Mstep: Class 2 contains 2803 members Entering Unmasked Estep Score: -1171333.375000 Penalty: 10515.297852 Iteration 4Q: 3 clusters Score -1171333 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2547 members Mstep: Class 2 contains 2798 members Entering Unmasked Estep Score: -1171389.375000 Penalty: 10515.297852 Iteration 5Q: 3 clusters Score -1171389 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2547 members Mstep: Class 2 contains 2798 members Entering Unmasked Estep Score: -1171424.500000 Penalty: 10515.297852 Iteration 6Q: 3 clusters Score -1171424 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2537 members Mstep: Class 2 contains 2808 members Entering Unmasked Estep Score: -1171453.500000 Penalty: 10515.297852 Iteration 7Q: 3 clusters Score -1171454 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2526 members Mstep: Class 2 contains 2819 members Entering Unmasked Estep Score: -1171486.375000 Penalty: 10515.297852 Iteration 8Q: 3 clusters Score -1171486 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2522 members Mstep: Class 2 contains 2823 members Entering Unmasked Estep Score: -1171504.500000 Penalty: 10515.297852 Iteration 9Q: 3 clusters Score -1171504 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2518 members Mstep: Class 2 contains 2827 members Entering Unmasked Estep Score: -1171518.375000 Penalty: 10515.297852 Iteration 10Q: 3 clusters Score -1171518 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2509 members Mstep: Class 2 contains 2836 members Entering Unmasked Estep Score: -1171542.000000 Penalty: 10515.297852 Iteration 11Q: 3 clusters Score -1171542 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2504 members Mstep: Class 2 contains 2841 members Entering Unmasked Estep Score: -1171559.625000 Penalty: 10515.297852 Iteration 12Q: 3 clusters Score -1171560 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2500 members Mstep: Class 2 contains 2845 members Entering Unmasked Estep Score: -1171570.375000 Penalty: 10515.297852 Iteration 13Q: 3 clusters Score -1171570 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2499 members Mstep: Class 2 contains 2846 members Entering Unmasked Estep Score: -1171579.250000 Penalty: 10515.297852 Iteration 14Q: 3 clusters Score -1171579 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2495 members Mstep: Class 2 contains 2850 members Entering Unmasked Estep Score: -1171584.250000 Penalty: 10515.297852 Iteration 15Q: 3 clusters Score -1171584 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2493 members Mstep: Class 2 contains 2852 members Entering Unmasked Estep Score: -1171585.500000 Penalty: 10515.297852 Iteration 16Q: 3 clusters Score -1171586 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2488 members Mstep: Class 2 contains 2857 members Entering Unmasked Estep Score: -1171589.125000 Penalty: 10515.297852 Iteration 17Q: 3 clusters Score -1171589 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2485 members Mstep: Class 2 contains 2860 members Entering Unmasked Estep Score: -1171590.875000 Penalty: 10515.297852 Iteration 18Q: 3 clusters Score -1171591 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2481 members Mstep: Class 2 contains 2864 members Entering Unmasked Estep Score: -1171591.875000 Penalty: 10515.297852 Iteration 19Q: 3 clusters Score -1171592 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2480 members Mstep: Class 2 contains 2865 members Entering Unmasked Estep Score: -1171595.750000 Penalty: 10515.297852 Iteration 20F: 3 clusters Score -1171596 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2481 members Mstep: Class 2 contains 2864 members Entering Unmasked Estep Score: -1171598.250000 Penalty: 10515.297852 Iteration 21Q: 3 clusters Score -1171598 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2483 members Mstep: Class 2 contains 2862 members Entering Unmasked Estep Score: -1171599.125000 Penalty: 10515.297852 Iteration 22Q: 3 clusters Score -1171599 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2485 members Mstep: Class 2 contains 2860 members Entering Unmasked Estep Score: -1171601.500000 Penalty: 10515.297852 Iteration 23Q: 3 clusters Score -1171602 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2485 members Mstep: Class 2 contains 2860 members Entering Unmasked Estep Score: -1171601.500000 Penalty: 10515.297852 Iteration 24F: 3 clusters Score -1171602 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (1336 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1336 members Entering Unmasked Estep Score: -195723.046875 Penalty: 4408.429199 Iteration 0F: 2 clusters Score -195723 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 623 members Mstep: Class 2 contains 713 members Entering Unmasked Estep Score: -192191.953125 Penalty: 8816.858398 Iteration 0F: 3 clusters Score -192192 nChanged 390 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 735 members Mstep: Class 2 contains 601 members Entering Unmasked Estep Score: -194790.093750 Penalty: 8816.858398 Iteration 1F: 3 clusters Score -194790.1 nChanged 274 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 923 members Mstep: Class 2 contains 413 members Entering Unmasked Estep Score: -198149.703125 Penalty: 8816.858398 Iteration 2F: 3 clusters Score -198149.7 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 945 members Mstep: Class 2 contains 391 members Entering Unmasked Estep Score: -200612.671875 Penalty: 8816.858398 Iteration 3F: 3 clusters Score -200612.7 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 909 members Mstep: Class 2 contains 427 members Entering Unmasked Estep Score: -202422.515625 Penalty: 8816.858398 Iteration 4Q: 3 clusters Score -202422.5 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 871 members Mstep: Class 2 contains 465 members Entering Unmasked Estep Score: -203718.953125 Penalty: 8816.858398 Iteration 5Q: 3 clusters Score -203719 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 847 members Mstep: Class 2 contains 489 members Entering Unmasked Estep Score: -204526.656250 Penalty: 8816.858398 Iteration 6Q: 3 clusters Score -204526.7 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 827 members Mstep: Class 2 contains 509 members Entering Unmasked Estep Score: -205054.531250 Penalty: 8816.858398 Iteration 7Q: 3 clusters Score -205054.5 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 808 members Mstep: Class 2 contains 528 members Entering Unmasked Estep Score: -205329.671875 Penalty: 8816.858398 Iteration 8Q: 3 clusters Score -205329.7 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 791 members Mstep: Class 2 contains 545 members Entering Unmasked Estep Score: -205683.796875 Penalty: 8816.858398 Iteration 9Q: 3 clusters Score -205683.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 781 members Mstep: Class 2 contains 555 members Entering Unmasked Estep Score: -205863.968750 Penalty: 8816.858398 Iteration 10Q: 3 clusters Score -205864 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 777 members Mstep: Class 2 contains 559 members Entering Unmasked Estep Score: -205891.390625 Penalty: 8816.858398 Iteration 11Q: 3 clusters Score -205891.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 776 members Mstep: Class 2 contains 560 members Entering Unmasked Estep Score: -205896.343750 Penalty: 8816.858398 Iteration 12Q: 3 clusters Score -205896.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 775 members Mstep: Class 2 contains 561 members Entering Unmasked Estep Score: -205899.531250 Penalty: 8816.858398 Iteration 13Q: 3 clusters Score -205899.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 775 members Mstep: Class 2 contains 561 members Entering Unmasked Estep Score: -205902.968750 Penalty: 8816.858398 Iteration 14F: 3 clusters Score -205903 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 773 members Mstep: Class 2 contains 563 members Entering Unmasked Estep Score: -205989.171875 Penalty: 8816.858398 Iteration 15Q: 3 clusters Score -205989.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 771 members Mstep: Class 2 contains 565 members Entering Unmasked Estep Score: -206011.640625 Penalty: 8816.858398 Iteration 16Q: 3 clusters Score -206011.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 769 members Mstep: Class 2 contains 567 members Entering Unmasked Estep Score: -206036.546875 Penalty: 8816.858398 Iteration 17Q: 3 clusters Score -206036.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 763 members Mstep: Class 2 contains 573 members Entering Unmasked Estep Score: -206117.609375 Penalty: 8816.858398 Iteration 18Q: 3 clusters Score -206117.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 758 members Mstep: Class 2 contains 578 members Entering Unmasked Estep Score: -206171.734375 Penalty: 8816.858398 Iteration 19Q: 3 clusters Score -206171.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 755 members Mstep: Class 2 contains 581 members Entering Unmasked Estep Score: -206204.156250 Penalty: 8816.858398 Iteration 20F: 3 clusters Score -206204.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 753 members Mstep: Class 2 contains 583 members Entering Unmasked Estep Score: -206227.500000 Penalty: 8816.858398 Iteration 21Q: 3 clusters Score -206227.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 752 members Mstep: Class 2 contains 584 members Entering Unmasked Estep Score: -206235.078125 Penalty: 8816.858398 Iteration 22Q: 3 clusters Score -206235.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 751 members Mstep: Class 2 contains 585 members Entering Unmasked Estep Score: -206240.234375 Penalty: 8816.858398 Iteration 23Q: 3 clusters Score -206240.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 750 members Mstep: Class 2 contains 586 members Entering Unmasked Estep Score: -206244.968750 Penalty: 8816.858398 Iteration 24Q: 3 clusters Score -206245 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 749 members Mstep: Class 2 contains 587 members Entering Unmasked Estep Score: -206249.312500 Penalty: 8816.858398 Iteration 25Q: 3 clusters Score -206249.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 749 members Mstep: Class 2 contains 587 members Entering Unmasked Estep Score: -206249.312500 Penalty: 8816.858398 Iteration 26F: 3 clusters Score -206249.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 68 members Mstep: Class 1 contains 877 members Mstep: Class 2 contains 45166 members Mstep: Class 3 contains 5345 members Mstep: Class 4 contains 587 members Mstep: Class 5 contains 749 members Mstep: Class 6 contains 4268 members Mstep: Class 7 contains 768 members Mstep: Class 8 contains 185408 members Mstep: Class 9 contains 7656 members Mstep: Class 10 contains 1438 members Mstep: Class 11 contains 2589 members Mstep: Class 12 contains 38939 members Mstep: Class 13 contains 143746 members Mstep: Class 14 contains 27555 members Mstep: Class 15 contains 55577 members Mstep: Class 16 contains 158302 members Entering Unmasked Estep Score: -147487824.000000 Penalty: 131598.640625 Splitting cluster 5 changes total score from -147481040.000000 to -147487824.000000 So it's getting split into cluster 4. Entering ConstructFrom: Trying to split cluster 6 (4268 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4268 members Entering Unmasked Estep Score: -905538.375000 Penalty: 5119.826660 Iteration 0F: 2 clusters Score -905538.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2120 members Mstep: Class 2 contains 2148 members Entering Unmasked Estep Score: -898982.000000 Penalty: 10239.653320 Iteration 0F: 3 clusters Score -898982 nChanged 1317 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2099 members Mstep: Class 2 contains 2169 members Entering Unmasked Estep Score: -900139.937500 Penalty: 10239.653320 Iteration 1F: 3 clusters Score -900139.9 nChanged 331 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2082 members Mstep: Class 2 contains 2186 members Entering Unmasked Estep Score: -900521.750000 Penalty: 10239.653320 Iteration 2F: 3 clusters Score -900521.8 nChanged 245 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2029 members Mstep: Class 2 contains 2239 members Entering Unmasked Estep Score: -900789.937500 Penalty: 10239.653320 Iteration 3F: 3 clusters Score -900789.9 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1986 members Mstep: Class 2 contains 2282 members Entering Unmasked Estep Score: -900949.250000 Penalty: 10239.653320 Iteration 4Q: 3 clusters Score -900949.2 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1952 members Mstep: Class 2 contains 2316 members Entering Unmasked Estep Score: -901068.812500 Penalty: 10239.653320 Iteration 5Q: 3 clusters Score -901068.8 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1919 members Mstep: Class 2 contains 2349 members Entering Unmasked Estep Score: -901164.562500 Penalty: 10239.653320 Iteration 6Q: 3 clusters Score -901164.6 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1901 members Mstep: Class 2 contains 2367 members Entering Unmasked Estep Score: -901259.062500 Penalty: 10239.653320 Iteration 7Q: 3 clusters Score -901259.1 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1867 members Mstep: Class 2 contains 2401 members Entering Unmasked Estep Score: -901328.187500 Penalty: 10239.653320 Iteration 8Q: 3 clusters Score -901328.2 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1842 members Mstep: Class 2 contains 2426 members Entering Unmasked Estep Score: -901376.062500 Penalty: 10239.653320 Iteration 9Q: 3 clusters Score -901376.1 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1834 members Mstep: Class 2 contains 2434 members Entering Unmasked Estep Score: -901413.125000 Penalty: 10239.653320 Iteration 10Q: 3 clusters Score -901413.1 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1829 members Mstep: Class 2 contains 2439 members Entering Unmasked Estep Score: -901445.562500 Penalty: 10239.653320 Iteration 11Q: 3 clusters Score -901445.6 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1815 members Mstep: Class 2 contains 2453 members Entering Unmasked Estep Score: -901474.750000 Penalty: 10239.653320 Iteration 12Q: 3 clusters Score -901474.8 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1812 members Mstep: Class 2 contains 2456 members Entering Unmasked Estep Score: -901502.062500 Penalty: 10239.653320 Iteration 13Q: 3 clusters Score -901502.1 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1808 members Mstep: Class 2 contains 2460 members Entering Unmasked Estep Score: -901533.625000 Penalty: 10239.653320 Iteration 14Q: 3 clusters Score -901533.6 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1807 members Mstep: Class 2 contains 2461 members Entering Unmasked Estep Score: -901563.375000 Penalty: 10239.653320 Iteration 15Q: 3 clusters Score -901563.4 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1802 members Mstep: Class 2 contains 2466 members Entering Unmasked Estep Score: -901604.125000 Penalty: 10239.653320 Iteration 16Q: 3 clusters Score -901604.1 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1787 members Mstep: Class 2 contains 2481 members Entering Unmasked Estep Score: -901644.125000 Penalty: 10239.653320 Iteration 17Q: 3 clusters Score -901644.1 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1776 members Mstep: Class 2 contains 2492 members Entering Unmasked Estep Score: -901679.250000 Penalty: 10239.653320 Iteration 18Q: 3 clusters Score -901679.2 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1774 members Mstep: Class 2 contains 2494 members Entering Unmasked Estep Score: -901714.000000 Penalty: 10239.653320 Iteration 19Q: 3 clusters Score -901714 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1764 members Mstep: Class 2 contains 2504 members Entering Unmasked Estep Score: -901736.687500 Penalty: 10239.653320 Iteration 20F: 3 clusters Score -901736.7 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1757 members Mstep: Class 2 contains 2511 members Entering Unmasked Estep Score: -901770.375000 Penalty: 10239.653320 Iteration 21Q: 3 clusters Score -901770.4 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1749 members Mstep: Class 2 contains 2519 members Entering Unmasked Estep Score: -901794.812500 Penalty: 10239.653320 Iteration 22Q: 3 clusters Score -901794.8 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1745 members Mstep: Class 2 contains 2523 members Entering Unmasked Estep Score: -901825.875000 Penalty: 10239.653320 Iteration 23Q: 3 clusters Score -901825.9 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1747 members Mstep: Class 2 contains 2521 members Entering Unmasked Estep Score: -901861.562500 Penalty: 10239.653320 Iteration 24Q: 3 clusters Score -901861.6 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1735 members Mstep: Class 2 contains 2533 members Entering Unmasked Estep Score: -901909.062500 Penalty: 10239.653320 Iteration 25Q: 3 clusters Score -901909.1 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1731 members Mstep: Class 2 contains 2537 members Entering Unmasked Estep Score: -901967.062500 Penalty: 10239.653320 Iteration 26Q: 3 clusters Score -901967.1 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1726 members Mstep: Class 2 contains 2542 members Entering Unmasked Estep Score: -902010.312500 Penalty: 10239.653320 Iteration 27Q: 3 clusters Score -902010.3 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1715 members Mstep: Class 2 contains 2553 members Entering Unmasked Estep Score: -902070.562500 Penalty: 10239.653320 Iteration 28Q: 3 clusters Score -902070.6 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1705 members Mstep: Class 2 contains 2563 members Entering Unmasked Estep Score: -902147.625000 Penalty: 10239.653320 Iteration 29Q: 3 clusters Score -902147.6 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1695 members Mstep: Class 2 contains 2573 members Entering Unmasked Estep Score: -902216.000000 Penalty: 10239.653320 Iteration 30Q: 3 clusters Score -902216 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1698 members Mstep: Class 2 contains 2570 members Entering Unmasked Estep Score: -902284.187500 Penalty: 10239.653320 Iteration 31Q: 3 clusters Score -902284.2 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1692 members Mstep: Class 2 contains 2576 members Entering Unmasked Estep Score: -902379.125000 Penalty: 10239.653320 Iteration 32Q: 3 clusters Score -902379.1 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1704 members Mstep: Class 2 contains 2564 members Entering Unmasked Estep Score: -902527.750000 Penalty: 10239.653320 Iteration 33Q: 3 clusters Score -902527.8 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1727 members Mstep: Class 2 contains 2541 members Entering Unmasked Estep Score: -902709.875000 Penalty: 10239.653320 Iteration 34Q: 3 clusters Score -902709.9 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1751 members Mstep: Class 2 contains 2517 members Entering Unmasked Estep Score: -902887.125000 Penalty: 10239.653320 Iteration 35Q: 3 clusters Score -902887.1 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1749 members Mstep: Class 2 contains 2519 members Entering Unmasked Estep Score: -903004.375000 Penalty: 10239.653320 Iteration 36Q: 3 clusters Score -903004.4 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1733 members Mstep: Class 2 contains 2535 members Entering Unmasked Estep Score: -903092.937500 Penalty: 10239.653320 Iteration 37Q: 3 clusters Score -903092.9 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1692 members Mstep: Class 2 contains 2576 members Entering Unmasked Estep Score: -903151.875000 Penalty: 10239.653320 Iteration 38Q: 3 clusters Score -903151.9 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1659 members Mstep: Class 2 contains 2609 members Entering Unmasked Estep Score: -903194.062500 Penalty: 10239.653320 Iteration 39Q: 3 clusters Score -903194.1 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1625 members Mstep: Class 2 contains 2643 members Entering Unmasked Estep Score: -903237.437500 Penalty: 10239.653320 Iteration 40F: 3 clusters Score -903237.4 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1598 members Mstep: Class 2 contains 2670 members Entering Unmasked Estep Score: -903269.312500 Penalty: 10239.653320 Iteration 41Q: 3 clusters Score -903269.3 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1575 members Mstep: Class 2 contains 2693 members Entering Unmasked Estep Score: -903297.937500 Penalty: 10239.653320 Iteration 42Q: 3 clusters Score -903297.9 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1555 members Mstep: Class 2 contains 2713 members Entering Unmasked Estep Score: -903329.062500 Penalty: 10239.653320 Iteration 43Q: 3 clusters Score -903329.1 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1535 members Mstep: Class 2 contains 2733 members Entering Unmasked Estep Score: -903362.500000 Penalty: 10239.653320 Iteration 44Q: 3 clusters Score -903362.5 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1506 members Mstep: Class 2 contains 2762 members Entering Unmasked Estep Score: -903409.125000 Penalty: 10239.653320 Iteration 45Q: 3 clusters Score -903409.1 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1468 members Mstep: Class 2 contains 2800 members Entering Unmasked Estep Score: -903472.937500 Penalty: 10239.653320 Iteration 46Q: 3 clusters Score -903472.9 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1433 members Mstep: Class 2 contains 2835 members Entering Unmasked Estep Score: -903531.375000 Penalty: 10239.653320 Iteration 47Q: 3 clusters Score -903531.4 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1398 members Mstep: Class 2 contains 2870 members Entering Unmasked Estep Score: -903590.687500 Penalty: 10239.653320 Iteration 48Q: 3 clusters Score -903590.7 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1367 members Mstep: Class 2 contains 2901 members Entering Unmasked Estep Score: -903639.500000 Penalty: 10239.653320 Iteration 49Q: 3 clusters Score -903639.5 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1348 members Mstep: Class 2 contains 2920 members Entering Unmasked Estep Score: -903669.625000 Penalty: 10239.653320 Iteration 50Q: 3 clusters Score -903669.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1337 members Mstep: Class 2 contains 2931 members Entering Unmasked Estep Score: -903684.625000 Penalty: 10239.653320 Iteration 51Q: 3 clusters Score -903684.6 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1325 members Mstep: Class 2 contains 2943 members Entering Unmasked Estep Score: -903702.750000 Penalty: 10239.653320 Iteration 52Q: 3 clusters Score -903702.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1312 members Mstep: Class 2 contains 2956 members Entering Unmasked Estep Score: -903718.125000 Penalty: 10239.653320 Iteration 53Q: 3 clusters Score -903718.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1304 members Mstep: Class 2 contains 2964 members Entering Unmasked Estep Score: -903731.875000 Penalty: 10239.653320 Iteration 54Q: 3 clusters Score -903731.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1295 members Mstep: Class 2 contains 2973 members Entering Unmasked Estep Score: -903741.062500 Penalty: 10239.653320 Iteration 55Q: 3 clusters Score -903741.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1294 members Mstep: Class 2 contains 2974 members Entering Unmasked Estep Score: -903741.562500 Penalty: 10239.653320 Iteration 56Q: 3 clusters Score -903741.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1293 members Mstep: Class 2 contains 2975 members Entering Unmasked Estep Score: -903742.062500 Penalty: 10239.653320 Iteration 57Q: 3 clusters Score -903742.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1293 members Mstep: Class 2 contains 2975 members Entering Unmasked Estep Score: -903742.062500 Penalty: 10239.653320 Iteration 58F: 3 clusters Score -903742.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (768 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 768 members Entering Unmasked Estep Score: -162037.562500 Penalty: 4069.321289 Iteration 0F: 2 clusters Score -162037.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 392 members Mstep: Class 2 contains 376 members Entering Unmasked Estep Score: -158267.296875 Penalty: 8138.642578 Iteration 0F: 3 clusters Score -158267.3 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 383 members Mstep: Class 2 contains 385 members Entering Unmasked Estep Score: -158526.734375 Penalty: 8138.642578 Iteration 1F: 3 clusters Score -158526.7 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 386 members Mstep: Class 2 contains 382 members Entering Unmasked Estep Score: -158596.359375 Penalty: 8138.642578 Iteration 2Q: 3 clusters Score -158596.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 388 members Mstep: Class 2 contains 380 members Entering Unmasked Estep Score: -158644.281250 Penalty: 8138.642578 Iteration 3Q: 3 clusters Score -158644.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 392 members Mstep: Class 2 contains 376 members Entering Unmasked Estep Score: -158670.265625 Penalty: 8138.642578 Iteration 4Q: 3 clusters Score -158670.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 389 members Mstep: Class 2 contains 379 members Entering Unmasked Estep Score: -158698.390625 Penalty: 8138.642578 Iteration 5Q: 3 clusters Score -158698.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 390 members Mstep: Class 2 contains 378 members Entering Unmasked Estep Score: -158711.406250 Penalty: 8138.642578 Iteration 6Q: 3 clusters Score -158711.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 393 members Mstep: Class 2 contains 375 members Entering Unmasked Estep Score: -158724.156250 Penalty: 8138.642578 Iteration 7Q: 3 clusters Score -158724.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 393 members Mstep: Class 2 contains 375 members Entering Unmasked Estep Score: -158730.843750 Penalty: 8138.642578 Iteration 8Q: 3 clusters Score -158730.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 393 members Mstep: Class 2 contains 375 members Entering Unmasked Estep Score: -158730.843750 Penalty: 8138.642578 Iteration 9F: 3 clusters Score -158730.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (185408 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 185408 members Entering Unmasked Estep Score: -40723308.000000 Penalty: 7429.817383 Iteration 0F: 2 clusters Score -4.072331e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 92634 members Mstep: Class 2 contains 92774 members Entering Unmasked Estep Score: -40608840.000000 Penalty: 14859.634766 Iteration 0F: 3 clusters Score -4.060884e+07 nChanged 86896 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 92946 members Mstep: Class 2 contains 92462 members Entering Unmasked Estep Score: -40658784.000000 Penalty: 14859.634766 Iteration 1F: 3 clusters Score -4.065878e+07 nChanged 6650 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 93372 members Mstep: Class 2 contains 92036 members Entering Unmasked Estep Score: -40660808.000000 Penalty: 14859.634766 Iteration 2Q: 3 clusters Score -4.066081e+07 nChanged 7326 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94048 members Mstep: Class 2 contains 91360 members Entering Unmasked Estep Score: -40663852.000000 Penalty: 14859.634766 Iteration 3Q: 3 clusters Score -4.066385e+07 nChanged 8590 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94902 members Mstep: Class 2 contains 90506 members Entering Unmasked Estep Score: -40669308.000000 Penalty: 14859.634766 Iteration 4Q: 3 clusters Score -4.066931e+07 nChanged 10506 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95248 members Mstep: Class 2 contains 90160 members Entering Unmasked Estep Score: -40677816.000000 Penalty: 14859.634766 Iteration 5F: 3 clusters Score -4.067782e+07 nChanged 12078 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 93722 members Mstep: Class 2 contains 91686 members Entering Unmasked Estep Score: -40687668.000000 Penalty: 14859.634766 Iteration 6F: 3 clusters Score -4.068767e+07 nChanged 12710 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 89600 members Mstep: Class 2 contains 95808 members Entering Unmasked Estep Score: -40696376.000000 Penalty: 14859.634766 Iteration 7F: 3 clusters Score -4.069638e+07 nChanged 11988 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 83076 members Mstep: Class 2 contains 102332 members Entering Unmasked Estep Score: -40703428.000000 Penalty: 14859.634766 Iteration 8F: 3 clusters Score -4.070343e+07 nChanged 10990 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74918 members Mstep: Class 2 contains 110490 members Entering Unmasked Estep Score: -40710868.000000 Penalty: 14859.634766 Iteration 9F: 3 clusters Score -4.071087e+07 nChanged 10892 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65674 members Mstep: Class 2 contains 119734 members Entering Unmasked Estep Score: -40719676.000000 Penalty: 14859.634766 Iteration 10F: 3 clusters Score -4.071968e+07 nChanged 10173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56647 members Mstep: Class 2 contains 128761 members Entering Unmasked Estep Score: -40727792.000000 Penalty: 14859.634766 Iteration 11F: 3 clusters Score -4.072779e+07 nChanged 8328 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49033 members Mstep: Class 2 contains 136375 members Entering Unmasked Estep Score: -40733744.000000 Penalty: 14859.634766 Iteration 12Q: 3 clusters Score -4.073374e+07 nChanged 6285 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43032 members Mstep: Class 2 contains 142376 members Entering Unmasked Estep Score: -40737956.000000 Penalty: 14859.634766 Iteration 13Q: 3 clusters Score -4.073796e+07 nChanged 4894 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38194 members Mstep: Class 2 contains 147214 members Entering Unmasked Estep Score: -40740784.000000 Penalty: 14859.634766 Iteration 14Q: 3 clusters Score -4.074078e+07 nChanged 3869 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34345 members Mstep: Class 2 contains 151063 members Entering Unmasked Estep Score: -40743788.000000 Penalty: 14859.634766 Iteration 15Q: 3 clusters Score -4.074379e+07 nChanged 3001 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31368 members Mstep: Class 2 contains 154040 members Entering Unmasked Estep Score: -40746588.000000 Penalty: 14859.634766 Iteration 16Q: 3 clusters Score -4.074659e+07 nChanged 2069 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29333 members Mstep: Class 2 contains 156075 members Entering Unmasked Estep Score: -40747844.000000 Penalty: 14859.634766 Iteration 17Q: 3 clusters Score -4.074784e+07 nChanged 1246 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28107 members Mstep: Class 2 contains 157301 members Entering Unmasked Estep Score: -40748236.000000 Penalty: 14859.634766 Iteration 18Q: 3 clusters Score -4.074824e+07 nChanged 650 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27457 members Mstep: Class 2 contains 157951 members Entering Unmasked Estep Score: -40748320.000000 Penalty: 14859.634766 Iteration 19Q: 3 clusters Score -4.074832e+07 nChanged 350 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27107 members Mstep: Class 2 contains 158301 members Entering Unmasked Estep Score: -40748220.000000 Penalty: 14859.634766 Iteration 20F: 3 clusters Score -4.074822e+07 nChanged 216 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26891 members Mstep: Class 2 contains 158517 members Entering Unmasked Estep Score: -40748152.000000 Penalty: 14859.634766 Iteration 21Q: 3 clusters Score -4.074815e+07 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26761 members Mstep: Class 2 contains 158647 members Entering Unmasked Estep Score: -40748164.000000 Penalty: 14859.634766 Iteration 22Q: 3 clusters Score -4.074816e+07 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26687 members Mstep: Class 2 contains 158721 members Entering Unmasked Estep Score: -40748216.000000 Penalty: 14859.634766 Iteration 23Q: 3 clusters Score -4.074822e+07 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26639 members Mstep: Class 2 contains 158769 members Entering Unmasked Estep Score: -40748216.000000 Penalty: 14859.634766 Iteration 24Q: 3 clusters Score -4.074822e+07 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26602 members Mstep: Class 2 contains 158806 members Entering Unmasked Estep Score: -40748176.000000 Penalty: 14859.634766 Iteration 25Q: 3 clusters Score -4.074818e+07 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26574 members Mstep: Class 2 contains 158834 members Entering Unmasked Estep Score: -40748172.000000 Penalty: 14859.634766 Iteration 26Q: 3 clusters Score -4.074817e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26557 members Mstep: Class 2 contains 158851 members Entering Unmasked Estep Score: -40748160.000000 Penalty: 14859.634766 Iteration 27Q: 3 clusters Score -4.074816e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26549 members Mstep: Class 2 contains 158859 members Entering Unmasked Estep Score: -40748152.000000 Penalty: 14859.634766 Iteration 28Q: 3 clusters Score -4.074815e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26543 members Mstep: Class 2 contains 158865 members Entering Unmasked Estep Score: -40748168.000000 Penalty: 14859.634766 Iteration 29Q: 3 clusters Score -4.074817e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26539 members Mstep: Class 2 contains 158869 members Entering Unmasked Estep Score: -40748180.000000 Penalty: 14859.634766 Iteration 30Q: 3 clusters Score -4.074818e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26535 members Mstep: Class 2 contains 158873 members Entering Unmasked Estep Score: -40748188.000000 Penalty: 14859.634766 Iteration 31Q: 3 clusters Score -4.074819e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26534 members Mstep: Class 2 contains 158874 members Entering Unmasked Estep Score: -40748184.000000 Penalty: 14859.634766 Iteration 32Q: 3 clusters Score -4.074818e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26533 members Mstep: Class 2 contains 158875 members Entering Unmasked Estep Score: -40748188.000000 Penalty: 14859.634766 Iteration 33Q: 3 clusters Score -4.074819e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26533 members Mstep: Class 2 contains 158875 members Entering Unmasked Estep Score: -40748188.000000 Penalty: 14859.634766 Iteration 34F: 3 clusters Score -4.074819e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 68 members Mstep: Class 1 contains 877 members Mstep: Class 2 contains 45166 members Mstep: Class 3 contains 5345 members Mstep: Class 4 contains 587 members Mstep: Class 5 contains 749 members Mstep: Class 6 contains 4268 members Mstep: Class 7 contains 768 members Mstep: Class 8 contains 26533 members Mstep: Class 9 contains 7656 members Mstep: Class 10 contains 1438 members Mstep: Class 11 contains 2589 members Mstep: Class 12 contains 38939 members Mstep: Class 13 contains 143746 members Mstep: Class 14 contains 27555 members Mstep: Class 15 contains 55577 members Mstep: Class 16 contains 158302 members Mstep: Class 17 contains 158875 members Entering Unmasked Estep Score: -147512480.000000 Penalty: 139823.546875 Splitting cluster 8 changes total score from -147481040.000000 to -147512480.000000 So it's getting split into cluster 17. Entering ConstructFrom: Trying to split cluster 9 (7656 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7656 members Entering Unmasked Estep Score: -1617827.000000 Penalty: 5477.737305 Iteration 0F: 2 clusters Score -1617827 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3778 members Mstep: Class 2 contains 3878 members Entering Unmasked Estep Score: -1609100.500000 Penalty: 10955.474609 Iteration 0F: 3 clusters Score -1609100 nChanged 2681 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3727 members Mstep: Class 2 contains 3929 members Entering Unmasked Estep Score: -1611056.500000 Penalty: 10955.474609 Iteration 1F: 3 clusters Score -1611056 nChanged 638 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3565 members Mstep: Class 2 contains 4091 members Entering Unmasked Estep Score: -1611726.750000 Penalty: 10955.474609 Iteration 2F: 3 clusters Score -1611727 nChanged 496 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3371 members Mstep: Class 2 contains 4285 members Entering Unmasked Estep Score: -1612259.875000 Penalty: 10955.474609 Iteration 3F: 3 clusters Score -1612260 nChanged 457 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3126 members Mstep: Class 2 contains 4530 members Entering Unmasked Estep Score: -1612795.750000 Penalty: 10955.474609 Iteration 4F: 3 clusters Score -1612796 nChanged 471 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2833 members Mstep: Class 2 contains 4823 members Entering Unmasked Estep Score: -1613442.375000 Penalty: 10955.474609 Iteration 5F: 3 clusters Score -1613442 nChanged 523 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2526 members Mstep: Class 2 contains 5130 members Entering Unmasked Estep Score: -1614200.250000 Penalty: 10955.474609 Iteration 6F: 3 clusters Score -1614200 nChanged 480 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2208 members Mstep: Class 2 contains 5448 members Entering Unmasked Estep Score: -1614897.125000 Penalty: 10955.474609 Iteration 7F: 3 clusters Score -1614897 nChanged 406 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1972 members Mstep: Class 2 contains 5684 members Entering Unmasked Estep Score: -1615576.750000 Penalty: 10955.474609 Iteration 8F: 3 clusters Score -1615577 nChanged 302 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1858 members Mstep: Class 2 contains 5798 members Entering Unmasked Estep Score: -1616052.250000 Penalty: 10955.474609 Iteration 9Q: 3 clusters Score -1616052 nChanged 206 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1794 members Mstep: Class 2 contains 5862 members Entering Unmasked Estep Score: -1616320.875000 Penalty: 10955.474609 Iteration 10Q: 3 clusters Score -1616321 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1729 members Mstep: Class 2 contains 5927 members Entering Unmasked Estep Score: -1616480.625000 Penalty: 10955.474609 Iteration 11Q: 3 clusters Score -1616481 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1700 members Mstep: Class 2 contains 5956 members Entering Unmasked Estep Score: -1616566.375000 Penalty: 10955.474609 Iteration 12Q: 3 clusters Score -1616566 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1679 members Mstep: Class 2 contains 5977 members Entering Unmasked Estep Score: -1616599.000000 Penalty: 10955.474609 Iteration 13Q: 3 clusters Score -1616599 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1667 members Mstep: Class 2 contains 5989 members Entering Unmasked Estep Score: -1616614.250000 Penalty: 10955.474609 Iteration 14Q: 3 clusters Score -1616614 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1663 members Mstep: Class 2 contains 5993 members Entering Unmasked Estep Score: -1616625.500000 Penalty: 10955.474609 Iteration 15Q: 3 clusters Score -1616626 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1658 members Mstep: Class 2 contains 5998 members Entering Unmasked Estep Score: -1616629.750000 Penalty: 10955.474609 Iteration 16Q: 3 clusters Score -1616630 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1658 members Mstep: Class 2 contains 5998 members Entering Unmasked Estep Score: -1616635.375000 Penalty: 10955.474609 Iteration 17Q: 3 clusters Score -1616635 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1655 members Mstep: Class 2 contains 6001 members Entering Unmasked Estep Score: -1616636.000000 Penalty: 10955.474609 Iteration 18Q: 3 clusters Score -1616636 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1652 members Mstep: Class 2 contains 6004 members Entering Unmasked Estep Score: -1616639.125000 Penalty: 10955.474609 Iteration 19Q: 3 clusters Score -1616639 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1653 members Mstep: Class 2 contains 6003 members Entering Unmasked Estep Score: -1616637.875000 Penalty: 10955.474609 Iteration 20F: 3 clusters Score -1616638 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (1438 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1438 members Entering Unmasked Estep Score: -272163.062500 Penalty: 4453.492676 Iteration 0F: 2 clusters Score -272163.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 712 members Mstep: Class 2 contains 726 members Entering Unmasked Estep Score: -267976.187500 Penalty: 8906.985352 Iteration 0F: 3 clusters Score -267976.2 nChanged 317 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 753 members Mstep: Class 2 contains 685 members Entering Unmasked Estep Score: -268878.562500 Penalty: 8906.985352 Iteration 1F: 3 clusters Score -268878.6 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 794 members Mstep: Class 2 contains 644 members Entering Unmasked Estep Score: -269385.750000 Penalty: 8906.985352 Iteration 2F: 3 clusters Score -269385.8 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 825 members Mstep: Class 2 contains 613 members Entering Unmasked Estep Score: -269777.312500 Penalty: 8906.985352 Iteration 3F: 3 clusters Score -269777.3 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 868 members Mstep: Class 2 contains 570 members Entering Unmasked Estep Score: -270076.718750 Penalty: 8906.985352 Iteration 4F: 3 clusters Score -270076.7 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 901 members Mstep: Class 2 contains 537 members Entering Unmasked Estep Score: -270516.781250 Penalty: 8906.985352 Iteration 5Q: 3 clusters Score -270516.8 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 942 members Mstep: Class 2 contains 496 members Entering Unmasked Estep Score: -270847.750000 Penalty: 8906.985352 Iteration 6F: 3 clusters Score -270847.8 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 970 members Mstep: Class 2 contains 468 members Entering Unmasked Estep Score: -271119.593750 Penalty: 8906.985352 Iteration 7Q: 3 clusters Score -271119.6 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 987 members Mstep: Class 2 contains 451 members Entering Unmasked Estep Score: -271528.468750 Penalty: 8906.985352 Iteration 8Q: 3 clusters Score -271528.5 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 997 members Mstep: Class 2 contains 441 members Entering Unmasked Estep Score: -271870.593750 Penalty: 8906.985352 Iteration 9Q: 3 clusters Score -271870.6 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1018 members Mstep: Class 2 contains 420 members Entering Unmasked Estep Score: -271990.218750 Penalty: 8906.985352 Iteration 10Q: 3 clusters Score -271990.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1030 members Mstep: Class 2 contains 408 members Entering Unmasked Estep Score: -272048.468750 Penalty: 8906.985352 Iteration 11Q: 3 clusters Score -272048.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1037 members Mstep: Class 2 contains 401 members Entering Unmasked Estep Score: -272075.718750 Penalty: 8906.985352 Iteration 12Q: 3 clusters Score -272075.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1041 members Mstep: Class 2 contains 397 members Entering Unmasked Estep Score: -272094.843750 Penalty: 8906.985352 Iteration 13Q: 3 clusters Score -272094.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1044 members Mstep: Class 2 contains 394 members Entering Unmasked Estep Score: -272101.687500 Penalty: 8906.985352 Iteration 14Q: 3 clusters Score -272101.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1045 members Mstep: Class 2 contains 393 members Entering Unmasked Estep Score: -272105.531250 Penalty: 8906.985352 Iteration 15Q: 3 clusters Score -272105.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1047 members Mstep: Class 2 contains 391 members Entering Unmasked Estep Score: -272121.031250 Penalty: 8906.985352 Iteration 16Q: 3 clusters Score -272121 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1049 members Mstep: Class 2 contains 389 members Entering Unmasked Estep Score: -272130.343750 Penalty: 8906.985352 Iteration 17Q: 3 clusters Score -272130.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1049 members Mstep: Class 2 contains 389 members Entering Unmasked Estep Score: -272141.875000 Penalty: 8906.985352 Iteration 18Q: 3 clusters Score -272141.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1051 members Mstep: Class 2 contains 387 members Entering Unmasked Estep Score: -272167.843750 Penalty: 8906.985352 Iteration 19Q: 3 clusters Score -272167.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1052 members Mstep: Class 2 contains 386 members Entering Unmasked Estep Score: -272172.500000 Penalty: 8906.985352 Iteration 20F: 3 clusters Score -272172.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 68 members Mstep: Class 1 contains 877 members Mstep: Class 2 contains 45166 members Mstep: Class 3 contains 5345 members Mstep: Class 4 contains 587 members Mstep: Class 5 contains 749 members Mstep: Class 6 contains 4268 members Mstep: Class 7 contains 768 members Mstep: Class 8 contains 26533 members Mstep: Class 9 contains 7656 members Mstep: Class 10 contains 1052 members Mstep: Class 11 contains 2589 members Mstep: Class 12 contains 38939 members Mstep: Class 13 contains 143746 members Mstep: Class 14 contains 27555 members Mstep: Class 15 contains 55577 members Mstep: Class 16 contains 158302 members Mstep: Class 17 contains 158875 members Mstep: Class 18 contains 386 members Entering Unmasked Estep Score: -147508656.000000 Penalty: 148048.468750 Splitting cluster 10 changes total score from -147481040.000000 to -147508656.000000 So it's getting split into cluster 18. Entering ConstructFrom: Trying to split cluster 11 (2589 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2589 members Entering Unmasked Estep Score: -467407.437500 Penalty: 4813.653809 Iteration 0F: 2 clusters Score -467407.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1301 members Mstep: Class 2 contains 1288 members Entering Unmasked Estep Score: -462511.906250 Penalty: 9627.307617 Iteration 0F: 3 clusters Score -462511.9 nChanged 751 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1164 members Mstep: Class 2 contains 1425 members Entering Unmasked Estep Score: -465197.906250 Penalty: 9627.307617 Iteration 1F: 3 clusters Score -465197.9 nChanged 451 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 951 members Mstep: Class 2 contains 1638 members Entering Unmasked Estep Score: -467532.187500 Penalty: 9627.307617 Iteration 2F: 3 clusters Score -467532.2 nChanged 244 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 877 members Mstep: Class 2 contains 1712 members Entering Unmasked Estep Score: -468520.218750 Penalty: 9627.307617 Iteration 3F: 3 clusters Score -468520.2 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 892 members Mstep: Class 2 contains 1697 members Entering Unmasked Estep Score: -469172.000000 Penalty: 9627.307617 Iteration 4F: 3 clusters Score -469172 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 934 members Mstep: Class 2 contains 1655 members Entering Unmasked Estep Score: -469778.625000 Penalty: 9627.307617 Iteration 5Q: 3 clusters Score -469778.6 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 996 members Mstep: Class 2 contains 1593 members Entering Unmasked Estep Score: -470392.312500 Penalty: 9627.307617 Iteration 6Q: 3 clusters Score -470392.3 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1038 members Mstep: Class 2 contains 1551 members Entering Unmasked Estep Score: -470974.937500 Penalty: 9627.307617 Iteration 7Q: 3 clusters Score -470974.9 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1040 members Mstep: Class 2 contains 1549 members Entering Unmasked Estep Score: -471315.218750 Penalty: 9627.307617 Iteration 8Q: 3 clusters Score -471315.2 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1040 members Mstep: Class 2 contains 1549 members Entering Unmasked Estep Score: -471580.000000 Penalty: 9627.307617 Iteration 9Q: 3 clusters Score -471580 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1023 members Mstep: Class 2 contains 1566 members Entering Unmasked Estep Score: -471912.187500 Penalty: 9627.307617 Iteration 10Q: 3 clusters Score -471912.2 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1002 members Mstep: Class 2 contains 1587 members Entering Unmasked Estep Score: -472274.906250 Penalty: 9627.307617 Iteration 11Q: 3 clusters Score -472274.9 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 987 members Mstep: Class 2 contains 1602 members Entering Unmasked Estep Score: -472407.531250 Penalty: 9627.307617 Iteration 12Q: 3 clusters Score -472407.5 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 988 members Mstep: Class 2 contains 1601 members Entering Unmasked Estep Score: -472480.687500 Penalty: 9627.307617 Iteration 13Q: 3 clusters Score -472480.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 990 members Mstep: Class 2 contains 1599 members Entering Unmasked Estep Score: -472519.156250 Penalty: 9627.307617 Iteration 14Q: 3 clusters Score -472519.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 995 members Mstep: Class 2 contains 1594 members Entering Unmasked Estep Score: -472543.531250 Penalty: 9627.307617 Iteration 15Q: 3 clusters Score -472543.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 996 members Mstep: Class 2 contains 1593 members Entering Unmasked Estep Score: -472547.812500 Penalty: 9627.307617 Iteration 16Q: 3 clusters Score -472547.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 993 members Mstep: Class 2 contains 1596 members Entering Unmasked Estep Score: -472552.156250 Penalty: 9627.307617 Iteration 17Q: 3 clusters Score -472552.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 994 members Mstep: Class 2 contains 1595 members Entering Unmasked Estep Score: -472550.687500 Penalty: 9627.307617 Iteration 18Q: 3 clusters Score -472550.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 995 members Mstep: Class 2 contains 1594 members Entering Unmasked Estep Score: -472552.531250 Penalty: 9627.307617 Iteration 19Q: 3 clusters Score -472552.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 997 members Mstep: Class 2 contains 1592 members Entering Unmasked Estep Score: -472579.375000 Penalty: 9627.307617 Iteration 20F: 3 clusters Score -472579.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 997 members Mstep: Class 2 contains 1592 members Entering Unmasked Estep Score: -472600.750000 Penalty: 9627.307617 Iteration 21Q: 3 clusters Score -472600.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 995 members Mstep: Class 2 contains 1594 members Entering Unmasked Estep Score: -472602.000000 Penalty: 9627.307617 Iteration 22Q: 3 clusters Score -472602 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 994 members Mstep: Class 2 contains 1595 members Entering Unmasked Estep Score: -472602.093750 Penalty: 9627.307617 Iteration 23Q: 3 clusters Score -472602.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 992 members Mstep: Class 2 contains 1597 members Entering Unmasked Estep Score: -472606.375000 Penalty: 9627.307617 Iteration 24Q: 3 clusters Score -472606.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 992 members Mstep: Class 2 contains 1597 members Entering Unmasked Estep Score: -472606.375000 Penalty: 9627.307617 Iteration 25F: 3 clusters Score -472606.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 68 members Mstep: Class 1 contains 877 members Mstep: Class 2 contains 45166 members Mstep: Class 3 contains 5345 members Mstep: Class 4 contains 587 members Mstep: Class 5 contains 749 members Mstep: Class 6 contains 4268 members Mstep: Class 7 contains 768 members Mstep: Class 8 contains 26533 members Mstep: Class 9 contains 7656 members Mstep: Class 10 contains 1052 members Mstep: Class 11 contains 992 members Mstep: Class 12 contains 38939 members Mstep: Class 13 contains 143746 members Mstep: Class 14 contains 27555 members Mstep: Class 15 contains 55577 members Mstep: Class 16 contains 158302 members Mstep: Class 17 contains 158875 members Mstep: Class 18 contains 386 members Mstep: Class 19 contains 1597 members Entering Unmasked Estep Score: -147510976.000000 Penalty: 156273.375000 Splitting cluster 11 changes total score from -147481040.000000 to -147510976.000000 So it's getting split into cluster 19. Entering ConstructFrom: Trying to split cluster 12 (38939 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38939 members Entering Unmasked Estep Score: -8226355.000000 Penalty: 6473.973145 Iteration 0F: 2 clusters Score -8226355 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19528 members Mstep: Class 2 contains 19411 members Entering Unmasked Estep Score: -8197852.500000 Penalty: 12947.946289 Iteration 0F: 3 clusters Score -8197852 nChanged 16747 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19749 members Mstep: Class 2 contains 19190 members Entering Unmasked Estep Score: -8206851.000000 Penalty: 12947.946289 Iteration 1F: 3 clusters Score -8206851 nChanged 2261 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19804 members Mstep: Class 2 contains 19135 members Entering Unmasked Estep Score: -8207771.000000 Penalty: 12947.946289 Iteration 2F: 3 clusters Score -8207771 nChanged 1845 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19901 members Mstep: Class 2 contains 19038 members Entering Unmasked Estep Score: -8208479.000000 Penalty: 12947.946289 Iteration 3Q: 3 clusters Score -8208479 nChanged 1612 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20019 members Mstep: Class 2 contains 18920 members Entering Unmasked Estep Score: -8209116.000000 Penalty: 12947.946289 Iteration 4Q: 3 clusters Score -8209116 nChanged 1486 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20161 members Mstep: Class 2 contains 18778 members Entering Unmasked Estep Score: -8209679.500000 Penalty: 12947.946289 Iteration 5Q: 3 clusters Score -8209680 nChanged 1455 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20344 members Mstep: Class 2 contains 18595 members Entering Unmasked Estep Score: -8210330.000000 Penalty: 12947.946289 Iteration 6Q: 3 clusters Score -8210330 nChanged 1513 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20571 members Mstep: Class 2 contains 18368 members Entering Unmasked Estep Score: -8211036.000000 Penalty: 12947.946289 Iteration 7Q: 3 clusters Score -8211036 nChanged 1569 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20782 members Mstep: Class 2 contains 18157 members Entering Unmasked Estep Score: -8211861.000000 Penalty: 12947.946289 Iteration 8Q: 3 clusters Score -8211861 nChanged 1636 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20958 members Mstep: Class 2 contains 17981 members Entering Unmasked Estep Score: -8212762.000000 Penalty: 12947.946289 Iteration 9Q: 3 clusters Score -8212762 nChanged 1748 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21138 members Mstep: Class 2 contains 17801 members Entering Unmasked Estep Score: -8213842.500000 Penalty: 12947.946289 Iteration 10Q: 3 clusters Score -8213842 nChanged 1826 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21300 members Mstep: Class 2 contains 17639 members Entering Unmasked Estep Score: -8215005.500000 Penalty: 12947.946289 Iteration 11Q: 3 clusters Score -8215006 nChanged 1805 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21449 members Mstep: Class 2 contains 17490 members Entering Unmasked Estep Score: -8216263.500000 Penalty: 12947.946289 Iteration 12Q: 3 clusters Score -8216264 nChanged 1789 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21630 members Mstep: Class 2 contains 17309 members Entering Unmasked Estep Score: -8217497.500000 Penalty: 12947.946289 Iteration 13Q: 3 clusters Score -8217498 nChanged 1642 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21856 members Mstep: Class 2 contains 17083 members Entering Unmasked Estep Score: -8218723.500000 Penalty: 12947.946289 Iteration 14Q: 3 clusters Score -8218724 nChanged 1482 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22126 members Mstep: Class 2 contains 16813 members Entering Unmasked Estep Score: -8219863.500000 Penalty: 12947.946289 Iteration 15Q: 3 clusters Score -8219864 nChanged 1230 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22400 members Mstep: Class 2 contains 16539 members Entering Unmasked Estep Score: -8220757.500000 Penalty: 12947.946289 Iteration 16Q: 3 clusters Score -8220758 nChanged 951 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22689 members Mstep: Class 2 contains 16250 members Entering Unmasked Estep Score: -8221540.500000 Penalty: 12947.946289 Iteration 17Q: 3 clusters Score -8221540 nChanged 834 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22953 members Mstep: Class 2 contains 15986 members Entering Unmasked Estep Score: -8222046.500000 Penalty: 12947.946289 Iteration 18Q: 3 clusters Score -8222046 nChanged 638 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23137 members Mstep: Class 2 contains 15802 members Entering Unmasked Estep Score: -8222344.500000 Penalty: 12947.946289 Iteration 19Q: 3 clusters Score -8222344 nChanged 474 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23241 members Mstep: Class 2 contains 15698 members Entering Unmasked Estep Score: -8222526.000000 Penalty: 12947.946289 Iteration 20F: 3 clusters Score -8222526 nChanged 331 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23256 members Mstep: Class 2 contains 15683 members Entering Unmasked Estep Score: -8222587.500000 Penalty: 12947.946289 Iteration 21Q: 3 clusters Score -8222588 nChanged 227 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23239 members Mstep: Class 2 contains 15700 members Entering Unmasked Estep Score: -8222630.500000 Penalty: 12947.946289 Iteration 22Q: 3 clusters Score -8222630 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23218 members Mstep: Class 2 contains 15721 members Entering Unmasked Estep Score: -8222680.000000 Penalty: 12947.946289 Iteration 23Q: 3 clusters Score -8222680 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23186 members Mstep: Class 2 contains 15753 members Entering Unmasked Estep Score: -8222687.000000 Penalty: 12947.946289 Iteration 24Q: 3 clusters Score -8222687 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23132 members Mstep: Class 2 contains 15807 members Entering Unmasked Estep Score: -8222700.000000 Penalty: 12947.946289 Iteration 25Q: 3 clusters Score -8222700 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23093 members Mstep: Class 2 contains 15846 members Entering Unmasked Estep Score: -8222703.000000 Penalty: 12947.946289 Iteration 26Q: 3 clusters Score -8222703 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23047 members Mstep: Class 2 contains 15892 members Entering Unmasked Estep Score: -8222700.500000 Penalty: 12947.946289 Iteration 27Q: 3 clusters Score -8222700 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23006 members Mstep: Class 2 contains 15933 members Entering Unmasked Estep Score: -8222710.000000 Penalty: 12947.946289 Iteration 28Q: 3 clusters Score -8222710 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22959 members Mstep: Class 2 contains 15980 members Entering Unmasked Estep Score: -8222715.000000 Penalty: 12947.946289 Iteration 29Q: 3 clusters Score -8222715 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22921 members Mstep: Class 2 contains 16018 members Entering Unmasked Estep Score: -8222727.500000 Penalty: 12947.946289 Iteration 30Q: 3 clusters Score -8222728 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22892 members Mstep: Class 2 contains 16047 members Entering Unmasked Estep Score: -8222734.000000 Penalty: 12947.946289 Iteration 31Q: 3 clusters Score -8222734 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22861 members Mstep: Class 2 contains 16078 members Entering Unmasked Estep Score: -8222733.500000 Penalty: 12947.946289 Iteration 32Q: 3 clusters Score -8222734 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22832 members Mstep: Class 2 contains 16107 members Entering Unmasked Estep Score: -8222750.500000 Penalty: 12947.946289 Iteration 33Q: 3 clusters Score -8222750 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22810 members Mstep: Class 2 contains 16129 members Entering Unmasked Estep Score: -8222756.000000 Penalty: 12947.946289 Iteration 34Q: 3 clusters Score -8222756 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22790 members Mstep: Class 2 contains 16149 members Entering Unmasked Estep Score: -8222749.000000 Penalty: 12947.946289 Iteration 35Q: 3 clusters Score -8222749 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22773 members Mstep: Class 2 contains 16166 members Entering Unmasked Estep Score: -8222763.500000 Penalty: 12947.946289 Iteration 36Q: 3 clusters Score -8222764 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22761 members Mstep: Class 2 contains 16178 members Entering Unmasked Estep Score: -8222757.500000 Penalty: 12947.946289 Iteration 37Q: 3 clusters Score -8222758 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22755 members Mstep: Class 2 contains 16184 members Entering Unmasked Estep Score: -8222749.000000 Penalty: 12947.946289 Iteration 38Q: 3 clusters Score -8222749 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22744 members Mstep: Class 2 contains 16195 members Entering Unmasked Estep Score: -8222758.500000 Penalty: 12947.946289 Iteration 39Q: 3 clusters Score -8222758 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22738 members Mstep: Class 2 contains 16201 members Entering Unmasked Estep Score: -8222765.500000 Penalty: 12947.946289 Iteration 40F: 3 clusters Score -8222766 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22733 members Mstep: Class 2 contains 16206 members Entering Unmasked Estep Score: -8222771.000000 Penalty: 12947.946289 Iteration 41Q: 3 clusters Score -8222771 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22724 members Mstep: Class 2 contains 16215 members Entering Unmasked Estep Score: -8222773.000000 Penalty: 12947.946289 Iteration 42Q: 3 clusters Score -8222773 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22716 members Mstep: Class 2 contains 16223 members Entering Unmasked Estep Score: -8222760.500000 Penalty: 12947.946289 Iteration 43Q: 3 clusters Score -8222760 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22710 members Mstep: Class 2 contains 16229 members Entering Unmasked Estep Score: -8222759.000000 Penalty: 12947.946289 Iteration 44Q: 3 clusters Score -8222759 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22705 members Mstep: Class 2 contains 16234 members Entering Unmasked Estep Score: -8222764.500000 Penalty: 12947.946289 Iteration 45Q: 3 clusters Score -8222764 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22701 members Mstep: Class 2 contains 16238 members Entering Unmasked Estep Score: -8222764.000000 Penalty: 12947.946289 Iteration 46Q: 3 clusters Score -8222764 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22698 members Mstep: Class 2 contains 16241 members Entering Unmasked Estep Score: -8222762.000000 Penalty: 12947.946289 Iteration 47Q: 3 clusters Score -8222762 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22696 members Mstep: Class 2 contains 16243 members Entering Unmasked Estep Score: -8222764.500000 Penalty: 12947.946289 Iteration 48Q: 3 clusters Score -8222764 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22693 members Mstep: Class 2 contains 16246 members Entering Unmasked Estep Score: -8222770.000000 Penalty: 12947.946289 Iteration 49Q: 3 clusters Score -8222770 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22691 members Mstep: Class 2 contains 16248 members Entering Unmasked Estep Score: -8222771.000000 Penalty: 12947.946289 Iteration 50Q: 3 clusters Score -8222771 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22687 members Mstep: Class 2 contains 16252 members Entering Unmasked Estep Score: -8222771.000000 Penalty: 12947.946289 Iteration 51Q: 3 clusters Score -8222771 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22684 members Mstep: Class 2 contains 16255 members Entering Unmasked Estep Score: -8222775.000000 Penalty: 12947.946289 Iteration 52Q: 3 clusters Score -8222775 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22681 members Mstep: Class 2 contains 16258 members Entering Unmasked Estep Score: -8222785.500000 Penalty: 12947.946289 Iteration 53Q: 3 clusters Score -8222786 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22681 members Mstep: Class 2 contains 16258 members Entering Unmasked Estep Score: -8222784.500000 Penalty: 12947.946289 Iteration 54Q: 3 clusters Score -8222784 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22681 members Mstep: Class 2 contains 16258 members Entering Unmasked Estep Score: -8222784.500000 Penalty: 12947.946289 Iteration 55F: 3 clusters Score -8222784 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (143746 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143746 members Entering Unmasked Estep Score: -31995630.000000 Penalty: 7273.929199 Iteration 0F: 2 clusters Score -3.199563e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71616 members Mstep: Class 2 contains 72130 members Entering Unmasked Estep Score: -31900620.000000 Penalty: 14547.858398 Iteration 0F: 3 clusters Score -3.190062e+07 nChanged 66668 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70068 members Mstep: Class 2 contains 73678 members Entering Unmasked Estep Score: -31937960.000000 Penalty: 14547.858398 Iteration 1F: 3 clusters Score -3.193796e+07 nChanged 5818 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 69152 members Mstep: Class 2 contains 74594 members Entering Unmasked Estep Score: -31939704.000000 Penalty: 14547.858398 Iteration 2Q: 3 clusters Score -3.19397e+07 nChanged 6032 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67716 members Mstep: Class 2 contains 76030 members Entering Unmasked Estep Score: -31941730.000000 Penalty: 14547.858398 Iteration 3Q: 3 clusters Score -3.194173e+07 nChanged 6155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65677 members Mstep: Class 2 contains 78069 members Entering Unmasked Estep Score: -31944418.000000 Penalty: 14547.858398 Iteration 4Q: 3 clusters Score -3.194442e+07 nChanged 6550 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62915 members Mstep: Class 2 contains 80831 members Entering Unmasked Estep Score: -31947360.000000 Penalty: 14547.858398 Iteration 5Q: 3 clusters Score -3.194736e+07 nChanged 6895 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59246 members Mstep: Class 2 contains 84500 members Entering Unmasked Estep Score: -31950586.000000 Penalty: 14547.858398 Iteration 6Q: 3 clusters Score -3.195059e+07 nChanged 7450 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54482 members Mstep: Class 2 contains 89264 members Entering Unmasked Estep Score: -31954680.000000 Penalty: 14547.858398 Iteration 7F: 3 clusters Score -3.195468e+07 nChanged 8126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48548 members Mstep: Class 2 contains 95198 members Entering Unmasked Estep Score: -31959758.000000 Penalty: 14547.858398 Iteration 8F: 3 clusters Score -3.195976e+07 nChanged 8774 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41904 members Mstep: Class 2 contains 101842 members Entering Unmasked Estep Score: -31966500.000000 Penalty: 14547.858398 Iteration 9F: 3 clusters Score -3.19665e+07 nChanged 8741 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35233 members Mstep: Class 2 contains 108513 members Entering Unmasked Estep Score: -31973162.000000 Penalty: 14547.858398 Iteration 10F: 3 clusters Score -3.197316e+07 nChanged 7642 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29569 members Mstep: Class 2 contains 114177 members Entering Unmasked Estep Score: -31978662.000000 Penalty: 14547.858398 Iteration 11F: 3 clusters Score -3.197866e+07 nChanged 6073 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25050 members Mstep: Class 2 contains 118696 members Entering Unmasked Estep Score: -31982616.000000 Penalty: 14547.858398 Iteration 12Q: 3 clusters Score -3.198262e+07 nChanged 4537 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21571 members Mstep: Class 2 contains 122175 members Entering Unmasked Estep Score: -31985214.000000 Penalty: 14547.858398 Iteration 13Q: 3 clusters Score -3.198521e+07 nChanged 3448 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18867 members Mstep: Class 2 contains 124879 members Entering Unmasked Estep Score: -31987034.000000 Penalty: 14547.858398 Iteration 14Q: 3 clusters Score -3.198703e+07 nChanged 2593 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16696 members Mstep: Class 2 contains 127050 members Entering Unmasked Estep Score: -31988516.000000 Penalty: 14547.858398 Iteration 15Q: 3 clusters Score -3.198852e+07 nChanged 1971 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14999 members Mstep: Class 2 contains 128747 members Entering Unmasked Estep Score: -31989612.000000 Penalty: 14547.858398 Iteration 16Q: 3 clusters Score -3.198961e+07 nChanged 1633 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13598 members Mstep: Class 2 contains 130148 members Entering Unmasked Estep Score: -31990162.000000 Penalty: 14547.858398 Iteration 17Q: 3 clusters Score -3.199016e+07 nChanged 1372 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12424 members Mstep: Class 2 contains 131322 members Entering Unmasked Estep Score: -31990850.000000 Penalty: 14547.858398 Iteration 18Q: 3 clusters Score -3.199085e+07 nChanged 1108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11484 members Mstep: Class 2 contains 132262 members Entering Unmasked Estep Score: -31991458.000000 Penalty: 14547.858398 Iteration 19Q: 3 clusters Score -3.199146e+07 nChanged 932 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10716 members Mstep: Class 2 contains 133030 members Entering Unmasked Estep Score: -31991908.000000 Penalty: 14547.858398 Iteration 20F: 3 clusters Score -3.199191e+07 nChanged 845 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10067 members Mstep: Class 2 contains 133679 members Entering Unmasked Estep Score: -31992674.000000 Penalty: 14547.858398 Iteration 21Q: 3 clusters Score -3.199267e+07 nChanged 820 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9537 members Mstep: Class 2 contains 134209 members Entering Unmasked Estep Score: -31993474.000000 Penalty: 14547.858398 Iteration 22Q: 3 clusters Score -3.199347e+07 nChanged 805 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9164 members Mstep: Class 2 contains 134582 members Entering Unmasked Estep Score: -31994098.000000 Penalty: 14547.858398 Iteration 23Q: 3 clusters Score -3.19941e+07 nChanged 704 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8968 members Mstep: Class 2 contains 134778 members Entering Unmasked Estep Score: -31994522.000000 Penalty: 14547.858398 Iteration 24Q: 3 clusters Score -3.199452e+07 nChanged 534 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8906 members Mstep: Class 2 contains 134840 members Entering Unmasked Estep Score: -31994660.000000 Penalty: 14547.858398 Iteration 25Q: 3 clusters Score -3.199466e+07 nChanged 373 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8903 members Mstep: Class 2 contains 134843 members Entering Unmasked Estep Score: -31994754.000000 Penalty: 14547.858398 Iteration 26Q: 3 clusters Score -3.199475e+07 nChanged 242 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8907 members Mstep: Class 2 contains 134839 members Entering Unmasked Estep Score: -31994788.000000 Penalty: 14547.858398 Iteration 27Q: 3 clusters Score -3.199479e+07 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8917 members Mstep: Class 2 contains 134829 members Entering Unmasked Estep Score: -31994826.000000 Penalty: 14547.858398 Iteration 28Q: 3 clusters Score -3.199483e+07 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8938 members Mstep: Class 2 contains 134808 members Entering Unmasked Estep Score: -31994838.000000 Penalty: 14547.858398 Iteration 29Q: 3 clusters Score -3.199484e+07 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8937 members Mstep: Class 2 contains 134809 members Entering Unmasked Estep Score: -31994770.000000 Penalty: 14547.858398 Iteration 30Q: 3 clusters Score -3.199477e+07 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8952 members Mstep: Class 2 contains 134794 members Entering Unmasked Estep Score: -31994790.000000 Penalty: 14547.858398 Iteration 31Q: 3 clusters Score -3.199479e+07 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8954 members Mstep: Class 2 contains 134792 members Entering Unmasked Estep Score: -31994828.000000 Penalty: 14547.858398 Iteration 32Q: 3 clusters Score -3.199483e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8953 members Mstep: Class 2 contains 134793 members Entering Unmasked Estep Score: -31994808.000000 Penalty: 14547.858398 Iteration 33Q: 3 clusters Score -3.199481e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8954 members Mstep: Class 2 contains 134792 members Entering Unmasked Estep Score: -31994812.000000 Penalty: 14547.858398 Iteration 34Q: 3 clusters Score -3.199481e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8953 members Mstep: Class 2 contains 134793 members Entering Unmasked Estep Score: -31994808.000000 Penalty: 14547.858398 Iteration 35Q: 3 clusters Score -3.199481e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8949 members Mstep: Class 2 contains 134797 members Entering Unmasked Estep Score: -31994814.000000 Penalty: 14547.858398 Iteration 36Q: 3 clusters Score -3.199481e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8949 members Mstep: Class 2 contains 134797 members Entering Unmasked Estep Score: -31994806.000000 Penalty: 14547.858398 Iteration 37Q: 3 clusters Score -3.199481e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8949 members Mstep: Class 2 contains 134797 members Entering Unmasked Estep Score: -31994798.000000 Penalty: 14547.858398 Iteration 38Q: 3 clusters Score -3.19948e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8949 members Mstep: Class 2 contains 134797 members Entering Unmasked Estep Score: -31994798.000000 Penalty: 14547.858398 Iteration 39Q: 3 clusters Score -3.19948e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8949 members Mstep: Class 2 contains 134797 members Entering Unmasked Estep Score: -31994798.000000 Penalty: 14547.858398 Iteration 40F: 3 clusters Score -3.19948e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (27555 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27555 members Entering Unmasked Estep Score: -5964873.500000 Penalty: 6262.162598 Iteration 0F: 2 clusters Score -5964874 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13786 members Mstep: Class 2 contains 13769 members Entering Unmasked Estep Score: -5943652.500000 Penalty: 12524.325195 Iteration 0F: 3 clusters Score -5943652 nChanged 11500 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13612 members Mstep: Class 2 contains 13943 members Entering Unmasked Estep Score: -5949887.000000 Penalty: 12524.325195 Iteration 1F: 3 clusters Score -5949887 nChanged 1808 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13302 members Mstep: Class 2 contains 14253 members Entering Unmasked Estep Score: -5951163.500000 Penalty: 12524.325195 Iteration 2F: 3 clusters Score -5951164 nChanged 1767 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12721 members Mstep: Class 2 contains 14834 members Entering Unmasked Estep Score: -5952703.500000 Penalty: 12524.325195 Iteration 3F: 3 clusters Score -5952704 nChanged 2016 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11797 members Mstep: Class 2 contains 15758 members Entering Unmasked Estep Score: -5954336.000000 Penalty: 12524.325195 Iteration 4F: 3 clusters Score -5954336 nChanged 2170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10483 members Mstep: Class 2 contains 17072 members Entering Unmasked Estep Score: -5956144.000000 Penalty: 12524.325195 Iteration 5F: 3 clusters Score -5956144 nChanged 2149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8992 members Mstep: Class 2 contains 18563 members Entering Unmasked Estep Score: -5957930.000000 Penalty: 12524.325195 Iteration 6F: 3 clusters Score -5957930 nChanged 1828 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7568 members Mstep: Class 2 contains 19987 members Entering Unmasked Estep Score: -5959316.500000 Penalty: 12524.325195 Iteration 7F: 3 clusters Score -5959316 nChanged 1417 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6375 members Mstep: Class 2 contains 21180 members Entering Unmasked Estep Score: -5960321.500000 Penalty: 12524.325195 Iteration 8F: 3 clusters Score -5960322 nChanged 1060 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5415 members Mstep: Class 2 contains 22140 members Entering Unmasked Estep Score: -5961045.000000 Penalty: 12524.325195 Iteration 9Q: 3 clusters Score -5961045 nChanged 812 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4667 members Mstep: Class 2 contains 22888 members Entering Unmasked Estep Score: -5961563.000000 Penalty: 12524.325195 Iteration 10Q: 3 clusters Score -5961563 nChanged 602 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4095 members Mstep: Class 2 contains 23460 members Entering Unmasked Estep Score: -5961938.000000 Penalty: 12524.325195 Iteration 11Q: 3 clusters Score -5961938 nChanged 434 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3677 members Mstep: Class 2 contains 23878 members Entering Unmasked Estep Score: -5962191.500000 Penalty: 12524.325195 Iteration 12Q: 3 clusters Score -5962192 nChanged 364 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3327 members Mstep: Class 2 contains 24228 members Entering Unmasked Estep Score: -5962405.500000 Penalty: 12524.325195 Iteration 13Q: 3 clusters Score -5962406 nChanged 283 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3058 members Mstep: Class 2 contains 24497 members Entering Unmasked Estep Score: -5962521.500000 Penalty: 12524.325195 Iteration 14Q: 3 clusters Score -5962522 nChanged 205 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2865 members Mstep: Class 2 contains 24690 members Entering Unmasked Estep Score: -5962640.500000 Penalty: 12524.325195 Iteration 15Q: 3 clusters Score -5962640 nChanged 180 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2689 members Mstep: Class 2 contains 24866 members Entering Unmasked Estep Score: -5962740.500000 Penalty: 12524.325195 Iteration 16Q: 3 clusters Score -5962740 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2546 members Mstep: Class 2 contains 25009 members Entering Unmasked Estep Score: -5962817.500000 Penalty: 12524.325195 Iteration 17Q: 3 clusters Score -5962818 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2437 members Mstep: Class 2 contains 25118 members Entering Unmasked Estep Score: -5962868.500000 Penalty: 12524.325195 Iteration 18Q: 3 clusters Score -5962868 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2351 members Mstep: Class 2 contains 25204 members Entering Unmasked Estep Score: -5962916.000000 Penalty: 12524.325195 Iteration 19Q: 3 clusters Score -5962916 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2274 members Mstep: Class 2 contains 25281 members Entering Unmasked Estep Score: -5962963.000000 Penalty: 12524.325195 Iteration 20F: 3 clusters Score -5962963 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2197 members Mstep: Class 2 contains 25358 members Entering Unmasked Estep Score: -5962978.000000 Penalty: 12524.325195 Iteration 21Q: 3 clusters Score -5962978 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2130 members Mstep: Class 2 contains 25425 members Entering Unmasked Estep Score: -5963007.000000 Penalty: 12524.325195 Iteration 22Q: 3 clusters Score -5963007 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2084 members Mstep: Class 2 contains 25471 members Entering Unmasked Estep Score: -5963031.000000 Penalty: 12524.325195 Iteration 23Q: 3 clusters Score -5963031 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2049 members Mstep: Class 2 contains 25506 members Entering Unmasked Estep Score: -5963039.000000 Penalty: 12524.325195 Iteration 24Q: 3 clusters Score -5963039 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2026 members Mstep: Class 2 contains 25529 members Entering Unmasked Estep Score: -5963054.000000 Penalty: 12524.325195 Iteration 25Q: 3 clusters Score -5963054 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2004 members Mstep: Class 2 contains 25551 members Entering Unmasked Estep Score: -5963074.000000 Penalty: 12524.325195 Iteration 26Q: 3 clusters Score -5963074 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1987 members Mstep: Class 2 contains 25568 members Entering Unmasked Estep Score: -5963080.000000 Penalty: 12524.325195 Iteration 27Q: 3 clusters Score -5963080 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1970 members Mstep: Class 2 contains 25585 members Entering Unmasked Estep Score: -5963097.000000 Penalty: 12524.325195 Iteration 28Q: 3 clusters Score -5963097 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1958 members Mstep: Class 2 contains 25597 members Entering Unmasked Estep Score: -5963092.000000 Penalty: 12524.325195 Iteration 29Q: 3 clusters Score -5963092 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1944 members Mstep: Class 2 contains 25611 members Entering Unmasked Estep Score: -5963103.500000 Penalty: 12524.325195 Iteration 30Q: 3 clusters Score -5963104 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1932 members Mstep: Class 2 contains 25623 members Entering Unmasked Estep Score: -5963101.500000 Penalty: 12524.325195 Iteration 31Q: 3 clusters Score -5963102 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1928 members Mstep: Class 2 contains 25627 members Entering Unmasked Estep Score: -5963114.500000 Penalty: 12524.325195 Iteration 32Q: 3 clusters Score -5963114 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1924 members Mstep: Class 2 contains 25631 members Entering Unmasked Estep Score: -5963106.000000 Penalty: 12524.325195 Iteration 33Q: 3 clusters Score -5963106 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1922 members Mstep: Class 2 contains 25633 members Entering Unmasked Estep Score: -5963106.500000 Penalty: 12524.325195 Iteration 34Q: 3 clusters Score -5963106 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1922 members Mstep: Class 2 contains 25633 members Entering Unmasked Estep Score: -5963106.500000 Penalty: 12524.325195 Iteration 35F: 3 clusters Score -5963106 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (55577 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55577 members Entering Unmasked Estep Score: -12157661.000000 Penalty: 6691.883789 Iteration 0F: 2 clusters Score -1.215766e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27824 members Mstep: Class 2 contains 27753 members Entering Unmasked Estep Score: -12118362.000000 Penalty: 13383.767578 Iteration 0F: 3 clusters Score -1.211836e+07 nChanged 24571 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28125 members Mstep: Class 2 contains 27452 members Entering Unmasked Estep Score: -12131858.000000 Penalty: 13383.767578 Iteration 1F: 3 clusters Score -1.213186e+07 nChanged 3166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28259 members Mstep: Class 2 contains 27318 members Entering Unmasked Estep Score: -12133510.000000 Penalty: 13383.767578 Iteration 2F: 3 clusters Score -1.213351e+07 nChanged 3207 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28256 members Mstep: Class 2 contains 27321 members Entering Unmasked Estep Score: -12135919.000000 Penalty: 13383.767578 Iteration 3F: 3 clusters Score -1.213592e+07 nChanged 3679 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27813 members Mstep: Class 2 contains 27764 members Entering Unmasked Estep Score: -12138992.000000 Penalty: 13383.767578 Iteration 4F: 3 clusters Score -1.213899e+07 nChanged 4453 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26716 members Mstep: Class 2 contains 28861 members Entering Unmasked Estep Score: -12143721.000000 Penalty: 13383.767578 Iteration 5F: 3 clusters Score -1.214372e+07 nChanged 5235 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24925 members Mstep: Class 2 contains 30652 members Entering Unmasked Estep Score: -12150635.000000 Penalty: 13383.767578 Iteration 6F: 3 clusters Score -1.215064e+07 nChanged 5333 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22996 members Mstep: Class 2 contains 32581 members Entering Unmasked Estep Score: -12157530.000000 Penalty: 13383.767578 Iteration 7F: 3 clusters Score -1.215753e+07 nChanged 3856 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21714 members Mstep: Class 2 contains 33863 members Entering Unmasked Estep Score: -12161139.000000 Penalty: 13383.767578 Iteration 8F: 3 clusters Score -1.216114e+07 nChanged 2048 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21284 members Mstep: Class 2 contains 34293 members Entering Unmasked Estep Score: -12162193.000000 Penalty: 13383.767578 Iteration 9Q: 3 clusters Score -1.216219e+07 nChanged 963 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21179 members Mstep: Class 2 contains 34398 members Entering Unmasked Estep Score: -12162493.000000 Penalty: 13383.767578 Iteration 10Q: 3 clusters Score -1.216249e+07 nChanged 461 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21088 members Mstep: Class 2 contains 34489 members Entering Unmasked Estep Score: -12162575.000000 Penalty: 13383.767578 Iteration 11Q: 3 clusters Score -1.216258e+07 nChanged 251 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21039 members Mstep: Class 2 contains 34538 members Entering Unmasked Estep Score: -12162636.000000 Penalty: 13383.767578 Iteration 12Q: 3 clusters Score -1.216264e+07 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20977 members Mstep: Class 2 contains 34600 members Entering Unmasked Estep Score: -12162660.000000 Penalty: 13383.767578 Iteration 13Q: 3 clusters Score -1.216266e+07 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20928 members Mstep: Class 2 contains 34649 members Entering Unmasked Estep Score: -12162656.000000 Penalty: 13383.767578 Iteration 14Q: 3 clusters Score -1.216266e+07 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20869 members Mstep: Class 2 contains 34708 members Entering Unmasked Estep Score: -12162663.000000 Penalty: 13383.767578 Iteration 15Q: 3 clusters Score -1.216266e+07 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20816 members Mstep: Class 2 contains 34761 members Entering Unmasked Estep Score: -12162678.000000 Penalty: 13383.767578 Iteration 16Q: 3 clusters Score -1.216268e+07 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20798 members Mstep: Class 2 contains 34779 members Entering Unmasked Estep Score: -12162685.000000 Penalty: 13383.767578 Iteration 17Q: 3 clusters Score -1.216268e+07 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20774 members Mstep: Class 2 contains 34803 members Entering Unmasked Estep Score: -12162719.000000 Penalty: 13383.767578 Iteration 18Q: 3 clusters Score -1.216272e+07 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20741 members Mstep: Class 2 contains 34836 members Entering Unmasked Estep Score: -12162685.000000 Penalty: 13383.767578 Iteration 19Q: 3 clusters Score -1.216268e+07 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20725 members Mstep: Class 2 contains 34852 members Entering Unmasked Estep Score: -12162678.000000 Penalty: 13383.767578 Iteration 20F: 3 clusters Score -1.216268e+07 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20715 members Mstep: Class 2 contains 34862 members Entering Unmasked Estep Score: -12162702.000000 Penalty: 13383.767578 Iteration 21Q: 3 clusters Score -1.21627e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20711 members Mstep: Class 2 contains 34866 members Entering Unmasked Estep Score: -12162701.000000 Penalty: 13383.767578 Iteration 22Q: 3 clusters Score -1.21627e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20703 members Mstep: Class 2 contains 34874 members Entering Unmasked Estep Score: -12162700.000000 Penalty: 13383.767578 Iteration 23Q: 3 clusters Score -1.21627e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20697 members Mstep: Class 2 contains 34880 members Entering Unmasked Estep Score: -12162714.000000 Penalty: 13383.767578 Iteration 24Q: 3 clusters Score -1.216271e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20693 members Mstep: Class 2 contains 34884 members Entering Unmasked Estep Score: -12162715.000000 Penalty: 13383.767578 Iteration 25Q: 3 clusters Score -1.216272e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20686 members Mstep: Class 2 contains 34891 members Entering Unmasked Estep Score: -12162724.000000 Penalty: 13383.767578 Iteration 26Q: 3 clusters Score -1.216272e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20683 members Mstep: Class 2 contains 34894 members Entering Unmasked Estep Score: -12162718.000000 Penalty: 13383.767578 Iteration 27Q: 3 clusters Score -1.216272e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20682 members Mstep: Class 2 contains 34895 members Entering Unmasked Estep Score: -12162720.000000 Penalty: 13383.767578 Iteration 28Q: 3 clusters Score -1.216272e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20681 members Mstep: Class 2 contains 34896 members Entering Unmasked Estep Score: -12162722.000000 Penalty: 13383.767578 Iteration 29Q: 3 clusters Score -1.216272e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20681 members Mstep: Class 2 contains 34896 members Entering Unmasked Estep Score: -12162722.000000 Penalty: 13383.767578 Iteration 30F: 3 clusters Score -1.216272e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 68 members Mstep: Class 1 contains 877 members Mstep: Class 2 contains 45166 members Mstep: Class 3 contains 5345 members Mstep: Class 4 contains 587 members Mstep: Class 5 contains 749 members Mstep: Class 6 contains 4268 members Mstep: Class 7 contains 768 members Mstep: Class 8 contains 26533 members Mstep: Class 9 contains 7656 members Mstep: Class 10 contains 1052 members Mstep: Class 11 contains 992 members Mstep: Class 12 contains 38939 members Mstep: Class 13 contains 143746 members Mstep: Class 14 contains 27555 members Mstep: Class 15 contains 20681 members Mstep: Class 16 contains 158302 members Mstep: Class 17 contains 158875 members Mstep: Class 18 contains 386 members Mstep: Class 19 contains 1597 members Mstep: Class 20 contains 34896 members Entering Unmasked Estep Score: -147515328.000000 Penalty: 164498.296875 Splitting cluster 15 changes total score from -147481040.000000 to -147515328.000000 So it's getting split into cluster 20. Entering ConstructFrom: Trying to split cluster 16 (158302 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 158302 members Entering Unmasked Estep Score: -34754656.000000 Penalty: 7333.008789 Iteration 0F: 2 clusters Score -3.475466e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 79314 members Mstep: Class 2 contains 78988 members Entering Unmasked Estep Score: -34647820.000000 Penalty: 14666.017578 Iteration 0F: 3 clusters Score -3.464782e+07 nChanged 73814 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80128 members Mstep: Class 2 contains 78174 members Entering Unmasked Estep Score: -34689268.000000 Penalty: 14666.017578 Iteration 1F: 3 clusters Score -3.468927e+07 nChanged 5201 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80833 members Mstep: Class 2 contains 77469 members Entering Unmasked Estep Score: -34690724.000000 Penalty: 14666.017578 Iteration 2Q: 3 clusters Score -3.469072e+07 nChanged 4879 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81864 members Mstep: Class 2 contains 76438 members Entering Unmasked Estep Score: -34691684.000000 Penalty: 14666.017578 Iteration 3Q: 3 clusters Score -3.469168e+07 nChanged 4476 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 83338 members Mstep: Class 2 contains 74964 members Entering Unmasked Estep Score: -34692764.000000 Penalty: 14666.017578 Iteration 4Q: 3 clusters Score -3.469276e+07 nChanged 4379 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 85371 members Mstep: Class 2 contains 72931 members Entering Unmasked Estep Score: -34693884.000000 Penalty: 14666.017578 Iteration 5Q: 3 clusters Score -3.469388e+07 nChanged 4640 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 88431 members Mstep: Class 2 contains 69871 members Entering Unmasked Estep Score: -34694824.000000 Penalty: 14666.017578 Iteration 6Q: 3 clusters Score -3.469482e+07 nChanged 5395 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 92856 members Mstep: Class 2 contains 65446 members Entering Unmasked Estep Score: -34696696.000000 Penalty: 14666.017578 Iteration 7Q: 3 clusters Score -3.46967e+07 nChanged 6819 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99093 members Mstep: Class 2 contains 59209 members Entering Unmasked Estep Score: -34699688.000000 Penalty: 14666.017578 Iteration 8Q: 3 clusters Score -3.469969e+07 nChanged 8997 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 107762 members Mstep: Class 2 contains 50540 members Entering Unmasked Estep Score: -34704832.000000 Penalty: 14666.017578 Iteration 9F: 3 clusters Score -3.470483e+07 nChanged 11534 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 119102 members Mstep: Class 2 contains 39200 members Entering Unmasked Estep Score: -34713360.000000 Penalty: 14666.017578 Iteration 10F: 3 clusters Score -3.471336e+07 nChanged 12762 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 131754 members Mstep: Class 2 contains 26548 members Entering Unmasked Estep Score: -34724208.000000 Penalty: 14666.017578 Iteration 11F: 3 clusters Score -3.472421e+07 nChanged 11175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 142873 members Mstep: Class 2 contains 15429 members Entering Unmasked Estep Score: -34734420.000000 Penalty: 14666.017578 Iteration 12F: 3 clusters Score -3.473442e+07 nChanged 7578 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 150419 members Mstep: Class 2 contains 7883 members Entering Unmasked Estep Score: -34741548.000000 Penalty: 14666.017578 Iteration 13Q: 3 clusters Score -3.474155e+07 nChanged 3941 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 154330 members Mstep: Class 2 contains 3972 members Entering Unmasked Estep Score: -34745172.000000 Penalty: 14666.017578 Iteration 14Q: 3 clusters Score -3.474517e+07 nChanged 1851 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 156133 members Mstep: Class 2 contains 2169 members Entering Unmasked Estep Score: -34746768.000000 Penalty: 14666.017578 Iteration 15Q: 3 clusters Score -3.474677e+07 nChanged 759 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 156844 members Mstep: Class 2 contains 1458 members Entering Unmasked Estep Score: -34747476.000000 Penalty: 14666.017578 Iteration 16Q: 3 clusters Score -3.474748e+07 nChanged 364 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 157174 members Mstep: Class 2 contains 1128 members Entering Unmasked Estep Score: -34747820.000000 Penalty: 14666.017578 Iteration 17Q: 3 clusters Score -3.474782e+07 nChanged 190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 157330 members Mstep: Class 2 contains 972 members Entering Unmasked Estep Score: -34748024.000000 Penalty: 14666.017578 Iteration 18Q: 3 clusters Score -3.474802e+07 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 157407 members Mstep: Class 2 contains 895 members Entering Unmasked Estep Score: -34748132.000000 Penalty: 14666.017578 Iteration 19Q: 3 clusters Score -3.474813e+07 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 157449 members Mstep: Class 2 contains 853 members Entering Unmasked Estep Score: -34748172.000000 Penalty: 14666.017578 Iteration 20F: 3 clusters Score -3.474817e+07 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 157472 members Mstep: Class 2 contains 830 members Entering Unmasked Estep Score: -34748208.000000 Penalty: 14666.017578 Iteration 21Q: 3 clusters Score -3.474821e+07 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 157496 members Mstep: Class 2 contains 806 members Entering Unmasked Estep Score: -34748212.000000 Penalty: 14666.017578 Iteration 22Q: 3 clusters Score -3.474821e+07 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 157511 members Mstep: Class 2 contains 791 members Entering Unmasked Estep Score: -34748276.000000 Penalty: 14666.017578 Iteration 23Q: 3 clusters Score -3.474828e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 157516 members Mstep: Class 2 contains 786 members Entering Unmasked Estep Score: -34748272.000000 Penalty: 14666.017578 Iteration 24Q: 3 clusters Score -3.474827e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 157524 members Mstep: Class 2 contains 778 members Entering Unmasked Estep Score: -34748252.000000 Penalty: 14666.017578 Iteration 25Q: 3 clusters Score -3.474825e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 157533 members Mstep: Class 2 contains 769 members Entering Unmasked Estep Score: -34748276.000000 Penalty: 14666.017578 Iteration 26Q: 3 clusters Score -3.474828e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 157538 members Mstep: Class 2 contains 764 members Entering Unmasked Estep Score: -34748272.000000 Penalty: 14666.017578 Iteration 27Q: 3 clusters Score -3.474827e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 157543 members Mstep: Class 2 contains 759 members Entering Unmasked Estep Score: -34748276.000000 Penalty: 14666.017578 Iteration 28Q: 3 clusters Score -3.474828e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 157545 members Mstep: Class 2 contains 757 members Entering Unmasked Estep Score: -34748272.000000 Penalty: 14666.017578 Iteration 29Q: 3 clusters Score -3.474827e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 157548 members Mstep: Class 2 contains 754 members Entering Unmasked Estep Score: -34748276.000000 Penalty: 14666.017578 Iteration 30Q: 3 clusters Score -3.474828e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 157550 members Mstep: Class 2 contains 752 members Entering Unmasked Estep Score: -34748280.000000 Penalty: 14666.017578 Iteration 31Q: 3 clusters Score -3.474828e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 157550 members Mstep: Class 2 contains 752 members Entering Unmasked Estep Score: -34748288.000000 Penalty: 14666.017578 Iteration 32Q: 3 clusters Score -3.474829e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 157550 members Mstep: Class 2 contains 752 members Entering Unmasked Estep Score: -34748264.000000 Penalty: 14666.017578 Iteration 33Q: 3 clusters Score -3.474826e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 157549 members Mstep: Class 2 contains 753 members Entering Unmasked Estep Score: -34748264.000000 Penalty: 14666.017578 Iteration 34Q: 3 clusters Score -3.474826e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 157549 members Mstep: Class 2 contains 753 members Entering Unmasked Estep Score: -34748264.000000 Penalty: 14666.017578 Iteration 35F: 3 clusters Score -3.474826e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 68 members Mstep: Class 1 contains 877 members Mstep: Class 2 contains 45166 members Mstep: Class 3 contains 5345 members Mstep: Class 5 contains 749 members Mstep: Class 6 contains 4268 members Mstep: Class 7 contains 768 members Mstep: Class 8 contains 26533 members Mstep: Class 9 contains 7656 members Mstep: Class 10 contains 1052 members Mstep: Class 11 contains 992 members Mstep: Class 12 contains 38939 members Mstep: Class 13 contains 143746 members Mstep: Class 14 contains 27555 members Mstep: Class 15 contains 20681 members Mstep: Class 16 contains 158302 members Entering Unmasked Estep ConsiderDeletion Score: -147523200.000000 Penalty: 164498.296875 Iteration 39Q: 21 clusters Score -1.475232e+08 nChanged 10460 Entering Unmasked Mstep Mstep: Class 0 contains 68 members Mstep: Class 1 contains 876 members Mstep: Class 2 contains 45362 members Mstep: Class 3 contains 5325 members Mstep: Class 4 contains 587 members Mstep: Class 5 contains 749 members Mstep: Class 6 contains 4273 members Mstep: Class 7 contains 768 members Mstep: Class 8 contains 28793 members Mstep: Class 9 contains 7613 members Mstep: Class 10 contains 1067 members Mstep: Class 11 contains 991 members Mstep: Class 12 contains 39411 members Mstep: Class 13 contains 144292 members Mstep: Class 14 contains 27506 members Mstep: Class 15 contains 20554 members Mstep: Class 16 contains 158282 members Mstep: Class 17 contains 157491 members Mstep: Class 18 contains 384 members Mstep: Class 19 contains 1594 members Mstep: Class 20 contains 33052 members Entering Unmasked Estep ConsiderDeletion Score: -147531936.000000 Penalty: 164498.296875 Iteration 40F: 21 clusters Score -1.475319e+08 nChanged 7796 Entering Unmasked Mstep Mstep: Class 0 contains 38 members Mstep: Class 1 contains 538 members Mstep: Class 2 contains 45375 members Mstep: Class 3 contains 5305 members Mstep: Class 4 contains 600 members Mstep: Class 5 contains 749 members Mstep: Class 6 contains 4614 members Mstep: Class 7 contains 768 members Mstep: Class 8 contains 29844 members Mstep: Class 9 contains 7554 members Mstep: Class 10 contains 1070 members Mstep: Class 11 contains 997 members Mstep: Class 12 contains 38042 members Mstep: Class 13 contains 143583 members Mstep: Class 14 contains 27443 members Mstep: Class 15 contains 20474 members Mstep: Class 16 contains 157706 members Mstep: Class 17 contains 157206 members Mstep: Class 18 contains 384 members Mstep: Class 19 contains 1594 members Mstep: Class 20 contains 35154 members Entering Unmasked Estep ConsiderDeletion Score: -147536976.000000 Penalty: 164498.296875 Iteration 41Q: 21 clusters Score -1.47537e+08 nChanged 4327 Entering Unmasked Mstep Mstep: Class 0 contains 38 members Mstep: Class 1 contains 413 members Mstep: Class 2 contains 45422 members Mstep: Class 3 contains 5289 members Mstep: Class 4 contains 598 members Mstep: Class 5 contains 750 members Mstep: Class 6 contains 4566 members Mstep: Class 7 contains 765 members Mstep: Class 8 contains 30633 members Mstep: Class 9 contains 7530 members Mstep: Class 10 contains 1070 members Mstep: Class 11 contains 998 members Mstep: Class 12 contains 37001 members Mstep: Class 13 contains 143213 members Mstep: Class 14 contains 27342 members Mstep: Class 15 contains 20528 members Mstep: Class 16 contains 157467 members Mstep: Class 17 contains 157092 members Mstep: Class 18 contains 385 members Mstep: Class 19 contains 1593 members Mstep: Class 20 contains 36345 members Entering Unmasked Estep ConsiderDeletion Score: -147538656.000000 Penalty: 164498.296875 Iteration 42Q: 21 clusters Score -1.475387e+08 nChanged 3083 Entering Unmasked Mstep Mstep: Class 0 contains 38 members Mstep: Class 1 contains 402 members Mstep: Class 2 contains 45469 members Mstep: Class 3 contains 5270 members Mstep: Class 4 contains 598 members Mstep: Class 5 contains 750 members Mstep: Class 6 contains 4383 members Mstep: Class 7 contains 765 members Mstep: Class 8 contains 31206 members Mstep: Class 9 contains 7521 members Mstep: Class 10 contains 1070 members Mstep: Class 11 contains 1000 members Mstep: Class 12 contains 36142 members Mstep: Class 13 contains 143029 members Mstep: Class 14 contains 27215 members Mstep: Class 15 contains 20567 members Mstep: Class 16 contains 157376 members Mstep: Class 17 contains 157042 members Mstep: Class 18 contains 385 members Mstep: Class 19 contains 1592 members Mstep: Class 20 contains 37218 members Entering Unmasked Estep ConsiderDeletion Score: -147539472.000000 Penalty: 164498.296875 Iteration 43Q: 21 clusters Score -1.475395e+08 nChanged 2294 Entering Unmasked Mstep Mstep: Class 0 contains 38 members Mstep: Class 1 contains 399 members Mstep: Class 2 contains 45514 members Mstep: Class 3 contains 5248 members Mstep: Class 4 contains 598 members Mstep: Class 5 contains 750 members Mstep: Class 6 contains 4231 members Mstep: Class 7 contains 762 members Mstep: Class 8 contains 31606 members Mstep: Class 9 contains 7511 members Mstep: Class 10 contains 1070 members Mstep: Class 11 contains 1001 members Mstep: Class 12 contains 35418 members Mstep: Class 13 contains 142891 members Mstep: Class 14 contains 27108 members Mstep: Class 15 contains 20609 members Mstep: Class 16 contains 157363 members Mstep: Class 17 contains 157070 members Mstep: Class 18 contains 385 members Mstep: Class 19 contains 1591 members Mstep: Class 20 contains 37875 members Entering Unmasked Estep ConsiderDeletion Score: -147540096.000000 Penalty: 164498.296875 Iteration 44Q: 21 clusters Score -1.475401e+08 nChanged 1859 Entering Unmasked Mstep Mstep: Class 0 contains 38 members Mstep: Class 1 contains 399 members Mstep: Class 2 contains 45543 members Mstep: Class 3 contains 5232 members Mstep: Class 4 contains 598 members Mstep: Class 5 contains 750 members Mstep: Class 6 contains 4093 members Mstep: Class 7 contains 763 members Mstep: Class 8 contains 31968 members Mstep: Class 9 contains 7503 members Mstep: Class 10 contains 1070 members Mstep: Class 11 contains 1000 members Mstep: Class 12 contains 34774 members Mstep: Class 13 contains 142815 members Mstep: Class 14 contains 27032 members Mstep: Class 15 contains 20665 members Mstep: Class 16 contains 157303 members Mstep: Class 17 contains 157104 members Mstep: Class 18 contains 385 members Mstep: Class 19 contains 1592 members Mstep: Class 20 contains 38411 members Entering Unmasked Estep ConsiderDeletion Score: -147541168.000000 Penalty: 164498.296875 Iteration 45Q: 21 clusters Score -1.475412e+08 nChanged 1516 Entering Unmasked Mstep Mstep: Class 0 contains 38 members Mstep: Class 1 contains 399 members Mstep: Class 2 contains 45573 members Mstep: Class 3 contains 5215 members Mstep: Class 4 contains 598 members Mstep: Class 5 contains 750 members Mstep: Class 6 contains 3999 members Mstep: Class 7 contains 763 members Mstep: Class 8 contains 32238 members Mstep: Class 9 contains 7492 members Mstep: Class 10 contains 1070 members Mstep: Class 11 contains 1000 members Mstep: Class 12 contains 34235 members Mstep: Class 13 contains 142752 members Mstep: Class 14 contains 26956 members Mstep: Class 15 contains 20728 members Mstep: Class 16 contains 157283 members Mstep: Class 17 contains 157153 members Mstep: Class 18 contains 385 members Mstep: Class 19 contains 1592 members Mstep: Class 20 contains 38819 members Entering Unmasked Estep ConsiderDeletion Score: -147541504.000000 Penalty: 164498.296875 Iteration 46Q: 21 clusters Score -1.475415e+08 nChanged 1315 Entering Unmasked Mstep Mstep: Class 0 contains 38 members Mstep: Class 1 contains 398 members Mstep: Class 2 contains 45608 members Mstep: Class 3 contains 5202 members Mstep: Class 4 contains 598 members Mstep: Class 5 contains 750 members Mstep: Class 6 contains 3911 members Mstep: Class 7 contains 763 members Mstep: Class 8 contains 32450 members Mstep: Class 9 contains 7489 members Mstep: Class 10 contains 1071 members Mstep: Class 11 contains 1000 members Mstep: Class 12 contains 33758 members Mstep: Class 13 contains 142682 members Mstep: Class 14 contains 26893 members Mstep: Class 15 contains 20778 members Mstep: Class 16 contains 157281 members Mstep: Class 17 contains 157202 members Mstep: Class 18 contains 385 members Mstep: Class 19 contains 1592 members Mstep: Class 20 contains 39189 members Entering Unmasked Estep ConsiderDeletion Score: -147541648.000000 Penalty: 164498.296875 Iteration 47Q: 21 clusters Score -1.475416e+08 nChanged 1120 Entering Unmasked Mstep Mstep: Class 0 contains 38 members Mstep: Class 1 contains 398 members Mstep: Class 2 contains 45640 members Mstep: Class 3 contains 5178 members Mstep: Class 4 contains 598 members Mstep: Class 5 contains 750 members Mstep: Class 6 contains 3827 members Mstep: Class 7 contains 763 members Mstep: Class 8 contains 32593 members Mstep: Class 9 contains 7497 members Mstep: Class 10 contains 1071 members Mstep: Class 11 contains 1000 members Mstep: Class 12 contains 33385 members Mstep: Class 13 contains 142645 members Mstep: Class 14 contains 26829 members Mstep: Class 15 contains 20817 members Mstep: Class 16 contains 157289 members Mstep: Class 17 contains 157244 members Mstep: Class 18 contains 385 members Mstep: Class 19 contains 1592 members Mstep: Class 20 contains 39499 members Entering Unmasked Estep ConsiderDeletion Score: -147541968.000000 Penalty: 164498.296875 Iteration 48Q: 21 clusters Score -1.47542e+08 nChanged 1023 Entering Unmasked Mstep Mstep: Class 0 contains 38 members Mstep: Class 1 contains 398 members Mstep: Class 2 contains 45660 members Mstep: Class 3 contains 5162 members Mstep: Class 4 contains 598 members Mstep: Class 5 contains 750 members Mstep: Class 6 contains 3751 members Mstep: Class 7 contains 763 members Mstep: Class 8 contains 32725 members Mstep: Class 9 contains 7511 members Mstep: Class 10 contains 1071 members Mstep: Class 11 contains 1001 members Mstep: Class 12 contains 33036 members Mstep: Class 13 contains 142614 members Mstep: Class 14 contains 26770 members Mstep: Class 15 contains 20873 members Mstep: Class 16 contains 157318 members Mstep: Class 17 contains 157282 members Mstep: Class 18 contains 385 members Mstep: Class 19 contains 1592 members Mstep: Class 20 contains 39740 members Entering Unmasked Estep ConsiderDeletion Score: -147542224.000000 Penalty: 164498.296875 Iteration 49Q: 21 clusters Score -1.475422e+08 nChanged 847 Entering Unmasked Mstep Mstep: Class 0 contains 38 members Mstep: Class 1 contains 398 members Mstep: Class 2 contains 45687 members Mstep: Class 3 contains 5141 members Mstep: Class 4 contains 598 members Mstep: Class 5 contains 750 members Mstep: Class 6 contains 3696 members Mstep: Class 7 contains 763 members Mstep: Class 8 contains 32842 members Mstep: Class 9 contains 7515 members Mstep: Class 10 contains 1071 members Mstep: Class 11 contains 1001 members Mstep: Class 12 contains 32725 members Mstep: Class 13 contains 142594 members Mstep: Class 14 contains 26716 members Mstep: Class 15 contains 20915 members Mstep: Class 16 contains 157325 members Mstep: Class 17 contains 157321 members Mstep: Class 18 contains 385 members Mstep: Class 19 contains 1592 members Mstep: Class 20 contains 39965 members Entering Unmasked Estep ConsiderDeletion Score: -147542464.000000 Penalty: 164498.296875 Iteration 50Q: 21 clusters Score -1.475425e+08 nChanged 735 Entering Unmasked Mstep Mstep: Class 0 contains 38 members Mstep: Class 1 contains 398 members Mstep: Class 2 contains 45727 members Mstep: Class 3 contains 5125 members Mstep: Class 4 contains 598 members Mstep: Class 5 contains 750 members Mstep: Class 6 contains 3639 members Mstep: Class 7 contains 763 members Mstep: Class 8 contains 32942 members Mstep: Class 9 contains 7520 members Mstep: Class 10 contains 1071 members Mstep: Class 11 contains 1001 members Mstep: Class 12 contains 32446 members Mstep: Class 13 contains 142575 members Mstep: Class 14 contains 26674 members Mstep: Class 15 contains 20955 members Mstep: Class 16 contains 157346 members Mstep: Class 17 contains 157345 members Mstep: Class 18 contains 385 members Mstep: Class 19 contains 1592 members Mstep: Class 20 contains 40148 members Entering Unmasked Estep ConsiderDeletion Score: -147542512.000000 Penalty: 164498.296875 Iteration 51Q: 21 clusters Score -1.475425e+08 nChanged 616 Entering Unmasked Mstep Mstep: Class 0 contains 38 members Mstep: Class 1 contains 398 members Mstep: Class 2 contains 45762 members Mstep: Class 3 contains 5114 members Mstep: Class 4 contains 598 members Mstep: Class 5 contains 750 members Mstep: Class 6 contains 3587 members Mstep: Class 7 contains 763 members Mstep: Class 8 contains 33005 members Mstep: Class 9 contains 7526 members Mstep: Class 10 contains 1071 members Mstep: Class 11 contains 1001 members Mstep: Class 12 contains 32228 members Mstep: Class 13 contains 142534 members Mstep: Class 14 contains 26632 members Mstep: Class 15 contains 20992 members Mstep: Class 16 contains 157380 members Mstep: Class 17 contains 157383 members Mstep: Class 18 contains 385 members Mstep: Class 19 contains 1592 members Mstep: Class 20 contains 40299 members Entering Unmasked Estep ConsiderDeletion Score: -147542576.000000 Penalty: 164498.296875 Iteration 52Q: 21 clusters Score -1.475426e+08 nChanged 508 Entering Unmasked Mstep Mstep: Class 0 contains 38 members Mstep: Class 1 contains 398 members Mstep: Class 2 contains 45785 members Mstep: Class 3 contains 5099 members Mstep: Class 4 contains 598 members Mstep: Class 5 contains 750 members Mstep: Class 6 contains 3546 members Mstep: Class 7 contains 763 members Mstep: Class 8 contains 33056 members Mstep: Class 9 contains 7529 members Mstep: Class 10 contains 1072 members Mstep: Class 11 contains 1001 members Mstep: Class 12 contains 32052 members Mstep: Class 13 contains 142513 members Mstep: Class 14 contains 26603 members Mstep: Class 15 contains 21035 members Mstep: Class 16 contains 157400 members Mstep: Class 17 contains 157411 members Mstep: Class 18 contains 385 members Mstep: Class 19 contains 1592 members Mstep: Class 20 contains 40412 members Entering Unmasked Estep ConsiderDeletion Score: -147542592.000000 Penalty: 164498.296875 Iteration 53Q: 21 clusters Score -1.475426e+08 nChanged 441 Entering Unmasked Mstep Mstep: Class 0 contains 38 members Mstep: Class 1 contains 398 members Mstep: Class 2 contains 45807 members Mstep: Class 3 contains 5081 members Mstep: Class 4 contains 598 members Mstep: Class 5 contains 750 members Mstep: Class 6 contains 3507 members Mstep: Class 7 contains 764 members Mstep: Class 8 contains 33104 members Mstep: Class 9 contains 7532 members Mstep: Class 10 contains 1072 members Mstep: Class 11 contains 1001 members Mstep: Class 12 contains 31908 members Mstep: Class 13 contains 142489 members Mstep: Class 14 contains 26574 members Mstep: Class 15 contains 21063 members Mstep: Class 16 contains 157432 members Mstep: Class 17 contains 157435 members Mstep: Class 18 contains 385 members Mstep: Class 19 contains 1592 members Mstep: Class 20 contains 40508 members Entering Unmasked Estep ConsiderDeletion Score: -147542784.000000 Penalty: 164498.296875 Iteration 54Q: 21 clusters Score -1.475428e+08 nChanged 388 Entering Unmasked Mstep Mstep: Class 0 contains 38 members Mstep: Class 1 contains 398 members Mstep: Class 2 contains 45823 members Mstep: Class 3 contains 5068 members Mstep: Class 4 contains 598 members Mstep: Class 5 contains 750 members Mstep: Class 6 contains 3466 members Mstep: Class 7 contains 764 members Mstep: Class 8 contains 33135 members Mstep: Class 9 contains 7534 members Mstep: Class 10 contains 1072 members Mstep: Class 11 contains 1001 members Mstep: Class 12 contains 31788 members Mstep: Class 13 contains 142471 members Mstep: Class 14 contains 26546 members Mstep: Class 15 contains 21094 members Mstep: Class 16 contains 157469 members Mstep: Class 17 contains 157458 members Mstep: Class 18 contains 385 members Mstep: Class 19 contains 1592 members Mstep: Class 20 contains 40588 members Entering Unmasked Estep ConsiderDeletion Score: -147542784.000000 Penalty: 164498.296875 Iteration 55Q: 21 clusters Score -1.475428e+08 nChanged 340 Entering Unmasked Mstep Mstep: Class 0 contains 38 members Mstep: Class 1 contains 398 members Mstep: Class 2 contains 45845 members Mstep: Class 3 contains 5054 members Mstep: Class 4 contains 598 members Mstep: Class 5 contains 750 members Mstep: Class 6 contains 3417 members Mstep: Class 7 contains 764 members Mstep: Class 8 contains 33159 members Mstep: Class 9 contains 7538 members Mstep: Class 10 contains 1072 members Mstep: Class 11 contains 1001 members Mstep: Class 12 contains 31706 members Mstep: Class 13 contains 142454 members Mstep: Class 14 contains 26511 members Mstep: Class 15 contains 21127 members Mstep: Class 16 contains 157499 members Mstep: Class 17 contains 157475 members Mstep: Class 18 contains 385 members Mstep: Class 19 contains 1592 members Mstep: Class 20 contains 40655 members Entering Unmasked Estep ConsiderDeletion Score: -147542688.000000 Penalty: 164498.296875 Iteration 56Q: 21 clusters Score -1.475427e+08 nChanged 345 Entering Unmasked Mstep Mstep: Class 0 contains 38 members Mstep: Class 1 contains 399 members Mstep: Class 2 contains 45868 members Mstep: Class 3 contains 5036 members Mstep: Class 4 contains 598 members Mstep: Class 5 contains 750 members Mstep: Class 6 contains 3365 members Mstep: Class 7 contains 764 members Mstep: Class 8 contains 33183 members Mstep: Class 9 contains 7545 members Mstep: Class 10 contains 1074 members Mstep: Class 11 contains 1001 members Mstep: Class 12 contains 31610 members Mstep: Class 13 contains 142451 members Mstep: Class 14 contains 26486 members Mstep: Class 15 contains 21163 members Mstep: Class 16 contains 157527 members Mstep: Class 17 contains 157486 members Mstep: Class 18 contains 385 members Mstep: Class 19 contains 1592 members Mstep: Class 20 contains 40717 members Entering Unmasked Estep ConsiderDeletion Score: -147542720.000000 Penalty: 164498.296875 Iteration 57Q: 21 clusters Score -1.475427e+08 nChanged 322 Entering Unmasked Mstep Mstep: Class 0 contains 38 members Mstep: Class 1 contains 399 members Mstep: Class 2 contains 45881 members Mstep: Class 3 contains 5026 members Mstep: Class 4 contains 598 members Mstep: Class 5 contains 750 members Mstep: Class 6 contains 3321 members Mstep: Class 7 contains 764 members Mstep: Class 8 contains 33202 members Mstep: Class 9 contains 7548 members Mstep: Class 10 contains 1074 members Mstep: Class 11 contains 1001 members Mstep: Class 12 contains 31515 members Mstep: Class 13 contains 142432 members Mstep: Class 14 contains 26466 members Mstep: Class 15 contains 21188 members Mstep: Class 16 contains 157552 members Mstep: Class 17 contains 157508 members Mstep: Class 18 contains 385 members Mstep: Class 19 contains 1592 members Mstep: Class 20 contains 40798 members Entering Unmasked Estep ConsiderDeletion Score: -147542880.000000 Penalty: 164498.296875 Iteration 58Q: 21 clusters Score -1.475429e+08 nChanged 298 Entering Unmasked Mstep Mstep: Class 0 contains 38 members Mstep: Class 1 contains 399 members Mstep: Class 2 contains 45884 members Mstep: Class 3 contains 5029 members Mstep: Class 4 contains 598 members Mstep: Class 5 contains 750 members Mstep: Class 6 contains 3279 members Mstep: Class 7 contains 764 members Mstep: Class 8 contains 33223 members Mstep: Class 9 contains 7549 members Mstep: Class 10 contains 1074 members Mstep: Class 11 contains 1001 members Mstep: Class 12 contains 31445 members Mstep: Class 13 contains 142428 members Mstep: Class 14 contains 26451 members Mstep: Class 15 contains 21204 members Mstep: Class 16 contains 157565 members Mstep: Class 17 contains 157519 members Mstep: Class 18 contains 385 members Mstep: Class 19 contains 1592 members Mstep: Class 20 contains 40861 members Entering Unmasked Estep ConsiderDeletion Score: -147542816.000000 Penalty: 164498.296875 Iteration 59Q: 21 clusters Score -1.475428e+08 nChanged 262 Entering Unmasked Mstep Mstep: Class 0 contains 38 members Mstep: Class 1 contains 400 members Mstep: Class 2 contains 45895 members Mstep: Class 3 contains 5019 members Mstep: Class 4 contains 598 members Mstep: Class 5 contains 750 members Mstep: Class 6 contains 3230 members Mstep: Class 7 contains 765 members Mstep: Class 8 contains 33237 members Mstep: Class 9 contains 7557 members Mstep: Class 10 contains 1074 members Mstep: Class 11 contains 1001 members Mstep: Class 12 contains 31387 members Mstep: Class 13 contains 142431 members Mstep: Class 14 contains 26435 members Mstep: Class 15 contains 21210 members Mstep: Class 16 contains 157587 members Mstep: Class 17 contains 157524 members Mstep: Class 18 contains 385 members Mstep: Class 19 contains 1592 members Mstep: Class 20 contains 40923 members Entering Unmasked Estep ConsiderDeletion Score: -147543136.000000 Penalty: 164498.296875 Iteration 60F: 21 clusters Score -1.475431e+08 nChanged 248 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 402 members Mstep: Class 2 contains 45906 members Mstep: Class 3 contains 5010 members Mstep: Class 4 contains 598 members Mstep: Class 5 contains 750 members Mstep: Class 6 contains 3192 members Mstep: Class 7 contains 765 members Mstep: Class 8 contains 33248 members Mstep: Class 9 contains 7561 members Mstep: Class 10 contains 1074 members Mstep: Class 11 contains 1003 members Mstep: Class 12 contains 31329 members Mstep: Class 13 contains 142422 members Mstep: Class 14 contains 26429 members Mstep: Class 15 contains 21219 members Mstep: Class 16 contains 157601 members Mstep: Class 17 contains 157536 members Mstep: Class 18 contains 385 members Mstep: Class 19 contains 1592 members Mstep: Class 20 contains 40981 members Entering Unmasked Estep ConsiderDeletion Score: -147543392.000000 Penalty: 164498.296875 Iteration 61Q: 21 clusters Score -1.475434e+08 nChanged 247 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 402 members Mstep: Class 2 contains 45916 members Mstep: Class 3 contains 5003 members Mstep: Class 4 contains 598 members Mstep: Class 5 contains 750 members Mstep: Class 6 contains 3161 members Mstep: Class 7 contains 765 members Mstep: Class 8 contains 33254 members Mstep: Class 9 contains 7566 members Mstep: Class 10 contains 1074 members Mstep: Class 11 contains 1002 members Mstep: Class 12 contains 31262 members Mstep: Class 13 contains 142411 members Mstep: Class 14 contains 26418 members Mstep: Class 15 contains 21229 members Mstep: Class 16 contains 157614 members Mstep: Class 17 contains 157557 members Mstep: Class 18 contains 385 members Mstep: Class 19 contains 1593 members Mstep: Class 20 contains 41043 members Entering Unmasked Estep ConsiderDeletion Score: -147543360.000000 Penalty: 164498.296875 Iteration 62Q: 21 clusters Score -1.475434e+08 nChanged 197 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 402 members Mstep: Class 2 contains 45911 members Mstep: Class 3 contains 5002 members Mstep: Class 4 contains 598 members Mstep: Class 5 contains 750 members Mstep: Class 6 contains 3139 members Mstep: Class 7 contains 765 members Mstep: Class 8 contains 33264 members Mstep: Class 9 contains 7571 members Mstep: Class 10 contains 1074 members Mstep: Class 11 contains 1002 members Mstep: Class 12 contains 31218 members Mstep: Class 13 contains 142414 members Mstep: Class 14 contains 26413 members Mstep: Class 15 contains 21241 members Mstep: Class 16 contains 157620 members Mstep: Class 17 contains 157565 members Mstep: Class 18 contains 385 members Mstep: Class 19 contains 1593 members Mstep: Class 20 contains 41076 members Entering Unmasked Estep ConsiderDeletion Score: -147543536.000000 Penalty: 164498.296875 Iteration 63Q: 21 clusters Score -1.475435e+08 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 402 members Mstep: Class 2 contains 45908 members Mstep: Class 3 contains 5000 members Mstep: Class 4 contains 598 members Mstep: Class 5 contains 750 members Mstep: Class 6 contains 3123 members Mstep: Class 7 contains 765 members Mstep: Class 8 contains 33273 members Mstep: Class 9 contains 7573 members Mstep: Class 10 contains 1074 members Mstep: Class 11 contains 1002 members Mstep: Class 12 contains 31173 members Mstep: Class 13 contains 142411 members Mstep: Class 14 contains 26407 members Mstep: Class 15 contains 21258 members Mstep: Class 16 contains 157628 members Mstep: Class 17 contains 157574 members Mstep: Class 18 contains 385 members Mstep: Class 19 contains 1593 members Mstep: Class 20 contains 41106 members Entering Unmasked Estep ConsiderDeletion Score: -147543616.000000 Penalty: 164498.296875 Iteration 64Q: 21 clusters Score -1.475436e+08 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 402 members Mstep: Class 2 contains 45906 members Mstep: Class 3 contains 5000 members Mstep: Class 4 contains 598 members Mstep: Class 5 contains 750 members Mstep: Class 6 contains 3120 members Mstep: Class 7 contains 765 members Mstep: Class 8 contains 33282 members Mstep: Class 9 contains 7583 members Mstep: Class 10 contains 1074 members Mstep: Class 11 contains 1002 members Mstep: Class 12 contains 31130 members Mstep: Class 13 contains 142404 members Mstep: Class 14 contains 26402 members Mstep: Class 15 contains 21267 members Mstep: Class 16 contains 157628 members Mstep: Class 17 contains 157577 members Mstep: Class 18 contains 385 members Mstep: Class 19 contains 1593 members Mstep: Class 20 contains 41135 members Entering Unmasked Estep ConsiderDeletion Score: -147543600.000000 Penalty: 164498.296875 Iteration 65Q: 21 clusters Score -1.475436e+08 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 402 members Mstep: Class 2 contains 45917 members Mstep: Class 3 contains 4998 members Mstep: Class 4 contains 598 members Mstep: Class 5 contains 750 members Mstep: Class 6 contains 3114 members Mstep: Class 7 contains 765 members Mstep: Class 8 contains 33291 members Mstep: Class 9 contains 7586 members Mstep: Class 10 contains 1074 members Mstep: Class 11 contains 1002 members Mstep: Class 12 contains 31091 members Mstep: Class 13 contains 142398 members Mstep: Class 14 contains 26395 members Mstep: Class 15 contains 21271 members Mstep: Class 16 contains 157628 members Mstep: Class 17 contains 157587 members Mstep: Class 18 contains 385 members Mstep: Class 19 contains 1593 members Mstep: Class 20 contains 41158 members Entering Unmasked Estep ConsiderDeletion Score: -147543552.000000 Penalty: 164498.296875 Iteration 66Q: 21 clusters Score -1.475436e+08 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 402 members Mstep: Class 2 contains 45925 members Mstep: Class 3 contains 4997 members Mstep: Class 4 contains 598 members Mstep: Class 5 contains 750 members Mstep: Class 6 contains 3112 members Mstep: Class 7 contains 765 members Mstep: Class 8 contains 33296 members Mstep: Class 9 contains 7592 members Mstep: Class 10 contains 1074 members Mstep: Class 11 contains 1002 members Mstep: Class 12 contains 31059 members Mstep: Class 13 contains 142388 members Mstep: Class 14 contains 26389 members Mstep: Class 15 contains 21283 members Mstep: Class 16 contains 157620 members Mstep: Class 17 contains 157599 members Mstep: Class 18 contains 385 members Mstep: Class 19 contains 1593 members Mstep: Class 20 contains 41174 members Entering Unmasked Estep ConsiderDeletion Score: -147543424.000000 Penalty: 164498.296875 Iteration 67Q: 21 clusters Score -1.475434e+08 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 402 members Mstep: Class 2 contains 45925 members Mstep: Class 3 contains 4993 members Mstep: Class 4 contains 598 members Mstep: Class 5 contains 750 members Mstep: Class 6 contains 3114 members Mstep: Class 7 contains 765 members Mstep: Class 8 contains 33301 members Mstep: Class 9 contains 7601 members Mstep: Class 10 contains 1074 members Mstep: Class 11 contains 1002 members Mstep: Class 12 contains 31032 members Mstep: Class 13 contains 142390 members Mstep: Class 14 contains 26383 members Mstep: Class 15 contains 21300 members Mstep: Class 16 contains 157610 members Mstep: Class 17 contains 157607 members Mstep: Class 18 contains 385 members Mstep: Class 19 contains 1593 members Mstep: Class 20 contains 41178 members Entering Unmasked Estep ConsiderDeletion Score: -147543344.000000 Penalty: 164498.296875 Iteration 68Q: 21 clusters Score -1.475433e+08 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 402 members Mstep: Class 2 contains 45936 members Mstep: Class 3 contains 4986 members Mstep: Class 4 contains 598 members Mstep: Class 5 contains 750 members Mstep: Class 6 contains 3113 members Mstep: Class 7 contains 765 members Mstep: Class 8 contains 33303 members Mstep: Class 9 contains 7604 members Mstep: Class 10 contains 1074 members Mstep: Class 11 contains 1002 members Mstep: Class 12 contains 31014 members Mstep: Class 13 contains 142382 members Mstep: Class 14 contains 26377 members Mstep: Class 15 contains 21312 members Mstep: Class 16 contains 157610 members Mstep: Class 17 contains 157615 members Mstep: Class 18 contains 385 members Mstep: Class 19 contains 1593 members Mstep: Class 20 contains 41182 members Entering Unmasked Estep ConsiderDeletion Score: -147543552.000000 Penalty: 164498.296875 Iteration 69Q: 21 clusters Score -1.475436e+08 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 402 members Mstep: Class 2 contains 45945 members Mstep: Class 3 contains 4980 members Mstep: Class 4 contains 598 members Mstep: Class 5 contains 750 members Mstep: Class 6 contains 3113 members Mstep: Class 7 contains 765 members Mstep: Class 8 contains 33307 members Mstep: Class 9 contains 7607 members Mstep: Class 10 contains 1074 members Mstep: Class 11 contains 1002 members Mstep: Class 12 contains 30998 members Mstep: Class 13 contains 142379 members Mstep: Class 14 contains 26372 members Mstep: Class 15 contains 21325 members Mstep: Class 16 contains 157608 members Mstep: Class 17 contains 157619 members Mstep: Class 18 contains 385 members Mstep: Class 19 contains 1593 members Mstep: Class 20 contains 41181 members Entering Unmasked Estep ConsiderDeletion Score: -147543488.000000 Penalty: 164498.296875 Iteration 70Q: 21 clusters Score -1.475435e+08 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 402 members Mstep: Class 2 contains 45954 members Mstep: Class 3 contains 4971 members Mstep: Class 4 contains 598 members Mstep: Class 5 contains 750 members Mstep: Class 6 contains 3113 members Mstep: Class 7 contains 765 members Mstep: Class 8 contains 33314 members Mstep: Class 9 contains 7609 members Mstep: Class 10 contains 1074 members Mstep: Class 11 contains 1002 members Mstep: Class 12 contains 30974 members Mstep: Class 13 contains 142380 members Mstep: Class 14 contains 26367 members Mstep: Class 15 contains 21339 members Mstep: Class 16 contains 157606 members Mstep: Class 17 contains 157623 members Mstep: Class 18 contains 385 members Mstep: Class 19 contains 1593 members Mstep: Class 20 contains 41184 members Entering Unmasked Estep ConsiderDeletion Score: -147543424.000000 Penalty: 164498.296875 Iteration 71Q: 21 clusters Score -1.475434e+08 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 402 members Mstep: Class 2 contains 45966 members Mstep: Class 3 contains 4955 members Mstep: Class 4 contains 598 members Mstep: Class 5 contains 750 members Mstep: Class 6 contains 3113 members Mstep: Class 7 contains 765 members Mstep: Class 8 contains 33320 members Mstep: Class 9 contains 7609 members Mstep: Class 10 contains 1074 members Mstep: Class 11 contains 1002 members Mstep: Class 12 contains 30949 members Mstep: Class 13 contains 142383 members Mstep: Class 14 contains 26364 members Mstep: Class 15 contains 21348 members Mstep: Class 16 contains 157607 members Mstep: Class 17 contains 157630 members Mstep: Class 18 contains 385 members Mstep: Class 19 contains 1593 members Mstep: Class 20 contains 41190 members Entering Unmasked Estep ConsiderDeletion Score: -147543536.000000 Penalty: 164498.296875 Iteration 72Q: 21 clusters Score -1.475435e+08 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 402 members Mstep: Class 2 contains 45976 members Mstep: Class 3 contains 4945 members Mstep: Class 4 contains 598 members Mstep: Class 5 contains 750 members Mstep: Class 6 contains 3113 members Mstep: Class 7 contains 765 members Mstep: Class 8 contains 33326 members Mstep: Class 9 contains 7610 members Mstep: Class 10 contains 1074 members Mstep: Class 11 contains 1002 members Mstep: Class 12 contains 30923 members Mstep: Class 13 contains 142379 members Mstep: Class 14 contains 26360 members Mstep: Class 15 contains 21355 members Mstep: Class 16 contains 157609 members Mstep: Class 17 contains 157638 members Mstep: Class 18 contains 385 members Mstep: Class 19 contains 1593 members Mstep: Class 20 contains 41200 members Entering Unmasked Estep ConsiderDeletion Score: -147543536.000000 Penalty: 164498.296875 Iteration 73Q: 21 clusters Score -1.475435e+08 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 402 members Mstep: Class 2 contains 45983 members Mstep: Class 3 contains 4939 members Mstep: Class 4 contains 598 members Mstep: Class 5 contains 750 members Mstep: Class 6 contains 3113 members Mstep: Class 7 contains 765 members Mstep: Class 8 contains 33333 members Mstep: Class 9 contains 7611 members Mstep: Class 10 contains 1074 members Mstep: Class 11 contains 1002 members Mstep: Class 12 contains 30903 members Mstep: Class 13 contains 142380 members Mstep: Class 14 contains 26359 members Mstep: Class 15 contains 21359 members Mstep: Class 16 contains 157612 members Mstep: Class 17 contains 157640 members Mstep: Class 18 contains 385 members Mstep: Class 19 contains 1593 members Mstep: Class 20 contains 41202 members Entering Unmasked Estep ConsiderDeletion Score: -147543632.000000 Penalty: 164498.296875 Iteration 74Q: 21 clusters Score -1.475436e+08 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 402 members Mstep: Class 2 contains 45986 members Mstep: Class 3 contains 4936 members Mstep: Class 4 contains 598 members Mstep: Class 5 contains 750 members Mstep: Class 6 contains 3113 members Mstep: Class 7 contains 765 members Mstep: Class 8 contains 33337 members Mstep: Class 9 contains 7612 members Mstep: Class 10 contains 1074 members Mstep: Class 11 contains 1002 members Mstep: Class 12 contains 30885 members Mstep: Class 13 contains 142382 members Mstep: Class 14 contains 26358 members Mstep: Class 15 contains 21364 members Mstep: Class 16 contains 157606 members Mstep: Class 17 contains 157647 members Mstep: Class 18 contains 385 members Mstep: Class 19 contains 1593 members Mstep: Class 20 contains 41208 members Entering Unmasked Estep ConsiderDeletion Score: -147543712.000000 Penalty: 164498.296875 Iteration 75Q: 21 clusters Score -1.475437e+08 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 402 members Mstep: Class 2 contains 45988 members Mstep: Class 3 contains 4933 members Mstep: Class 4 contains 598 members Mstep: Class 5 contains 750 members Mstep: Class 6 contains 3113 members Mstep: Class 7 contains 765 members Mstep: Class 8 contains 33342 members Mstep: Class 9 contains 7612 members Mstep: Class 10 contains 1074 members Mstep: Class 11 contains 1002 members Mstep: Class 12 contains 30871 members Mstep: Class 13 contains 142382 members Mstep: Class 14 contains 26353 members Mstep: Class 15 contains 21365 members Mstep: Class 16 contains 157611 members Mstep: Class 17 contains 157650 members Mstep: Class 18 contains 385 members Mstep: Class 19 contains 1593 members Mstep: Class 20 contains 41214 members Entering Unmasked Estep ConsiderDeletion Score: -147543728.000000 Penalty: 164498.296875 Iteration 76Q: 21 clusters Score -1.475437e+08 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 402 members Mstep: Class 2 contains 45989 members Mstep: Class 3 contains 4930 members Mstep: Class 4 contains 598 members Mstep: Class 5 contains 750 members Mstep: Class 6 contains 3113 members Mstep: Class 7 contains 765 members Mstep: Class 8 contains 33348 members Mstep: Class 9 contains 7614 members Mstep: Class 10 contains 1074 members Mstep: Class 11 contains 1002 members Mstep: Class 12 contains 30856 members Mstep: Class 13 contains 142378 members Mstep: Class 14 contains 26347 members Mstep: Class 15 contains 21372 members Mstep: Class 16 contains 157615 members Mstep: Class 17 contains 157651 members Mstep: Class 18 contains 385 members Mstep: Class 19 contains 1593 members Mstep: Class 20 contains 41221 members Entering Unmasked Estep ConsiderDeletion Score: -147543696.000000 Penalty: 164498.296875 Iteration 77Q: 21 clusters Score -1.475437e+08 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 402 members Mstep: Class 2 contains 45992 members Mstep: Class 3 contains 4923 members Mstep: Class 4 contains 598 members Mstep: Class 5 contains 750 members Mstep: Class 6 contains 3114 members Mstep: Class 7 contains 765 members Mstep: Class 8 contains 33349 members Mstep: Class 9 contains 7614 members Mstep: Class 10 contains 1074 members Mstep: Class 11 contains 1002 members Mstep: Class 12 contains 30844 members Mstep: Class 13 contains 142374 members Mstep: Class 14 contains 26344 members Mstep: Class 15 contains 21372 members Mstep: Class 16 contains 157620 members Mstep: Class 17 contains 157656 members Mstep: Class 18 contains 385 members Mstep: Class 19 contains 1593 members Mstep: Class 20 contains 41232 members Entering Unmasked Estep ConsiderDeletion Score: -147543696.000000 Penalty: 164498.296875 Iteration 78Q: 21 clusters Score -1.475437e+08 nChanged 32 Entering ConstructFrom: Score: -147543696.000000 Penalty: 164498.296875 Entering ConstructFrom: Trying to split cluster 1 (402 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 402 members Entering Unmasked Estep Score: -75818.023438 Penalty: 3672.827148 Iteration 0F: 2 clusters Score -75818.02 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 193 members Mstep: Class 2 contains 209 members Entering Unmasked Estep Score: -72744.937500 Penalty: 7345.654297 Iteration 0F: 3 clusters Score -72744.94 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 184 members Mstep: Class 2 contains 218 members Entering Unmasked Estep Score: -72891.625000 Penalty: 7345.654297 Iteration 1F: 3 clusters Score -72891.62 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 179 members Mstep: Class 2 contains 223 members Entering Unmasked Estep Score: -72914.882812 Penalty: 7345.654297 Iteration 2Q: 3 clusters Score -72914.88 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 179 members Mstep: Class 2 contains 223 members Entering Unmasked Estep Score: -72914.882812 Penalty: 7345.654297 Iteration 3F: 3 clusters Score -72914.88 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (45996 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45996 members Entering Unmasked Estep Score: -10159969.000000 Penalty: 6575.989746 Iteration 0F: 2 clusters Score -1.015997e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22967 members Mstep: Class 2 contains 23029 members Entering Unmasked Estep Score: -10126777.000000 Penalty: 13151.979492 Iteration 0F: 3 clusters Score -1.012678e+07 nChanged 20217 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22706 members Mstep: Class 2 contains 23290 members Entering Unmasked Estep Score: -10137788.000000 Penalty: 13151.979492 Iteration 1F: 3 clusters Score -1.013779e+07 nChanged 2688 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22452 members Mstep: Class 2 contains 23544 members Entering Unmasked Estep Score: -10138951.000000 Penalty: 13151.979492 Iteration 2F: 3 clusters Score -1.013895e+07 nChanged 2287 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22145 members Mstep: Class 2 contains 23851 members Entering Unmasked Estep Score: -10139914.000000 Penalty: 13151.979492 Iteration 3Q: 3 clusters Score -1.013991e+07 nChanged 2106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21873 members Mstep: Class 2 contains 24123 members Entering Unmasked Estep Score: -10140842.000000 Penalty: 13151.979492 Iteration 4Q: 3 clusters Score -1.014084e+07 nChanged 1929 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21604 members Mstep: Class 2 contains 24392 members Entering Unmasked Estep Score: -10141724.000000 Penalty: 13151.979492 Iteration 5Q: 3 clusters Score -1.014172e+07 nChanged 1883 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21301 members Mstep: Class 2 contains 24695 members Entering Unmasked Estep Score: -10142620.000000 Penalty: 13151.979492 Iteration 6Q: 3 clusters Score -1.014262e+07 nChanged 1894 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20977 members Mstep: Class 2 contains 25019 members Entering Unmasked Estep Score: -10143586.000000 Penalty: 13151.979492 Iteration 7Q: 3 clusters Score -1.014359e+07 nChanged 1989 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20598 members Mstep: Class 2 contains 25398 members Entering Unmasked Estep Score: -10144584.000000 Penalty: 13151.979492 Iteration 8Q: 3 clusters Score -1.014458e+07 nChanged 1922 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20324 members Mstep: Class 2 contains 25672 members Entering Unmasked Estep Score: -10145703.000000 Penalty: 13151.979492 Iteration 9Q: 3 clusters Score -1.01457e+07 nChanged 1915 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20225 members Mstep: Class 2 contains 25771 members Entering Unmasked Estep Score: -10146772.000000 Penalty: 13151.979492 Iteration 10Q: 3 clusters Score -1.014677e+07 nChanged 1948 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20285 members Mstep: Class 2 contains 25711 members Entering Unmasked Estep Score: -10147969.000000 Penalty: 13151.979492 Iteration 11Q: 3 clusters Score -1.014797e+07 nChanged 2029 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20620 members Mstep: Class 2 contains 25376 members Entering Unmasked Estep Score: -10149201.000000 Penalty: 13151.979492 Iteration 12Q: 3 clusters Score -1.01492e+07 nChanged 1989 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21281 members Mstep: Class 2 contains 24715 members Entering Unmasked Estep Score: -10150364.000000 Penalty: 13151.979492 Iteration 13Q: 3 clusters Score -1.015036e+07 nChanged 1868 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22085 members Mstep: Class 2 contains 23911 members Entering Unmasked Estep Score: -10151421.000000 Penalty: 13151.979492 Iteration 14Q: 3 clusters Score -1.015142e+07 nChanged 1650 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23009 members Mstep: Class 2 contains 22987 members Entering Unmasked Estep Score: -10152319.000000 Penalty: 13151.979492 Iteration 15Q: 3 clusters Score -1.015232e+07 nChanged 1424 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23977 members Mstep: Class 2 contains 22019 members Entering Unmasked Estep Score: -10153085.000000 Penalty: 13151.979492 Iteration 16Q: 3 clusters Score -1.015308e+07 nChanged 1310 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24999 members Mstep: Class 2 contains 20997 members Entering Unmasked Estep Score: -10153845.000000 Penalty: 13151.979492 Iteration 17Q: 3 clusters Score -1.015384e+07 nChanged 1195 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25992 members Mstep: Class 2 contains 20004 members Entering Unmasked Estep Score: -10154582.000000 Penalty: 13151.979492 Iteration 18Q: 3 clusters Score -1.015458e+07 nChanged 1065 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26897 members Mstep: Class 2 contains 19099 members Entering Unmasked Estep Score: -10155264.000000 Penalty: 13151.979492 Iteration 19Q: 3 clusters Score -1.015526e+07 nChanged 961 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27730 members Mstep: Class 2 contains 18266 members Entering Unmasked Estep Score: -10155808.000000 Penalty: 13151.979492 Iteration 20F: 3 clusters Score -1.015581e+07 nChanged 834 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28450 members Mstep: Class 2 contains 17546 members Entering Unmasked Estep Score: -10156241.000000 Penalty: 13151.979492 Iteration 21Q: 3 clusters Score -1.015624e+07 nChanged 702 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29072 members Mstep: Class 2 contains 16924 members Entering Unmasked Estep Score: -10156569.000000 Penalty: 13151.979492 Iteration 22Q: 3 clusters Score -1.015657e+07 nChanged 612 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29624 members Mstep: Class 2 contains 16372 members Entering Unmasked Estep Score: -10156852.000000 Penalty: 13151.979492 Iteration 23Q: 3 clusters Score -1.015685e+07 nChanged 517 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30095 members Mstep: Class 2 contains 15901 members Entering Unmasked Estep Score: -10157063.000000 Penalty: 13151.979492 Iteration 24Q: 3 clusters Score -1.015706e+07 nChanged 409 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30482 members Mstep: Class 2 contains 15514 members Entering Unmasked Estep Score: -10157185.000000 Penalty: 13151.979492 Iteration 25Q: 3 clusters Score -1.015718e+07 nChanged 334 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30808 members Mstep: Class 2 contains 15188 members Entering Unmasked Estep Score: -10157296.000000 Penalty: 13151.979492 Iteration 26Q: 3 clusters Score -1.01573e+07 nChanged 285 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31085 members Mstep: Class 2 contains 14911 members Entering Unmasked Estep Score: -10157384.000000 Penalty: 13151.979492 Iteration 27Q: 3 clusters Score -1.015738e+07 nChanged 220 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31295 members Mstep: Class 2 contains 14701 members Entering Unmasked Estep Score: -10157441.000000 Penalty: 13151.979492 Iteration 28Q: 3 clusters Score -1.015744e+07 nChanged 200 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31495 members Mstep: Class 2 contains 14501 members Entering Unmasked Estep Score: -10157501.000000 Penalty: 13151.979492 Iteration 29Q: 3 clusters Score -1.01575e+07 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31650 members Mstep: Class 2 contains 14346 members Entering Unmasked Estep Score: -10157569.000000 Penalty: 13151.979492 Iteration 30Q: 3 clusters Score -1.015757e+07 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31796 members Mstep: Class 2 contains 14200 members Entering Unmasked Estep Score: -10157585.000000 Penalty: 13151.979492 Iteration 31Q: 3 clusters Score -1.015758e+07 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31907 members Mstep: Class 2 contains 14089 members Entering Unmasked Estep Score: -10157603.000000 Penalty: 13151.979492 Iteration 32Q: 3 clusters Score -1.01576e+07 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32000 members Mstep: Class 2 contains 13996 members Entering Unmasked Estep Score: -10157622.000000 Penalty: 13151.979492 Iteration 33Q: 3 clusters Score -1.015762e+07 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32089 members Mstep: Class 2 contains 13907 members Entering Unmasked Estep Score: -10157624.000000 Penalty: 13151.979492 Iteration 34Q: 3 clusters Score -1.015762e+07 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32151 members Mstep: Class 2 contains 13845 members Entering Unmasked Estep Score: -10157644.000000 Penalty: 13151.979492 Iteration 35Q: 3 clusters Score -1.015764e+07 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32217 members Mstep: Class 2 contains 13779 members Entering Unmasked Estep Score: -10157655.000000 Penalty: 13151.979492 Iteration 36Q: 3 clusters Score -1.015766e+07 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32275 members Mstep: Class 2 contains 13721 members Entering Unmasked Estep Score: -10157653.000000 Penalty: 13151.979492 Iteration 37Q: 3 clusters Score -1.015765e+07 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32327 members Mstep: Class 2 contains 13669 members Entering Unmasked Estep Score: -10157677.000000 Penalty: 13151.979492 Iteration 38Q: 3 clusters Score -1.015768e+07 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32370 members Mstep: Class 2 contains 13626 members Entering Unmasked Estep Score: -10157694.000000 Penalty: 13151.979492 Iteration 39Q: 3 clusters Score -1.015769e+07 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32408 members Mstep: Class 2 contains 13588 members Entering Unmasked Estep Score: -10157706.000000 Penalty: 13151.979492 Iteration 40F: 3 clusters Score -1.015771e+07 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32436 members Mstep: Class 2 contains 13560 members Entering Unmasked Estep Score: -10157705.000000 Penalty: 13151.979492 Iteration 41Q: 3 clusters Score -1.01577e+07 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32467 members Mstep: Class 2 contains 13529 members Entering Unmasked Estep Score: -10157687.000000 Penalty: 13151.979492 Iteration 42Q: 3 clusters Score -1.015769e+07 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32495 members Mstep: Class 2 contains 13501 members Entering Unmasked Estep Score: -10157691.000000 Penalty: 13151.979492 Iteration 43Q: 3 clusters Score -1.015769e+07 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32517 members Mstep: Class 2 contains 13479 members Entering Unmasked Estep Score: -10157693.000000 Penalty: 13151.979492 Iteration 44Q: 3 clusters Score -1.015769e+07 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32546 members Mstep: Class 2 contains 13450 members Entering Unmasked Estep Score: -10157692.000000 Penalty: 13151.979492 Iteration 45Q: 3 clusters Score -1.015769e+07 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32569 members Mstep: Class 2 contains 13427 members Entering Unmasked Estep Score: -10157707.000000 Penalty: 13151.979492 Iteration 46Q: 3 clusters Score -1.015771e+07 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32592 members Mstep: Class 2 contains 13404 members Entering Unmasked Estep Score: -10157713.000000 Penalty: 13151.979492 Iteration 47Q: 3 clusters Score -1.015771e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32608 members Mstep: Class 2 contains 13388 members Entering Unmasked Estep Score: -10157707.000000 Penalty: 13151.979492 Iteration 48Q: 3 clusters Score -1.015771e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32621 members Mstep: Class 2 contains 13375 members Entering Unmasked Estep Score: -10157719.000000 Penalty: 13151.979492 Iteration 49Q: 3 clusters Score -1.015772e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32634 members Mstep: Class 2 contains 13362 members Entering Unmasked Estep Score: -10157707.000000 Penalty: 13151.979492 Iteration 50Q: 3 clusters Score -1.015771e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32645 members Mstep: Class 2 contains 13351 members Entering Unmasked Estep Score: -10157703.000000 Penalty: 13151.979492 Iteration 51Q: 3 clusters Score -1.01577e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32650 members Mstep: Class 2 contains 13346 members Entering Unmasked Estep Score: -10157709.000000 Penalty: 13151.979492 Iteration 52Q: 3 clusters Score -1.015771e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32660 members Mstep: Class 2 contains 13336 members Entering Unmasked Estep Score: -10157692.000000 Penalty: 13151.979492 Iteration 53Q: 3 clusters Score -1.015769e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32675 members Mstep: Class 2 contains 13321 members Entering Unmasked Estep Score: -10157704.000000 Penalty: 13151.979492 Iteration 54Q: 3 clusters Score -1.01577e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32689 members Mstep: Class 2 contains 13307 members Entering Unmasked Estep Score: -10157717.000000 Penalty: 13151.979492 Iteration 55Q: 3 clusters Score -1.015772e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32696 members Mstep: Class 2 contains 13300 members Entering Unmasked Estep Score: -10157724.000000 Penalty: 13151.979492 Iteration 56Q: 3 clusters Score -1.015772e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32702 members Mstep: Class 2 contains 13294 members Entering Unmasked Estep Score: -10157717.000000 Penalty: 13151.979492 Iteration 57Q: 3 clusters Score -1.015772e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32711 members Mstep: Class 2 contains 13285 members Entering Unmasked Estep Score: -10157721.000000 Penalty: 13151.979492 Iteration 58Q: 3 clusters Score -1.015772e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32716 members Mstep: Class 2 contains 13280 members Entering Unmasked Estep Score: -10157715.000000 Penalty: 13151.979492 Iteration 59Q: 3 clusters Score -1.015772e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32720 members Mstep: Class 2 contains 13276 members Entering Unmasked Estep Score: -10157719.000000 Penalty: 13151.979492 Iteration 60F: 3 clusters Score -1.015772e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32727 members Mstep: Class 2 contains 13269 members Entering Unmasked Estep Score: -10157719.000000 Penalty: 13151.979492 Iteration 61Q: 3 clusters Score -1.015772e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32732 members Mstep: Class 2 contains 13264 members Entering Unmasked Estep Score: -10157733.000000 Penalty: 13151.979492 Iteration 62Q: 3 clusters Score -1.015773e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32736 members Mstep: Class 2 contains 13260 members Entering Unmasked Estep Score: -10157723.000000 Penalty: 13151.979492 Iteration 63Q: 3 clusters Score -1.015772e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32737 members Mstep: Class 2 contains 13259 members Entering Unmasked Estep Score: -10157722.000000 Penalty: 13151.979492 Iteration 64Q: 3 clusters Score -1.015772e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32738 members Mstep: Class 2 contains 13258 members Entering Unmasked Estep Score: -10157728.000000 Penalty: 13151.979492 Iteration 65Q: 3 clusters Score -1.015773e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32738 members Mstep: Class 2 contains 13258 members Entering Unmasked Estep Score: -10157728.000000 Penalty: 13151.979492 Iteration 66F: 3 clusters Score -1.015773e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (4921 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4921 members Entering Unmasked Estep Score: -1082951.375000 Penalty: 5207.026367 Iteration 0F: 2 clusters Score -1082951 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2468 members Mstep: Class 2 contains 2453 members Entering Unmasked Estep Score: -1075897.125000 Penalty: 10414.052734 Iteration 0F: 3 clusters Score -1075897 nChanged 1527 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2475 members Mstep: Class 2 contains 2446 members Entering Unmasked Estep Score: -1076943.500000 Penalty: 10414.052734 Iteration 1F: 3 clusters Score -1076944 nChanged 363 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2474 members Mstep: Class 2 contains 2447 members Entering Unmasked Estep Score: -1077251.250000 Penalty: 10414.052734 Iteration 2F: 3 clusters Score -1077251 nChanged 205 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2473 members Mstep: Class 2 contains 2448 members Entering Unmasked Estep Score: -1077415.625000 Penalty: 10414.052734 Iteration 3Q: 3 clusters Score -1077416 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2458 members Mstep: Class 2 contains 2463 members Entering Unmasked Estep Score: -1077539.250000 Penalty: 10414.052734 Iteration 4Q: 3 clusters Score -1077539 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2456 members Mstep: Class 2 contains 2465 members Entering Unmasked Estep Score: -1077601.750000 Penalty: 10414.052734 Iteration 5Q: 3 clusters Score -1077602 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2468 members Mstep: Class 2 contains 2453 members Entering Unmasked Estep Score: -1077645.750000 Penalty: 10414.052734 Iteration 6Q: 3 clusters Score -1077646 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2473 members Mstep: Class 2 contains 2448 members Entering Unmasked Estep Score: -1077678.875000 Penalty: 10414.052734 Iteration 7Q: 3 clusters Score -1077679 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2476 members Mstep: Class 2 contains 2445 members Entering Unmasked Estep Score: -1077704.125000 Penalty: 10414.052734 Iteration 8Q: 3 clusters Score -1077704 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2478 members Mstep: Class 2 contains 2443 members Entering Unmasked Estep Score: -1077727.000000 Penalty: 10414.052734 Iteration 9Q: 3 clusters Score -1077727 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2479 members Mstep: Class 2 contains 2442 members Entering Unmasked Estep Score: -1077745.750000 Penalty: 10414.052734 Iteration 10Q: 3 clusters Score -1077746 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2477 members Mstep: Class 2 contains 2444 members Entering Unmasked Estep Score: -1077755.625000 Penalty: 10414.052734 Iteration 11Q: 3 clusters Score -1077756 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2475 members Mstep: Class 2 contains 2446 members Entering Unmasked Estep Score: -1077771.750000 Penalty: 10414.052734 Iteration 12Q: 3 clusters Score -1077772 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2468 members Mstep: Class 2 contains 2453 members Entering Unmasked Estep Score: -1077780.875000 Penalty: 10414.052734 Iteration 13Q: 3 clusters Score -1077781 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2471 members Mstep: Class 2 contains 2450 members Entering Unmasked Estep Score: -1077788.750000 Penalty: 10414.052734 Iteration 14Q: 3 clusters Score -1077789 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2477 members Mstep: Class 2 contains 2444 members Entering Unmasked Estep Score: -1077800.750000 Penalty: 10414.052734 Iteration 15Q: 3 clusters Score -1077801 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2479 members Mstep: Class 2 contains 2442 members Entering Unmasked Estep Score: -1077808.875000 Penalty: 10414.052734 Iteration 16Q: 3 clusters Score -1077809 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2480 members Mstep: Class 2 contains 2441 members Entering Unmasked Estep Score: -1077818.125000 Penalty: 10414.052734 Iteration 17Q: 3 clusters Score -1077818 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2478 members Mstep: Class 2 contains 2443 members Entering Unmasked Estep Score: -1077825.250000 Penalty: 10414.052734 Iteration 18Q: 3 clusters Score -1077825 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2474 members Mstep: Class 2 contains 2447 members Entering Unmasked Estep Score: -1077831.125000 Penalty: 10414.052734 Iteration 19Q: 3 clusters Score -1077831 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2474 members Mstep: Class 2 contains 2447 members Entering Unmasked Estep Score: -1077838.625000 Penalty: 10414.052734 Iteration 20F: 3 clusters Score -1077839 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2474 members Mstep: Class 2 contains 2447 members Entering Unmasked Estep Score: -1077844.750000 Penalty: 10414.052734 Iteration 21Q: 3 clusters Score -1077845 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2474 members Mstep: Class 2 contains 2447 members Entering Unmasked Estep Score: -1077848.875000 Penalty: 10414.052734 Iteration 22Q: 3 clusters Score -1077849 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2476 members Mstep: Class 2 contains 2445 members Entering Unmasked Estep Score: -1077846.250000 Penalty: 10414.052734 Iteration 23Q: 3 clusters Score -1077846 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2476 members Mstep: Class 2 contains 2445 members Entering Unmasked Estep Score: -1077852.500000 Penalty: 10414.052734 Iteration 24Q: 3 clusters Score -1077852 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2476 members Mstep: Class 2 contains 2445 members Entering Unmasked Estep Score: -1077856.625000 Penalty: 10414.052734 Iteration 25Q: 3 clusters Score -1077857 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2476 members Mstep: Class 2 contains 2445 members Entering Unmasked Estep Score: -1077860.750000 Penalty: 10414.052734 Iteration 26Q: 3 clusters Score -1077861 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2477 members Mstep: Class 2 contains 2444 members Entering Unmasked Estep Score: -1077861.750000 Penalty: 10414.052734 Iteration 27Q: 3 clusters Score -1077862 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2476 members Mstep: Class 2 contains 2445 members Entering Unmasked Estep Score: -1077863.375000 Penalty: 10414.052734 Iteration 28Q: 3 clusters Score -1077863 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2475 members Mstep: Class 2 contains 2446 members Entering Unmasked Estep Score: -1077864.125000 Penalty: 10414.052734 Iteration 29Q: 3 clusters Score -1077864 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2475 members Mstep: Class 2 contains 2446 members Entering Unmasked Estep Score: -1077864.125000 Penalty: 10414.052734 Iteration 30F: 3 clusters Score -1077864 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (598 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 598 members Entering Unmasked Estep Score: -79102.250000 Penalty: 3916.074463 Iteration 0F: 2 clusters Score -79102.25 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 300 members Mstep: Class 2 contains 298 members Entering Unmasked Estep Score: -75911.695312 Penalty: 7832.148926 Iteration 0F: 3 clusters Score -75911.7 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 289 members Mstep: Class 2 contains 309 members Entering Unmasked Estep Score: -76642.726562 Penalty: 7832.148926 Iteration 1F: 3 clusters Score -76642.73 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 291 members Mstep: Class 2 contains 307 members Entering Unmasked Estep Score: -77193.367188 Penalty: 7832.148926 Iteration 2F: 3 clusters Score -77193.37 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 283 members Mstep: Class 2 contains 315 members Entering Unmasked Estep Score: -77661.656250 Penalty: 7832.148926 Iteration 3F: 3 clusters Score -77661.66 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 281 members Mstep: Class 2 contains 317 members Entering Unmasked Estep Score: -77934.578125 Penalty: 7832.148926 Iteration 4Q: 3 clusters Score -77934.58 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 286 members Mstep: Class 2 contains 312 members Entering Unmasked Estep Score: -78350.531250 Penalty: 7832.148926 Iteration 5Q: 3 clusters Score -78350.53 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 290 members Mstep: Class 2 contains 308 members Entering Unmasked Estep Score: -78895.335938 Penalty: 7832.148926 Iteration 6Q: 3 clusters Score -78895.34 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 286 members Mstep: Class 2 contains 312 members Entering Unmasked Estep Score: -79254.562500 Penalty: 7832.148926 Iteration 7Q: 3 clusters Score -79254.56 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 293 members Mstep: Class 2 contains 305 members Entering Unmasked Estep Score: -79548.984375 Penalty: 7832.148926 Iteration 8Q: 3 clusters Score -79548.98 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 306 members Mstep: Class 2 contains 292 members Entering Unmasked Estep Score: -79632.968750 Penalty: 7832.148926 Iteration 9Q: 3 clusters Score -79632.97 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 318 members Mstep: Class 2 contains 280 members Entering Unmasked Estep Score: -79775.695312 Penalty: 7832.148926 Iteration 10Q: 3 clusters Score -79775.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 323 members Mstep: Class 2 contains 275 members Entering Unmasked Estep Score: -79899.179688 Penalty: 7832.148926 Iteration 11Q: 3 clusters Score -79899.18 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 331 members Mstep: Class 2 contains 267 members Entering Unmasked Estep Score: -79960.031250 Penalty: 7832.148926 Iteration 12Q: 3 clusters Score -79960.03 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 336 members Mstep: Class 2 contains 262 members Entering Unmasked Estep Score: -80013.609375 Penalty: 7832.148926 Iteration 13Q: 3 clusters Score -80013.61 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 341 members Mstep: Class 2 contains 257 members Entering Unmasked Estep Score: -80050.312500 Penalty: 7832.148926 Iteration 14Q: 3 clusters Score -80050.31 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 344 members Mstep: Class 2 contains 254 members Entering Unmasked Estep Score: -80117.773438 Penalty: 7832.148926 Iteration 15Q: 3 clusters Score -80117.77 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 348 members Mstep: Class 2 contains 250 members Entering Unmasked Estep Score: -80278.289062 Penalty: 7832.148926 Iteration 16Q: 3 clusters Score -80278.29 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 352 members Mstep: Class 2 contains 246 members Entering Unmasked Estep Score: -80313.914062 Penalty: 7832.148926 Iteration 17Q: 3 clusters Score -80313.91 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 355 members Mstep: Class 2 contains 243 members Entering Unmasked Estep Score: -80358.117188 Penalty: 7832.148926 Iteration 18Q: 3 clusters Score -80358.12 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 358 members Mstep: Class 2 contains 240 members Entering Unmasked Estep Score: -80389.820312 Penalty: 7832.148926 Iteration 19Q: 3 clusters Score -80389.82 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 361 members Mstep: Class 2 contains 237 members Entering Unmasked Estep Score: -80536.382812 Penalty: 7832.148926 Iteration 20F: 3 clusters Score -80536.38 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 359 members Mstep: Class 2 contains 239 members Entering Unmasked Estep Score: -80775.492188 Penalty: 7832.148926 Iteration 21Q: 3 clusters Score -80775.49 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 359 members Mstep: Class 2 contains 239 members Entering Unmasked Estep Score: -80903.125000 Penalty: 7832.148926 Iteration 22Q: 3 clusters Score -80903.12 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 361 members Mstep: Class 2 contains 237 members Entering Unmasked Estep Score: -81085.460938 Penalty: 7832.148926 Iteration 23Q: 3 clusters Score -81085.46 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 360 members Mstep: Class 2 contains 238 members Entering Unmasked Estep Score: -81133.078125 Penalty: 7832.148926 Iteration 24Q: 3 clusters Score -81133.08 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 360 members Mstep: Class 2 contains 238 members Entering Unmasked Estep Score: -81144.765625 Penalty: 7832.148926 Iteration 25Q: 3 clusters Score -81144.77 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 360 members Mstep: Class 2 contains 238 members Entering Unmasked Estep Score: -81144.765625 Penalty: 7832.148926 Iteration 26F: 3 clusters Score -81144.77 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 402 members Mstep: Class 2 contains 45996 members Mstep: Class 3 contains 4921 members Mstep: Class 4 contains 360 members Mstep: Class 5 contains 750 members Mstep: Class 6 contains 3114 members Mstep: Class 7 contains 765 members Mstep: Class 8 contains 33352 members Mstep: Class 9 contains 7615 members Mstep: Class 10 contains 1074 members Mstep: Class 11 contains 1002 members Mstep: Class 12 contains 30828 members Mstep: Class 13 contains 142374 members Mstep: Class 14 contains 26340 members Mstep: Class 15 contains 21374 members Mstep: Class 16 contains 157621 members Mstep: Class 17 contains 157658 members Mstep: Class 18 contains 385 members Mstep: Class 19 contains 1593 members Mstep: Class 20 contains 41241 members Mstep: Class 21 contains 238 members Entering Unmasked Estep Score: -147541360.000000 Penalty: 172723.218750 Splitting cluster 4 changes total score from -147543696.000000 to -147541360.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 5 (750 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 750 members Entering Unmasked Estep Score: -129670.585938 Penalty: 4054.794922 Iteration 0F: 2 clusters Score -129670.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 358 members Mstep: Class 2 contains 392 members Entering Unmasked Estep Score: -126062.390625 Penalty: 8109.589844 Iteration 0F: 3 clusters Score -126062.4 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 391 members Mstep: Class 2 contains 359 members Entering Unmasked Estep Score: -126510.226562 Penalty: 8109.589844 Iteration 1F: 3 clusters Score -126510.2 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 449 members Mstep: Class 2 contains 301 members Entering Unmasked Estep Score: -127325.960938 Penalty: 8109.589844 Iteration 2F: 3 clusters Score -127326 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 483 members Mstep: Class 2 contains 267 members Entering Unmasked Estep Score: -128609.351562 Penalty: 8109.589844 Iteration 3F: 3 clusters Score -128609.4 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 456 members Mstep: Class 2 contains 294 members Entering Unmasked Estep Score: -129761.140625 Penalty: 8109.589844 Iteration 4F: 3 clusters Score -129761.1 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 424 members Mstep: Class 2 contains 326 members Entering Unmasked Estep Score: -130655.765625 Penalty: 8109.589844 Iteration 5Q: 3 clusters Score -130655.8 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 405 members Mstep: Class 2 contains 345 members Entering Unmasked Estep Score: -131045.328125 Penalty: 8109.589844 Iteration 6Q: 3 clusters Score -131045.3 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 393 members Mstep: Class 2 contains 357 members Entering Unmasked Estep Score: -131285.734375 Penalty: 8109.589844 Iteration 7Q: 3 clusters Score -131285.7 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 383 members Mstep: Class 2 contains 367 members Entering Unmasked Estep Score: -131653.687500 Penalty: 8109.589844 Iteration 8Q: 3 clusters Score -131653.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 380 members Mstep: Class 2 contains 370 members Entering Unmasked Estep Score: -131785.609375 Penalty: 8109.589844 Iteration 9Q: 3 clusters Score -131785.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 376 members Mstep: Class 2 contains 374 members Entering Unmasked Estep Score: -131837.656250 Penalty: 8109.589844 Iteration 10Q: 3 clusters Score -131837.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 375 members Mstep: Class 2 contains 375 members Entering Unmasked Estep Score: -131845.718750 Penalty: 8109.589844 Iteration 11Q: 3 clusters Score -131845.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 375 members Mstep: Class 2 contains 375 members Entering Unmasked Estep Score: -131846.406250 Penalty: 8109.589844 Iteration 12F: 3 clusters Score -131846.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 374 members Mstep: Class 2 contains 376 members Entering Unmasked Estep Score: -131885.000000 Penalty: 8109.589844 Iteration 13Q: 3 clusters Score -131885 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 373 members Mstep: Class 2 contains 377 members Entering Unmasked Estep Score: -131891.250000 Penalty: 8109.589844 Iteration 14Q: 3 clusters Score -131891.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 373 members Mstep: Class 2 contains 377 members Entering Unmasked Estep Score: -131891.250000 Penalty: 8109.589844 Iteration 15F: 3 clusters Score -131891.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 402 members Mstep: Class 2 contains 45996 members Mstep: Class 3 contains 4921 members Mstep: Class 4 contains 598 members Mstep: Class 5 contains 373 members Mstep: Class 6 contains 3114 members Mstep: Class 7 contains 765 members Mstep: Class 8 contains 33352 members Mstep: Class 9 contains 7615 members Mstep: Class 10 contains 1074 members Mstep: Class 11 contains 1002 members Mstep: Class 12 contains 30828 members Mstep: Class 13 contains 142374 members Mstep: Class 14 contains 26340 members Mstep: Class 15 contains 21374 members Mstep: Class 16 contains 157621 members Mstep: Class 17 contains 157658 members Mstep: Class 18 contains 385 members Mstep: Class 19 contains 1593 members Mstep: Class 20 contains 41241 members Mstep: Class 21 contains 377 members Entering Unmasked Estep Score: -147541824.000000 Penalty: 172723.218750 Splitting cluster 5 changes total score from -147543696.000000 to -147541824.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 6 (3114 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3114 members Entering Unmasked Estep Score: -666281.875000 Penalty: 4926.743652 Iteration 0F: 2 clusters Score -666281.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1523 members Mstep: Class 2 contains 1591 members Entering Unmasked Estep Score: -660495.625000 Penalty: 9853.487305 Iteration 0F: 3 clusters Score -660495.6 nChanged 872 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1491 members Mstep: Class 2 contains 1623 members Entering Unmasked Estep Score: -661485.187500 Penalty: 9853.487305 Iteration 1F: 3 clusters Score -661485.2 nChanged 282 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1449 members Mstep: Class 2 contains 1665 members Entering Unmasked Estep Score: -662087.937500 Penalty: 9853.487305 Iteration 2F: 3 clusters Score -662087.9 nChanged 231 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1426 members Mstep: Class 2 contains 1688 members Entering Unmasked Estep Score: -662603.875000 Penalty: 9853.487305 Iteration 3F: 3 clusters Score -662603.9 nChanged 179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1411 members Mstep: Class 2 contains 1703 members Entering Unmasked Estep Score: -663004.187500 Penalty: 9853.487305 Iteration 4F: 3 clusters Score -663004.2 nChanged 177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1406 members Mstep: Class 2 contains 1708 members Entering Unmasked Estep Score: -663422.187500 Penalty: 9853.487305 Iteration 5F: 3 clusters Score -663422.2 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1404 members Mstep: Class 2 contains 1710 members Entering Unmasked Estep Score: -663837.375000 Penalty: 9853.487305 Iteration 6F: 3 clusters Score -663837.4 nChanged 169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1437 members Mstep: Class 2 contains 1677 members Entering Unmasked Estep Score: -664306.250000 Penalty: 9853.487305 Iteration 7F: 3 clusters Score -664306.2 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1467 members Mstep: Class 2 contains 1647 members Entering Unmasked Estep Score: -664605.687500 Penalty: 9853.487305 Iteration 8Q: 3 clusters Score -664605.7 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1494 members Mstep: Class 2 contains 1620 members Entering Unmasked Estep Score: -664816.750000 Penalty: 9853.487305 Iteration 9Q: 3 clusters Score -664816.8 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1517 members Mstep: Class 2 contains 1597 members Entering Unmasked Estep Score: -664926.687500 Penalty: 9853.487305 Iteration 10Q: 3 clusters Score -664926.7 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1537 members Mstep: Class 2 contains 1577 members Entering Unmasked Estep Score: -664984.750000 Penalty: 9853.487305 Iteration 11Q: 3 clusters Score -664984.8 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1550 members Mstep: Class 2 contains 1564 members Entering Unmasked Estep Score: -665011.687500 Penalty: 9853.487305 Iteration 12Q: 3 clusters Score -665011.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1559 members Mstep: Class 2 contains 1555 members Entering Unmasked Estep Score: -665027.625000 Penalty: 9853.487305 Iteration 13Q: 3 clusters Score -665027.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1563 members Mstep: Class 2 contains 1551 members Entering Unmasked Estep Score: -665041.812500 Penalty: 9853.487305 Iteration 14Q: 3 clusters Score -665041.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1566 members Mstep: Class 2 contains 1548 members Entering Unmasked Estep Score: -665046.250000 Penalty: 9853.487305 Iteration 15Q: 3 clusters Score -665046.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1570 members Mstep: Class 2 contains 1544 members Entering Unmasked Estep Score: -665051.812500 Penalty: 9853.487305 Iteration 16Q: 3 clusters Score -665051.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1573 members Mstep: Class 2 contains 1541 members Entering Unmasked Estep Score: -665055.062500 Penalty: 9853.487305 Iteration 17Q: 3 clusters Score -665055.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1575 members Mstep: Class 2 contains 1539 members Entering Unmasked Estep Score: -665056.062500 Penalty: 9853.487305 Iteration 18Q: 3 clusters Score -665056.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1575 members Mstep: Class 2 contains 1539 members Entering Unmasked Estep Score: -665056.062500 Penalty: 9853.487305 Iteration 19F: 3 clusters Score -665056.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (765 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 765 members Entering Unmasked Estep Score: -161433.875000 Penalty: 4066.924072 Iteration 0F: 2 clusters Score -161433.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 394 members Mstep: Class 2 contains 371 members Entering Unmasked Estep Score: -157612.093750 Penalty: 8133.848145 Iteration 0F: 3 clusters Score -157612.1 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 393 members Mstep: Class 2 contains 372 members Entering Unmasked Estep Score: -157809.312500 Penalty: 8133.848145 Iteration 1F: 3 clusters Score -157809.3 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 397 members Mstep: Class 2 contains 368 members Entering Unmasked Estep Score: -157906.062500 Penalty: 8133.848145 Iteration 2Q: 3 clusters Score -157906.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 395 members Mstep: Class 2 contains 370 members Entering Unmasked Estep Score: -157939.640625 Penalty: 8133.848145 Iteration 3Q: 3 clusters Score -157939.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 392 members Mstep: Class 2 contains 373 members Entering Unmasked Estep Score: -157953.031250 Penalty: 8133.848145 Iteration 4Q: 3 clusters Score -157953 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 392 members Mstep: Class 2 contains 373 members Entering Unmasked Estep Score: -157953.031250 Penalty: 8133.848145 Iteration 5F: 3 clusters Score -157953 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (33352 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33352 members Entering Unmasked Estep Score: -7355627.500000 Penalty: 6379.109863 Iteration 0F: 2 clusters Score -7355628 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16613 members Mstep: Class 2 contains 16739 members Entering Unmasked Estep Score: -7330667.500000 Penalty: 12758.219727 Iteration 0F: 3 clusters Score -7330668 nChanged 14218 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16357 members Mstep: Class 2 contains 16995 members Entering Unmasked Estep Score: -7338151.500000 Penalty: 12758.219727 Iteration 1F: 3 clusters Score -7338152 nChanged 1808 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16229 members Mstep: Class 2 contains 17123 members Entering Unmasked Estep Score: -7338836.000000 Penalty: 12758.219727 Iteration 2F: 3 clusters Score -7338836 nChanged 1452 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16111 members Mstep: Class 2 contains 17241 members Entering Unmasked Estep Score: -7339340.000000 Penalty: 12758.219727 Iteration 3Q: 3 clusters Score -7339340 nChanged 1174 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15983 members Mstep: Class 2 contains 17369 members Entering Unmasked Estep Score: -7339648.000000 Penalty: 12758.219727 Iteration 4Q: 3 clusters Score -7339648 nChanged 938 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15821 members Mstep: Class 2 contains 17531 members Entering Unmasked Estep Score: -7339924.500000 Penalty: 12758.219727 Iteration 5Q: 3 clusters Score -7339924 nChanged 855 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15558 members Mstep: Class 2 contains 17794 members Entering Unmasked Estep Score: -7340170.000000 Penalty: 12758.219727 Iteration 6Q: 3 clusters Score -7340170 nChanged 789 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15249 members Mstep: Class 2 contains 18103 members Entering Unmasked Estep Score: -7340421.000000 Penalty: 12758.219727 Iteration 7Q: 3 clusters Score -7340421 nChanged 721 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14896 members Mstep: Class 2 contains 18456 members Entering Unmasked Estep Score: -7340617.500000 Penalty: 12758.219727 Iteration 8Q: 3 clusters Score -7340618 nChanged 698 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14464 members Mstep: Class 2 contains 18888 members Entering Unmasked Estep Score: -7340794.000000 Penalty: 12758.219727 Iteration 9Q: 3 clusters Score -7340794 nChanged 683 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13965 members Mstep: Class 2 contains 19387 members Entering Unmasked Estep Score: -7341008.000000 Penalty: 12758.219727 Iteration 10Q: 3 clusters Score -7341008 nChanged 735 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13364 members Mstep: Class 2 contains 19988 members Entering Unmasked Estep Score: -7341276.000000 Penalty: 12758.219727 Iteration 11Q: 3 clusters Score -7341276 nChanged 809 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12659 members Mstep: Class 2 contains 20693 members Entering Unmasked Estep Score: -7341560.000000 Penalty: 12758.219727 Iteration 12Q: 3 clusters Score -7341560 nChanged 914 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11809 members Mstep: Class 2 contains 21543 members Entering Unmasked Estep Score: -7341919.500000 Penalty: 12758.219727 Iteration 13Q: 3 clusters Score -7341920 nChanged 1077 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10776 members Mstep: Class 2 contains 22576 members Entering Unmasked Estep Score: -7342408.000000 Penalty: 12758.219727 Iteration 14Q: 3 clusters Score -7342408 nChanged 1285 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9529 members Mstep: Class 2 contains 23823 members Entering Unmasked Estep Score: -7343132.000000 Penalty: 12758.219727 Iteration 15Q: 3 clusters Score -7343132 nChanged 1432 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8113 members Mstep: Class 2 contains 25239 members Entering Unmasked Estep Score: -7344021.000000 Penalty: 12758.219727 Iteration 16Q: 3 clusters Score -7344021 nChanged 1604 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6537 members Mstep: Class 2 contains 26815 members Entering Unmasked Estep Score: -7345125.500000 Penalty: 12758.219727 Iteration 17Q: 3 clusters Score -7345126 nChanged 1582 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4971 members Mstep: Class 2 contains 28381 members Entering Unmasked Estep Score: -7346353.500000 Penalty: 12758.219727 Iteration 18Q: 3 clusters Score -7346354 nChanged 1415 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3560 members Mstep: Class 2 contains 29792 members Entering Unmasked Estep Score: -7347466.500000 Penalty: 12758.219727 Iteration 19Q: 3 clusters Score -7347466 nChanged 1014 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2556 members Mstep: Class 2 contains 30796 members Entering Unmasked Estep Score: -7348300.000000 Penalty: 12758.219727 Iteration 20F: 3 clusters Score -7348300 nChanged 668 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1906 members Mstep: Class 2 contains 31446 members Entering Unmasked Estep Score: -7348849.500000 Penalty: 12758.219727 Iteration 21Q: 3 clusters Score -7348850 nChanged 414 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1502 members Mstep: Class 2 contains 31850 members Entering Unmasked Estep Score: -7349205.500000 Penalty: 12758.219727 Iteration 22Q: 3 clusters Score -7349206 nChanged 282 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1234 members Mstep: Class 2 contains 32118 members Entering Unmasked Estep Score: -7349449.500000 Penalty: 12758.219727 Iteration 23Q: 3 clusters Score -7349450 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1077 members Mstep: Class 2 contains 32275 members Entering Unmasked Estep Score: -7349609.000000 Penalty: 12758.219727 Iteration 24Q: 3 clusters Score -7349609 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 973 members Mstep: Class 2 contains 32379 members Entering Unmasked Estep Score: -7349712.500000 Penalty: 12758.219727 Iteration 25Q: 3 clusters Score -7349712 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 923 members Mstep: Class 2 contains 32429 members Entering Unmasked Estep Score: -7349766.000000 Penalty: 12758.219727 Iteration 26Q: 3 clusters Score -7349766 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 882 members Mstep: Class 2 contains 32470 members Entering Unmasked Estep Score: -7349813.000000 Penalty: 12758.219727 Iteration 27Q: 3 clusters Score -7349813 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 854 members Mstep: Class 2 contains 32498 members Entering Unmasked Estep Score: -7349836.000000 Penalty: 12758.219727 Iteration 28Q: 3 clusters Score -7349836 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 839 members Mstep: Class 2 contains 32513 members Entering Unmasked Estep Score: -7349848.000000 Penalty: 12758.219727 Iteration 29Q: 3 clusters Score -7349848 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 821 members Mstep: Class 2 contains 32531 members Entering Unmasked Estep Score: -7349861.000000 Penalty: 12758.219727 Iteration 30Q: 3 clusters Score -7349861 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 812 members Mstep: Class 2 contains 32540 members Entering Unmasked Estep Score: -7349877.500000 Penalty: 12758.219727 Iteration 31Q: 3 clusters Score -7349878 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 800 members Mstep: Class 2 contains 32552 members Entering Unmasked Estep Score: -7349893.000000 Penalty: 12758.219727 Iteration 32Q: 3 clusters Score -7349893 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 785 members Mstep: Class 2 contains 32567 members Entering Unmasked Estep Score: -7349930.000000 Penalty: 12758.219727 Iteration 33Q: 3 clusters Score -7349930 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 776 members Mstep: Class 2 contains 32576 members Entering Unmasked Estep Score: -7349927.500000 Penalty: 12758.219727 Iteration 34Q: 3 clusters Score -7349928 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 771 members Mstep: Class 2 contains 32581 members Entering Unmasked Estep Score: -7349941.000000 Penalty: 12758.219727 Iteration 35Q: 3 clusters Score -7349941 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 768 members Mstep: Class 2 contains 32584 members Entering Unmasked Estep Score: -7349941.500000 Penalty: 12758.219727 Iteration 36Q: 3 clusters Score -7349942 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 767 members Mstep: Class 2 contains 32585 members Entering Unmasked Estep Score: -7349945.000000 Penalty: 12758.219727 Iteration 37Q: 3 clusters Score -7349945 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 761 members Mstep: Class 2 contains 32591 members Entering Unmasked Estep Score: -7349943.500000 Penalty: 12758.219727 Iteration 38Q: 3 clusters Score -7349944 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 755 members Mstep: Class 2 contains 32597 members Entering Unmasked Estep Score: -7349955.500000 Penalty: 12758.219727 Iteration 39Q: 3 clusters Score -7349956 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 752 members Mstep: Class 2 contains 32600 members Entering Unmasked Estep Score: -7349958.500000 Penalty: 12758.219727 Iteration 40F: 3 clusters Score -7349958 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 747 members Mstep: Class 2 contains 32605 members Entering Unmasked Estep Score: -7349960.000000 Penalty: 12758.219727 Iteration 41Q: 3 clusters Score -7349960 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 743 members Mstep: Class 2 contains 32609 members Entering Unmasked Estep Score: -7349965.000000 Penalty: 12758.219727 Iteration 42Q: 3 clusters Score -7349965 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 741 members Mstep: Class 2 contains 32611 members Entering Unmasked Estep Score: -7349968.500000 Penalty: 12758.219727 Iteration 43Q: 3 clusters Score -7349968 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 739 members Mstep: Class 2 contains 32613 members Entering Unmasked Estep Score: -7349973.000000 Penalty: 12758.219727 Iteration 44Q: 3 clusters Score -7349973 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 740 members Mstep: Class 2 contains 32612 members Entering Unmasked Estep Score: -7349970.000000 Penalty: 12758.219727 Iteration 45Q: 3 clusters Score -7349970 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 740 members Mstep: Class 2 contains 32612 members Entering Unmasked Estep Score: -7349970.000000 Penalty: 12758.219727 Iteration 46F: 3 clusters Score -7349970 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (7615 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7615 members Entering Unmasked Estep Score: -1607671.375000 Penalty: 5474.448242 Iteration 0F: 2 clusters Score -1607671 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3796 members Mstep: Class 2 contains 3819 members Entering Unmasked Estep Score: -1598969.500000 Penalty: 10948.896484 Iteration 0F: 3 clusters Score -1598970 nChanged 2642 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3790 members Mstep: Class 2 contains 3825 members Entering Unmasked Estep Score: -1600678.875000 Penalty: 10948.896484 Iteration 1F: 3 clusters Score -1600679 nChanged 634 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3822 members Mstep: Class 2 contains 3793 members Entering Unmasked Estep Score: -1601336.500000 Penalty: 10948.896484 Iteration 2F: 3 clusters Score -1601336 nChanged 450 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3918 members Mstep: Class 2 contains 3697 members Entering Unmasked Estep Score: -1601977.375000 Penalty: 10948.896484 Iteration 3F: 3 clusters Score -1601977 nChanged 438 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4078 members Mstep: Class 2 contains 3537 members Entering Unmasked Estep Score: -1602507.000000 Penalty: 10948.896484 Iteration 4F: 3 clusters Score -1602507 nChanged 479 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4375 members Mstep: Class 2 contains 3240 members Entering Unmasked Estep Score: -1602990.625000 Penalty: 10948.896484 Iteration 5F: 3 clusters Score -1602991 nChanged 463 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4734 members Mstep: Class 2 contains 2881 members Entering Unmasked Estep Score: -1603487.250000 Penalty: 10948.896484 Iteration 6F: 3 clusters Score -1603487 nChanged 498 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5152 members Mstep: Class 2 contains 2463 members Entering Unmasked Estep Score: -1604127.000000 Penalty: 10948.896484 Iteration 7F: 3 clusters Score -1604127 nChanged 475 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5537 members Mstep: Class 2 contains 2078 members Entering Unmasked Estep Score: -1604736.250000 Penalty: 10948.896484 Iteration 8F: 3 clusters Score -1604736 nChanged 385 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5852 members Mstep: Class 2 contains 1763 members Entering Unmasked Estep Score: -1605240.625000 Penalty: 10948.896484 Iteration 9F: 3 clusters Score -1605241 nChanged 273 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6063 members Mstep: Class 2 contains 1552 members Entering Unmasked Estep Score: -1605603.875000 Penalty: 10948.896484 Iteration 10Q: 3 clusters Score -1605604 nChanged 189 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6196 members Mstep: Class 2 contains 1419 members Entering Unmasked Estep Score: -1605839.000000 Penalty: 10948.896484 Iteration 11Q: 3 clusters Score -1605839 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6267 members Mstep: Class 2 contains 1348 members Entering Unmasked Estep Score: -1606005.500000 Penalty: 10948.896484 Iteration 12Q: 3 clusters Score -1606006 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6306 members Mstep: Class 2 contains 1309 members Entering Unmasked Estep Score: -1606119.375000 Penalty: 10948.896484 Iteration 13Q: 3 clusters Score -1606119 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6317 members Mstep: Class 2 contains 1298 members Entering Unmasked Estep Score: -1606194.625000 Penalty: 10948.896484 Iteration 14Q: 3 clusters Score -1606195 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6321 members Mstep: Class 2 contains 1294 members Entering Unmasked Estep Score: -1606248.000000 Penalty: 10948.896484 Iteration 15Q: 3 clusters Score -1606248 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6328 members Mstep: Class 2 contains 1287 members Entering Unmasked Estep Score: -1606283.000000 Penalty: 10948.896484 Iteration 16Q: 3 clusters Score -1606283 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6329 members Mstep: Class 2 contains 1286 members Entering Unmasked Estep Score: -1606307.250000 Penalty: 10948.896484 Iteration 17Q: 3 clusters Score -1606307 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6326 members Mstep: Class 2 contains 1289 members Entering Unmasked Estep Score: -1606324.000000 Penalty: 10948.896484 Iteration 18Q: 3 clusters Score -1606324 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6323 members Mstep: Class 2 contains 1292 members Entering Unmasked Estep Score: -1606341.250000 Penalty: 10948.896484 Iteration 19Q: 3 clusters Score -1606341 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6323 members Mstep: Class 2 contains 1292 members Entering Unmasked Estep Score: -1606346.625000 Penalty: 10948.896484 Iteration 20F: 3 clusters Score -1606347 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6321 members Mstep: Class 2 contains 1294 members Entering Unmasked Estep Score: -1606359.500000 Penalty: 10948.896484 Iteration 21Q: 3 clusters Score -1606360 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6318 members Mstep: Class 2 contains 1297 members Entering Unmasked Estep Score: -1606365.000000 Penalty: 10948.896484 Iteration 22Q: 3 clusters Score -1606365 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6316 members Mstep: Class 2 contains 1299 members Entering Unmasked Estep Score: -1606373.625000 Penalty: 10948.896484 Iteration 23Q: 3 clusters Score -1606374 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6317 members Mstep: Class 2 contains 1298 members Entering Unmasked Estep Score: -1606377.875000 Penalty: 10948.896484 Iteration 24Q: 3 clusters Score -1606378 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6315 members Mstep: Class 2 contains 1300 members Entering Unmasked Estep Score: -1606384.750000 Penalty: 10948.896484 Iteration 25Q: 3 clusters Score -1606385 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6316 members Mstep: Class 2 contains 1299 members Entering Unmasked Estep Score: -1606385.125000 Penalty: 10948.896484 Iteration 26Q: 3 clusters Score -1606385 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6315 members Mstep: Class 2 contains 1300 members Entering Unmasked Estep Score: -1606386.000000 Penalty: 10948.896484 Iteration 27Q: 3 clusters Score -1606386 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6313 members Mstep: Class 2 contains 1302 members Entering Unmasked Estep Score: -1606390.125000 Penalty: 10948.896484 Iteration 28Q: 3 clusters Score -1606390 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6310 members Mstep: Class 2 contains 1305 members Entering Unmasked Estep Score: -1606392.750000 Penalty: 10948.896484 Iteration 29Q: 3 clusters Score -1606393 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6312 members Mstep: Class 2 contains 1303 members Entering Unmasked Estep Score: -1606394.000000 Penalty: 10948.896484 Iteration 30Q: 3 clusters Score -1606394 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6313 members Mstep: Class 2 contains 1302 members Entering Unmasked Estep Score: -1606395.750000 Penalty: 10948.896484 Iteration 31Q: 3 clusters Score -1606396 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6313 members Mstep: Class 2 contains 1302 members Entering Unmasked Estep Score: -1606395.750000 Penalty: 10948.896484 Iteration 32F: 3 clusters Score -1606396 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (1074 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1074 members Entering Unmasked Estep Score: -207060.937500 Penalty: 4274.726562 Iteration 0F: 2 clusters Score -207060.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 564 members Mstep: Class 2 contains 510 members Entering Unmasked Estep Score: -203004.390625 Penalty: 8549.453125 Iteration 0F: 3 clusters Score -203004.4 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 570 members Mstep: Class 2 contains 504 members Entering Unmasked Estep Score: -203402.625000 Penalty: 8549.453125 Iteration 1F: 3 clusters Score -203402.6 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 560 members Mstep: Class 2 contains 514 members Entering Unmasked Estep Score: -203571.437500 Penalty: 8549.453125 Iteration 2Q: 3 clusters Score -203571.4 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 552 members Mstep: Class 2 contains 522 members Entering Unmasked Estep Score: -203717.328125 Penalty: 8549.453125 Iteration 3Q: 3 clusters Score -203717.3 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 546 members Mstep: Class 2 contains 528 members Entering Unmasked Estep Score: -203866.156250 Penalty: 8549.453125 Iteration 4Q: 3 clusters Score -203866.2 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 528 members Mstep: Class 2 contains 546 members Entering Unmasked Estep Score: -204119.015625 Penalty: 8549.453125 Iteration 5Q: 3 clusters Score -204119 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 502 members Mstep: Class 2 contains 572 members Entering Unmasked Estep Score: -204446.687500 Penalty: 8549.453125 Iteration 6F: 3 clusters Score -204446.7 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 474 members Mstep: Class 2 contains 600 members Entering Unmasked Estep Score: -204714.343750 Penalty: 8549.453125 Iteration 7Q: 3 clusters Score -204714.3 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 469 members Mstep: Class 2 contains 605 members Entering Unmasked Estep Score: -205027.531250 Penalty: 8549.453125 Iteration 8Q: 3 clusters Score -205027.5 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 470 members Mstep: Class 2 contains 604 members Entering Unmasked Estep Score: -205537.187500 Penalty: 8549.453125 Iteration 9Q: 3 clusters Score -205537.2 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 482 members Mstep: Class 2 contains 592 members Entering Unmasked Estep Score: -206383.234375 Penalty: 8549.453125 Iteration 10Q: 3 clusters Score -206383.2 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 505 members Mstep: Class 2 contains 569 members Entering Unmasked Estep Score: -207165.187500 Penalty: 8549.453125 Iteration 11Q: 3 clusters Score -207165.2 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 524 members Mstep: Class 2 contains 550 members Entering Unmasked Estep Score: -207351.625000 Penalty: 8549.453125 Iteration 12Q: 3 clusters Score -207351.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 531 members Mstep: Class 2 contains 543 members Entering Unmasked Estep Score: -207415.906250 Penalty: 8549.453125 Iteration 13Q: 3 clusters Score -207415.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 538 members Mstep: Class 2 contains 536 members Entering Unmasked Estep Score: -207473.078125 Penalty: 8549.453125 Iteration 14Q: 3 clusters Score -207473.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 545 members Mstep: Class 2 contains 529 members Entering Unmasked Estep Score: -207513.125000 Penalty: 8549.453125 Iteration 15Q: 3 clusters Score -207513.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 549 members Mstep: Class 2 contains 525 members Entering Unmasked Estep Score: -207562.750000 Penalty: 8549.453125 Iteration 16Q: 3 clusters Score -207562.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 559 members Mstep: Class 2 contains 515 members Entering Unmasked Estep Score: -207634.750000 Penalty: 8549.453125 Iteration 17Q: 3 clusters Score -207634.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 565 members Mstep: Class 2 contains 509 members Entering Unmasked Estep Score: -207660.687500 Penalty: 8549.453125 Iteration 18Q: 3 clusters Score -207660.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 568 members Mstep: Class 2 contains 506 members Entering Unmasked Estep Score: -207678.812500 Penalty: 8549.453125 Iteration 19Q: 3 clusters Score -207678.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 573 members Mstep: Class 2 contains 501 members Entering Unmasked Estep Score: -207725.015625 Penalty: 8549.453125 Iteration 20F: 3 clusters Score -207725 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 583 members Mstep: Class 2 contains 491 members Entering Unmasked Estep Score: -207803.812500 Penalty: 8549.453125 Iteration 21Q: 3 clusters Score -207803.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 591 members Mstep: Class 2 contains 483 members Entering Unmasked Estep Score: -207909.921875 Penalty: 8549.453125 Iteration 22Q: 3 clusters Score -207909.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 599 members Mstep: Class 2 contains 475 members Entering Unmasked Estep Score: -207986.062500 Penalty: 8549.453125 Iteration 23Q: 3 clusters Score -207986.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 602 members Mstep: Class 2 contains 472 members Entering Unmasked Estep Score: -208104.796875 Penalty: 8549.453125 Iteration 24Q: 3 clusters Score -208104.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 603 members Mstep: Class 2 contains 471 members Entering Unmasked Estep Score: -208108.515625 Penalty: 8549.453125 Iteration 25Q: 3 clusters Score -208108.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 603 members Mstep: Class 2 contains 471 members Entering Unmasked Estep Score: -208108.515625 Penalty: 8549.453125 Iteration 26F: 3 clusters Score -208108.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 402 members Mstep: Class 2 contains 45996 members Mstep: Class 3 contains 4921 members Mstep: Class 4 contains 598 members Mstep: Class 5 contains 750 members Mstep: Class 6 contains 3114 members Mstep: Class 7 contains 765 members Mstep: Class 8 contains 33352 members Mstep: Class 9 contains 7615 members Mstep: Class 10 contains 603 members Mstep: Class 11 contains 1002 members Mstep: Class 12 contains 30828 members Mstep: Class 13 contains 142374 members Mstep: Class 14 contains 26340 members Mstep: Class 15 contains 21374 members Mstep: Class 16 contains 157621 members Mstep: Class 17 contains 157658 members Mstep: Class 18 contains 385 members Mstep: Class 19 contains 1593 members Mstep: Class 20 contains 41241 members Mstep: Class 21 contains 471 members Entering Unmasked Estep Score: -147540736.000000 Penalty: 172723.218750 Splitting cluster 10 changes total score from -147543696.000000 to -147540736.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 11 (1002 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1002 members Entering Unmasked Estep Score: -176460.296875 Penalty: 4232.224121 Iteration 0F: 2 clusters Score -176460.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 468 members Mstep: Class 2 contains 534 members Entering Unmasked Estep Score: -172710.296875 Penalty: 8464.448242 Iteration 0F: 3 clusters Score -172710.3 nChanged 220 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 498 members Mstep: Class 2 contains 504 members Entering Unmasked Estep Score: -173574.546875 Penalty: 8464.448242 Iteration 1F: 3 clusters Score -173574.5 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 532 members Mstep: Class 2 contains 470 members Entering Unmasked Estep Score: -174018.343750 Penalty: 8464.448242 Iteration 2F: 3 clusters Score -174018.3 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 580 members Mstep: Class 2 contains 422 members Entering Unmasked Estep Score: -174780.421875 Penalty: 8464.448242 Iteration 3F: 3 clusters Score -174780.4 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 643 members Mstep: Class 2 contains 359 members Entering Unmasked Estep Score: -175640.640625 Penalty: 8464.448242 Iteration 4F: 3 clusters Score -175640.6 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 690 members Mstep: Class 2 contains 312 members Entering Unmasked Estep Score: -176553.218750 Penalty: 8464.448242 Iteration 5F: 3 clusters Score -176553.2 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 698 members Mstep: Class 2 contains 304 members Entering Unmasked Estep Score: -176993.156250 Penalty: 8464.448242 Iteration 6Q: 3 clusters Score -176993.2 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 689 members Mstep: Class 2 contains 313 members Entering Unmasked Estep Score: -177566.078125 Penalty: 8464.448242 Iteration 7Q: 3 clusters Score -177566.1 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 693 members Mstep: Class 2 contains 309 members Entering Unmasked Estep Score: -177723.843750 Penalty: 8464.448242 Iteration 8Q: 3 clusters Score -177723.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 698 members Mstep: Class 2 contains 304 members Entering Unmasked Estep Score: -177823.578125 Penalty: 8464.448242 Iteration 9Q: 3 clusters Score -177823.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 698 members Mstep: Class 2 contains 304 members Entering Unmasked Estep Score: -177852.718750 Penalty: 8464.448242 Iteration 10Q: 3 clusters Score -177852.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 698 members Mstep: Class 2 contains 304 members Entering Unmasked Estep Score: -177879.375000 Penalty: 8464.448242 Iteration 11Q: 3 clusters Score -177879.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 699 members Mstep: Class 2 contains 303 members Entering Unmasked Estep Score: -177891.984375 Penalty: 8464.448242 Iteration 12Q: 3 clusters Score -177892 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 700 members Mstep: Class 2 contains 302 members Entering Unmasked Estep Score: -177895.906250 Penalty: 8464.448242 Iteration 13Q: 3 clusters Score -177895.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 701 members Mstep: Class 2 contains 301 members Entering Unmasked Estep Score: -177899.265625 Penalty: 8464.448242 Iteration 14Q: 3 clusters Score -177899.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 702 members Mstep: Class 2 contains 300 members Entering Unmasked Estep Score: -177901.953125 Penalty: 8464.448242 Iteration 15Q: 3 clusters Score -177902 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 703 members Mstep: Class 2 contains 299 members Entering Unmasked Estep Score: -177904.437500 Penalty: 8464.448242 Iteration 16Q: 3 clusters Score -177904.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 703 members Mstep: Class 2 contains 299 members Entering Unmasked Estep Score: -177914.140625 Penalty: 8464.448242 Iteration 17F: 3 clusters Score -177914.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 703 members Mstep: Class 2 contains 299 members Entering Unmasked Estep Score: -177963.203125 Penalty: 8464.448242 Iteration 18Q: 3 clusters Score -177963.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 699 members Mstep: Class 2 contains 303 members Entering Unmasked Estep Score: -178059.859375 Penalty: 8464.448242 Iteration 19Q: 3 clusters Score -178059.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 698 members Mstep: Class 2 contains 304 members Entering Unmasked Estep Score: -178088.078125 Penalty: 8464.448242 Iteration 20F: 3 clusters Score -178088.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 697 members Mstep: Class 2 contains 305 members Entering Unmasked Estep Score: -178098.906250 Penalty: 8464.448242 Iteration 21Q: 3 clusters Score -178098.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 697 members Mstep: Class 2 contains 305 members Entering Unmasked Estep Score: -178098.906250 Penalty: 8464.448242 Iteration 22F: 3 clusters Score -178098.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 402 members Mstep: Class 2 contains 45996 members Mstep: Class 3 contains 4921 members Mstep: Class 4 contains 598 members Mstep: Class 5 contains 750 members Mstep: Class 6 contains 3114 members Mstep: Class 7 contains 765 members Mstep: Class 8 contains 33352 members Mstep: Class 9 contains 7615 members Mstep: Class 10 contains 1074 members Mstep: Class 11 contains 697 members Mstep: Class 12 contains 30828 members Mstep: Class 13 contains 142374 members Mstep: Class 14 contains 26340 members Mstep: Class 15 contains 21374 members Mstep: Class 16 contains 157621 members Mstep: Class 17 contains 157658 members Mstep: Class 18 contains 385 members Mstep: Class 19 contains 1593 members Mstep: Class 20 contains 41241 members Mstep: Class 21 contains 305 members Entering Unmasked Estep Score: -147541376.000000 Penalty: 172723.218750 Splitting cluster 11 changes total score from -147543696.000000 to -147541376.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 12 (30828 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30828 members Entering Unmasked Estep Score: -6489173.000000 Penalty: 6330.909668 Iteration 0F: 2 clusters Score -6489173 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15481 members Mstep: Class 2 contains 15347 members Entering Unmasked Estep Score: -6465762.000000 Penalty: 12661.819336 Iteration 0F: 3 clusters Score -6465762 nChanged 13032 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15643 members Mstep: Class 2 contains 15185 members Entering Unmasked Estep Score: -6472672.000000 Penalty: 12661.819336 Iteration 1F: 3 clusters Score -6472672 nChanged 1922 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15747 members Mstep: Class 2 contains 15081 members Entering Unmasked Estep Score: -6473456.000000 Penalty: 12661.819336 Iteration 2F: 3 clusters Score -6473456 nChanged 1494 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15891 members Mstep: Class 2 contains 14937 members Entering Unmasked Estep Score: -6474068.000000 Penalty: 12661.819336 Iteration 3Q: 3 clusters Score -6474068 nChanged 1253 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16022 members Mstep: Class 2 contains 14806 members Entering Unmasked Estep Score: -6474528.500000 Penalty: 12661.819336 Iteration 4Q: 3 clusters Score -6474528 nChanged 1080 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16158 members Mstep: Class 2 contains 14670 members Entering Unmasked Estep Score: -6474918.000000 Penalty: 12661.819336 Iteration 5Q: 3 clusters Score -6474918 nChanged 927 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16321 members Mstep: Class 2 contains 14507 members Entering Unmasked Estep Score: -6475228.000000 Penalty: 12661.819336 Iteration 6Q: 3 clusters Score -6475228 nChanged 880 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16539 members Mstep: Class 2 contains 14289 members Entering Unmasked Estep Score: -6475572.500000 Penalty: 12661.819336 Iteration 7Q: 3 clusters Score -6475572 nChanged 864 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16797 members Mstep: Class 2 contains 14031 members Entering Unmasked Estep Score: -6475888.500000 Penalty: 12661.819336 Iteration 8Q: 3 clusters Score -6475888 nChanged 914 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17141 members Mstep: Class 2 contains 13687 members Entering Unmasked Estep Score: -6476230.500000 Penalty: 12661.819336 Iteration 9Q: 3 clusters Score -6476230 nChanged 933 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17538 members Mstep: Class 2 contains 13290 members Entering Unmasked Estep Score: -6476654.500000 Penalty: 12661.819336 Iteration 10Q: 3 clusters Score -6476654 nChanged 986 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18018 members Mstep: Class 2 contains 12810 members Entering Unmasked Estep Score: -6477088.000000 Penalty: 12661.819336 Iteration 11Q: 3 clusters Score -6477088 nChanged 1099 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18609 members Mstep: Class 2 contains 12219 members Entering Unmasked Estep Score: -6477712.000000 Penalty: 12661.819336 Iteration 12Q: 3 clusters Score -6477712 nChanged 1189 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19286 members Mstep: Class 2 contains 11542 members Entering Unmasked Estep Score: -6478342.000000 Penalty: 12661.819336 Iteration 13Q: 3 clusters Score -6478342 nChanged 1247 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20071 members Mstep: Class 2 contains 10757 members Entering Unmasked Estep Score: -6479080.000000 Penalty: 12661.819336 Iteration 14Q: 3 clusters Score -6479080 nChanged 1294 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20947 members Mstep: Class 2 contains 9881 members Entering Unmasked Estep Score: -6479971.500000 Penalty: 12661.819336 Iteration 15Q: 3 clusters Score -6479972 nChanged 1296 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21871 members Mstep: Class 2 contains 8957 members Entering Unmasked Estep Score: -6480858.500000 Penalty: 12661.819336 Iteration 16Q: 3 clusters Score -6480858 nChanged 1192 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22755 members Mstep: Class 2 contains 8073 members Entering Unmasked Estep Score: -6481831.000000 Penalty: 12661.819336 Iteration 17Q: 3 clusters Score -6481831 nChanged 1072 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23565 members Mstep: Class 2 contains 7263 members Entering Unmasked Estep Score: -6482719.000000 Penalty: 12661.819336 Iteration 18Q: 3 clusters Score -6482719 nChanged 854 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24205 members Mstep: Class 2 contains 6623 members Entering Unmasked Estep Score: -6483402.500000 Penalty: 12661.819336 Iteration 19Q: 3 clusters Score -6483402 nChanged 650 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24675 members Mstep: Class 2 contains 6153 members Entering Unmasked Estep Score: -6483839.500000 Penalty: 12661.819336 Iteration 20F: 3 clusters Score -6483840 nChanged 480 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25035 members Mstep: Class 2 contains 5793 members Entering Unmasked Estep Score: -6484103.000000 Penalty: 12661.819336 Iteration 21Q: 3 clusters Score -6484103 nChanged 375 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25290 members Mstep: Class 2 contains 5538 members Entering Unmasked Estep Score: -6484325.500000 Penalty: 12661.819336 Iteration 22Q: 3 clusters Score -6484326 nChanged 298 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25494 members Mstep: Class 2 contains 5334 members Entering Unmasked Estep Score: -6484477.000000 Penalty: 12661.819336 Iteration 23Q: 3 clusters Score -6484477 nChanged 213 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25651 members Mstep: Class 2 contains 5177 members Entering Unmasked Estep Score: -6484544.500000 Penalty: 12661.819336 Iteration 24Q: 3 clusters Score -6484544 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25766 members Mstep: Class 2 contains 5062 members Entering Unmasked Estep Score: -6484561.500000 Penalty: 12661.819336 Iteration 25Q: 3 clusters Score -6484562 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25859 members Mstep: Class 2 contains 4969 members Entering Unmasked Estep Score: -6484630.500000 Penalty: 12661.819336 Iteration 26Q: 3 clusters Score -6484630 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25935 members Mstep: Class 2 contains 4893 members Entering Unmasked Estep Score: -6484629.000000 Penalty: 12661.819336 Iteration 27Q: 3 clusters Score -6484629 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26003 members Mstep: Class 2 contains 4825 members Entering Unmasked Estep Score: -6484657.500000 Penalty: 12661.819336 Iteration 28Q: 3 clusters Score -6484658 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26063 members Mstep: Class 2 contains 4765 members Entering Unmasked Estep Score: -6484680.000000 Penalty: 12661.819336 Iteration 29Q: 3 clusters Score -6484680 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26126 members Mstep: Class 2 contains 4702 members Entering Unmasked Estep Score: -6484695.500000 Penalty: 12661.819336 Iteration 30Q: 3 clusters Score -6484696 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26175 members Mstep: Class 2 contains 4653 members Entering Unmasked Estep Score: -6484713.500000 Penalty: 12661.819336 Iteration 31Q: 3 clusters Score -6484714 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26214 members Mstep: Class 2 contains 4614 members Entering Unmasked Estep Score: -6484733.000000 Penalty: 12661.819336 Iteration 32Q: 3 clusters Score -6484733 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26251 members Mstep: Class 2 contains 4577 members Entering Unmasked Estep Score: -6484751.500000 Penalty: 12661.819336 Iteration 33Q: 3 clusters Score -6484752 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26282 members Mstep: Class 2 contains 4546 members Entering Unmasked Estep Score: -6484742.500000 Penalty: 12661.819336 Iteration 34Q: 3 clusters Score -6484742 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26316 members Mstep: Class 2 contains 4512 members Entering Unmasked Estep Score: -6484746.500000 Penalty: 12661.819336 Iteration 35Q: 3 clusters Score -6484746 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26348 members Mstep: Class 2 contains 4480 members Entering Unmasked Estep Score: -6484755.000000 Penalty: 12661.819336 Iteration 36Q: 3 clusters Score -6484755 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26379 members Mstep: Class 2 contains 4449 members Entering Unmasked Estep Score: -6484766.500000 Penalty: 12661.819336 Iteration 37Q: 3 clusters Score -6484766 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26406 members Mstep: Class 2 contains 4422 members Entering Unmasked Estep Score: -6484773.500000 Penalty: 12661.819336 Iteration 38Q: 3 clusters Score -6484774 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26429 members Mstep: Class 2 contains 4399 members Entering Unmasked Estep Score: -6484789.500000 Penalty: 12661.819336 Iteration 39Q: 3 clusters Score -6484790 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26451 members Mstep: Class 2 contains 4377 members Entering Unmasked Estep Score: -6484783.500000 Penalty: 12661.819336 Iteration 40F: 3 clusters Score -6484784 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26477 members Mstep: Class 2 contains 4351 members Entering Unmasked Estep Score: -6484791.000000 Penalty: 12661.819336 Iteration 41Q: 3 clusters Score -6484791 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26507 members Mstep: Class 2 contains 4321 members Entering Unmasked Estep Score: -6484820.000000 Penalty: 12661.819336 Iteration 42Q: 3 clusters Score -6484820 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26531 members Mstep: Class 2 contains 4297 members Entering Unmasked Estep Score: -6484814.000000 Penalty: 12661.819336 Iteration 43Q: 3 clusters Score -6484814 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26553 members Mstep: Class 2 contains 4275 members Entering Unmasked Estep Score: -6484820.000000 Penalty: 12661.819336 Iteration 44Q: 3 clusters Score -6484820 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26570 members Mstep: Class 2 contains 4258 members Entering Unmasked Estep Score: -6484830.000000 Penalty: 12661.819336 Iteration 45Q: 3 clusters Score -6484830 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26589 members Mstep: Class 2 contains 4239 members Entering Unmasked Estep Score: -6484842.000000 Penalty: 12661.819336 Iteration 46Q: 3 clusters Score -6484842 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26607 members Mstep: Class 2 contains 4221 members Entering Unmasked Estep Score: -6484839.500000 Penalty: 12661.819336 Iteration 47Q: 3 clusters Score -6484840 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26625 members Mstep: Class 2 contains 4203 members Entering Unmasked Estep Score: -6484847.500000 Penalty: 12661.819336 Iteration 48Q: 3 clusters Score -6484848 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26637 members Mstep: Class 2 contains 4191 members Entering Unmasked Estep Score: -6484848.000000 Penalty: 12661.819336 Iteration 49Q: 3 clusters Score -6484848 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26648 members Mstep: Class 2 contains 4180 members Entering Unmasked Estep Score: -6484846.000000 Penalty: 12661.819336 Iteration 50Q: 3 clusters Score -6484846 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26657 members Mstep: Class 2 contains 4171 members Entering Unmasked Estep Score: -6484861.000000 Penalty: 12661.819336 Iteration 51Q: 3 clusters Score -6484861 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26678 members Mstep: Class 2 contains 4150 members Entering Unmasked Estep Score: -6484870.000000 Penalty: 12661.819336 Iteration 52Q: 3 clusters Score -6484870 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26704 members Mstep: Class 2 contains 4124 members Entering Unmasked Estep Score: -6484863.000000 Penalty: 12661.819336 Iteration 53Q: 3 clusters Score -6484863 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26720 members Mstep: Class 2 contains 4108 members Entering Unmasked Estep Score: -6484861.000000 Penalty: 12661.819336 Iteration 54Q: 3 clusters Score -6484861 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26730 members Mstep: Class 2 contains 4098 members Entering Unmasked Estep Score: -6484870.000000 Penalty: 12661.819336 Iteration 55Q: 3 clusters Score -6484870 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26735 members Mstep: Class 2 contains 4093 members Entering Unmasked Estep Score: -6484861.000000 Penalty: 12661.819336 Iteration 56Q: 3 clusters Score -6484861 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26739 members Mstep: Class 2 contains 4089 members Entering Unmasked Estep Score: -6484867.500000 Penalty: 12661.819336 Iteration 57Q: 3 clusters Score -6484868 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26743 members Mstep: Class 2 contains 4085 members Entering Unmasked Estep Score: -6484871.000000 Penalty: 12661.819336 Iteration 58Q: 3 clusters Score -6484871 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26745 members Mstep: Class 2 contains 4083 members Entering Unmasked Estep Score: -6484863.500000 Penalty: 12661.819336 Iteration 59Q: 3 clusters Score -6484864 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26748 members Mstep: Class 2 contains 4080 members Entering Unmasked Estep Score: -6484871.000000 Penalty: 12661.819336 Iteration 60F: 3 clusters Score -6484871 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26751 members Mstep: Class 2 contains 4077 members Entering Unmasked Estep Score: -6484881.500000 Penalty: 12661.819336 Iteration 61Q: 3 clusters Score -6484882 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26753 members Mstep: Class 2 contains 4075 members Entering Unmasked Estep Score: -6484880.000000 Penalty: 12661.819336 Iteration 62Q: 3 clusters Score -6484880 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26755 members Mstep: Class 2 contains 4073 members Entering Unmasked Estep Score: -6484880.500000 Penalty: 12661.819336 Iteration 63Q: 3 clusters Score -6484880 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26758 members Mstep: Class 2 contains 4070 members Entering Unmasked Estep Score: -6484885.500000 Penalty: 12661.819336 Iteration 64Q: 3 clusters Score -6484886 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26761 members Mstep: Class 2 contains 4067 members Entering Unmasked Estep Score: -6484885.000000 Penalty: 12661.819336 Iteration 65Q: 3 clusters Score -6484885 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26765 members Mstep: Class 2 contains 4063 members Entering Unmasked Estep Score: -6484879.000000 Penalty: 12661.819336 Iteration 66Q: 3 clusters Score -6484879 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26767 members Mstep: Class 2 contains 4061 members Entering Unmasked Estep Score: -6484881.000000 Penalty: 12661.819336 Iteration 67Q: 3 clusters Score -6484881 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26770 members Mstep: Class 2 contains 4058 members Entering Unmasked Estep Score: -6484874.000000 Penalty: 12661.819336 Iteration 68Q: 3 clusters Score -6484874 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26770 members Mstep: Class 2 contains 4058 members Entering Unmasked Estep Score: -6484874.000000 Penalty: 12661.819336 Iteration 69F: 3 clusters Score -6484874 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (142374 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 142374 members Entering Unmasked Estep Score: -31691936.000000 Penalty: 7268.055176 Iteration 0F: 2 clusters Score -3.169194e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71202 members Mstep: Class 2 contains 71172 members Entering Unmasked Estep Score: -31597344.000000 Penalty: 14536.110352 Iteration 0F: 3 clusters Score -3.159734e+07 nChanged 66106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70766 members Mstep: Class 2 contains 71608 members Entering Unmasked Estep Score: -31633980.000000 Penalty: 14536.110352 Iteration 1F: 3 clusters Score -3.163398e+07 nChanged 5594 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70396 members Mstep: Class 2 contains 71978 members Entering Unmasked Estep Score: -31635762.000000 Penalty: 14536.110352 Iteration 2Q: 3 clusters Score -3.163576e+07 nChanged 5854 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 69726 members Mstep: Class 2 contains 72648 members Entering Unmasked Estep Score: -31637620.000000 Penalty: 14536.110352 Iteration 3Q: 3 clusters Score -3.163762e+07 nChanged 6450 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 68624 members Mstep: Class 2 contains 73750 members Entering Unmasked Estep Score: -31640246.000000 Penalty: 14536.110352 Iteration 4Q: 3 clusters Score -3.164025e+07 nChanged 7252 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66970 members Mstep: Class 2 contains 75404 members Entering Unmasked Estep Score: -31644026.000000 Penalty: 14536.110352 Iteration 5F: 3 clusters Score -3.164403e+07 nChanged 8132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64560 members Mstep: Class 2 contains 77814 members Entering Unmasked Estep Score: -31648674.000000 Penalty: 14536.110352 Iteration 6F: 3 clusters Score -3.164867e+07 nChanged 8693 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61497 members Mstep: Class 2 contains 80877 members Entering Unmasked Estep Score: -31653364.000000 Penalty: 14536.110352 Iteration 7F: 3 clusters Score -3.165336e+07 nChanged 8524 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58003 members Mstep: Class 2 contains 84371 members Entering Unmasked Estep Score: -31658172.000000 Penalty: 14536.110352 Iteration 8F: 3 clusters Score -3.165817e+07 nChanged 7878 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54217 members Mstep: Class 2 contains 88157 members Entering Unmasked Estep Score: -31662690.000000 Penalty: 14536.110352 Iteration 9F: 3 clusters Score -3.166269e+07 nChanged 6860 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50365 members Mstep: Class 2 contains 92009 members Entering Unmasked Estep Score: -31666698.000000 Penalty: 14536.110352 Iteration 10Q: 3 clusters Score -3.16667e+07 nChanged 5858 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46739 members Mstep: Class 2 contains 95635 members Entering Unmasked Estep Score: -31670028.000000 Penalty: 14536.110352 Iteration 11Q: 3 clusters Score -3.167003e+07 nChanged 4883 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43566 members Mstep: Class 2 contains 98808 members Entering Unmasked Estep Score: -31672522.000000 Penalty: 14536.110352 Iteration 12Q: 3 clusters Score -3.167252e+07 nChanged 4083 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40789 members Mstep: Class 2 contains 101585 members Entering Unmasked Estep Score: -31674272.000000 Penalty: 14536.110352 Iteration 13Q: 3 clusters Score -3.167427e+07 nChanged 3326 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38367 members Mstep: Class 2 contains 104007 members Entering Unmasked Estep Score: -31675614.000000 Penalty: 14536.110352 Iteration 14Q: 3 clusters Score -3.167561e+07 nChanged 2840 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36161 members Mstep: Class 2 contains 106213 members Entering Unmasked Estep Score: -31676760.000000 Penalty: 14536.110352 Iteration 15Q: 3 clusters Score -3.167676e+07 nChanged 2352 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34165 members Mstep: Class 2 contains 108209 members Entering Unmasked Estep Score: -31677568.000000 Penalty: 14536.110352 Iteration 16Q: 3 clusters Score -3.167757e+07 nChanged 2018 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32285 members Mstep: Class 2 contains 110089 members Entering Unmasked Estep Score: -31678176.000000 Penalty: 14536.110352 Iteration 17Q: 3 clusters Score -3.167818e+07 nChanged 1814 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30517 members Mstep: Class 2 contains 111857 members Entering Unmasked Estep Score: -31678744.000000 Penalty: 14536.110352 Iteration 18Q: 3 clusters Score -3.167874e+07 nChanged 1723 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28808 members Mstep: Class 2 contains 113566 members Entering Unmasked Estep Score: -31679304.000000 Penalty: 14536.110352 Iteration 19Q: 3 clusters Score -3.16793e+07 nChanged 1776 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27040 members Mstep: Class 2 contains 115334 members Entering Unmasked Estep Score: -31679788.000000 Penalty: 14536.110352 Iteration 20F: 3 clusters Score -3.167979e+07 nChanged 1706 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25344 members Mstep: Class 2 contains 117030 members Entering Unmasked Estep Score: -31680312.000000 Penalty: 14536.110352 Iteration 21Q: 3 clusters Score -3.168031e+07 nChanged 1756 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23598 members Mstep: Class 2 contains 118776 members Entering Unmasked Estep Score: -31680886.000000 Penalty: 14536.110352 Iteration 22Q: 3 clusters Score -3.168089e+07 nChanged 1821 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21795 members Mstep: Class 2 contains 120579 members Entering Unmasked Estep Score: -31681646.000000 Penalty: 14536.110352 Iteration 23Q: 3 clusters Score -3.168165e+07 nChanged 1795 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20020 members Mstep: Class 2 contains 122354 members Entering Unmasked Estep Score: -31682482.000000 Penalty: 14536.110352 Iteration 24Q: 3 clusters Score -3.168248e+07 nChanged 1815 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18233 members Mstep: Class 2 contains 124141 members Entering Unmasked Estep Score: -31683294.000000 Penalty: 14536.110352 Iteration 25Q: 3 clusters Score -3.168329e+07 nChanged 1704 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16571 members Mstep: Class 2 contains 125803 members Entering Unmasked Estep Score: -31684088.000000 Penalty: 14536.110352 Iteration 26Q: 3 clusters Score -3.168409e+07 nChanged 1560 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15059 members Mstep: Class 2 contains 127315 members Entering Unmasked Estep Score: -31684686.000000 Penalty: 14536.110352 Iteration 27Q: 3 clusters Score -3.168469e+07 nChanged 1347 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13762 members Mstep: Class 2 contains 128612 members Entering Unmasked Estep Score: -31685178.000000 Penalty: 14536.110352 Iteration 28Q: 3 clusters Score -3.168518e+07 nChanged 1153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12643 members Mstep: Class 2 contains 129731 members Entering Unmasked Estep Score: -31685602.000000 Penalty: 14536.110352 Iteration 29Q: 3 clusters Score -3.16856e+07 nChanged 997 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11664 members Mstep: Class 2 contains 130710 members Entering Unmasked Estep Score: -31685962.000000 Penalty: 14536.110352 Iteration 30Q: 3 clusters Score -3.168596e+07 nChanged 859 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10827 members Mstep: Class 2 contains 131547 members Entering Unmasked Estep Score: -31686158.000000 Penalty: 14536.110352 Iteration 31Q: 3 clusters Score -3.168616e+07 nChanged 756 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10107 members Mstep: Class 2 contains 132267 members Entering Unmasked Estep Score: -31686240.000000 Penalty: 14536.110352 Iteration 32Q: 3 clusters Score -3.168624e+07 nChanged 655 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9460 members Mstep: Class 2 contains 132914 members Entering Unmasked Estep Score: -31686446.000000 Penalty: 14536.110352 Iteration 33Q: 3 clusters Score -3.168645e+07 nChanged 565 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8901 members Mstep: Class 2 contains 133473 members Entering Unmasked Estep Score: -31686474.000000 Penalty: 14536.110352 Iteration 34Q: 3 clusters Score -3.168647e+07 nChanged 526 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8385 members Mstep: Class 2 contains 133989 members Entering Unmasked Estep Score: -31686532.000000 Penalty: 14536.110352 Iteration 35Q: 3 clusters Score -3.168653e+07 nChanged 456 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7937 members Mstep: Class 2 contains 134437 members Entering Unmasked Estep Score: -31686652.000000 Penalty: 14536.110352 Iteration 36Q: 3 clusters Score -3.168665e+07 nChanged 378 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7561 members Mstep: Class 2 contains 134813 members Entering Unmasked Estep Score: -31686792.000000 Penalty: 14536.110352 Iteration 37Q: 3 clusters Score -3.168679e+07 nChanged 325 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7246 members Mstep: Class 2 contains 135128 members Entering Unmasked Estep Score: -31686840.000000 Penalty: 14536.110352 Iteration 38Q: 3 clusters Score -3.168684e+07 nChanged 290 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6966 members Mstep: Class 2 contains 135408 members Entering Unmasked Estep Score: -31686860.000000 Penalty: 14536.110352 Iteration 39Q: 3 clusters Score -3.168686e+07 nChanged 262 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6710 members Mstep: Class 2 contains 135664 members Entering Unmasked Estep Score: -31686904.000000 Penalty: 14536.110352 Iteration 40F: 3 clusters Score -3.16869e+07 nChanged 227 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6495 members Mstep: Class 2 contains 135879 members Entering Unmasked Estep Score: -31686948.000000 Penalty: 14536.110352 Iteration 41Q: 3 clusters Score -3.168695e+07 nChanged 179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6322 members Mstep: Class 2 contains 136052 members Entering Unmasked Estep Score: -31686976.000000 Penalty: 14536.110352 Iteration 42Q: 3 clusters Score -3.168698e+07 nChanged 188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6144 members Mstep: Class 2 contains 136230 members Entering Unmasked Estep Score: -31687034.000000 Penalty: 14536.110352 Iteration 43Q: 3 clusters Score -3.168703e+07 nChanged 178 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5970 members Mstep: Class 2 contains 136404 members Entering Unmasked Estep Score: -31687080.000000 Penalty: 14536.110352 Iteration 44Q: 3 clusters Score -3.168708e+07 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5803 members Mstep: Class 2 contains 136571 members Entering Unmasked Estep Score: -31687120.000000 Penalty: 14536.110352 Iteration 45Q: 3 clusters Score -3.168712e+07 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5663 members Mstep: Class 2 contains 136711 members Entering Unmasked Estep Score: -31687138.000000 Penalty: 14536.110352 Iteration 46Q: 3 clusters Score -3.168714e+07 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5540 members Mstep: Class 2 contains 136834 members Entering Unmasked Estep Score: -31687142.000000 Penalty: 14536.110352 Iteration 47Q: 3 clusters Score -3.168714e+07 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5422 members Mstep: Class 2 contains 136952 members Entering Unmasked Estep Score: -31687158.000000 Penalty: 14536.110352 Iteration 48Q: 3 clusters Score -3.168716e+07 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5312 members Mstep: Class 2 contains 137062 members Entering Unmasked Estep Score: -31687138.000000 Penalty: 14536.110352 Iteration 49Q: 3 clusters Score -3.168714e+07 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5208 members Mstep: Class 2 contains 137166 members Entering Unmasked Estep Score: -31687172.000000 Penalty: 14536.110352 Iteration 50Q: 3 clusters Score -3.168717e+07 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5104 members Mstep: Class 2 contains 137270 members Entering Unmasked Estep Score: -31687170.000000 Penalty: 14536.110352 Iteration 51Q: 3 clusters Score -3.168717e+07 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4999 members Mstep: Class 2 contains 137375 members Entering Unmasked Estep Score: -31687188.000000 Penalty: 14536.110352 Iteration 52Q: 3 clusters Score -3.168719e+07 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4899 members Mstep: Class 2 contains 137475 members Entering Unmasked Estep Score: -31687136.000000 Penalty: 14536.110352 Iteration 53Q: 3 clusters Score -3.168714e+07 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4816 members Mstep: Class 2 contains 137558 members Entering Unmasked Estep Score: -31687196.000000 Penalty: 14536.110352 Iteration 54Q: 3 clusters Score -3.16872e+07 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4733 members Mstep: Class 2 contains 137641 members Entering Unmasked Estep Score: -31687198.000000 Penalty: 14536.110352 Iteration 55Q: 3 clusters Score -3.16872e+07 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4664 members Mstep: Class 2 contains 137710 members Entering Unmasked Estep Score: -31687232.000000 Penalty: 14536.110352 Iteration 56Q: 3 clusters Score -3.168723e+07 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4599 members Mstep: Class 2 contains 137775 members Entering Unmasked Estep Score: -31687212.000000 Penalty: 14536.110352 Iteration 57Q: 3 clusters Score -3.168721e+07 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4543 members Mstep: Class 2 contains 137831 members Entering Unmasked Estep Score: -31687226.000000 Penalty: 14536.110352 Iteration 58Q: 3 clusters Score -3.168723e+07 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4493 members Mstep: Class 2 contains 137881 members Entering Unmasked Estep Score: -31687250.000000 Penalty: 14536.110352 Iteration 59Q: 3 clusters Score -3.168725e+07 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4459 members Mstep: Class 2 contains 137915 members Entering Unmasked Estep Score: -31687228.000000 Penalty: 14536.110352 Iteration 60F: 3 clusters Score -3.168723e+07 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4429 members Mstep: Class 2 contains 137945 members Entering Unmasked Estep Score: -31687236.000000 Penalty: 14536.110352 Iteration 61Q: 3 clusters Score -3.168724e+07 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4412 members Mstep: Class 2 contains 137962 members Entering Unmasked Estep Score: -31687222.000000 Penalty: 14536.110352 Iteration 62Q: 3 clusters Score -3.168722e+07 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4391 members Mstep: Class 2 contains 137983 members Entering Unmasked Estep Score: -31687250.000000 Penalty: 14536.110352 Iteration 63Q: 3 clusters Score -3.168725e+07 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4366 members Mstep: Class 2 contains 138008 members Entering Unmasked Estep Score: -31687242.000000 Penalty: 14536.110352 Iteration 64Q: 3 clusters Score -3.168724e+07 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4345 members Mstep: Class 2 contains 138029 members Entering Unmasked Estep Score: -31687252.000000 Penalty: 14536.110352 Iteration 65Q: 3 clusters Score -3.168725e+07 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4329 members Mstep: Class 2 contains 138045 members Entering Unmasked Estep Score: -31687244.000000 Penalty: 14536.110352 Iteration 66Q: 3 clusters Score -3.168724e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4320 members Mstep: Class 2 contains 138054 members Entering Unmasked Estep Score: -31687258.000000 Penalty: 14536.110352 Iteration 67Q: 3 clusters Score -3.168726e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4309 members Mstep: Class 2 contains 138065 members Entering Unmasked Estep Score: -31687270.000000 Penalty: 14536.110352 Iteration 68Q: 3 clusters Score -3.168727e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4305 members Mstep: Class 2 contains 138069 members Entering Unmasked Estep Score: -31687272.000000 Penalty: 14536.110352 Iteration 69Q: 3 clusters Score -3.168727e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4296 members Mstep: Class 2 contains 138078 members Entering Unmasked Estep Score: -31687250.000000 Penalty: 14536.110352 Iteration 70Q: 3 clusters Score -3.168725e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4289 members Mstep: Class 2 contains 138085 members Entering Unmasked Estep Score: -31687248.000000 Penalty: 14536.110352 Iteration 71Q: 3 clusters Score -3.168725e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4281 members Mstep: Class 2 contains 138093 members Entering Unmasked Estep Score: -31687250.000000 Penalty: 14536.110352 Iteration 72Q: 3 clusters Score -3.168725e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4274 members Mstep: Class 2 contains 138100 members Entering Unmasked Estep Score: -31687258.000000 Penalty: 14536.110352 Iteration 73Q: 3 clusters Score -3.168726e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4269 members Mstep: Class 2 contains 138105 members Entering Unmasked Estep Score: -31687256.000000 Penalty: 14536.110352 Iteration 74Q: 3 clusters Score -3.168726e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4261 members Mstep: Class 2 contains 138113 members Entering Unmasked Estep Score: -31687230.000000 Penalty: 14536.110352 Iteration 75Q: 3 clusters Score -3.168723e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4252 members Mstep: Class 2 contains 138122 members Entering Unmasked Estep Score: -31687254.000000 Penalty: 14536.110352 Iteration 76Q: 3 clusters Score -3.168725e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4249 members Mstep: Class 2 contains 138125 members Entering Unmasked Estep Score: -31687248.000000 Penalty: 14536.110352 Iteration 77Q: 3 clusters Score -3.168725e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4244 members Mstep: Class 2 contains 138130 members Entering Unmasked Estep Score: -31687226.000000 Penalty: 14536.110352 Iteration 78Q: 3 clusters Score -3.168723e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4238 members Mstep: Class 2 contains 138136 members Entering Unmasked Estep Score: -31687268.000000 Penalty: 14536.110352 Iteration 79Q: 3 clusters Score -3.168727e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4235 members Mstep: Class 2 contains 138139 members Entering Unmasked Estep Score: -31687258.000000 Penalty: 14536.110352 Iteration 80F: 3 clusters Score -3.168726e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4232 members Mstep: Class 2 contains 138142 members Entering Unmasked Estep Score: -31687242.000000 Penalty: 14536.110352 Iteration 81Q: 3 clusters Score -3.168724e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4228 members Mstep: Class 2 contains 138146 members Entering Unmasked Estep Score: -31687254.000000 Penalty: 14536.110352 Iteration 82Q: 3 clusters Score -3.168725e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4225 members Mstep: Class 2 contains 138149 members Entering Unmasked Estep Score: -31687242.000000 Penalty: 14536.110352 Iteration 83Q: 3 clusters Score -3.168724e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4222 members Mstep: Class 2 contains 138152 members Entering Unmasked Estep Score: -31687230.000000 Penalty: 14536.110352 Iteration 84Q: 3 clusters Score -3.168723e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4215 members Mstep: Class 2 contains 138159 members Entering Unmasked Estep Score: -31687260.000000 Penalty: 14536.110352 Iteration 85Q: 3 clusters Score -3.168726e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4206 members Mstep: Class 2 contains 138168 members Entering Unmasked Estep Score: -31687280.000000 Penalty: 14536.110352 Iteration 86Q: 3 clusters Score -3.168728e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4197 members Mstep: Class 2 contains 138177 members Entering Unmasked Estep Score: -31687260.000000 Penalty: 14536.110352 Iteration 87Q: 3 clusters Score -3.168726e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4187 members Mstep: Class 2 contains 138187 members Entering Unmasked Estep Score: -31687278.000000 Penalty: 14536.110352 Iteration 88Q: 3 clusters Score -3.168728e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4184 members Mstep: Class 2 contains 138190 members Entering Unmasked Estep Score: -31687268.000000 Penalty: 14536.110352 Iteration 89Q: 3 clusters Score -3.168727e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4177 members Mstep: Class 2 contains 138197 members Entering Unmasked Estep Score: -31687264.000000 Penalty: 14536.110352 Iteration 90Q: 3 clusters Score -3.168726e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4174 members Mstep: Class 2 contains 138200 members Entering Unmasked Estep Score: -31687266.000000 Penalty: 14536.110352 Iteration 91Q: 3 clusters Score -3.168727e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4166 members Mstep: Class 2 contains 138208 members Entering Unmasked Estep Score: -31687306.000000 Penalty: 14536.110352 Iteration 92Q: 3 clusters Score -3.168731e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4158 members Mstep: Class 2 contains 138216 members Entering Unmasked Estep Score: -31687296.000000 Penalty: 14536.110352 Iteration 93Q: 3 clusters Score -3.16873e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4156 members Mstep: Class 2 contains 138218 members Entering Unmasked Estep Score: -31687304.000000 Penalty: 14536.110352 Iteration 94Q: 3 clusters Score -3.16873e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4152 members Mstep: Class 2 contains 138222 members Entering Unmasked Estep Score: -31687306.000000 Penalty: 14536.110352 Iteration 95Q: 3 clusters Score -3.168731e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4149 members Mstep: Class 2 contains 138225 members Entering Unmasked Estep Score: -31687320.000000 Penalty: 14536.110352 Iteration 96Q: 3 clusters Score -3.168732e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4147 members Mstep: Class 2 contains 138227 members Entering Unmasked Estep Score: -31687316.000000 Penalty: 14536.110352 Iteration 97Q: 3 clusters Score -3.168732e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4144 members Mstep: Class 2 contains 138230 members Entering Unmasked Estep Score: -31687312.000000 Penalty: 14536.110352 Iteration 98Q: 3 clusters Score -3.168731e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4142 members Mstep: Class 2 contains 138232 members Entering Unmasked Estep Score: -31687312.000000 Penalty: 14536.110352 Iteration 99Q: 3 clusters Score -3.168731e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4140 members Mstep: Class 2 contains 138234 members Entering Unmasked Estep Score: -31687300.000000 Penalty: 14536.110352 Iteration 100F: 3 clusters Score -3.16873e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4137 members Mstep: Class 2 contains 138237 members Entering Unmasked Estep Score: -31687298.000000 Penalty: 14536.110352 Iteration 101Q: 3 clusters Score -3.16873e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4136 members Mstep: Class 2 contains 138238 members Entering Unmasked Estep Score: -31687302.000000 Penalty: 14536.110352 Iteration 102Q: 3 clusters Score -3.16873e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4137 members Mstep: Class 2 contains 138237 members Entering Unmasked Estep Score: -31687296.000000 Penalty: 14536.110352 Iteration 103Q: 3 clusters Score -3.16873e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4136 members Mstep: Class 2 contains 138238 members Entering Unmasked Estep Score: -31687296.000000 Penalty: 14536.110352 Iteration 104Q: 3 clusters Score -3.16873e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4136 members Mstep: Class 2 contains 138238 members Entering Unmasked Estep Score: -31687296.000000 Penalty: 14536.110352 Iteration 105F: 3 clusters Score -3.16873e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (26340 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26340 members Entering Unmasked Estep Score: -5700288.500000 Penalty: 6234.541992 Iteration 0F: 2 clusters Score -5700288 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13166 members Mstep: Class 2 contains 13174 members Entering Unmasked Estep Score: -5679868.000000 Penalty: 12469.083984 Iteration 0F: 3 clusters Score -5679868 nChanged 11050 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12942 members Mstep: Class 2 contains 13398 members Entering Unmasked Estep Score: -5686406.000000 Penalty: 12469.083984 Iteration 1F: 3 clusters Score -5686406 nChanged 2044 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12458 members Mstep: Class 2 contains 13882 members Entering Unmasked Estep Score: -5688208.000000 Penalty: 12469.083984 Iteration 2F: 3 clusters Score -5688208 nChanged 2153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11591 members Mstep: Class 2 contains 14749 members Entering Unmasked Estep Score: -5690105.500000 Penalty: 12469.083984 Iteration 3F: 3 clusters Score -5690106 nChanged 2118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10455 members Mstep: Class 2 contains 15885 members Entering Unmasked Estep Score: -5691764.000000 Penalty: 12469.083984 Iteration 4F: 3 clusters Score -5691764 nChanged 1968 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9145 members Mstep: Class 2 contains 17195 members Entering Unmasked Estep Score: -5693257.500000 Penalty: 12469.083984 Iteration 5F: 3 clusters Score -5693258 nChanged 1605 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7888 members Mstep: Class 2 contains 18452 members Entering Unmasked Estep Score: -5694402.500000 Penalty: 12469.083984 Iteration 6F: 3 clusters Score -5694402 nChanged 1269 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6787 members Mstep: Class 2 contains 19553 members Entering Unmasked Estep Score: -5695299.500000 Penalty: 12469.083984 Iteration 7Q: 3 clusters Score -5695300 nChanged 1024 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5845 members Mstep: Class 2 contains 20495 members Entering Unmasked Estep Score: -5695914.000000 Penalty: 12469.083984 Iteration 8Q: 3 clusters Score -5695914 nChanged 803 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5080 members Mstep: Class 2 contains 21260 members Entering Unmasked Estep Score: -5696482.000000 Penalty: 12469.083984 Iteration 9Q: 3 clusters Score -5696482 nChanged 610 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4504 members Mstep: Class 2 contains 21836 members Entering Unmasked Estep Score: -5696851.500000 Penalty: 12469.083984 Iteration 10Q: 3 clusters Score -5696852 nChanged 467 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4065 members Mstep: Class 2 contains 22275 members Entering Unmasked Estep Score: -5697110.000000 Penalty: 12469.083984 Iteration 11Q: 3 clusters Score -5697110 nChanged 371 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3714 members Mstep: Class 2 contains 22626 members Entering Unmasked Estep Score: -5697332.500000 Penalty: 12469.083984 Iteration 12Q: 3 clusters Score -5697332 nChanged 333 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3397 members Mstep: Class 2 contains 22943 members Entering Unmasked Estep Score: -5697525.000000 Penalty: 12469.083984 Iteration 13Q: 3 clusters Score -5697525 nChanged 289 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3122 members Mstep: Class 2 contains 23218 members Entering Unmasked Estep Score: -5697676.500000 Penalty: 12469.083984 Iteration 14Q: 3 clusters Score -5697676 nChanged 240 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2890 members Mstep: Class 2 contains 23450 members Entering Unmasked Estep Score: -5697774.000000 Penalty: 12469.083984 Iteration 15Q: 3 clusters Score -5697774 nChanged 181 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2721 members Mstep: Class 2 contains 23619 members Entering Unmasked Estep Score: -5697889.000000 Penalty: 12469.083984 Iteration 16Q: 3 clusters Score -5697889 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2579 members Mstep: Class 2 contains 23761 members Entering Unmasked Estep Score: -5697955.000000 Penalty: 12469.083984 Iteration 17Q: 3 clusters Score -5697955 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2454 members Mstep: Class 2 contains 23886 members Entering Unmasked Estep Score: -5698010.500000 Penalty: 12469.083984 Iteration 18Q: 3 clusters Score -5698010 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2354 members Mstep: Class 2 contains 23986 members Entering Unmasked Estep Score: -5698082.000000 Penalty: 12469.083984 Iteration 19Q: 3 clusters Score -5698082 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2265 members Mstep: Class 2 contains 24075 members Entering Unmasked Estep Score: -5698123.500000 Penalty: 12469.083984 Iteration 20F: 3 clusters Score -5698124 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2188 members Mstep: Class 2 contains 24152 members Entering Unmasked Estep Score: -5698165.000000 Penalty: 12469.083984 Iteration 21Q: 3 clusters Score -5698165 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2137 members Mstep: Class 2 contains 24203 members Entering Unmasked Estep Score: -5698202.000000 Penalty: 12469.083984 Iteration 22Q: 3 clusters Score -5698202 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2096 members Mstep: Class 2 contains 24244 members Entering Unmasked Estep Score: -5698214.500000 Penalty: 12469.083984 Iteration 23Q: 3 clusters Score -5698214 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2062 members Mstep: Class 2 contains 24278 members Entering Unmasked Estep Score: -5698218.500000 Penalty: 12469.083984 Iteration 24Q: 3 clusters Score -5698218 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2034 members Mstep: Class 2 contains 24306 members Entering Unmasked Estep Score: -5698245.500000 Penalty: 12469.083984 Iteration 25Q: 3 clusters Score -5698246 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2004 members Mstep: Class 2 contains 24336 members Entering Unmasked Estep Score: -5698248.500000 Penalty: 12469.083984 Iteration 26Q: 3 clusters Score -5698248 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1978 members Mstep: Class 2 contains 24362 members Entering Unmasked Estep Score: -5698261.000000 Penalty: 12469.083984 Iteration 27Q: 3 clusters Score -5698261 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1959 members Mstep: Class 2 contains 24381 members Entering Unmasked Estep Score: -5698278.500000 Penalty: 12469.083984 Iteration 28Q: 3 clusters Score -5698278 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1940 members Mstep: Class 2 contains 24400 members Entering Unmasked Estep Score: -5698290.500000 Penalty: 12469.083984 Iteration 29Q: 3 clusters Score -5698290 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1921 members Mstep: Class 2 contains 24419 members Entering Unmasked Estep Score: -5698298.500000 Penalty: 12469.083984 Iteration 30Q: 3 clusters Score -5698298 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1897 members Mstep: Class 2 contains 24443 members Entering Unmasked Estep Score: -5698308.000000 Penalty: 12469.083984 Iteration 31Q: 3 clusters Score -5698308 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1875 members Mstep: Class 2 contains 24465 members Entering Unmasked Estep Score: -5698315.000000 Penalty: 12469.083984 Iteration 32Q: 3 clusters Score -5698315 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1855 members Mstep: Class 2 contains 24485 members Entering Unmasked Estep Score: -5698321.500000 Penalty: 12469.083984 Iteration 33Q: 3 clusters Score -5698322 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1837 members Mstep: Class 2 contains 24503 members Entering Unmasked Estep Score: -5698333.000000 Penalty: 12469.083984 Iteration 34Q: 3 clusters Score -5698333 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1818 members Mstep: Class 2 contains 24522 members Entering Unmasked Estep Score: -5698350.000000 Penalty: 12469.083984 Iteration 35Q: 3 clusters Score -5698350 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1803 members Mstep: Class 2 contains 24537 members Entering Unmasked Estep Score: -5698354.000000 Penalty: 12469.083984 Iteration 36Q: 3 clusters Score -5698354 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1791 members Mstep: Class 2 contains 24549 members Entering Unmasked Estep Score: -5698358.500000 Penalty: 12469.083984 Iteration 37Q: 3 clusters Score -5698358 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1783 members Mstep: Class 2 contains 24557 members Entering Unmasked Estep Score: -5698355.500000 Penalty: 12469.083984 Iteration 38Q: 3 clusters Score -5698356 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1779 members Mstep: Class 2 contains 24561 members Entering Unmasked Estep Score: -5698355.500000 Penalty: 12469.083984 Iteration 39Q: 3 clusters Score -5698356 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1776 members Mstep: Class 2 contains 24564 members Entering Unmasked Estep Score: -5698361.000000 Penalty: 12469.083984 Iteration 40F: 3 clusters Score -5698361 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1772 members Mstep: Class 2 contains 24568 members Entering Unmasked Estep Score: -5698359.500000 Penalty: 12469.083984 Iteration 41Q: 3 clusters Score -5698360 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1770 members Mstep: Class 2 contains 24570 members Entering Unmasked Estep Score: -5698356.000000 Penalty: 12469.083984 Iteration 42Q: 3 clusters Score -5698356 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1768 members Mstep: Class 2 contains 24572 members Entering Unmasked Estep Score: -5698354.500000 Penalty: 12469.083984 Iteration 43Q: 3 clusters Score -5698354 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1767 members Mstep: Class 2 contains 24573 members Entering Unmasked Estep Score: -5698355.000000 Penalty: 12469.083984 Iteration 44Q: 3 clusters Score -5698355 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1764 members Mstep: Class 2 contains 24576 members Entering Unmasked Estep Score: -5698357.500000 Penalty: 12469.083984 Iteration 45Q: 3 clusters Score -5698358 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1761 members Mstep: Class 2 contains 24579 members Entering Unmasked Estep Score: -5698368.000000 Penalty: 12469.083984 Iteration 46Q: 3 clusters Score -5698368 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1758 members Mstep: Class 2 contains 24582 members Entering Unmasked Estep Score: -5698368.500000 Penalty: 12469.083984 Iteration 47Q: 3 clusters Score -5698368 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1757 members Mstep: Class 2 contains 24583 members Entering Unmasked Estep Score: -5698369.500000 Penalty: 12469.083984 Iteration 48Q: 3 clusters Score -5698370 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1755 members Mstep: Class 2 contains 24585 members Entering Unmasked Estep Score: -5698368.000000 Penalty: 12469.083984 Iteration 49Q: 3 clusters Score -5698368 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1755 members Mstep: Class 2 contains 24585 members Entering Unmasked Estep Score: -5698368.000000 Penalty: 12469.083984 Iteration 50F: 3 clusters Score -5698368 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (21374 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21374 members Entering Unmasked Estep Score: -4691615.000000 Penalty: 6106.582520 Iteration 0F: 2 clusters Score -4691615 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10651 members Mstep: Class 2 contains 10723 members Entering Unmasked Estep Score: -4674226.000000 Penalty: 12213.165039 Iteration 0F: 3 clusters Score -4674226 nChanged 8746 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10275 members Mstep: Class 2 contains 11099 members Entering Unmasked Estep Score: -4679302.000000 Penalty: 12213.165039 Iteration 1F: 3 clusters Score -4679302 nChanged 1581 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9978 members Mstep: Class 2 contains 11396 members Entering Unmasked Estep Score: -4680511.500000 Penalty: 12213.165039 Iteration 2F: 3 clusters Score -4680512 nChanged 1478 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9536 members Mstep: Class 2 contains 11838 members Entering Unmasked Estep Score: -4681789.000000 Penalty: 12213.165039 Iteration 3F: 3 clusters Score -4681789 nChanged 1551 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8935 members Mstep: Class 2 contains 12439 members Entering Unmasked Estep Score: -4683658.500000 Penalty: 12213.165039 Iteration 4F: 3 clusters Score -4683658 nChanged 1849 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8142 members Mstep: Class 2 contains 13232 members Entering Unmasked Estep Score: -4686326.500000 Penalty: 12213.165039 Iteration 5F: 3 clusters Score -4686326 nChanged 1825 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7293 members Mstep: Class 2 contains 14081 members Entering Unmasked Estep Score: -4688782.500000 Penalty: 12213.165039 Iteration 6F: 3 clusters Score -4688782 nChanged 1469 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6442 members Mstep: Class 2 contains 14932 members Entering Unmasked Estep Score: -4690482.000000 Penalty: 12213.165039 Iteration 7F: 3 clusters Score -4690482 nChanged 960 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5846 members Mstep: Class 2 contains 15528 members Entering Unmasked Estep Score: -4691533.500000 Penalty: 12213.165039 Iteration 8Q: 3 clusters Score -4691534 nChanged 632 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5448 members Mstep: Class 2 contains 15926 members Entering Unmasked Estep Score: -4692124.000000 Penalty: 12213.165039 Iteration 9Q: 3 clusters Score -4692124 nChanged 395 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5163 members Mstep: Class 2 contains 16211 members Entering Unmasked Estep Score: -4692473.000000 Penalty: 12213.165039 Iteration 10Q: 3 clusters Score -4692473 nChanged 251 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4954 members Mstep: Class 2 contains 16420 members Entering Unmasked Estep Score: -4692642.500000 Penalty: 12213.165039 Iteration 11Q: 3 clusters Score -4692642 nChanged 168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4808 members Mstep: Class 2 contains 16566 members Entering Unmasked Estep Score: -4692712.000000 Penalty: 12213.165039 Iteration 12Q: 3 clusters Score -4692712 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4708 members Mstep: Class 2 contains 16666 members Entering Unmasked Estep Score: -4692754.000000 Penalty: 12213.165039 Iteration 13Q: 3 clusters Score -4692754 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4653 members Mstep: Class 2 contains 16721 members Entering Unmasked Estep Score: -4692769.500000 Penalty: 12213.165039 Iteration 14Q: 3 clusters Score -4692770 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4624 members Mstep: Class 2 contains 16750 members Entering Unmasked Estep Score: -4692774.000000 Penalty: 12213.165039 Iteration 15Q: 3 clusters Score -4692774 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4602 members Mstep: Class 2 contains 16772 members Entering Unmasked Estep Score: -4692777.000000 Penalty: 12213.165039 Iteration 16Q: 3 clusters Score -4692777 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4582 members Mstep: Class 2 contains 16792 members Entering Unmasked Estep Score: -4692781.000000 Penalty: 12213.165039 Iteration 17Q: 3 clusters Score -4692781 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4566 members Mstep: Class 2 contains 16808 members Entering Unmasked Estep Score: -4692773.500000 Penalty: 12213.165039 Iteration 18Q: 3 clusters Score -4692774 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4551 members Mstep: Class 2 contains 16823 members Entering Unmasked Estep Score: -4692788.500000 Penalty: 12213.165039 Iteration 19Q: 3 clusters Score -4692788 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4542 members Mstep: Class 2 contains 16832 members Entering Unmasked Estep Score: -4692781.000000 Penalty: 12213.165039 Iteration 20F: 3 clusters Score -4692781 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4534 members Mstep: Class 2 contains 16840 members Entering Unmasked Estep Score: -4692791.500000 Penalty: 12213.165039 Iteration 21Q: 3 clusters Score -4692792 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4531 members Mstep: Class 2 contains 16843 members Entering Unmasked Estep Score: -4692795.000000 Penalty: 12213.165039 Iteration 22Q: 3 clusters Score -4692795 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4531 members Mstep: Class 2 contains 16843 members Entering Unmasked Estep Score: -4692800.000000 Penalty: 12213.165039 Iteration 23Q: 3 clusters Score -4692800 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4529 members Mstep: Class 2 contains 16845 members Entering Unmasked Estep Score: -4692806.000000 Penalty: 12213.165039 Iteration 24Q: 3 clusters Score -4692806 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4527 members Mstep: Class 2 contains 16847 members Entering Unmasked Estep Score: -4692809.500000 Penalty: 12213.165039 Iteration 25Q: 3 clusters Score -4692810 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4527 members Mstep: Class 2 contains 16847 members Entering Unmasked Estep Score: -4692809.500000 Penalty: 12213.165039 Iteration 26F: 3 clusters Score -4692810 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 402 members Mstep: Class 2 contains 45996 members Mstep: Class 3 contains 4921 members Mstep: Class 4 contains 598 members Mstep: Class 5 contains 750 members Mstep: Class 6 contains 3114 members Mstep: Class 7 contains 765 members Mstep: Class 8 contains 33352 members Mstep: Class 9 contains 7615 members Mstep: Class 10 contains 1074 members Mstep: Class 11 contains 1002 members Mstep: Class 12 contains 30828 members Mstep: Class 13 contains 142374 members Mstep: Class 14 contains 26340 members Mstep: Class 15 contains 4527 members Mstep: Class 16 contains 157621 members Mstep: Class 17 contains 157658 members Mstep: Class 18 contains 385 members Mstep: Class 19 contains 1593 members Mstep: Class 20 contains 41241 members Mstep: Class 21 contains 16847 members Entering Unmasked Estep Score: -147542576.000000 Penalty: 172723.218750 Splitting cluster 15 changes total score from -147543696.000000 to -147542576.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 16 (157621 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 157621 members Entering Unmasked Estep Score: -34599148.000000 Penalty: 7330.368652 Iteration 0F: 2 clusters Score -3.459915e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 78519 members Mstep: Class 2 contains 79102 members Entering Unmasked Estep Score: -34492700.000000 Penalty: 14660.737305 Iteration 0F: 3 clusters Score -3.44927e+07 nChanged 73465 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 75574 members Mstep: Class 2 contains 82047 members Entering Unmasked Estep Score: -34533420.000000 Penalty: 14660.737305 Iteration 1F: 3 clusters Score -3.453342e+07 nChanged 5762 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73398 members Mstep: Class 2 contains 84223 members Entering Unmasked Estep Score: -34535036.000000 Penalty: 14660.737305 Iteration 2Q: 3 clusters Score -3.453504e+07 nChanged 5781 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70227 members Mstep: Class 2 contains 87394 members Entering Unmasked Estep Score: -34536692.000000 Penalty: 14660.737305 Iteration 3Q: 3 clusters Score -3.453669e+07 nChanged 6286 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65683 members Mstep: Class 2 contains 91938 members Entering Unmasked Estep Score: -34538756.000000 Penalty: 14660.737305 Iteration 4Q: 3 clusters Score -3.453876e+07 nChanged 7719 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59082 members Mstep: Class 2 contains 98539 members Entering Unmasked Estep Score: -34542192.000000 Penalty: 14660.737305 Iteration 5Q: 3 clusters Score -3.454219e+07 nChanged 9829 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49919 members Mstep: Class 2 contains 107702 members Entering Unmasked Estep Score: -34548380.000000 Penalty: 14660.737305 Iteration 6F: 3 clusters Score -3.454838e+07 nChanged 12163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38140 members Mstep: Class 2 contains 119481 members Entering Unmasked Estep Score: -34557920.000000 Penalty: 14660.737305 Iteration 7F: 3 clusters Score -3.455792e+07 nChanged 12997 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25379 members Mstep: Class 2 contains 132242 members Entering Unmasked Estep Score: -34569728.000000 Penalty: 14660.737305 Iteration 8F: 3 clusters Score -3.456973e+07 nChanged 11008 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14475 members Mstep: Class 2 contains 143146 members Entering Unmasked Estep Score: -34580320.000000 Penalty: 14660.737305 Iteration 9F: 3 clusters Score -3.458032e+07 nChanged 7191 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7332 members Mstep: Class 2 contains 150289 members Entering Unmasked Estep Score: -34587132.000000 Penalty: 14660.737305 Iteration 10Q: 3 clusters Score -3.458713e+07 nChanged 3660 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3708 members Mstep: Class 2 contains 153913 members Entering Unmasked Estep Score: -34590288.000000 Penalty: 14660.737305 Iteration 11Q: 3 clusters Score -3.459029e+07 nChanged 1572 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2162 members Mstep: Class 2 contains 155459 members Entering Unmasked Estep Score: -34591580.000000 Penalty: 14660.737305 Iteration 12Q: 3 clusters Score -3.459158e+07 nChanged 651 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1551 members Mstep: Class 2 contains 156070 members Entering Unmasked Estep Score: -34592100.000000 Penalty: 14660.737305 Iteration 13Q: 3 clusters Score -3.45921e+07 nChanged 335 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1264 members Mstep: Class 2 contains 156357 members Entering Unmasked Estep Score: -34592416.000000 Penalty: 14660.737305 Iteration 14Q: 3 clusters Score -3.459242e+07 nChanged 182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1122 members Mstep: Class 2 contains 156499 members Entering Unmasked Estep Score: -34592568.000000 Penalty: 14660.737305 Iteration 15Q: 3 clusters Score -3.459257e+07 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1041 members Mstep: Class 2 contains 156580 members Entering Unmasked Estep Score: -34592628.000000 Penalty: 14660.737305 Iteration 16Q: 3 clusters Score -3.459263e+07 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 981 members Mstep: Class 2 contains 156640 members Entering Unmasked Estep Score: -34592744.000000 Penalty: 14660.737305 Iteration 17Q: 3 clusters Score -3.459274e+07 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 939 members Mstep: Class 2 contains 156682 members Entering Unmasked Estep Score: -34592836.000000 Penalty: 14660.737305 Iteration 18Q: 3 clusters Score -3.459284e+07 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 922 members Mstep: Class 2 contains 156699 members Entering Unmasked Estep Score: -34592856.000000 Penalty: 14660.737305 Iteration 19Q: 3 clusters Score -3.459286e+07 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 899 members Mstep: Class 2 contains 156722 members Entering Unmasked Estep Score: -34592908.000000 Penalty: 14660.737305 Iteration 20F: 3 clusters Score -3.459291e+07 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 882 members Mstep: Class 2 contains 156739 members Entering Unmasked Estep Score: -34592948.000000 Penalty: 14660.737305 Iteration 21Q: 3 clusters Score -3.459295e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 878 members Mstep: Class 2 contains 156743 members Entering Unmasked Estep Score: -34592940.000000 Penalty: 14660.737305 Iteration 22Q: 3 clusters Score -3.459294e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 872 members Mstep: Class 2 contains 156749 members Entering Unmasked Estep Score: -34592964.000000 Penalty: 14660.737305 Iteration 23Q: 3 clusters Score -3.459296e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 871 members Mstep: Class 2 contains 156750 members Entering Unmasked Estep Score: -34592952.000000 Penalty: 14660.737305 Iteration 24Q: 3 clusters Score -3.459295e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 870 members Mstep: Class 2 contains 156751 members Entering Unmasked Estep Score: -34592968.000000 Penalty: 14660.737305 Iteration 25Q: 3 clusters Score -3.459297e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 871 members Mstep: Class 2 contains 156750 members Entering Unmasked Estep Score: -34592976.000000 Penalty: 14660.737305 Iteration 26Q: 3 clusters Score -3.459298e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 871 members Mstep: Class 2 contains 156750 members Entering Unmasked Estep Score: -34592948.000000 Penalty: 14660.737305 Iteration 27Q: 3 clusters Score -3.459295e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 870 members Mstep: Class 2 contains 156751 members Entering Unmasked Estep Score: -34592948.000000 Penalty: 14660.737305 Iteration 28Q: 3 clusters Score -3.459295e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 868 members Mstep: Class 2 contains 156753 members Entering Unmasked Estep Score: -34592968.000000 Penalty: 14660.737305 Iteration 29Q: 3 clusters Score -3.459297e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 867 members Mstep: Class 2 contains 156754 members Entering Unmasked Estep Score: -34592964.000000 Penalty: 14660.737305 Iteration 30Q: 3 clusters Score -3.459296e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 867 members Mstep: Class 2 contains 156754 members Entering Unmasked Estep Score: -34592964.000000 Penalty: 14660.737305 Iteration 31F: 3 clusters Score -3.459296e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (157658 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 157658 members Entering Unmasked Estep Score: -34691924.000000 Penalty: 7330.512207 Iteration 0F: 2 clusters Score -3.469192e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 79056 members Mstep: Class 2 contains 78602 members Entering Unmasked Estep Score: -34590320.000000 Penalty: 14661.024414 Iteration 0F: 3 clusters Score -3.459032e+07 nChanged 73807 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81193 members Mstep: Class 2 contains 76465 members Entering Unmasked Estep Score: -34631144.000000 Penalty: 14661.024414 Iteration 1F: 3 clusters Score -3.463114e+07 nChanged 5215 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 82772 members Mstep: Class 2 contains 74886 members Entering Unmasked Estep Score: -34632460.000000 Penalty: 14661.024414 Iteration 2Q: 3 clusters Score -3.463246e+07 nChanged 5085 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 84977 members Mstep: Class 2 contains 72681 members Entering Unmasked Estep Score: -34633648.000000 Penalty: 14661.024414 Iteration 3Q: 3 clusters Score -3.463365e+07 nChanged 5181 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 88148 members Mstep: Class 2 contains 69510 members Entering Unmasked Estep Score: -34635180.000000 Penalty: 14661.024414 Iteration 4Q: 3 clusters Score -3.463518e+07 nChanged 5918 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 92800 members Mstep: Class 2 contains 64858 members Entering Unmasked Estep Score: -34637176.000000 Penalty: 14661.024414 Iteration 5Q: 3 clusters Score -3.463718e+07 nChanged 7290 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99404 members Mstep: Class 2 contains 58254 members Entering Unmasked Estep Score: -34640576.000000 Penalty: 14661.024414 Iteration 6Q: 3 clusters Score -3.464058e+07 nChanged 9450 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 108506 members Mstep: Class 2 contains 49152 members Entering Unmasked Estep Score: -34646432.000000 Penalty: 14661.024414 Iteration 7F: 3 clusters Score -3.464643e+07 nChanged 11813 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 120143 members Mstep: Class 2 contains 37515 members Entering Unmasked Estep Score: -34655704.000000 Penalty: 14661.024414 Iteration 8F: 3 clusters Score -3.46557e+07 nChanged 13023 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 133032 members Mstep: Class 2 contains 24626 members Entering Unmasked Estep Score: -34666792.000000 Penalty: 14661.024414 Iteration 9F: 3 clusters Score -3.466679e+07 nChanged 11309 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 144263 members Mstep: Class 2 contains 13395 members Entering Unmasked Estep Score: -34676152.000000 Penalty: 14661.024414 Iteration 10F: 3 clusters Score -3.467615e+07 nChanged 7053 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 151258 members Mstep: Class 2 contains 6400 members Entering Unmasked Estep Score: -34681312.000000 Penalty: 14661.024414 Iteration 11Q: 3 clusters Score -3.468131e+07 nChanged 3170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 154384 members Mstep: Class 2 contains 3274 members Entering Unmasked Estep Score: -34683596.000000 Penalty: 14661.024414 Iteration 12Q: 3 clusters Score -3.46836e+07 nChanged 1316 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 155660 members Mstep: Class 2 contains 1998 members Entering Unmasked Estep Score: -34684520.000000 Penalty: 14661.024414 Iteration 13Q: 3 clusters Score -3.468452e+07 nChanged 587 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 156195 members Mstep: Class 2 contains 1463 members Entering Unmasked Estep Score: -34684948.000000 Penalty: 14661.024414 Iteration 14Q: 3 clusters Score -3.468495e+07 nChanged 311 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 156440 members Mstep: Class 2 contains 1218 members Entering Unmasked Estep Score: -34685212.000000 Penalty: 14661.024414 Iteration 15Q: 3 clusters Score -3.468521e+07 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 156572 members Mstep: Class 2 contains 1086 members Entering Unmasked Estep Score: -34685364.000000 Penalty: 14661.024414 Iteration 16Q: 3 clusters Score -3.468536e+07 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 156651 members Mstep: Class 2 contains 1007 members Entering Unmasked Estep Score: -34685504.000000 Penalty: 14661.024414 Iteration 17Q: 3 clusters Score -3.46855e+07 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 156702 members Mstep: Class 2 contains 956 members Entering Unmasked Estep Score: -34685572.000000 Penalty: 14661.024414 Iteration 18Q: 3 clusters Score -3.468557e+07 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 156736 members Mstep: Class 2 contains 922 members Entering Unmasked Estep Score: -34685612.000000 Penalty: 14661.024414 Iteration 19Q: 3 clusters Score -3.468561e+07 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 156765 members Mstep: Class 2 contains 893 members Entering Unmasked Estep Score: -34685628.000000 Penalty: 14661.024414 Iteration 20F: 3 clusters Score -3.468563e+07 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 156775 members Mstep: Class 2 contains 883 members Entering Unmasked Estep Score: -34685676.000000 Penalty: 14661.024414 Iteration 21Q: 3 clusters Score -3.468568e+07 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 156783 members Mstep: Class 2 contains 875 members Entering Unmasked Estep Score: -34685688.000000 Penalty: 14661.024414 Iteration 22Q: 3 clusters Score -3.468569e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 156791 members Mstep: Class 2 contains 867 members Entering Unmasked Estep Score: -34685716.000000 Penalty: 14661.024414 Iteration 23Q: 3 clusters Score -3.468572e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 156796 members Mstep: Class 2 contains 862 members Entering Unmasked Estep Score: -34685720.000000 Penalty: 14661.024414 Iteration 24Q: 3 clusters Score -3.468572e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 156798 members Mstep: Class 2 contains 860 members Entering Unmasked Estep Score: -34685716.000000 Penalty: 14661.024414 Iteration 25Q: 3 clusters Score -3.468572e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 156802 members Mstep: Class 2 contains 856 members Entering Unmasked Estep Score: -34685704.000000 Penalty: 14661.024414 Iteration 26Q: 3 clusters Score -3.46857e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 156802 members Mstep: Class 2 contains 856 members Entering Unmasked Estep Score: -34685704.000000 Penalty: 14661.024414 Iteration 27Q: 3 clusters Score -3.46857e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 156800 members Mstep: Class 2 contains 858 members Entering Unmasked Estep Score: -34685728.000000 Penalty: 14661.024414 Iteration 28Q: 3 clusters Score -3.468573e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 156800 members Mstep: Class 2 contains 858 members Entering Unmasked Estep Score: -34685728.000000 Penalty: 14661.024414 Iteration 29F: 3 clusters Score -3.468573e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (385 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 385 members Entering Unmasked Estep Score: -71068.539062 Penalty: 3646.361572 Iteration 0F: 2 clusters Score -71068.54 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 197 members Mstep: Class 2 contains 188 members Entering Unmasked Estep Score: -68089.992188 Penalty: 7292.723145 Iteration 0F: 3 clusters Score -68089.99 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 202 members Mstep: Class 2 contains 183 members Entering Unmasked Estep Score: -68217.328125 Penalty: 7292.723145 Iteration 1Q: 3 clusters Score -68217.33 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 208 members Mstep: Class 2 contains 177 members Entering Unmasked Estep Score: -68299.414062 Penalty: 7292.723145 Iteration 2Q: 3 clusters Score -68299.41 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 210 members Mstep: Class 2 contains 175 members Entering Unmasked Estep Score: -68308.093750 Penalty: 7292.723145 Iteration 3Q: 3 clusters Score -68308.09 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 209 members Mstep: Class 2 contains 176 members Entering Unmasked Estep Score: -68321.734375 Penalty: 7292.723145 Iteration 4Q: 3 clusters Score -68321.73 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 209 members Mstep: Class 2 contains 176 members Entering Unmasked Estep Score: -68321.734375 Penalty: 7292.723145 Iteration 5F: 3 clusters Score -68321.73 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (1593 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1593 members Entering Unmasked Estep Score: -299233.968750 Penalty: 4516.191895 Iteration 0F: 2 clusters Score -299234 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 753 members Mstep: Class 2 contains 840 members Entering Unmasked Estep Score: -294655.187500 Penalty: 9032.383789 Iteration 0F: 3 clusters Score -294655.2 nChanged 356 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 735 members Mstep: Class 2 contains 858 members Entering Unmasked Estep Score: -295453.093750 Penalty: 9032.383789 Iteration 1F: 3 clusters Score -295453.1 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 705 members Mstep: Class 2 contains 888 members Entering Unmasked Estep Score: -296071.593750 Penalty: 9032.383789 Iteration 2F: 3 clusters Score -296071.6 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 679 members Mstep: Class 2 contains 914 members Entering Unmasked Estep Score: -296905.781250 Penalty: 9032.383789 Iteration 3F: 3 clusters Score -296905.8 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 637 members Mstep: Class 2 contains 956 members Entering Unmasked Estep Score: -298057.937500 Penalty: 9032.383789 Iteration 4F: 3 clusters Score -298057.9 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 596 members Mstep: Class 2 contains 997 members Entering Unmasked Estep Score: -299358.843750 Penalty: 9032.383789 Iteration 5F: 3 clusters Score -299358.8 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 565 members Mstep: Class 2 contains 1028 members Entering Unmasked Estep Score: -300685.343750 Penalty: 9032.383789 Iteration 6F: 3 clusters Score -300685.3 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 547 members Mstep: Class 2 contains 1046 members Entering Unmasked Estep Score: -301455.656250 Penalty: 9032.383789 Iteration 7Q: 3 clusters Score -301455.7 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 569 members Mstep: Class 2 contains 1024 members Entering Unmasked Estep Score: -301949.875000 Penalty: 9032.383789 Iteration 8Q: 3 clusters Score -301949.9 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 567 members Mstep: Class 2 contains 1026 members Entering Unmasked Estep Score: -302107.312500 Penalty: 9032.383789 Iteration 9Q: 3 clusters Score -302107.3 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 560 members Mstep: Class 2 contains 1033 members Entering Unmasked Estep Score: -302159.281250 Penalty: 9032.383789 Iteration 10Q: 3 clusters Score -302159.3 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 557 members Mstep: Class 2 contains 1036 members Entering Unmasked Estep Score: -302206.343750 Penalty: 9032.383789 Iteration 11Q: 3 clusters Score -302206.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 554 members Mstep: Class 2 contains 1039 members Entering Unmasked Estep Score: -302222.375000 Penalty: 9032.383789 Iteration 12Q: 3 clusters Score -302222.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 550 members Mstep: Class 2 contains 1043 members Entering Unmasked Estep Score: -302237.843750 Penalty: 9032.383789 Iteration 13Q: 3 clusters Score -302237.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 547 members Mstep: Class 2 contains 1046 members Entering Unmasked Estep Score: -302247.125000 Penalty: 9032.383789 Iteration 14Q: 3 clusters Score -302247.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 547 members Mstep: Class 2 contains 1046 members Entering Unmasked Estep Score: -302247.125000 Penalty: 9032.383789 Iteration 15F: 3 clusters Score -302247.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 402 members Mstep: Class 2 contains 45996 members Mstep: Class 3 contains 4921 members Mstep: Class 4 contains 598 members Mstep: Class 5 contains 750 members Mstep: Class 6 contains 3114 members Mstep: Class 7 contains 765 members Mstep: Class 8 contains 33352 members Mstep: Class 9 contains 7615 members Mstep: Class 10 contains 1074 members Mstep: Class 11 contains 1002 members Mstep: Class 12 contains 30828 members Mstep: Class 13 contains 142374 members Mstep: Class 14 contains 26340 members Mstep: Class 15 contains 21374 members Mstep: Class 16 contains 157621 members Mstep: Class 17 contains 157658 members Mstep: Class 18 contains 385 members Mstep: Class 19 contains 547 members Mstep: Class 20 contains 41241 members Mstep: Class 21 contains 1046 members Entering Unmasked Estep Score: -147543024.000000 Penalty: 172723.218750 Splitting cluster 19 changes total score from -147543696.000000 to -147543024.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 20 (41241 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41241 members Entering Unmasked Estep Score: -9031959.000000 Penalty: 6509.152344 Iteration 0F: 2 clusters Score -9031959 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20688 members Mstep: Class 2 contains 20553 members Entering Unmasked Estep Score: -9001736.000000 Penalty: 13018.304688 Iteration 0F: 3 clusters Score -9001736 nChanged 17943 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20695 members Mstep: Class 2 contains 20546 members Entering Unmasked Estep Score: -9011159.000000 Penalty: 13018.304688 Iteration 1F: 3 clusters Score -9011159 nChanged 2191 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20734 members Mstep: Class 2 contains 20507 members Entering Unmasked Estep Score: -9011925.000000 Penalty: 13018.304688 Iteration 2F: 3 clusters Score -9011925 nChanged 1781 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20801 members Mstep: Class 2 contains 20440 members Entering Unmasked Estep Score: -9012536.000000 Penalty: 13018.304688 Iteration 3Q: 3 clusters Score -9012536 nChanged 1489 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20878 members Mstep: Class 2 contains 20363 members Entering Unmasked Estep Score: -9012983.000000 Penalty: 13018.304688 Iteration 4Q: 3 clusters Score -9012983 nChanged 1237 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20981 members Mstep: Class 2 contains 20260 members Entering Unmasked Estep Score: -9013318.000000 Penalty: 13018.304688 Iteration 5Q: 3 clusters Score -9013318 nChanged 1190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21155 members Mstep: Class 2 contains 20086 members Entering Unmasked Estep Score: -9013669.000000 Penalty: 13018.304688 Iteration 6Q: 3 clusters Score -9013669 nChanged 1118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21335 members Mstep: Class 2 contains 19906 members Entering Unmasked Estep Score: -9014019.000000 Penalty: 13018.304688 Iteration 7Q: 3 clusters Score -9014019 nChanged 1065 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21506 members Mstep: Class 2 contains 19735 members Entering Unmasked Estep Score: -9014321.000000 Penalty: 13018.304688 Iteration 8Q: 3 clusters Score -9014321 nChanged 1086 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21762 members Mstep: Class 2 contains 19479 members Entering Unmasked Estep Score: -9014787.000000 Penalty: 13018.304688 Iteration 9Q: 3 clusters Score -9014787 nChanged 1191 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22083 members Mstep: Class 2 contains 19158 members Entering Unmasked Estep Score: -9015317.000000 Penalty: 13018.304688 Iteration 10Q: 3 clusters Score -9015317 nChanged 1262 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22517 members Mstep: Class 2 contains 18724 members Entering Unmasked Estep Score: -9015921.000000 Penalty: 13018.304688 Iteration 11Q: 3 clusters Score -9015921 nChanged 1497 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23030 members Mstep: Class 2 contains 18211 members Entering Unmasked Estep Score: -9016774.000000 Penalty: 13018.304688 Iteration 12Q: 3 clusters Score -9016774 nChanged 1550 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23546 members Mstep: Class 2 contains 17695 members Entering Unmasked Estep Score: -9017734.000000 Penalty: 13018.304688 Iteration 13Q: 3 clusters Score -9017734 nChanged 1656 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24146 members Mstep: Class 2 contains 17095 members Entering Unmasked Estep Score: -9018726.000000 Penalty: 13018.304688 Iteration 14Q: 3 clusters Score -9018726 nChanged 1621 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24781 members Mstep: Class 2 contains 16460 members Entering Unmasked Estep Score: -9019707.000000 Penalty: 13018.304688 Iteration 15Q: 3 clusters Score -9019707 nChanged 1498 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25339 members Mstep: Class 2 contains 15902 members Entering Unmasked Estep Score: -9020463.000000 Penalty: 13018.304688 Iteration 16Q: 3 clusters Score -9020463 nChanged 1300 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25835 members Mstep: Class 2 contains 15406 members Entering Unmasked Estep Score: -9020994.000000 Penalty: 13018.304688 Iteration 17Q: 3 clusters Score -9020994 nChanged 1114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26319 members Mstep: Class 2 contains 14922 members Entering Unmasked Estep Score: -9021382.000000 Penalty: 13018.304688 Iteration 18Q: 3 clusters Score -9021382 nChanged 941 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26848 members Mstep: Class 2 contains 14393 members Entering Unmasked Estep Score: -9021730.000000 Penalty: 13018.304688 Iteration 19Q: 3 clusters Score -9021730 nChanged 808 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27376 members Mstep: Class 2 contains 13865 members Entering Unmasked Estep Score: -9021990.000000 Penalty: 13018.304688 Iteration 20F: 3 clusters Score -9021990 nChanged 684 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27882 members Mstep: Class 2 contains 13359 members Entering Unmasked Estep Score: -9022221.000000 Penalty: 13018.304688 Iteration 21Q: 3 clusters Score -9022221 nChanged 634 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28428 members Mstep: Class 2 contains 12813 members Entering Unmasked Estep Score: -9022416.000000 Penalty: 13018.304688 Iteration 22Q: 3 clusters Score -9022416 nChanged 619 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28973 members Mstep: Class 2 contains 12268 members Entering Unmasked Estep Score: -9022614.000000 Penalty: 13018.304688 Iteration 23Q: 3 clusters Score -9022614 nChanged 641 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29558 members Mstep: Class 2 contains 11683 members Entering Unmasked Estep Score: -9022840.000000 Penalty: 13018.304688 Iteration 24Q: 3 clusters Score -9022840 nChanged 613 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30125 members Mstep: Class 2 contains 11116 members Entering Unmasked Estep Score: -9023022.000000 Penalty: 13018.304688 Iteration 25Q: 3 clusters Score -9023022 nChanged 609 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30694 members Mstep: Class 2 contains 10547 members Entering Unmasked Estep Score: -9023300.000000 Penalty: 13018.304688 Iteration 26Q: 3 clusters Score -9023300 nChanged 539 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31207 members Mstep: Class 2 contains 10034 members Entering Unmasked Estep Score: -9023445.000000 Penalty: 13018.304688 Iteration 27Q: 3 clusters Score -9023445 nChanged 529 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31718 members Mstep: Class 2 contains 9523 members Entering Unmasked Estep Score: -9023577.000000 Penalty: 13018.304688 Iteration 28Q: 3 clusters Score -9023577 nChanged 547 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32253 members Mstep: Class 2 contains 8988 members Entering Unmasked Estep Score: -9023788.000000 Penalty: 13018.304688 Iteration 29Q: 3 clusters Score -9023788 nChanged 565 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32802 members Mstep: Class 2 contains 8439 members Entering Unmasked Estep Score: -9024023.000000 Penalty: 13018.304688 Iteration 30Q: 3 clusters Score -9024023 nChanged 552 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33342 members Mstep: Class 2 contains 7899 members Entering Unmasked Estep Score: -9024263.000000 Penalty: 13018.304688 Iteration 31Q: 3 clusters Score -9024263 nChanged 572 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33882 members Mstep: Class 2 contains 7359 members Entering Unmasked Estep Score: -9024484.000000 Penalty: 13018.304688 Iteration 32Q: 3 clusters Score -9024484 nChanged 513 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34369 members Mstep: Class 2 contains 6872 members Entering Unmasked Estep Score: -9024675.000000 Penalty: 13018.304688 Iteration 33Q: 3 clusters Score -9024675 nChanged 507 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34856 members Mstep: Class 2 contains 6385 members Entering Unmasked Estep Score: -9024871.000000 Penalty: 13018.304688 Iteration 34Q: 3 clusters Score -9024871 nChanged 468 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35308 members Mstep: Class 2 contains 5933 members Entering Unmasked Estep Score: -9025070.000000 Penalty: 13018.304688 Iteration 35Q: 3 clusters Score -9025070 nChanged 383 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35677 members Mstep: Class 2 contains 5564 members Entering Unmasked Estep Score: -9025234.000000 Penalty: 13018.304688 Iteration 36Q: 3 clusters Score -9025234 nChanged 356 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36019 members Mstep: Class 2 contains 5222 members Entering Unmasked Estep Score: -9025309.000000 Penalty: 13018.304688 Iteration 37Q: 3 clusters Score -9025309 nChanged 283 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36288 members Mstep: Class 2 contains 4953 members Entering Unmasked Estep Score: -9025427.000000 Penalty: 13018.304688 Iteration 38Q: 3 clusters Score -9025427 nChanged 272 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36540 members Mstep: Class 2 contains 4701 members Entering Unmasked Estep Score: -9025552.000000 Penalty: 13018.304688 Iteration 39Q: 3 clusters Score -9025552 nChanged 249 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36781 members Mstep: Class 2 contains 4460 members Entering Unmasked Estep Score: -9025691.000000 Penalty: 13018.304688 Iteration 40F: 3 clusters Score -9025691 nChanged 247 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37014 members Mstep: Class 2 contains 4227 members Entering Unmasked Estep Score: -9025777.000000 Penalty: 13018.304688 Iteration 41Q: 3 clusters Score -9025777 nChanged 230 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37236 members Mstep: Class 2 contains 4005 members Entering Unmasked Estep Score: -9025892.000000 Penalty: 13018.304688 Iteration 42Q: 3 clusters Score -9025892 nChanged 193 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37415 members Mstep: Class 2 contains 3826 members Entering Unmasked Estep Score: -9025972.000000 Penalty: 13018.304688 Iteration 43Q: 3 clusters Score -9025972 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37560 members Mstep: Class 2 contains 3681 members Entering Unmasked Estep Score: -9026023.000000 Penalty: 13018.304688 Iteration 44Q: 3 clusters Score -9026023 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37674 members Mstep: Class 2 contains 3567 members Entering Unmasked Estep Score: -9026065.000000 Penalty: 13018.304688 Iteration 45Q: 3 clusters Score -9026065 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37787 members Mstep: Class 2 contains 3454 members Entering Unmasked Estep Score: -9026106.000000 Penalty: 13018.304688 Iteration 46Q: 3 clusters Score -9026106 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37899 members Mstep: Class 2 contains 3342 members Entering Unmasked Estep Score: -9026173.000000 Penalty: 13018.304688 Iteration 47Q: 3 clusters Score -9026173 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37995 members Mstep: Class 2 contains 3246 members Entering Unmasked Estep Score: -9026203.000000 Penalty: 13018.304688 Iteration 48Q: 3 clusters Score -9026203 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38075 members Mstep: Class 2 contains 3166 members Entering Unmasked Estep Score: -9026222.000000 Penalty: 13018.304688 Iteration 49Q: 3 clusters Score -9026222 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38142 members Mstep: Class 2 contains 3099 members Entering Unmasked Estep Score: -9026265.000000 Penalty: 13018.304688 Iteration 50Q: 3 clusters Score -9026265 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38216 members Mstep: Class 2 contains 3025 members Entering Unmasked Estep Score: -9026287.000000 Penalty: 13018.304688 Iteration 51Q: 3 clusters Score -9026287 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38287 members Mstep: Class 2 contains 2954 members Entering Unmasked Estep Score: -9026314.000000 Penalty: 13018.304688 Iteration 52Q: 3 clusters Score -9026314 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38343 members Mstep: Class 2 contains 2898 members Entering Unmasked Estep Score: -9026342.000000 Penalty: 13018.304688 Iteration 53Q: 3 clusters Score -9026342 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38399 members Mstep: Class 2 contains 2842 members Entering Unmasked Estep Score: -9026378.000000 Penalty: 13018.304688 Iteration 54Q: 3 clusters Score -9026378 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38457 members Mstep: Class 2 contains 2784 members Entering Unmasked Estep Score: -9026401.000000 Penalty: 13018.304688 Iteration 55Q: 3 clusters Score -9026401 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38515 members Mstep: Class 2 contains 2726 members Entering Unmasked Estep Score: -9026418.000000 Penalty: 13018.304688 Iteration 56Q: 3 clusters Score -9026418 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38561 members Mstep: Class 2 contains 2680 members Entering Unmasked Estep Score: -9026426.000000 Penalty: 13018.304688 Iteration 57Q: 3 clusters Score -9026426 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38597 members Mstep: Class 2 contains 2644 members Entering Unmasked Estep Score: -9026444.000000 Penalty: 13018.304688 Iteration 58Q: 3 clusters Score -9026444 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38624 members Mstep: Class 2 contains 2617 members Entering Unmasked Estep Score: -9026454.000000 Penalty: 13018.304688 Iteration 59Q: 3 clusters Score -9026454 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38646 members Mstep: Class 2 contains 2595 members Entering Unmasked Estep Score: -9026470.000000 Penalty: 13018.304688 Iteration 60F: 3 clusters Score -9026470 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38671 members Mstep: Class 2 contains 2570 members Entering Unmasked Estep Score: -9026484.000000 Penalty: 13018.304688 Iteration 61Q: 3 clusters Score -9026484 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38685 members Mstep: Class 2 contains 2556 members Entering Unmasked Estep Score: -9026486.000000 Penalty: 13018.304688 Iteration 62Q: 3 clusters Score -9026486 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38694 members Mstep: Class 2 contains 2547 members Entering Unmasked Estep Score: -9026492.000000 Penalty: 13018.304688 Iteration 63Q: 3 clusters Score -9026492 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38696 members Mstep: Class 2 contains 2545 members Entering Unmasked Estep Score: -9026502.000000 Penalty: 13018.304688 Iteration 64Q: 3 clusters Score -9026502 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38701 members Mstep: Class 2 contains 2540 members Entering Unmasked Estep Score: -9026507.000000 Penalty: 13018.304688 Iteration 65Q: 3 clusters Score -9026507 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38706 members Mstep: Class 2 contains 2535 members Entering Unmasked Estep Score: -9026506.000000 Penalty: 13018.304688 Iteration 66Q: 3 clusters Score -9026506 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38715 members Mstep: Class 2 contains 2526 members Entering Unmasked Estep Score: -9026506.000000 Penalty: 13018.304688 Iteration 67Q: 3 clusters Score -9026506 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38720 members Mstep: Class 2 contains 2521 members Entering Unmasked Estep Score: -9026509.000000 Penalty: 13018.304688 Iteration 68Q: 3 clusters Score -9026509 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38726 members Mstep: Class 2 contains 2515 members Entering Unmasked Estep Score: -9026513.000000 Penalty: 13018.304688 Iteration 69Q: 3 clusters Score -9026513 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38730 members Mstep: Class 2 contains 2511 members Entering Unmasked Estep Score: -9026513.000000 Penalty: 13018.304688 Iteration 70Q: 3 clusters Score -9026513 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38733 members Mstep: Class 2 contains 2508 members Entering Unmasked Estep Score: -9026520.000000 Penalty: 13018.304688 Iteration 71Q: 3 clusters Score -9026520 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38735 members Mstep: Class 2 contains 2506 members Entering Unmasked Estep Score: -9026514.000000 Penalty: 13018.304688 Iteration 72Q: 3 clusters Score -9026514 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38736 members Mstep: Class 2 contains 2505 members Entering Unmasked Estep Score: -9026508.000000 Penalty: 13018.304688 Iteration 73Q: 3 clusters Score -9026508 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38738 members Mstep: Class 2 contains 2503 members Entering Unmasked Estep Score: -9026509.000000 Penalty: 13018.304688 Iteration 74Q: 3 clusters Score -9026509 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38742 members Mstep: Class 2 contains 2499 members Entering Unmasked Estep Score: -9026504.000000 Penalty: 13018.304688 Iteration 75Q: 3 clusters Score -9026504 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38745 members Mstep: Class 2 contains 2496 members Entering Unmasked Estep Score: -9026514.000000 Penalty: 13018.304688 Iteration 76Q: 3 clusters Score -9026514 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38747 members Mstep: Class 2 contains 2494 members Entering Unmasked Estep Score: -9026517.000000 Penalty: 13018.304688 Iteration 77Q: 3 clusters Score -9026517 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38747 members Mstep: Class 2 contains 2494 members Entering Unmasked Estep Score: -9026517.000000 Penalty: 13018.304688 Iteration 78F: 3 clusters Score -9026517 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 402 members Mstep: Class 2 contains 45996 members Mstep: Class 3 contains 4921 members Mstep: Class 4 contains 598 members Mstep: Class 5 contains 750 members Mstep: Class 6 contains 3114 members Mstep: Class 7 contains 765 members Mstep: Class 8 contains 33352 members Mstep: Class 9 contains 7615 members Mstep: Class 10 contains 1074 members Mstep: Class 11 contains 1002 members Mstep: Class 12 contains 30828 members Mstep: Class 13 contains 142374 members Mstep: Class 14 contains 26340 members Mstep: Class 15 contains 21374 members Mstep: Class 16 contains 157621 members Mstep: Class 17 contains 157658 members Mstep: Class 18 contains 385 members Mstep: Class 19 contains 1593 members Mstep: Class 20 contains 41241 members Entering Unmasked Estep ConsiderDeletion Score: -147543664.000000 Penalty: 164498.296875 Iteration 79Q: 21 clusters Score -1.475437e+08 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 402 members Mstep: Class 2 contains 45998 members Mstep: Class 3 contains 4920 members Mstep: Class 4 contains 598 members Mstep: Class 5 contains 750 members Mstep: Class 6 contains 3114 members Mstep: Class 7 contains 765 members Mstep: Class 8 contains 33358 members Mstep: Class 9 contains 7613 members Mstep: Class 10 contains 1074 members Mstep: Class 11 contains 1002 members Mstep: Class 12 contains 30808 members Mstep: Class 13 contains 142376 members Mstep: Class 14 contains 26330 members Mstep: Class 15 contains 21375 members Mstep: Class 16 contains 157630 members Mstep: Class 17 contains 157663 members Mstep: Class 18 contains 385 members Mstep: Class 19 contains 1593 members Mstep: Class 20 contains 41249 members Entering Unmasked Estep ConsiderDeletion Score: -147543696.000000 Penalty: 164498.296875 Iteration 80F: 21 clusters Score -1.475437e+08 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 34 members Mstep: Class 1 contains 402 members Mstep: Class 2 contains 45996 members Mstep: Class 3 contains 4921 members Mstep: Class 4 contains 598 members Mstep: Class 5 contains 749 members Mstep: Class 6 contains 3114 members Mstep: Class 7 contains 765 members Mstep: Class 8 contains 33361 members Mstep: Class 9 contains 7613 members Mstep: Class 10 contains 1074 members Mstep: Class 11 contains 1004 members Mstep: Class 12 contains 30801 members Mstep: Class 13 contains 142373 members Mstep: Class 14 contains 26324 members Mstep: Class 15 contains 21378 members Mstep: Class 16 contains 157635 members Mstep: Class 17 contains 157664 members Mstep: Class 18 contains 385 members Mstep: Class 19 contains 1593 members Mstep: Class 20 contains 41254 members Entering Unmasked Estep ConsiderDeletion Score: -147543744.000000 Penalty: 164498.296875 Iteration 81Q: 21 clusters Score -1.475437e+08 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 33 members Mstep: Class 1 contains 402 members Mstep: Class 2 contains 45994 members Mstep: Class 3 contains 4922 members Mstep: Class 4 contains 598 members Mstep: Class 5 contains 749 members Mstep: Class 6 contains 3114 members Mstep: Class 7 contains 765 members Mstep: Class 8 contains 33365 members Mstep: Class 9 contains 7613 members Mstep: Class 10 contains 1074 members Mstep: Class 11 contains 1006 members Mstep: Class 12 contains 30792 members Mstep: Class 13 contains 142369 members Mstep: Class 14 contains 26319 members Mstep: Class 15 contains 21384 members Mstep: Class 16 contains 157640 members Mstep: Class 17 contains 157666 members Mstep: Class 18 contains 385 members Mstep: Class 19 contains 1592 members Mstep: Class 20 contains 41256 members Entering Unmasked Estep ConsiderDeletion Score: -147543696.000000 Penalty: 164498.296875 Iteration 82Q: 21 clusters Score -1.475437e+08 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 33 members Mstep: Class 1 contains 402 members Mstep: Class 2 contains 45994 members Mstep: Class 3 contains 4921 members Mstep: Class 4 contains 598 members Mstep: Class 5 contains 749 members Mstep: Class 6 contains 3114 members Mstep: Class 7 contains 765 members Mstep: Class 8 contains 33367 members Mstep: Class 9 contains 7613 members Mstep: Class 10 contains 1074 members Mstep: Class 11 contains 1007 members Mstep: Class 12 contains 30786 members Mstep: Class 13 contains 142369 members Mstep: Class 14 contains 26313 members Mstep: Class 15 contains 21387 members Mstep: Class 16 contains 157645 members Mstep: Class 17 contains 157667 members Mstep: Class 18 contains 385 members Mstep: Class 19 contains 1592 members Mstep: Class 20 contains 41257 members Entering Unmasked Estep ConsiderDeletion Score: -147543616.000000 Penalty: 164498.296875 Iteration 83Q: 21 clusters Score -1.475436e+08 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 33 members Mstep: Class 1 contains 402 members Mstep: Class 2 contains 45994 members Mstep: Class 3 contains 4919 members Mstep: Class 4 contains 598 members Mstep: Class 5 contains 749 members Mstep: Class 6 contains 3114 members Mstep: Class 7 contains 765 members Mstep: Class 8 contains 33371 members Mstep: Class 9 contains 7614 members Mstep: Class 10 contains 1074 members Mstep: Class 11 contains 1007 members Mstep: Class 12 contains 30777 members Mstep: Class 13 contains 142369 members Mstep: Class 14 contains 26312 members Mstep: Class 15 contains 21394 members Mstep: Class 16 contains 157644 members Mstep: Class 17 contains 157668 members Mstep: Class 18 contains 385 members Mstep: Class 19 contains 1592 members Mstep: Class 20 contains 41257 members Entering Unmasked Estep ConsiderDeletion Score: -147543712.000000 Penalty: 164498.296875 Iteration 84Q: 21 clusters Score -1.475437e+08 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 33 members Mstep: Class 1 contains 402 members Mstep: Class 2 contains 45995 members Mstep: Class 3 contains 4918 members Mstep: Class 4 contains 598 members Mstep: Class 5 contains 749 members Mstep: Class 6 contains 3114 members Mstep: Class 7 contains 765 members Mstep: Class 8 contains 33376 members Mstep: Class 9 contains 7614 members Mstep: Class 10 contains 1074 members Mstep: Class 11 contains 1007 members Mstep: Class 12 contains 30768 members Mstep: Class 13 contains 142370 members Mstep: Class 14 contains 26310 members Mstep: Class 15 contains 21396 members Mstep: Class 16 contains 157645 members Mstep: Class 17 contains 157669 members Mstep: Class 18 contains 385 members Mstep: Class 19 contains 1592 members Mstep: Class 20 contains 41258 members Entering Unmasked Estep ConsiderDeletion Score: -147543680.000000 Penalty: 164498.296875 Iteration 85Q: 21 clusters Score -1.475437e+08 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 33 members Mstep: Class 1 contains 402 members Mstep: Class 2 contains 45996 members Mstep: Class 3 contains 4917 members Mstep: Class 4 contains 598 members Mstep: Class 5 contains 749 members Mstep: Class 6 contains 3114 members Mstep: Class 7 contains 765 members Mstep: Class 8 contains 33380 members Mstep: Class 9 contains 7614 members Mstep: Class 10 contains 1074 members Mstep: Class 11 contains 1007 members Mstep: Class 12 contains 30760 members Mstep: Class 13 contains 142372 members Mstep: Class 14 contains 26310 members Mstep: Class 15 contains 21398 members Mstep: Class 16 contains 157643 members Mstep: Class 17 contains 157671 members Mstep: Class 18 contains 385 members Mstep: Class 19 contains 1592 members Mstep: Class 20 contains 41258 members Entering Unmasked Estep ConsiderDeletion Score: -147543648.000000 Penalty: 164498.296875 Iteration 86Q: 21 clusters Score -1.475436e+08 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 33 members Mstep: Class 1 contains 402 members Mstep: Class 2 contains 45997 members Mstep: Class 3 contains 4916 members Mstep: Class 4 contains 598 members Mstep: Class 5 contains 749 members Mstep: Class 6 contains 3114 members Mstep: Class 7 contains 765 members Mstep: Class 8 contains 33381 members Mstep: Class 9 contains 7614 members Mstep: Class 10 contains 1074 members Mstep: Class 11 contains 1007 members Mstep: Class 12 contains 30754 members Mstep: Class 13 contains 142372 members Mstep: Class 14 contains 26310 members Mstep: Class 15 contains 21398 members Mstep: Class 16 contains 157642 members Mstep: Class 17 contains 157673 members Mstep: Class 18 contains 385 members Mstep: Class 19 contains 1592 members Mstep: Class 20 contains 41262 members Entering Unmasked Estep ConsiderDeletion Score: -147543632.000000 Penalty: 164498.296875 Iteration 87Q: 21 clusters Score -1.475436e+08 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 33 members Mstep: Class 1 contains 402 members Mstep: Class 2 contains 45998 members Mstep: Class 3 contains 4914 members Mstep: Class 4 contains 598 members Mstep: Class 5 contains 749 members Mstep: Class 6 contains 3114 members Mstep: Class 7 contains 765 members Mstep: Class 8 contains 33383 members Mstep: Class 9 contains 7614 members Mstep: Class 10 contains 1074 members Mstep: Class 11 contains 1007 members Mstep: Class 12 contains 30752 members Mstep: Class 13 contains 142370 members Mstep: Class 14 contains 26310 members Mstep: Class 15 contains 21399 members Mstep: Class 16 contains 157643 members Mstep: Class 17 contains 157673 members Mstep: Class 18 contains 385 members Mstep: Class 19 contains 1592 members Mstep: Class 20 contains 41263 members Entering Unmasked Estep ConsiderDeletion Score: -147543648.000000 Penalty: 164498.296875 Iteration 88Q: 21 clusters Score -1.475436e+08 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 33 members Mstep: Class 1 contains 402 members Mstep: Class 2 contains 46001 members Mstep: Class 3 contains 4912 members Mstep: Class 4 contains 598 members Mstep: Class 5 contains 749 members Mstep: Class 6 contains 3114 members Mstep: Class 7 contains 765 members Mstep: Class 8 contains 33386 members Mstep: Class 9 contains 7614 members Mstep: Class 10 contains 1074 members Mstep: Class 11 contains 1007 members Mstep: Class 12 contains 30747 members Mstep: Class 13 contains 142369 members Mstep: Class 14 contains 26310 members Mstep: Class 15 contains 21401 members Mstep: Class 16 contains 157643 members Mstep: Class 17 contains 157675 members Mstep: Class 18 contains 385 members Mstep: Class 19 contains 1592 members Mstep: Class 20 contains 41261 members Entering Unmasked Estep ConsiderDeletion Score: -147543664.000000 Penalty: 164498.296875 Iteration 89Q: 21 clusters Score -1.475437e+08 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 33 members Mstep: Class 1 contains 402 members Mstep: Class 2 contains 46001 members Mstep: Class 3 contains 4913 members Mstep: Class 4 contains 598 members Mstep: Class 5 contains 749 members Mstep: Class 6 contains 3114 members Mstep: Class 7 contains 765 members Mstep: Class 8 contains 33387 members Mstep: Class 9 contains 7614 members Mstep: Class 10 contains 1074 members Mstep: Class 11 contains 1007 members Mstep: Class 12 contains 30747 members Mstep: Class 13 contains 142369 members Mstep: Class 14 contains 26310 members Mstep: Class 15 contains 21402 members Mstep: Class 16 contains 157642 members Mstep: Class 17 contains 157673 members Mstep: Class 18 contains 385 members Mstep: Class 19 contains 1592 members Mstep: Class 20 contains 41261 members Entering Unmasked Estep ConsiderDeletion Score: -147543632.000000 Penalty: 164498.296875 Iteration 90Q: 21 clusters Score -1.475436e+08 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 33 members Mstep: Class 1 contains 402 members Mstep: Class 2 contains 46001 members Mstep: Class 3 contains 4913 members Mstep: Class 4 contains 598 members Mstep: Class 5 contains 749 members Mstep: Class 6 contains 3114 members Mstep: Class 7 contains 765 members Mstep: Class 8 contains 33387 members Mstep: Class 9 contains 7614 members Mstep: Class 10 contains 1074 members Mstep: Class 11 contains 1007 members Mstep: Class 12 contains 30747 members Mstep: Class 13 contains 142369 members Mstep: Class 14 contains 26310 members Mstep: Class 15 contains 21402 members Mstep: Class 16 contains 157643 members Mstep: Class 17 contains 157673 members Mstep: Class 18 contains 385 members Mstep: Class 19 contains 1592 members Mstep: Class 20 contains 41260 members Entering Unmasked Estep ConsiderDeletion Score: -147543600.000000 Penalty: 164498.296875 Iteration 91Q: 21 clusters Score -1.475436e+08 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 33 members Mstep: Class 1 contains 402 members Mstep: Class 2 contains 46001 members Mstep: Class 3 contains 4913 members Mstep: Class 4 contains 598 members Mstep: Class 5 contains 749 members Mstep: Class 6 contains 3114 members Mstep: Class 7 contains 765 members Mstep: Class 8 contains 33387 members Mstep: Class 9 contains 7614 members Mstep: Class 10 contains 1074 members Mstep: Class 11 contains 1007 members Mstep: Class 12 contains 30747 members Mstep: Class 13 contains 142369 members Mstep: Class 14 contains 26310 members Mstep: Class 15 contains 21402 members Mstep: Class 16 contains 157643 members Mstep: Class 17 contains 157673 members Mstep: Class 18 contains 385 members Mstep: Class 19 contains 1592 members Mstep: Class 20 contains 41260 members Entering Unmasked Estep ConsiderDeletion Score: -147543648.000000 Penalty: 164498.296875 Iteration 92F: 21 clusters Score -1.475436e+08 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 32 members Mstep: Class 1 contains 402 members Mstep: Class 2 contains 46001 members Mstep: Class 3 contains 4913 members Mstep: Class 4 contains 598 members Mstep: Class 5 contains 749 members Mstep: Class 6 contains 3114 members Mstep: Class 7 contains 765 members Mstep: Class 8 contains 33387 members Mstep: Class 9 contains 7614 members Mstep: Class 10 contains 1074 members Mstep: Class 11 contains 1008 members Mstep: Class 12 contains 30747 members Mstep: Class 13 contains 142369 members Mstep: Class 14 contains 26310 members Mstep: Class 15 contains 21402 members Mstep: Class 16 contains 157643 members Mstep: Class 17 contains 157673 members Mstep: Class 18 contains 385 members Mstep: Class 19 contains 1592 members Mstep: Class 20 contains 41260 members Entering Unmasked Estep ConsiderDeletion Score: -147543680.000000 Penalty: 164498.296875 Iteration 93Q: 21 clusters Score -1.475437e+08 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 32 members Mstep: Class 1 contains 402 members Mstep: Class 2 contains 46001 members Mstep: Class 3 contains 4913 members Mstep: Class 4 contains 598 members Mstep: Class 5 contains 749 members Mstep: Class 6 contains 3114 members Mstep: Class 7 contains 765 members Mstep: Class 8 contains 33387 members Mstep: Class 9 contains 7614 members Mstep: Class 10 contains 1074 members Mstep: Class 11 contains 1009 members Mstep: Class 12 contains 30747 members Mstep: Class 13 contains 142369 members Mstep: Class 14 contains 26309 members Mstep: Class 15 contains 21402 members Mstep: Class 16 contains 157643 members Mstep: Class 17 contains 157673 members Mstep: Class 18 contains 385 members Mstep: Class 19 contains 1592 members Mstep: Class 20 contains 41260 members Entering Unmasked Estep ConsiderDeletion Score: -147543680.000000 Penalty: 164498.296875 Iteration 94Q: 21 clusters Score -1.475437e+08 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 32 members Mstep: Class 1 contains 402 members Mstep: Class 2 contains 46001 members Mstep: Class 3 contains 4913 members Mstep: Class 4 contains 598 members Mstep: Class 5 contains 749 members Mstep: Class 6 contains 3114 members Mstep: Class 7 contains 765 members Mstep: Class 8 contains 33387 members Mstep: Class 9 contains 7614 members Mstep: Class 10 contains 1074 members Mstep: Class 11 contains 1010 members Mstep: Class 12 contains 30747 members Mstep: Class 13 contains 142369 members Mstep: Class 14 contains 26308 members Mstep: Class 15 contains 21402 members Mstep: Class 16 contains 157643 members Mstep: Class 17 contains 157673 members Mstep: Class 18 contains 385 members Mstep: Class 19 contains 1592 members Mstep: Class 20 contains 41260 members Entering Unmasked Estep ConsiderDeletion Score: -147543728.000000 Penalty: 164498.296875 Iteration 95Q: 21 clusters Score -1.475437e+08 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 32 members Mstep: Class 1 contains 402 members Mstep: Class 2 contains 46001 members Mstep: Class 3 contains 4913 members Mstep: Class 4 contains 598 members Mstep: Class 5 contains 749 members Mstep: Class 6 contains 3114 members Mstep: Class 7 contains 765 members Mstep: Class 8 contains 33387 members Mstep: Class 9 contains 7614 members Mstep: Class 10 contains 1074 members Mstep: Class 11 contains 1010 members Mstep: Class 12 contains 30747 members Mstep: Class 13 contains 142369 members Mstep: Class 14 contains 26306 members Mstep: Class 15 contains 21402 members Mstep: Class 16 contains 157645 members Mstep: Class 17 contains 157673 members Mstep: Class 18 contains 385 members Mstep: Class 19 contains 1592 members Mstep: Class 20 contains 41260 members Entering Unmasked Estep ConsiderDeletion Score: -147543696.000000 Penalty: 164498.296875 Iteration 96Q: 21 clusters Score -1.475437e+08 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 32 members Mstep: Class 1 contains 402 members Mstep: Class 2 contains 46001 members Mstep: Class 3 contains 4913 members Mstep: Class 4 contains 598 members Mstep: Class 5 contains 749 members Mstep: Class 6 contains 3114 members Mstep: Class 7 contains 765 members Mstep: Class 8 contains 33387 members Mstep: Class 9 contains 7614 members Mstep: Class 10 contains 1074 members Mstep: Class 11 contains 1010 members Mstep: Class 12 contains 30747 members Mstep: Class 13 contains 142369 members Mstep: Class 14 contains 26305 members Mstep: Class 15 contains 21402 members Mstep: Class 16 contains 157646 members Mstep: Class 17 contains 157673 members Mstep: Class 18 contains 385 members Mstep: Class 19 contains 1592 members Mstep: Class 20 contains 41260 members Entering Unmasked Estep ConsiderDeletion Score: -147543744.000000 Penalty: 164498.296875 Iteration 97Q: 21 clusters Score -1.475437e+08 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 32 members Mstep: Class 1 contains 402 members Mstep: Class 2 contains 46001 members Mstep: Class 3 contains 4913 members Mstep: Class 4 contains 598 members Mstep: Class 5 contains 749 members Mstep: Class 6 contains 3114 members Mstep: Class 7 contains 765 members Mstep: Class 8 contains 33387 members Mstep: Class 9 contains 7614 members Mstep: Class 10 contains 1074 members Mstep: Class 11 contains 1010 members Mstep: Class 12 contains 30747 members Mstep: Class 13 contains 142369 members Mstep: Class 14 contains 26305 members Mstep: Class 15 contains 21402 members Mstep: Class 16 contains 157646 members Mstep: Class 17 contains 157673 members Mstep: Class 18 contains 385 members Mstep: Class 19 contains 1592 members Mstep: Class 20 contains 41260 members Entering Unmasked Estep ConsiderDeletion Score: -147543744.000000 Penalty: 164498.296875 Iteration 98F: 21 clusters Score -1.475437e+08 nChanged 0 Entering ConstructFrom: Score: -147543744.000000 Penalty: 164498.296875 Entering ConstructFrom: Trying to split cluster 1 (402 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 402 members Entering Unmasked Estep Score: -75818.023438 Penalty: 3672.827148 Iteration 0F: 2 clusters Score -75818.02 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 212 members Mstep: Class 2 contains 190 members Entering Unmasked Estep Score: -72788.109375 Penalty: 7345.654297 Iteration 0F: 3 clusters Score -72788.11 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 228 members Mstep: Class 2 contains 174 members Entering Unmasked Estep Score: -73072.695312 Penalty: 7345.654297 Iteration 1F: 3 clusters Score -73072.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 232 members Mstep: Class 2 contains 170 members Entering Unmasked Estep Score: -73158.765625 Penalty: 7345.654297 Iteration 2Q: 3 clusters Score -73158.77 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 233 members Mstep: Class 2 contains 169 members Entering Unmasked Estep Score: -73201.546875 Penalty: 7345.654297 Iteration 3Q: 3 clusters Score -73201.55 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 235 members Mstep: Class 2 contains 167 members Entering Unmasked Estep Score: -73215.843750 Penalty: 7345.654297 Iteration 4Q: 3 clusters Score -73215.84 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 236 members Mstep: Class 2 contains 166 members Entering Unmasked Estep Score: -73222.437500 Penalty: 7345.654297 Iteration 5Q: 3 clusters Score -73222.44 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 236 members Mstep: Class 2 contains 166 members Entering Unmasked Estep Score: -73222.437500 Penalty: 7345.654297 Iteration 6F: 3 clusters Score -73222.44 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (46001 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46001 members Entering Unmasked Estep Score: -10161039.000000 Penalty: 6576.056641 Iteration 0F: 2 clusters Score -1.016104e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23095 members Mstep: Class 2 contains 22906 members Entering Unmasked Estep Score: -10127976.000000 Penalty: 13152.113281 Iteration 0F: 3 clusters Score -1.012798e+07 nChanged 20161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23664 members Mstep: Class 2 contains 22337 members Entering Unmasked Estep Score: -10138791.000000 Penalty: 13152.113281 Iteration 1F: 3 clusters Score -1.013879e+07 nChanged 2458 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23992 members Mstep: Class 2 contains 22009 members Entering Unmasked Estep Score: -10139811.000000 Penalty: 13152.113281 Iteration 2F: 3 clusters Score -1.013981e+07 nChanged 2156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24344 members Mstep: Class 2 contains 21657 members Entering Unmasked Estep Score: -10140749.000000 Penalty: 13152.113281 Iteration 3Q: 3 clusters Score -1.014075e+07 nChanged 1988 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24704 members Mstep: Class 2 contains 21297 members Entering Unmasked Estep Score: -10141569.000000 Penalty: 13152.113281 Iteration 4Q: 3 clusters Score -1.014157e+07 nChanged 1938 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25098 members Mstep: Class 2 contains 20903 members Entering Unmasked Estep Score: -10142370.000000 Penalty: 13152.113281 Iteration 5Q: 3 clusters Score -1.014237e+07 nChanged 1871 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25529 members Mstep: Class 2 contains 20472 members Entering Unmasked Estep Score: -10143285.000000 Penalty: 13152.113281 Iteration 6Q: 3 clusters Score -1.014328e+07 nChanged 1834 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25909 members Mstep: Class 2 contains 20092 members Entering Unmasked Estep Score: -10144235.000000 Penalty: 13152.113281 Iteration 7Q: 3 clusters Score -1.014424e+07 nChanged 1938 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26229 members Mstep: Class 2 contains 19772 members Entering Unmasked Estep Score: -10145368.000000 Penalty: 13152.113281 Iteration 8Q: 3 clusters Score -1.014537e+07 nChanged 2082 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26449 members Mstep: Class 2 contains 19552 members Entering Unmasked Estep Score: -10146797.000000 Penalty: 13152.113281 Iteration 9Q: 3 clusters Score -1.01468e+07 nChanged 2237 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26368 members Mstep: Class 2 contains 19633 members Entering Unmasked Estep Score: -10148296.000000 Penalty: 13152.113281 Iteration 10Q: 3 clusters Score -1.01483e+07 nChanged 2303 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25873 members Mstep: Class 2 contains 20128 members Entering Unmasked Estep Score: -10149867.000000 Penalty: 13152.113281 Iteration 11F: 3 clusters Score -1.014987e+07 nChanged 2341 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25074 members Mstep: Class 2 contains 20927 members Entering Unmasked Estep Score: -10151434.000000 Penalty: 13152.113281 Iteration 12F: 3 clusters Score -1.015143e+07 nChanged 2210 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24070 members Mstep: Class 2 contains 21931 members Entering Unmasked Estep Score: -10152883.000000 Penalty: 13152.113281 Iteration 13Q: 3 clusters Score -1.015288e+07 nChanged 1902 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22988 members Mstep: Class 2 contains 23013 members Entering Unmasked Estep Score: -10154128.000000 Penalty: 13152.113281 Iteration 14Q: 3 clusters Score -1.015413e+07 nChanged 1620 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21916 members Mstep: Class 2 contains 24085 members Entering Unmasked Estep Score: -10155117.000000 Penalty: 13152.113281 Iteration 15Q: 3 clusters Score -1.015512e+07 nChanged 1299 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20897 members Mstep: Class 2 contains 25104 members Entering Unmasked Estep Score: -10155888.000000 Penalty: 13152.113281 Iteration 16Q: 3 clusters Score -1.015589e+07 nChanged 1042 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20039 members Mstep: Class 2 contains 25962 members Entering Unmasked Estep Score: -10156492.000000 Penalty: 13152.113281 Iteration 17Q: 3 clusters Score -1.015649e+07 nChanged 880 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19269 members Mstep: Class 2 contains 26732 members Entering Unmasked Estep Score: -10156945.000000 Penalty: 13152.113281 Iteration 18Q: 3 clusters Score -1.015694e+07 nChanged 826 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18529 members Mstep: Class 2 contains 27472 members Entering Unmasked Estep Score: -10157354.000000 Penalty: 13152.113281 Iteration 19Q: 3 clusters Score -1.015735e+07 nChanged 690 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17887 members Mstep: Class 2 contains 28114 members Entering Unmasked Estep Score: -10157613.000000 Penalty: 13152.113281 Iteration 20F: 3 clusters Score -1.015761e+07 nChanged 572 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17329 members Mstep: Class 2 contains 28672 members Entering Unmasked Estep Score: -10157825.000000 Penalty: 13152.113281 Iteration 21Q: 3 clusters Score -1.015782e+07 nChanged 476 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16857 members Mstep: Class 2 contains 29144 members Entering Unmasked Estep Score: -10158009.000000 Penalty: 13152.113281 Iteration 22Q: 3 clusters Score -1.015801e+07 nChanged 429 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16432 members Mstep: Class 2 contains 29569 members Entering Unmasked Estep Score: -10158142.000000 Penalty: 13152.113281 Iteration 23Q: 3 clusters Score -1.015814e+07 nChanged 372 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16064 members Mstep: Class 2 contains 29937 members Entering Unmasked Estep Score: -10158213.000000 Penalty: 13152.113281 Iteration 24Q: 3 clusters Score -1.015821e+07 nChanged 324 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15740 members Mstep: Class 2 contains 30261 members Entering Unmasked Estep Score: -10158299.000000 Penalty: 13152.113281 Iteration 25Q: 3 clusters Score -1.01583e+07 nChanged 300 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15440 members Mstep: Class 2 contains 30561 members Entering Unmasked Estep Score: -10158343.000000 Penalty: 13152.113281 Iteration 26Q: 3 clusters Score -1.015834e+07 nChanged 274 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15166 members Mstep: Class 2 contains 30835 members Entering Unmasked Estep Score: -10158407.000000 Penalty: 13152.113281 Iteration 27Q: 3 clusters Score -1.015841e+07 nChanged 232 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14934 members Mstep: Class 2 contains 31067 members Entering Unmasked Estep Score: -10158473.000000 Penalty: 13152.113281 Iteration 28Q: 3 clusters Score -1.015847e+07 nChanged 186 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14748 members Mstep: Class 2 contains 31253 members Entering Unmasked Estep Score: -10158528.000000 Penalty: 13152.113281 Iteration 29Q: 3 clusters Score -1.015853e+07 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14586 members Mstep: Class 2 contains 31415 members Entering Unmasked Estep Score: -10158564.000000 Penalty: 13152.113281 Iteration 30Q: 3 clusters Score -1.015856e+07 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14458 members Mstep: Class 2 contains 31543 members Entering Unmasked Estep Score: -10158583.000000 Penalty: 13152.113281 Iteration 31Q: 3 clusters Score -1.015858e+07 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14338 members Mstep: Class 2 contains 31663 members Entering Unmasked Estep Score: -10158599.000000 Penalty: 13152.113281 Iteration 32Q: 3 clusters Score -1.01586e+07 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14235 members Mstep: Class 2 contains 31766 members Entering Unmasked Estep Score: -10158642.000000 Penalty: 13152.113281 Iteration 33Q: 3 clusters Score -1.015864e+07 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14146 members Mstep: Class 2 contains 31855 members Entering Unmasked Estep Score: -10158644.000000 Penalty: 13152.113281 Iteration 34Q: 3 clusters Score -1.015864e+07 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14082 members Mstep: Class 2 contains 31919 members Entering Unmasked Estep Score: -10158676.000000 Penalty: 13152.113281 Iteration 35Q: 3 clusters Score -1.015868e+07 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14013 members Mstep: Class 2 contains 31988 members Entering Unmasked Estep Score: -10158673.000000 Penalty: 13152.113281 Iteration 36Q: 3 clusters Score -1.015867e+07 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13945 members Mstep: Class 2 contains 32056 members Entering Unmasked Estep Score: -10158686.000000 Penalty: 13152.113281 Iteration 37Q: 3 clusters Score -1.015869e+07 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13883 members Mstep: Class 2 contains 32118 members Entering Unmasked Estep Score: -10158707.000000 Penalty: 13152.113281 Iteration 38Q: 3 clusters Score -1.015871e+07 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13830 members Mstep: Class 2 contains 32171 members Entering Unmasked Estep Score: -10158719.000000 Penalty: 13152.113281 Iteration 39Q: 3 clusters Score -1.015872e+07 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13780 members Mstep: Class 2 contains 32221 members Entering Unmasked Estep Score: -10158732.000000 Penalty: 13152.113281 Iteration 40F: 3 clusters Score -1.015873e+07 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13732 members Mstep: Class 2 contains 32269 members Entering Unmasked Estep Score: -10158731.000000 Penalty: 13152.113281 Iteration 41Q: 3 clusters Score -1.015873e+07 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13687 members Mstep: Class 2 contains 32314 members Entering Unmasked Estep Score: -10158732.000000 Penalty: 13152.113281 Iteration 42Q: 3 clusters Score -1.015873e+07 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13645 members Mstep: Class 2 contains 32356 members Entering Unmasked Estep Score: -10158764.000000 Penalty: 13152.113281 Iteration 43Q: 3 clusters Score -1.015876e+07 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13597 members Mstep: Class 2 contains 32404 members Entering Unmasked Estep Score: -10158764.000000 Penalty: 13152.113281 Iteration 44Q: 3 clusters Score -1.015876e+07 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13554 members Mstep: Class 2 contains 32447 members Entering Unmasked Estep Score: -10158764.000000 Penalty: 13152.113281 Iteration 45Q: 3 clusters Score -1.015876e+07 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13513 members Mstep: Class 2 contains 32488 members Entering Unmasked Estep Score: -10158784.000000 Penalty: 13152.113281 Iteration 46Q: 3 clusters Score -1.015878e+07 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13483 members Mstep: Class 2 contains 32518 members Entering Unmasked Estep Score: -10158789.000000 Penalty: 13152.113281 Iteration 47Q: 3 clusters Score -1.015879e+07 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13465 members Mstep: Class 2 contains 32536 members Entering Unmasked Estep Score: -10158782.000000 Penalty: 13152.113281 Iteration 48Q: 3 clusters Score -1.015878e+07 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13447 members Mstep: Class 2 contains 32554 members Entering Unmasked Estep Score: -10158782.000000 Penalty: 13152.113281 Iteration 49Q: 3 clusters Score -1.015878e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13430 members Mstep: Class 2 contains 32571 members Entering Unmasked Estep Score: -10158787.000000 Penalty: 13152.113281 Iteration 50Q: 3 clusters Score -1.015879e+07 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13411 members Mstep: Class 2 contains 32590 members Entering Unmasked Estep Score: -10158783.000000 Penalty: 13152.113281 Iteration 51Q: 3 clusters Score -1.015878e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13395 members Mstep: Class 2 contains 32606 members Entering Unmasked Estep Score: -10158787.000000 Penalty: 13152.113281 Iteration 52Q: 3 clusters Score -1.015879e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13384 members Mstep: Class 2 contains 32617 members Entering Unmasked Estep Score: -10158792.000000 Penalty: 13152.113281 Iteration 53Q: 3 clusters Score -1.015879e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13374 members Mstep: Class 2 contains 32627 members Entering Unmasked Estep Score: -10158798.000000 Penalty: 13152.113281 Iteration 54Q: 3 clusters Score -1.01588e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13365 members Mstep: Class 2 contains 32636 members Entering Unmasked Estep Score: -10158807.000000 Penalty: 13152.113281 Iteration 55Q: 3 clusters Score -1.015881e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13358 members Mstep: Class 2 contains 32643 members Entering Unmasked Estep Score: -10158803.000000 Penalty: 13152.113281 Iteration 56Q: 3 clusters Score -1.01588e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13355 members Mstep: Class 2 contains 32646 members Entering Unmasked Estep Score: -10158804.000000 Penalty: 13152.113281 Iteration 57Q: 3 clusters Score -1.01588e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13353 members Mstep: Class 2 contains 32648 members Entering Unmasked Estep Score: -10158792.000000 Penalty: 13152.113281 Iteration 58Q: 3 clusters Score -1.015879e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13349 members Mstep: Class 2 contains 32652 members Entering Unmasked Estep Score: -10158804.000000 Penalty: 13152.113281 Iteration 59Q: 3 clusters Score -1.01588e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13347 members Mstep: Class 2 contains 32654 members Entering Unmasked Estep Score: -10158804.000000 Penalty: 13152.113281 Iteration 60F: 3 clusters Score -1.01588e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13346 members Mstep: Class 2 contains 32655 members Entering Unmasked Estep Score: -10158798.000000 Penalty: 13152.113281 Iteration 61Q: 3 clusters Score -1.01588e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13345 members Mstep: Class 2 contains 32656 members Entering Unmasked Estep Score: -10158806.000000 Penalty: 13152.113281 Iteration 62Q: 3 clusters Score -1.015881e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13343 members Mstep: Class 2 contains 32658 members Entering Unmasked Estep Score: -10158806.000000 Penalty: 13152.113281 Iteration 63Q: 3 clusters Score -1.015881e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13343 members Mstep: Class 2 contains 32658 members Entering Unmasked Estep Score: -10158806.000000 Penalty: 13152.113281 Iteration 64F: 3 clusters Score -1.015881e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (4913 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4913 members Entering Unmasked Estep Score: -1081191.500000 Penalty: 5206.029785 Iteration 0F: 2 clusters Score -1081192 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2422 members Mstep: Class 2 contains 2491 members Entering Unmasked Estep Score: -1074184.625000 Penalty: 10412.059570 Iteration 0F: 3 clusters Score -1074185 nChanged 1483 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2367 members Mstep: Class 2 contains 2546 members Entering Unmasked Estep Score: -1075224.125000 Penalty: 10412.059570 Iteration 1F: 3 clusters Score -1075224 nChanged 359 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2362 members Mstep: Class 2 contains 2551 members Entering Unmasked Estep Score: -1075535.750000 Penalty: 10412.059570 Iteration 2F: 3 clusters Score -1075536 nChanged 195 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2323 members Mstep: Class 2 contains 2590 members Entering Unmasked Estep Score: -1075686.250000 Penalty: 10412.059570 Iteration 3Q: 3 clusters Score -1075686 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2329 members Mstep: Class 2 contains 2584 members Entering Unmasked Estep Score: -1075780.125000 Penalty: 10412.059570 Iteration 4Q: 3 clusters Score -1075780 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2316 members Mstep: Class 2 contains 2597 members Entering Unmasked Estep Score: -1075837.000000 Penalty: 10412.059570 Iteration 5Q: 3 clusters Score -1075837 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2299 members Mstep: Class 2 contains 2614 members Entering Unmasked Estep Score: -1075905.500000 Penalty: 10412.059570 Iteration 6Q: 3 clusters Score -1075906 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2300 members Mstep: Class 2 contains 2613 members Entering Unmasked Estep Score: -1075950.375000 Penalty: 10412.059570 Iteration 7Q: 3 clusters Score -1075950 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2296 members Mstep: Class 2 contains 2617 members Entering Unmasked Estep Score: -1075983.875000 Penalty: 10412.059570 Iteration 8Q: 3 clusters Score -1075984 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2305 members Mstep: Class 2 contains 2608 members Entering Unmasked Estep Score: -1076008.875000 Penalty: 10412.059570 Iteration 9Q: 3 clusters Score -1076009 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2309 members Mstep: Class 2 contains 2604 members Entering Unmasked Estep Score: -1076035.250000 Penalty: 10412.059570 Iteration 10Q: 3 clusters Score -1076035 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2308 members Mstep: Class 2 contains 2605 members Entering Unmasked Estep Score: -1076050.875000 Penalty: 10412.059570 Iteration 11Q: 3 clusters Score -1076051 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2313 members Mstep: Class 2 contains 2600 members Entering Unmasked Estep Score: -1076069.250000 Penalty: 10412.059570 Iteration 12Q: 3 clusters Score -1076069 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2310 members Mstep: Class 2 contains 2603 members Entering Unmasked Estep Score: -1076081.625000 Penalty: 10412.059570 Iteration 13Q: 3 clusters Score -1076082 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2308 members Mstep: Class 2 contains 2605 members Entering Unmasked Estep Score: -1076087.750000 Penalty: 10412.059570 Iteration 14Q: 3 clusters Score -1076088 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2309 members Mstep: Class 2 contains 2604 members Entering Unmasked Estep Score: -1076093.250000 Penalty: 10412.059570 Iteration 15Q: 3 clusters Score -1076093 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2311 members Mstep: Class 2 contains 2602 members Entering Unmasked Estep Score: -1076094.125000 Penalty: 10412.059570 Iteration 16Q: 3 clusters Score -1076094 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2313 members Mstep: Class 2 contains 2600 members Entering Unmasked Estep Score: -1076095.625000 Penalty: 10412.059570 Iteration 17Q: 3 clusters Score -1076096 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2312 members Mstep: Class 2 contains 2601 members Entering Unmasked Estep Score: -1076097.375000 Penalty: 10412.059570 Iteration 18Q: 3 clusters Score -1076097 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2309 members Mstep: Class 2 contains 2604 members Entering Unmasked Estep Score: -1076097.250000 Penalty: 10412.059570 Iteration 19Q: 3 clusters Score -1076097 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2309 members Mstep: Class 2 contains 2604 members Entering Unmasked Estep Score: -1076100.125000 Penalty: 10412.059570 Iteration 20F: 3 clusters Score -1076100 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (598 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 598 members Entering Unmasked Estep Score: -79102.250000 Penalty: 3916.074463 Iteration 0F: 2 clusters Score -79102.25 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 306 members Mstep: Class 2 contains 292 members Entering Unmasked Estep Score: -75876.093750 Penalty: 7832.148926 Iteration 0F: 3 clusters Score -75876.09 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 333 members Mstep: Class 2 contains 265 members Entering Unmasked Estep Score: -76603.531250 Penalty: 7832.148926 Iteration 1F: 3 clusters Score -76603.53 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 354 members Mstep: Class 2 contains 244 members Entering Unmasked Estep Score: -77253.468750 Penalty: 7832.148926 Iteration 2F: 3 clusters Score -77253.47 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 367 members Mstep: Class 2 contains 231 members Entering Unmasked Estep Score: -78079.609375 Penalty: 7832.148926 Iteration 3F: 3 clusters Score -78079.61 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 375 members Mstep: Class 2 contains 223 members Entering Unmasked Estep Score: -78552.531250 Penalty: 7832.148926 Iteration 4F: 3 clusters Score -78552.53 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 379 members Mstep: Class 2 contains 219 members Entering Unmasked Estep Score: -78786.460938 Penalty: 7832.148926 Iteration 5Q: 3 clusters Score -78786.46 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 379 members Mstep: Class 2 contains 219 members Entering Unmasked Estep Score: -78958.031250 Penalty: 7832.148926 Iteration 6Q: 3 clusters Score -78958.03 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 378 members Mstep: Class 2 contains 220 members Entering Unmasked Estep Score: -78976.312500 Penalty: 7832.148926 Iteration 7Q: 3 clusters Score -78976.31 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 375 members Mstep: Class 2 contains 223 members Entering Unmasked Estep Score: -78991.562500 Penalty: 7832.148926 Iteration 8Q: 3 clusters Score -78991.56 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 374 members Mstep: Class 2 contains 224 members Entering Unmasked Estep Score: -78997.703125 Penalty: 7832.148926 Iteration 9Q: 3 clusters Score -78997.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 373 members Mstep: Class 2 contains 225 members Entering Unmasked Estep Score: -79000.703125 Penalty: 7832.148926 Iteration 10Q: 3 clusters Score -79000.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 373 members Mstep: Class 2 contains 225 members Entering Unmasked Estep Score: -79000.703125 Penalty: 7832.148926 Iteration 11F: 3 clusters Score -79000.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (749 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 749 members Entering Unmasked Estep Score: -129599.796875 Penalty: 4053.977783 Iteration 0F: 2 clusters Score -129599.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 357 members Mstep: Class 2 contains 392 members Entering Unmasked Estep Score: -125921.554688 Penalty: 8107.955566 Iteration 0F: 3 clusters Score -125921.6 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 352 members Mstep: Class 2 contains 397 members Entering Unmasked Estep Score: -126183.140625 Penalty: 8107.955566 Iteration 1F: 3 clusters Score -126183.1 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 341 members Mstep: Class 2 contains 408 members Entering Unmasked Estep Score: -126264.164062 Penalty: 8107.955566 Iteration 2Q: 3 clusters Score -126264.2 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 334 members Mstep: Class 2 contains 415 members Entering Unmasked Estep Score: -126326.148438 Penalty: 8107.955566 Iteration 3Q: 3 clusters Score -126326.1 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 328 members Mstep: Class 2 contains 421 members Entering Unmasked Estep Score: -126409.234375 Penalty: 8107.955566 Iteration 4Q: 3 clusters Score -126409.2 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 322 members Mstep: Class 2 contains 427 members Entering Unmasked Estep Score: -126495.500000 Penalty: 8107.955566 Iteration 5Q: 3 clusters Score -126495.5 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 298 members Mstep: Class 2 contains 451 members Entering Unmasked Estep Score: -126631.039062 Penalty: 8107.955566 Iteration 6Q: 3 clusters Score -126631 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 255 members Mstep: Class 2 contains 494 members Entering Unmasked Estep Score: -126994.445312 Penalty: 8107.955566 Iteration 7F: 3 clusters Score -126994.4 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 220 members Mstep: Class 2 contains 529 members Entering Unmasked Estep Score: -127575.304688 Penalty: 8107.955566 Iteration 8F: 3 clusters Score -127575.3 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 211 members Mstep: Class 2 contains 538 members Entering Unmasked Estep Score: -128450.546875 Penalty: 8107.955566 Iteration 9F: 3 clusters Score -128450.5 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 235 members Mstep: Class 2 contains 514 members Entering Unmasked Estep Score: -129448.000000 Penalty: 8107.955566 Iteration 10F: 3 clusters Score -129448 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 271 members Mstep: Class 2 contains 478 members Entering Unmasked Estep Score: -130295.718750 Penalty: 8107.955566 Iteration 11F: 3 clusters Score -130295.7 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 299 members Mstep: Class 2 contains 450 members Entering Unmasked Estep Score: -130769.351562 Penalty: 8107.955566 Iteration 12Q: 3 clusters Score -130769.4 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 314 members Mstep: Class 2 contains 435 members Entering Unmasked Estep Score: -130956.117188 Penalty: 8107.955566 Iteration 13Q: 3 clusters Score -130956.1 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 326 members Mstep: Class 2 contains 423 members Entering Unmasked Estep Score: -131390.796875 Penalty: 8107.955566 Iteration 14Q: 3 clusters Score -131390.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 338 members Mstep: Class 2 contains 411 members Entering Unmasked Estep Score: -131523.562500 Penalty: 8107.955566 Iteration 15Q: 3 clusters Score -131523.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 347 members Mstep: Class 2 contains 402 members Entering Unmasked Estep Score: -131645.515625 Penalty: 8107.955566 Iteration 16Q: 3 clusters Score -131645.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 352 members Mstep: Class 2 contains 397 members Entering Unmasked Estep Score: -131787.812500 Penalty: 8107.955566 Iteration 17Q: 3 clusters Score -131787.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 361 members Mstep: Class 2 contains 388 members Entering Unmasked Estep Score: -132010.453125 Penalty: 8107.955566 Iteration 18Q: 3 clusters Score -132010.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 366 members Mstep: Class 2 contains 383 members Entering Unmasked Estep Score: -132087.484375 Penalty: 8107.955566 Iteration 19Q: 3 clusters Score -132087.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 367 members Mstep: Class 2 contains 382 members Entering Unmasked Estep Score: -132105.875000 Penalty: 8107.955566 Iteration 20F: 3 clusters Score -132105.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 370 members Mstep: Class 2 contains 379 members Entering Unmasked Estep Score: -132140.390625 Penalty: 8107.955566 Iteration 21Q: 3 clusters Score -132140.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 373 members Mstep: Class 2 contains 376 members Entering Unmasked Estep Score: -132175.593750 Penalty: 8107.955566 Iteration 22Q: 3 clusters Score -132175.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 375 members Mstep: Class 2 contains 374 members Entering Unmasked Estep Score: -132197.781250 Penalty: 8107.955566 Iteration 23Q: 3 clusters Score -132197.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 378 members Mstep: Class 2 contains 371 members Entering Unmasked Estep Score: -132224.187500 Penalty: 8107.955566 Iteration 24Q: 3 clusters Score -132224.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 380 members Mstep: Class 2 contains 369 members Entering Unmasked Estep Score: -132246.703125 Penalty: 8107.955566 Iteration 25Q: 3 clusters Score -132246.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 382 members Mstep: Class 2 contains 367 members Entering Unmasked Estep Score: -132277.500000 Penalty: 8107.955566 Iteration 26Q: 3 clusters Score -132277.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 383 members Mstep: Class 2 contains 366 members Entering Unmasked Estep Score: -132286.609375 Penalty: 8107.955566 Iteration 27Q: 3 clusters Score -132286.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 384 members Mstep: Class 2 contains 365 members Entering Unmasked Estep Score: -132294.078125 Penalty: 8107.955566 Iteration 28Q: 3 clusters Score -132294.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 385 members Mstep: Class 2 contains 364 members Entering Unmasked Estep Score: -132336.109375 Penalty: 8107.955566 Iteration 29Q: 3 clusters Score -132336.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 385 members Mstep: Class 2 contains 364 members Entering Unmasked Estep Score: -132336.109375 Penalty: 8107.955566 Iteration 30F: 3 clusters Score -132336.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 32 members Mstep: Class 1 contains 402 members Mstep: Class 2 contains 46001 members Mstep: Class 3 contains 4913 members Mstep: Class 4 contains 598 members Mstep: Class 5 contains 385 members Mstep: Class 6 contains 3114 members Mstep: Class 7 contains 765 members Mstep: Class 8 contains 33387 members Mstep: Class 9 contains 7614 members Mstep: Class 10 contains 1074 members Mstep: Class 11 contains 1010 members Mstep: Class 12 contains 30747 members Mstep: Class 13 contains 142369 members Mstep: Class 14 contains 26305 members Mstep: Class 15 contains 21402 members Mstep: Class 16 contains 157646 members Mstep: Class 17 contains 157673 members Mstep: Class 18 contains 385 members Mstep: Class 19 contains 1592 members Mstep: Class 20 contains 41260 members Mstep: Class 21 contains 364 members Entering Unmasked Estep Score: -147542304.000000 Penalty: 172723.218750 Splitting cluster 5 changes total score from -147543744.000000 to -147542304.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 6 (3114 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3114 members Entering Unmasked Estep Score: -666281.875000 Penalty: 4926.743652 Iteration 0F: 2 clusters Score -666281.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1568 members Mstep: Class 2 contains 1546 members Entering Unmasked Estep Score: -660526.375000 Penalty: 9853.487305 Iteration 0F: 3 clusters Score -660526.4 nChanged 852 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1612 members Mstep: Class 2 contains 1502 members Entering Unmasked Estep Score: -661478.687500 Penalty: 9853.487305 Iteration 1F: 3 clusters Score -661478.7 nChanged 217 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1641 members Mstep: Class 2 contains 1473 members Entering Unmasked Estep Score: -661795.500000 Penalty: 9853.487305 Iteration 2F: 3 clusters Score -661795.5 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1678 members Mstep: Class 2 contains 1436 members Entering Unmasked Estep Score: -662084.625000 Penalty: 9853.487305 Iteration 3Q: 3 clusters Score -662084.6 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1722 members Mstep: Class 2 contains 1392 members Entering Unmasked Estep Score: -662362.125000 Penalty: 9853.487305 Iteration 4Q: 3 clusters Score -662362.1 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1758 members Mstep: Class 2 contains 1356 members Entering Unmasked Estep Score: -662605.812500 Penalty: 9853.487305 Iteration 5Q: 3 clusters Score -662605.8 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1781 members Mstep: Class 2 contains 1333 members Entering Unmasked Estep Score: -662795.375000 Penalty: 9853.487305 Iteration 6Q: 3 clusters Score -662795.4 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1810 members Mstep: Class 2 contains 1304 members Entering Unmasked Estep Score: -662968.312500 Penalty: 9853.487305 Iteration 7Q: 3 clusters Score -662968.3 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1831 members Mstep: Class 2 contains 1283 members Entering Unmasked Estep Score: -663100.000000 Penalty: 9853.487305 Iteration 8Q: 3 clusters Score -663100 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1852 members Mstep: Class 2 contains 1262 members Entering Unmasked Estep Score: -663242.562500 Penalty: 9853.487305 Iteration 9Q: 3 clusters Score -663242.6 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1858 members Mstep: Class 2 contains 1256 members Entering Unmasked Estep Score: -663378.125000 Penalty: 9853.487305 Iteration 10Q: 3 clusters Score -663378.1 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1856 members Mstep: Class 2 contains 1258 members Entering Unmasked Estep Score: -663509.875000 Penalty: 9853.487305 Iteration 11Q: 3 clusters Score -663509.9 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1846 members Mstep: Class 2 contains 1268 members Entering Unmasked Estep Score: -663664.312500 Penalty: 9853.487305 Iteration 12Q: 3 clusters Score -663664.3 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1835 members Mstep: Class 2 contains 1279 members Entering Unmasked Estep Score: -663843.562500 Penalty: 9853.487305 Iteration 13Q: 3 clusters Score -663843.6 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1818 members Mstep: Class 2 contains 1296 members Entering Unmasked Estep Score: -664037.687500 Penalty: 9853.487305 Iteration 14Q: 3 clusters Score -664037.7 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1787 members Mstep: Class 2 contains 1327 members Entering Unmasked Estep Score: -664248.250000 Penalty: 9853.487305 Iteration 15Q: 3 clusters Score -664248.2 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1752 members Mstep: Class 2 contains 1362 members Entering Unmasked Estep Score: -664438.437500 Penalty: 9853.487305 Iteration 16Q: 3 clusters Score -664438.4 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1716 members Mstep: Class 2 contains 1398 members Entering Unmasked Estep Score: -664623.437500 Penalty: 9853.487305 Iteration 17Q: 3 clusters Score -664623.4 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1664 members Mstep: Class 2 contains 1450 members Entering Unmasked Estep Score: -664774.437500 Penalty: 9853.487305 Iteration 18Q: 3 clusters Score -664774.4 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1623 members Mstep: Class 2 contains 1491 members Entering Unmasked Estep Score: -664894.250000 Penalty: 9853.487305 Iteration 19Q: 3 clusters Score -664894.2 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1592 members Mstep: Class 2 contains 1522 members Entering Unmasked Estep Score: -664953.437500 Penalty: 9853.487305 Iteration 20F: 3 clusters Score -664953.4 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1570 members Mstep: Class 2 contains 1544 members Entering Unmasked Estep Score: -664988.187500 Penalty: 9853.487305 Iteration 21Q: 3 clusters Score -664988.2 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1559 members Mstep: Class 2 contains 1555 members Entering Unmasked Estep Score: -665013.875000 Penalty: 9853.487305 Iteration 22Q: 3 clusters Score -665013.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1552 members Mstep: Class 2 contains 1562 members Entering Unmasked Estep Score: -665024.375000 Penalty: 9853.487305 Iteration 23Q: 3 clusters Score -665024.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1548 members Mstep: Class 2 contains 1566 members Entering Unmasked Estep Score: -665034.750000 Penalty: 9853.487305 Iteration 24Q: 3 clusters Score -665034.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1545 members Mstep: Class 2 contains 1569 members Entering Unmasked Estep Score: -665038.250000 Penalty: 9853.487305 Iteration 25Q: 3 clusters Score -665038.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1542 members Mstep: Class 2 contains 1572 members Entering Unmasked Estep Score: -665042.125000 Penalty: 9853.487305 Iteration 26Q: 3 clusters Score -665042.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1542 members Mstep: Class 2 contains 1572 members Entering Unmasked Estep Score: -665042.125000 Penalty: 9853.487305 Iteration 27F: 3 clusters Score -665042.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (765 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 765 members Entering Unmasked Estep Score: -161433.875000 Penalty: 4066.924072 Iteration 0F: 2 clusters Score -161433.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 405 members Mstep: Class 2 contains 360 members Entering Unmasked Estep Score: -157603.750000 Penalty: 8133.848145 Iteration 0F: 3 clusters Score -157603.8 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 409 members Mstep: Class 2 contains 356 members Entering Unmasked Estep Score: -157916.734375 Penalty: 8133.848145 Iteration 1F: 3 clusters Score -157916.7 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 415 members Mstep: Class 2 contains 350 members Entering Unmasked Estep Score: -158020.578125 Penalty: 8133.848145 Iteration 2Q: 3 clusters Score -158020.6 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 416 members Mstep: Class 2 contains 349 members Entering Unmasked Estep Score: -158084.265625 Penalty: 8133.848145 Iteration 3Q: 3 clusters Score -158084.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 422 members Mstep: Class 2 contains 343 members Entering Unmasked Estep Score: -158105.281250 Penalty: 8133.848145 Iteration 4Q: 3 clusters Score -158105.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 423 members Mstep: Class 2 contains 342 members Entering Unmasked Estep Score: -158109.265625 Penalty: 8133.848145 Iteration 5Q: 3 clusters Score -158109.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 423 members Mstep: Class 2 contains 342 members Entering Unmasked Estep Score: -158109.265625 Penalty: 8133.848145 Iteration 6F: 3 clusters Score -158109.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (33387 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33387 members Entering Unmasked Estep Score: -7363123.500000 Penalty: 6379.752441 Iteration 0F: 2 clusters Score -7363124 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16771 members Mstep: Class 2 contains 16616 members Entering Unmasked Estep Score: -7338072.500000 Penalty: 12759.504883 Iteration 0F: 3 clusters Score -7338072 nChanged 14331 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16952 members Mstep: Class 2 contains 16435 members Entering Unmasked Estep Score: -7345619.000000 Penalty: 12759.504883 Iteration 1F: 3 clusters Score -7345619 nChanged 1941 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17057 members Mstep: Class 2 contains 16330 members Entering Unmasked Estep Score: -7346321.000000 Penalty: 12759.504883 Iteration 2F: 3 clusters Score -7346321 nChanged 1473 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17182 members Mstep: Class 2 contains 16205 members Entering Unmasked Estep Score: -7346785.000000 Penalty: 12759.504883 Iteration 3Q: 3 clusters Score -7346785 nChanged 1210 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17408 members Mstep: Class 2 contains 15979 members Entering Unmasked Estep Score: -7347208.500000 Penalty: 12759.504883 Iteration 4Q: 3 clusters Score -7347208 nChanged 1029 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17719 members Mstep: Class 2 contains 15668 members Entering Unmasked Estep Score: -7347514.500000 Penalty: 12759.504883 Iteration 5Q: 3 clusters Score -7347514 nChanged 942 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18097 members Mstep: Class 2 contains 15290 members Entering Unmasked Estep Score: -7347801.000000 Penalty: 12759.504883 Iteration 6Q: 3 clusters Score -7347801 nChanged 819 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18510 members Mstep: Class 2 contains 14877 members Entering Unmasked Estep Score: -7348052.500000 Penalty: 12759.504883 Iteration 7Q: 3 clusters Score -7348052 nChanged 843 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19035 members Mstep: Class 2 contains 14352 members Entering Unmasked Estep Score: -7348309.000000 Penalty: 12759.504883 Iteration 8Q: 3 clusters Score -7348309 nChanged 803 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19628 members Mstep: Class 2 contains 13759 members Entering Unmasked Estep Score: -7348555.000000 Penalty: 12759.504883 Iteration 9Q: 3 clusters Score -7348555 nChanged 791 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20291 members Mstep: Class 2 contains 13096 members Entering Unmasked Estep Score: -7348829.500000 Penalty: 12759.504883 Iteration 10Q: 3 clusters Score -7348830 nChanged 825 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21040 members Mstep: Class 2 contains 12347 members Entering Unmasked Estep Score: -7349147.500000 Penalty: 12759.504883 Iteration 11Q: 3 clusters Score -7349148 nChanged 975 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21947 members Mstep: Class 2 contains 11440 members Entering Unmasked Estep Score: -7349588.000000 Penalty: 12759.504883 Iteration 12Q: 3 clusters Score -7349588 nChanged 1138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23049 members Mstep: Class 2 contains 10338 members Entering Unmasked Estep Score: -7350122.000000 Penalty: 12759.504883 Iteration 13Q: 3 clusters Score -7350122 nChanged 1335 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24352 members Mstep: Class 2 contains 9035 members Entering Unmasked Estep Score: -7350839.000000 Penalty: 12759.504883 Iteration 14Q: 3 clusters Score -7350839 nChanged 1469 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25807 members Mstep: Class 2 contains 7580 members Entering Unmasked Estep Score: -7351778.000000 Penalty: 12759.504883 Iteration 15Q: 3 clusters Score -7351778 nChanged 1581 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27382 members Mstep: Class 2 contains 6005 members Entering Unmasked Estep Score: -7352922.500000 Penalty: 12759.504883 Iteration 16Q: 3 clusters Score -7352922 nChanged 1489 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28855 members Mstep: Class 2 contains 4532 members Entering Unmasked Estep Score: -7354028.500000 Penalty: 12759.504883 Iteration 17Q: 3 clusters Score -7354028 nChanged 1277 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30122 members Mstep: Class 2 contains 3265 members Entering Unmasked Estep Score: -7355076.500000 Penalty: 12759.504883 Iteration 18Q: 3 clusters Score -7355076 nChanged 980 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31094 members Mstep: Class 2 contains 2293 members Entering Unmasked Estep Score: -7355942.500000 Penalty: 12759.504883 Iteration 19Q: 3 clusters Score -7355942 nChanged 637 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31715 members Mstep: Class 2 contains 1672 members Entering Unmasked Estep Score: -7356498.000000 Penalty: 12759.504883 Iteration 20F: 3 clusters Score -7356498 nChanged 385 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32084 members Mstep: Class 2 contains 1303 members Entering Unmasked Estep Score: -7356854.000000 Penalty: 12759.504883 Iteration 21Q: 3 clusters Score -7356854 nChanged 231 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32295 members Mstep: Class 2 contains 1092 members Entering Unmasked Estep Score: -7357096.500000 Penalty: 12759.504883 Iteration 22Q: 3 clusters Score -7357096 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32432 members Mstep: Class 2 contains 955 members Entering Unmasked Estep Score: -7357263.000000 Penalty: 12759.504883 Iteration 23Q: 3 clusters Score -7357263 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32510 members Mstep: Class 2 contains 877 members Entering Unmasked Estep Score: -7357348.500000 Penalty: 12759.504883 Iteration 24Q: 3 clusters Score -7357348 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32558 members Mstep: Class 2 contains 829 members Entering Unmasked Estep Score: -7357415.500000 Penalty: 12759.504883 Iteration 25Q: 3 clusters Score -7357416 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32585 members Mstep: Class 2 contains 802 members Entering Unmasked Estep Score: -7357462.500000 Penalty: 12759.504883 Iteration 26Q: 3 clusters Score -7357462 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32610 members Mstep: Class 2 contains 777 members Entering Unmasked Estep Score: -7357489.500000 Penalty: 12759.504883 Iteration 27Q: 3 clusters Score -7357490 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32625 members Mstep: Class 2 contains 762 members Entering Unmasked Estep Score: -7357512.000000 Penalty: 12759.504883 Iteration 28Q: 3 clusters Score -7357512 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32647 members Mstep: Class 2 contains 740 members Entering Unmasked Estep Score: -7357535.000000 Penalty: 12759.504883 Iteration 29Q: 3 clusters Score -7357535 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32652 members Mstep: Class 2 contains 735 members Entering Unmasked Estep Score: -7357543.500000 Penalty: 12759.504883 Iteration 30Q: 3 clusters Score -7357544 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32658 members Mstep: Class 2 contains 729 members Entering Unmasked Estep Score: -7357562.500000 Penalty: 12759.504883 Iteration 31Q: 3 clusters Score -7357562 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32664 members Mstep: Class 2 contains 723 members Entering Unmasked Estep Score: -7357572.000000 Penalty: 12759.504883 Iteration 32Q: 3 clusters Score -7357572 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32674 members Mstep: Class 2 contains 713 members Entering Unmasked Estep Score: -7357590.000000 Penalty: 12759.504883 Iteration 33Q: 3 clusters Score -7357590 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32677 members Mstep: Class 2 contains 710 members Entering Unmasked Estep Score: -7357584.500000 Penalty: 12759.504883 Iteration 34Q: 3 clusters Score -7357584 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32680 members Mstep: Class 2 contains 707 members Entering Unmasked Estep Score: -7357590.000000 Penalty: 12759.504883 Iteration 35Q: 3 clusters Score -7357590 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32680 members Mstep: Class 2 contains 707 members Entering Unmasked Estep Score: -7357590.000000 Penalty: 12759.504883 Iteration 36F: 3 clusters Score -7357590 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (7614 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7614 members Entering Unmasked Estep Score: -1607463.500000 Penalty: 5474.368164 Iteration 0F: 2 clusters Score -1607464 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3744 members Mstep: Class 2 contains 3870 members Entering Unmasked Estep Score: -1598682.875000 Penalty: 10948.736328 Iteration 0F: 3 clusters Score -1598683 nChanged 2694 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3662 members Mstep: Class 2 contains 3952 members Entering Unmasked Estep Score: -1600421.250000 Penalty: 10948.736328 Iteration 1F: 3 clusters Score -1600421 nChanged 649 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3609 members Mstep: Class 2 contains 4005 members Entering Unmasked Estep Score: -1600969.625000 Penalty: 10948.736328 Iteration 2F: 3 clusters Score -1600970 nChanged 396 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3577 members Mstep: Class 2 contains 4037 members Entering Unmasked Estep Score: -1601272.375000 Penalty: 10948.736328 Iteration 3F: 3 clusters Score -1601272 nChanged 300 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3525 members Mstep: Class 2 contains 4089 members Entering Unmasked Estep Score: -1601495.500000 Penalty: 10948.736328 Iteration 4Q: 3 clusters Score -1601496 nChanged 226 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3445 members Mstep: Class 2 contains 4169 members Entering Unmasked Estep Score: -1601671.500000 Penalty: 10948.736328 Iteration 5Q: 3 clusters Score -1601672 nChanged 208 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3361 members Mstep: Class 2 contains 4253 members Entering Unmasked Estep Score: -1601823.000000 Penalty: 10948.736328 Iteration 6Q: 3 clusters Score -1601823 nChanged 206 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3251 members Mstep: Class 2 contains 4363 members Entering Unmasked Estep Score: -1601992.125000 Penalty: 10948.736328 Iteration 7Q: 3 clusters Score -1601992 nChanged 220 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3113 members Mstep: Class 2 contains 4501 members Entering Unmasked Estep Score: -1602160.625000 Penalty: 10948.736328 Iteration 8Q: 3 clusters Score -1602161 nChanged 218 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2951 members Mstep: Class 2 contains 4663 members Entering Unmasked Estep Score: -1602320.500000 Penalty: 10948.736328 Iteration 9Q: 3 clusters Score -1602320 nChanged 211 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2782 members Mstep: Class 2 contains 4832 members Entering Unmasked Estep Score: -1602494.000000 Penalty: 10948.736328 Iteration 10Q: 3 clusters Score -1602494 nChanged 239 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2617 members Mstep: Class 2 contains 4997 members Entering Unmasked Estep Score: -1602697.875000 Penalty: 10948.736328 Iteration 11Q: 3 clusters Score -1602698 nChanged 260 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2415 members Mstep: Class 2 contains 5199 members Entering Unmasked Estep Score: -1602949.000000 Penalty: 10948.736328 Iteration 12Q: 3 clusters Score -1602949 nChanged 289 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2184 members Mstep: Class 2 contains 5430 members Entering Unmasked Estep Score: -1603247.875000 Penalty: 10948.736328 Iteration 13Q: 3 clusters Score -1603248 nChanged 302 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1956 members Mstep: Class 2 contains 5658 members Entering Unmasked Estep Score: -1603607.750000 Penalty: 10948.736328 Iteration 14Q: 3 clusters Score -1603608 nChanged 323 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1739 members Mstep: Class 2 contains 5875 members Entering Unmasked Estep Score: -1604044.250000 Penalty: 10948.736328 Iteration 15Q: 3 clusters Score -1604044 nChanged 305 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1558 members Mstep: Class 2 contains 6056 members Entering Unmasked Estep Score: -1604456.250000 Penalty: 10948.736328 Iteration 16Q: 3 clusters Score -1604456 nChanged 202 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1436 members Mstep: Class 2 contains 6178 members Entering Unmasked Estep Score: -1604744.750000 Penalty: 10948.736328 Iteration 17Q: 3 clusters Score -1604745 nChanged 177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1375 members Mstep: Class 2 contains 6239 members Entering Unmasked Estep Score: -1604994.750000 Penalty: 10948.736328 Iteration 18Q: 3 clusters Score -1604995 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1340 members Mstep: Class 2 contains 6274 members Entering Unmasked Estep Score: -1605197.625000 Penalty: 10948.736328 Iteration 19Q: 3 clusters Score -1605198 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1335 members Mstep: Class 2 contains 6279 members Entering Unmasked Estep Score: -1605585.500000 Penalty: 10948.736328 Iteration 20F: 3 clusters Score -1605586 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1368 members Mstep: Class 2 contains 6246 members Entering Unmasked Estep Score: -1605895.625000 Penalty: 10948.736328 Iteration 21Q: 3 clusters Score -1605896 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1405 members Mstep: Class 2 contains 6209 members Entering Unmasked Estep Score: -1606057.625000 Penalty: 10948.736328 Iteration 22Q: 3 clusters Score -1606058 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1435 members Mstep: Class 2 contains 6179 members Entering Unmasked Estep Score: -1606116.750000 Penalty: 10948.736328 Iteration 23Q: 3 clusters Score -1606117 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1453 members Mstep: Class 2 contains 6161 members Entering Unmasked Estep Score: -1606149.750000 Penalty: 10948.736328 Iteration 24Q: 3 clusters Score -1606150 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1459 members Mstep: Class 2 contains 6155 members Entering Unmasked Estep Score: -1606165.625000 Penalty: 10948.736328 Iteration 25Q: 3 clusters Score -1606166 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1465 members Mstep: Class 2 contains 6149 members Entering Unmasked Estep Score: -1606181.500000 Penalty: 10948.736328 Iteration 26Q: 3 clusters Score -1606182 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1465 members Mstep: Class 2 contains 6149 members Entering Unmasked Estep Score: -1606200.875000 Penalty: 10948.736328 Iteration 27Q: 3 clusters Score -1606201 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1467 members Mstep: Class 2 contains 6147 members Entering Unmasked Estep Score: -1606212.875000 Penalty: 10948.736328 Iteration 28Q: 3 clusters Score -1606213 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1468 members Mstep: Class 2 contains 6146 members Entering Unmasked Estep Score: -1606213.750000 Penalty: 10948.736328 Iteration 29Q: 3 clusters Score -1606214 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1470 members Mstep: Class 2 contains 6144 members Entering Unmasked Estep Score: -1606216.375000 Penalty: 10948.736328 Iteration 30Q: 3 clusters Score -1606216 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1470 members Mstep: Class 2 contains 6144 members Entering Unmasked Estep Score: -1606219.875000 Penalty: 10948.736328 Iteration 31Q: 3 clusters Score -1606220 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1469 members Mstep: Class 2 contains 6145 members Entering Unmasked Estep Score: -1606221.875000 Penalty: 10948.736328 Iteration 32Q: 3 clusters Score -1606222 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1471 members Mstep: Class 2 contains 6143 members Entering Unmasked Estep Score: -1606220.375000 Penalty: 10948.736328 Iteration 33Q: 3 clusters Score -1606220 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1474 members Mstep: Class 2 contains 6140 members Entering Unmasked Estep Score: -1606223.750000 Penalty: 10948.736328 Iteration 34Q: 3 clusters Score -1606224 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1474 members Mstep: Class 2 contains 6140 members Entering Unmasked Estep Score: -1606223.875000 Penalty: 10948.736328 Iteration 35Q: 3 clusters Score -1606224 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1478 members Mstep: Class 2 contains 6136 members Entering Unmasked Estep Score: -1606228.125000 Penalty: 10948.736328 Iteration 36Q: 3 clusters Score -1606228 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1477 members Mstep: Class 2 contains 6137 members Entering Unmasked Estep Score: -1606232.125000 Penalty: 10948.736328 Iteration 37Q: 3 clusters Score -1606232 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1476 members Mstep: Class 2 contains 6138 members Entering Unmasked Estep Score: -1606237.875000 Penalty: 10948.736328 Iteration 38Q: 3 clusters Score -1606238 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1472 members Mstep: Class 2 contains 6142 members Entering Unmasked Estep Score: -1606238.750000 Penalty: 10948.736328 Iteration 39Q: 3 clusters Score -1606239 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1471 members Mstep: Class 2 contains 6143 members Entering Unmasked Estep Score: -1606239.375000 Penalty: 10948.736328 Iteration 40F: 3 clusters Score -1606239 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1472 members Mstep: Class 2 contains 6142 members Entering Unmasked Estep Score: -1606239.375000 Penalty: 10948.736328 Iteration 41Q: 3 clusters Score -1606239 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1471 members Mstep: Class 2 contains 6143 members Entering Unmasked Estep Score: -1606241.750000 Penalty: 10948.736328 Iteration 42Q: 3 clusters Score -1606242 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1471 members Mstep: Class 2 contains 6143 members Entering Unmasked Estep Score: -1606241.750000 Penalty: 10948.736328 Iteration 43F: 3 clusters Score -1606242 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (1074 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1074 members Entering Unmasked Estep Score: -207060.937500 Penalty: 4274.726562 Iteration 0F: 2 clusters Score -207060.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 531 members Mstep: Class 2 contains 543 members Entering Unmasked Estep Score: -202977.375000 Penalty: 8549.453125 Iteration 0F: 3 clusters Score -202977.4 nChanged 206 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 523 members Mstep: Class 2 contains 551 members Entering Unmasked Estep Score: -203680.484375 Penalty: 8549.453125 Iteration 1F: 3 clusters Score -203680.5 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 512 members Mstep: Class 2 contains 562 members Entering Unmasked Estep Score: -203998.093750 Penalty: 8549.453125 Iteration 2F: 3 clusters Score -203998.1 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 511 members Mstep: Class 2 contains 563 members Entering Unmasked Estep Score: -204198.421875 Penalty: 8549.453125 Iteration 3Q: 3 clusters Score -204198.4 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 502 members Mstep: Class 2 contains 572 members Entering Unmasked Estep Score: -204357.046875 Penalty: 8549.453125 Iteration 4Q: 3 clusters Score -204357 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 496 members Mstep: Class 2 contains 578 members Entering Unmasked Estep Score: -204473.906250 Penalty: 8549.453125 Iteration 5Q: 3 clusters Score -204473.9 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 493 members Mstep: Class 2 contains 581 members Entering Unmasked Estep Score: -204570.218750 Penalty: 8549.453125 Iteration 6Q: 3 clusters Score -204570.2 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 489 members Mstep: Class 2 contains 585 members Entering Unmasked Estep Score: -204657.921875 Penalty: 8549.453125 Iteration 7Q: 3 clusters Score -204657.9 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 493 members Mstep: Class 2 contains 581 members Entering Unmasked Estep Score: -204750.890625 Penalty: 8549.453125 Iteration 8Q: 3 clusters Score -204750.9 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 497 members Mstep: Class 2 contains 577 members Entering Unmasked Estep Score: -204834.343750 Penalty: 8549.453125 Iteration 9Q: 3 clusters Score -204834.3 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 565 members Entering Unmasked Estep Score: -204969.734375 Penalty: 8549.453125 Iteration 10Q: 3 clusters Score -204969.7 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 536 members Mstep: Class 2 contains 538 members Entering Unmasked Estep Score: -205169.093750 Penalty: 8549.453125 Iteration 11Q: 3 clusters Score -205169.1 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 553 members Mstep: Class 2 contains 521 members Entering Unmasked Estep Score: -205392.687500 Penalty: 8549.453125 Iteration 12Q: 3 clusters Score -205392.7 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 558 members Mstep: Class 2 contains 516 members Entering Unmasked Estep Score: -205513.781250 Penalty: 8549.453125 Iteration 13Q: 3 clusters Score -205513.8 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 566 members Mstep: Class 2 contains 508 members Entering Unmasked Estep Score: -205599.765625 Penalty: 8549.453125 Iteration 14Q: 3 clusters Score -205599.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 571 members Mstep: Class 2 contains 503 members Entering Unmasked Estep Score: -205649.421875 Penalty: 8549.453125 Iteration 15Q: 3 clusters Score -205649.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 576 members Mstep: Class 2 contains 498 members Entering Unmasked Estep Score: -205683.109375 Penalty: 8549.453125 Iteration 16Q: 3 clusters Score -205683.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 579 members Mstep: Class 2 contains 495 members Entering Unmasked Estep Score: -205705.515625 Penalty: 8549.453125 Iteration 17Q: 3 clusters Score -205705.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 587 members Mstep: Class 2 contains 487 members Entering Unmasked Estep Score: -205758.953125 Penalty: 8549.453125 Iteration 18Q: 3 clusters Score -205759 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 597 members Mstep: Class 2 contains 477 members Entering Unmasked Estep Score: -205837.812500 Penalty: 8549.453125 Iteration 19Q: 3 clusters Score -205837.8 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 603 members Mstep: Class 2 contains 471 members Entering Unmasked Estep Score: -206011.812500 Penalty: 8549.453125 Iteration 20F: 3 clusters Score -206011.8 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 613 members Mstep: Class 2 contains 461 members Entering Unmasked Estep Score: -206580.203125 Penalty: 8549.453125 Iteration 21Q: 3 clusters Score -206580.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 613 members Mstep: Class 2 contains 461 members Entering Unmasked Estep Score: -207097.015625 Penalty: 8549.453125 Iteration 22Q: 3 clusters Score -207097 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 607 members Mstep: Class 2 contains 467 members Entering Unmasked Estep Score: -207122.734375 Penalty: 8549.453125 Iteration 23Q: 3 clusters Score -207122.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 604 members Mstep: Class 2 contains 470 members Entering Unmasked Estep Score: -207143.562500 Penalty: 8549.453125 Iteration 24Q: 3 clusters Score -207143.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 600 members Mstep: Class 2 contains 474 members Entering Unmasked Estep Score: -207182.500000 Penalty: 8549.453125 Iteration 25Q: 3 clusters Score -207182.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 595 members Mstep: Class 2 contains 479 members Entering Unmasked Estep Score: -207225.890625 Penalty: 8549.453125 Iteration 26Q: 3 clusters Score -207225.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 589 members Mstep: Class 2 contains 485 members Entering Unmasked Estep Score: -207258.203125 Penalty: 8549.453125 Iteration 27Q: 3 clusters Score -207258.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 585 members Mstep: Class 2 contains 489 members Entering Unmasked Estep Score: -207277.156250 Penalty: 8549.453125 Iteration 28Q: 3 clusters Score -207277.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 581 members Mstep: Class 2 contains 493 members Entering Unmasked Estep Score: -207302.421875 Penalty: 8549.453125 Iteration 29Q: 3 clusters Score -207302.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 580 members Mstep: Class 2 contains 494 members Entering Unmasked Estep Score: -207306.671875 Penalty: 8549.453125 Iteration 30Q: 3 clusters Score -207306.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 579 members Mstep: Class 2 contains 495 members Entering Unmasked Estep Score: -207313.375000 Penalty: 8549.453125 Iteration 31Q: 3 clusters Score -207313.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 577 members Mstep: Class 2 contains 497 members Entering Unmasked Estep Score: -207320.359375 Penalty: 8549.453125 Iteration 32Q: 3 clusters Score -207320.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 573 members Mstep: Class 2 contains 501 members Entering Unmasked Estep Score: -207335.953125 Penalty: 8549.453125 Iteration 33Q: 3 clusters Score -207336 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 569 members Mstep: Class 2 contains 505 members Entering Unmasked Estep Score: -207347.343750 Penalty: 8549.453125 Iteration 34Q: 3 clusters Score -207347.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 566 members Mstep: Class 2 contains 508 members Entering Unmasked Estep Score: -207362.343750 Penalty: 8549.453125 Iteration 35Q: 3 clusters Score -207362.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 564 members Mstep: Class 2 contains 510 members Entering Unmasked Estep Score: -207374.265625 Penalty: 8549.453125 Iteration 36Q: 3 clusters Score -207374.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 563 members Mstep: Class 2 contains 511 members Entering Unmasked Estep Score: -207377.531250 Penalty: 8549.453125 Iteration 37Q: 3 clusters Score -207377.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 561 members Mstep: Class 2 contains 513 members Entering Unmasked Estep Score: -207384.578125 Penalty: 8549.453125 Iteration 38Q: 3 clusters Score -207384.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 561 members Mstep: Class 2 contains 513 members Entering Unmasked Estep Score: -207384.671875 Penalty: 8549.453125 Iteration 39F: 3 clusters Score -207384.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 560 members Mstep: Class 2 contains 514 members Entering Unmasked Estep Score: -207395.671875 Penalty: 8549.453125 Iteration 40F: 3 clusters Score -207395.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 559 members Mstep: Class 2 contains 515 members Entering Unmasked Estep Score: -207405.218750 Penalty: 8549.453125 Iteration 41Q: 3 clusters Score -207405.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 559 members Mstep: Class 2 contains 515 members Entering Unmasked Estep Score: -207405.218750 Penalty: 8549.453125 Iteration 42F: 3 clusters Score -207405.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 32 members Mstep: Class 1 contains 402 members Mstep: Class 2 contains 46001 members Mstep: Class 3 contains 4913 members Mstep: Class 4 contains 598 members Mstep: Class 5 contains 749 members Mstep: Class 6 contains 3114 members Mstep: Class 7 contains 765 members Mstep: Class 8 contains 33387 members Mstep: Class 9 contains 7614 members Mstep: Class 10 contains 559 members Mstep: Class 11 contains 1010 members Mstep: Class 12 contains 30747 members Mstep: Class 13 contains 142369 members Mstep: Class 14 contains 26305 members Mstep: Class 15 contains 21402 members Mstep: Class 16 contains 157646 members Mstep: Class 17 contains 157673 members Mstep: Class 18 contains 385 members Mstep: Class 19 contains 1592 members Mstep: Class 20 contains 41260 members Mstep: Class 21 contains 515 members Entering Unmasked Estep Score: -147540032.000000 Penalty: 172723.218750 Splitting cluster 10 changes total score from -147543744.000000 to -147540032.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 11 (1010 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1010 members Entering Unmasked Estep Score: -177311.562500 Penalty: 4237.094727 Iteration 0F: 2 clusters Score -177311.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 515 members Mstep: Class 2 contains 495 members Entering Unmasked Estep Score: -173743.000000 Penalty: 8474.189453 Iteration 0F: 3 clusters Score -173743 nChanged 215 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 574 members Mstep: Class 2 contains 436 members Entering Unmasked Estep Score: -175095.046875 Penalty: 8474.189453 Iteration 1F: 3 clusters Score -175095 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 624 members Mstep: Class 2 contains 386 members Entering Unmasked Estep Score: -176365.500000 Penalty: 8474.189453 Iteration 2F: 3 clusters Score -176365.5 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 669 members Mstep: Class 2 contains 341 members Entering Unmasked Estep Score: -177152.781250 Penalty: 8474.189453 Iteration 3F: 3 clusters Score -177152.8 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 687 members Mstep: Class 2 contains 323 members Entering Unmasked Estep Score: -177711.671875 Penalty: 8474.189453 Iteration 4Q: 3 clusters Score -177711.7 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 693 members Mstep: Class 2 contains 317 members Entering Unmasked Estep Score: -177962.031250 Penalty: 8474.189453 Iteration 5Q: 3 clusters Score -177962 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 696 members Mstep: Class 2 contains 314 members Entering Unmasked Estep Score: -178193.875000 Penalty: 8474.189453 Iteration 6Q: 3 clusters Score -178193.9 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 698 members Mstep: Class 2 contains 312 members Entering Unmasked Estep Score: -178434.468750 Penalty: 8474.189453 Iteration 7Q: 3 clusters Score -178434.5 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 705 members Mstep: Class 2 contains 305 members Entering Unmasked Estep Score: -178596.421875 Penalty: 8474.189453 Iteration 8Q: 3 clusters Score -178596.4 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 700 members Mstep: Class 2 contains 310 members Entering Unmasked Estep Score: -178777.703125 Penalty: 8474.189453 Iteration 9Q: 3 clusters Score -178777.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 694 members Mstep: Class 2 contains 316 members Entering Unmasked Estep Score: -178954.921875 Penalty: 8474.189453 Iteration 10Q: 3 clusters Score -178954.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 686 members Mstep: Class 2 contains 324 members Entering Unmasked Estep Score: -179283.562500 Penalty: 8474.189453 Iteration 11Q: 3 clusters Score -179283.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 684 members Mstep: Class 2 contains 326 members Entering Unmasked Estep Score: -179339.093750 Penalty: 8474.189453 Iteration 12Q: 3 clusters Score -179339.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 684 members Mstep: Class 2 contains 326 members Entering Unmasked Estep Score: -179345.796875 Penalty: 8474.189453 Iteration 13F: 3 clusters Score -179345.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 686 members Mstep: Class 2 contains 324 members Entering Unmasked Estep Score: -179360.718750 Penalty: 8474.189453 Iteration 14Q: 3 clusters Score -179360.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 687 members Mstep: Class 2 contains 323 members Entering Unmasked Estep Score: -179365.281250 Penalty: 8474.189453 Iteration 15Q: 3 clusters Score -179365.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 687 members Mstep: Class 2 contains 323 members Entering Unmasked Estep Score: -179365.281250 Penalty: 8474.189453 Iteration 16F: 3 clusters Score -179365.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 32 members Mstep: Class 1 contains 402 members Mstep: Class 2 contains 46001 members Mstep: Class 3 contains 4913 members Mstep: Class 4 contains 598 members Mstep: Class 5 contains 749 members Mstep: Class 6 contains 3114 members Mstep: Class 7 contains 765 members Mstep: Class 8 contains 33387 members Mstep: Class 9 contains 7614 members Mstep: Class 10 contains 1074 members Mstep: Class 11 contains 687 members Mstep: Class 12 contains 30747 members Mstep: Class 13 contains 142369 members Mstep: Class 14 contains 26305 members Mstep: Class 15 contains 21402 members Mstep: Class 16 contains 157646 members Mstep: Class 17 contains 157673 members Mstep: Class 18 contains 385 members Mstep: Class 19 contains 1592 members Mstep: Class 20 contains 41260 members Mstep: Class 21 contains 323 members Entering Unmasked Estep Score: -147541920.000000 Penalty: 172723.218750 Splitting cluster 11 changes total score from -147543744.000000 to -147541920.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 12 (30747 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30747 members Entering Unmasked Estep Score: -6471880.500000 Penalty: 6329.297852 Iteration 0F: 2 clusters Score -6471880 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15412 members Mstep: Class 2 contains 15335 members Entering Unmasked Estep Score: -6448497.000000 Penalty: 12658.595703 Iteration 0F: 3 clusters Score -6448497 nChanged 12992 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15512 members Mstep: Class 2 contains 15235 members Entering Unmasked Estep Score: -6455278.500000 Penalty: 12658.595703 Iteration 1F: 3 clusters Score -6455278 nChanged 1884 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15532 members Mstep: Class 2 contains 15215 members Entering Unmasked Estep Score: -6456059.000000 Penalty: 12658.595703 Iteration 2F: 3 clusters Score -6456059 nChanged 1458 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15580 members Mstep: Class 2 contains 15167 members Entering Unmasked Estep Score: -6456609.000000 Penalty: 12658.595703 Iteration 3Q: 3 clusters Score -6456609 nChanged 1178 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15640 members Mstep: Class 2 contains 15107 members Entering Unmasked Estep Score: -6457001.500000 Penalty: 12658.595703 Iteration 4Q: 3 clusters Score -6457002 nChanged 989 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15709 members Mstep: Class 2 contains 15038 members Entering Unmasked Estep Score: -6457366.000000 Penalty: 12658.595703 Iteration 5Q: 3 clusters Score -6457366 nChanged 844 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15769 members Mstep: Class 2 contains 14978 members Entering Unmasked Estep Score: -6457636.500000 Penalty: 12658.595703 Iteration 6Q: 3 clusters Score -6457636 nChanged 758 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15853 members Mstep: Class 2 contains 14894 members Entering Unmasked Estep Score: -6457817.000000 Penalty: 12658.595703 Iteration 7Q: 3 clusters Score -6457817 nChanged 694 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15957 members Mstep: Class 2 contains 14790 members Entering Unmasked Estep Score: -6458033.500000 Penalty: 12658.595703 Iteration 8Q: 3 clusters Score -6458034 nChanged 600 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16055 members Mstep: Class 2 contains 14692 members Entering Unmasked Estep Score: -6458181.500000 Penalty: 12658.595703 Iteration 9Q: 3 clusters Score -6458182 nChanged 564 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16181 members Mstep: Class 2 contains 14566 members Entering Unmasked Estep Score: -6458344.000000 Penalty: 12658.595703 Iteration 10Q: 3 clusters Score -6458344 nChanged 507 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16342 members Mstep: Class 2 contains 14405 members Entering Unmasked Estep Score: -6458451.000000 Penalty: 12658.595703 Iteration 11Q: 3 clusters Score -6458451 nChanged 470 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16530 members Mstep: Class 2 contains 14217 members Entering Unmasked Estep Score: -6458578.500000 Penalty: 12658.595703 Iteration 12Q: 3 clusters Score -6458578 nChanged 482 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16748 members Mstep: Class 2 contains 13999 members Entering Unmasked Estep Score: -6458715.500000 Penalty: 12658.595703 Iteration 13Q: 3 clusters Score -6458716 nChanged 477 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17013 members Mstep: Class 2 contains 13734 members Entering Unmasked Estep Score: -6458849.500000 Penalty: 12658.595703 Iteration 14Q: 3 clusters Score -6458850 nChanged 467 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17302 members Mstep: Class 2 contains 13445 members Entering Unmasked Estep Score: -6458964.000000 Penalty: 12658.595703 Iteration 15Q: 3 clusters Score -6458964 nChanged 497 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17641 members Mstep: Class 2 contains 13106 members Entering Unmasked Estep Score: -6459092.500000 Penalty: 12658.595703 Iteration 16Q: 3 clusters Score -6459092 nChanged 479 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18010 members Mstep: Class 2 contains 12737 members Entering Unmasked Estep Score: -6459229.000000 Penalty: 12658.595703 Iteration 17Q: 3 clusters Score -6459229 nChanged 551 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18455 members Mstep: Class 2 contains 12292 members Entering Unmasked Estep Score: -6459412.500000 Penalty: 12658.595703 Iteration 18Q: 3 clusters Score -6459412 nChanged 578 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18949 members Mstep: Class 2 contains 11798 members Entering Unmasked Estep Score: -6459625.500000 Penalty: 12658.595703 Iteration 19Q: 3 clusters Score -6459626 nChanged 683 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19558 members Mstep: Class 2 contains 11189 members Entering Unmasked Estep Score: -6459847.500000 Penalty: 12658.595703 Iteration 20F: 3 clusters Score -6459848 nChanged 747 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20235 members Mstep: Class 2 contains 10512 members Entering Unmasked Estep Score: -6460181.000000 Penalty: 12658.595703 Iteration 21Q: 3 clusters Score -6460181 nChanged 884 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21043 members Mstep: Class 2 contains 9704 members Entering Unmasked Estep Score: -6460596.500000 Penalty: 12658.595703 Iteration 22Q: 3 clusters Score -6460596 nChanged 1026 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21997 members Mstep: Class 2 contains 8750 members Entering Unmasked Estep Score: -6461170.000000 Penalty: 12658.595703 Iteration 23Q: 3 clusters Score -6461170 nChanged 1119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23040 members Mstep: Class 2 contains 7707 members Entering Unmasked Estep Score: -6461853.000000 Penalty: 12658.595703 Iteration 24Q: 3 clusters Score -6461853 nChanged 1179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24143 members Mstep: Class 2 contains 6604 members Entering Unmasked Estep Score: -6462644.000000 Penalty: 12658.595703 Iteration 25Q: 3 clusters Score -6462644 nChanged 1130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25195 members Mstep: Class 2 contains 5552 members Entering Unmasked Estep Score: -6463442.000000 Penalty: 12658.595703 Iteration 26Q: 3 clusters Score -6463442 nChanged 1017 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26134 members Mstep: Class 2 contains 4613 members Entering Unmasked Estep Score: -6464235.000000 Penalty: 12658.595703 Iteration 27Q: 3 clusters Score -6464235 nChanged 885 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26929 members Mstep: Class 2 contains 3818 members Entering Unmasked Estep Score: -6464921.000000 Penalty: 12658.595703 Iteration 28Q: 3 clusters Score -6464921 nChanged 715 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27554 members Mstep: Class 2 contains 3193 members Entering Unmasked Estep Score: -6465526.000000 Penalty: 12658.595703 Iteration 29Q: 3 clusters Score -6465526 nChanged 553 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28025 members Mstep: Class 2 contains 2722 members Entering Unmasked Estep Score: -6465970.000000 Penalty: 12658.595703 Iteration 30Q: 3 clusters Score -6465970 nChanged 416 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28381 members Mstep: Class 2 contains 2366 members Entering Unmasked Estep Score: -6466318.000000 Penalty: 12658.595703 Iteration 31Q: 3 clusters Score -6466318 nChanged 284 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28603 members Mstep: Class 2 contains 2144 members Entering Unmasked Estep Score: -6466534.000000 Penalty: 12658.595703 Iteration 32Q: 3 clusters Score -6466534 nChanged 183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28736 members Mstep: Class 2 contains 2011 members Entering Unmasked Estep Score: -6466659.000000 Penalty: 12658.595703 Iteration 33Q: 3 clusters Score -6466659 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28820 members Mstep: Class 2 contains 1927 members Entering Unmasked Estep Score: -6466806.000000 Penalty: 12658.595703 Iteration 34Q: 3 clusters Score -6466806 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28895 members Mstep: Class 2 contains 1852 members Entering Unmasked Estep Score: -6466921.000000 Penalty: 12658.595703 Iteration 35Q: 3 clusters Score -6466921 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28957 members Mstep: Class 2 contains 1790 members Entering Unmasked Estep Score: -6467043.500000 Penalty: 12658.595703 Iteration 36Q: 3 clusters Score -6467044 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28987 members Mstep: Class 2 contains 1760 members Entering Unmasked Estep Score: -6467118.000000 Penalty: 12658.595703 Iteration 37Q: 3 clusters Score -6467118 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29025 members Mstep: Class 2 contains 1722 members Entering Unmasked Estep Score: -6467165.500000 Penalty: 12658.595703 Iteration 38Q: 3 clusters Score -6467166 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29064 members Mstep: Class 2 contains 1683 members Entering Unmasked Estep Score: -6467215.500000 Penalty: 12658.595703 Iteration 39Q: 3 clusters Score -6467216 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29082 members Mstep: Class 2 contains 1665 members Entering Unmasked Estep Score: -6467260.000000 Penalty: 12658.595703 Iteration 40F: 3 clusters Score -6467260 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29086 members Mstep: Class 2 contains 1661 members Entering Unmasked Estep Score: -6467282.000000 Penalty: 12658.595703 Iteration 41Q: 3 clusters Score -6467282 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29093 members Mstep: Class 2 contains 1654 members Entering Unmasked Estep Score: -6467293.000000 Penalty: 12658.595703 Iteration 42Q: 3 clusters Score -6467293 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29091 members Mstep: Class 2 contains 1656 members Entering Unmasked Estep Score: -6467312.500000 Penalty: 12658.595703 Iteration 43Q: 3 clusters Score -6467312 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29099 members Mstep: Class 2 contains 1648 members Entering Unmasked Estep Score: -6467323.000000 Penalty: 12658.595703 Iteration 44Q: 3 clusters Score -6467323 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29107 members Mstep: Class 2 contains 1640 members Entering Unmasked Estep Score: -6467327.000000 Penalty: 12658.595703 Iteration 45Q: 3 clusters Score -6467327 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29116 members Mstep: Class 2 contains 1631 members Entering Unmasked Estep Score: -6467349.500000 Penalty: 12658.595703 Iteration 46Q: 3 clusters Score -6467350 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29124 members Mstep: Class 2 contains 1623 members Entering Unmasked Estep Score: -6467338.000000 Penalty: 12658.595703 Iteration 47Q: 3 clusters Score -6467338 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29132 members Mstep: Class 2 contains 1615 members Entering Unmasked Estep Score: -6467348.000000 Penalty: 12658.595703 Iteration 48Q: 3 clusters Score -6467348 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29135 members Mstep: Class 2 contains 1612 members Entering Unmasked Estep Score: -6467359.500000 Penalty: 12658.595703 Iteration 49Q: 3 clusters Score -6467360 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29135 members Mstep: Class 2 contains 1612 members Entering Unmasked Estep Score: -6467359.000000 Penalty: 12658.595703 Iteration 50Q: 3 clusters Score -6467359 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29138 members Mstep: Class 2 contains 1609 members Entering Unmasked Estep Score: -6467366.500000 Penalty: 12658.595703 Iteration 51Q: 3 clusters Score -6467366 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29135 members Mstep: Class 2 contains 1612 members Entering Unmasked Estep Score: -6467374.500000 Penalty: 12658.595703 Iteration 52Q: 3 clusters Score -6467374 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29136 members Mstep: Class 2 contains 1611 members Entering Unmasked Estep Score: -6467373.000000 Penalty: 12658.595703 Iteration 53Q: 3 clusters Score -6467373 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29135 members Mstep: Class 2 contains 1612 members Entering Unmasked Estep Score: -6467383.500000 Penalty: 12658.595703 Iteration 54Q: 3 clusters Score -6467384 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29136 members Mstep: Class 2 contains 1611 members Entering Unmasked Estep Score: -6467380.500000 Penalty: 12658.595703 Iteration 55Q: 3 clusters Score -6467380 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29141 members Mstep: Class 2 contains 1606 members Entering Unmasked Estep Score: -6467388.500000 Penalty: 12658.595703 Iteration 56Q: 3 clusters Score -6467388 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29144 members Mstep: Class 2 contains 1603 members Entering Unmasked Estep Score: -6467377.500000 Penalty: 12658.595703 Iteration 57Q: 3 clusters Score -6467378 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29145 members Mstep: Class 2 contains 1602 members Entering Unmasked Estep Score: -6467375.000000 Penalty: 12658.595703 Iteration 58Q: 3 clusters Score -6467375 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29145 members Mstep: Class 2 contains 1602 members Entering Unmasked Estep Score: -6467384.000000 Penalty: 12658.595703 Iteration 59Q: 3 clusters Score -6467384 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29146 members Mstep: Class 2 contains 1601 members Entering Unmasked Estep Score: -6467390.500000 Penalty: 12658.595703 Iteration 60F: 3 clusters Score -6467390 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29146 members Mstep: Class 2 contains 1601 members Entering Unmasked Estep Score: -6467390.500000 Penalty: 12658.595703 Iteration 61Q: 3 clusters Score -6467390 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29145 members Mstep: Class 2 contains 1602 members Entering Unmasked Estep Score: -6467385.500000 Penalty: 12658.595703 Iteration 62Q: 3 clusters Score -6467386 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29148 members Mstep: Class 2 contains 1599 members Entering Unmasked Estep Score: -6467390.000000 Penalty: 12658.595703 Iteration 63Q: 3 clusters Score -6467390 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29150 members Mstep: Class 2 contains 1597 members Entering Unmasked Estep Score: -6467392.000000 Penalty: 12658.595703 Iteration 64Q: 3 clusters Score -6467392 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29148 members Mstep: Class 2 contains 1599 members Entering Unmasked Estep Score: -6467393.500000 Penalty: 12658.595703 Iteration 65Q: 3 clusters Score -6467394 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29146 members Mstep: Class 2 contains 1601 members Entering Unmasked Estep Score: -6467395.500000 Penalty: 12658.595703 Iteration 66Q: 3 clusters Score -6467396 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29146 members Mstep: Class 2 contains 1601 members Entering Unmasked Estep Score: -6467394.000000 Penalty: 12658.595703 Iteration 67Q: 3 clusters Score -6467394 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29145 members Mstep: Class 2 contains 1602 members Entering Unmasked Estep Score: -6467397.000000 Penalty: 12658.595703 Iteration 68Q: 3 clusters Score -6467397 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29143 members Mstep: Class 2 contains 1604 members Entering Unmasked Estep Score: -6467394.000000 Penalty: 12658.595703 Iteration 69Q: 3 clusters Score -6467394 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29144 members Mstep: Class 2 contains 1603 members Entering Unmasked Estep Score: -6467394.000000 Penalty: 12658.595703 Iteration 70Q: 3 clusters Score -6467394 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29143 members Mstep: Class 2 contains 1604 members Entering Unmasked Estep Score: -6467403.000000 Penalty: 12658.595703 Iteration 71Q: 3 clusters Score -6467403 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29146 members Mstep: Class 2 contains 1601 members Entering Unmasked Estep Score: -6467401.000000 Penalty: 12658.595703 Iteration 72Q: 3 clusters Score -6467401 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29146 members Mstep: Class 2 contains 1601 members Entering Unmasked Estep Score: -6467402.000000 Penalty: 12658.595703 Iteration 73Q: 3 clusters Score -6467402 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29145 members Mstep: Class 2 contains 1602 members Entering Unmasked Estep Score: -6467401.500000 Penalty: 12658.595703 Iteration 74Q: 3 clusters Score -6467402 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29145 members Mstep: Class 2 contains 1602 members Entering Unmasked Estep Score: -6467412.500000 Penalty: 12658.595703 Iteration 75Q: 3 clusters Score -6467412 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29147 members Mstep: Class 2 contains 1600 members Entering Unmasked Estep Score: -6467405.500000 Penalty: 12658.595703 Iteration 76Q: 3 clusters Score -6467406 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29148 members Mstep: Class 2 contains 1599 members Entering Unmasked Estep Score: -6467405.500000 Penalty: 12658.595703 Iteration 77Q: 3 clusters Score -6467406 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29150 members Mstep: Class 2 contains 1597 members Entering Unmasked Estep Score: -6467409.000000 Penalty: 12658.595703 Iteration 78Q: 3 clusters Score -6467409 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29152 members Mstep: Class 2 contains 1595 members Entering Unmasked Estep Score: -6467407.500000 Penalty: 12658.595703 Iteration 79Q: 3 clusters Score -6467408 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29152 members Mstep: Class 2 contains 1595 members Entering Unmasked Estep Score: -6467407.500000 Penalty: 12658.595703 Iteration 80F: 3 clusters Score -6467408 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (142369 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 142369 members Entering Unmasked Estep Score: -31690806.000000 Penalty: 7268.033691 Iteration 0F: 2 clusters Score -3.169081e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71257 members Mstep: Class 2 contains 71112 members Entering Unmasked Estep Score: -31596350.000000 Penalty: 14536.067383 Iteration 0F: 3 clusters Score -3.159635e+07 nChanged 65847 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71468 members Mstep: Class 2 contains 70901 members Entering Unmasked Estep Score: -31633542.000000 Penalty: 14536.067383 Iteration 1F: 3 clusters Score -3.163354e+07 nChanged 6587 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71263 members Mstep: Class 2 contains 71106 members Entering Unmasked Estep Score: -31636518.000000 Penalty: 14536.067383 Iteration 2Q: 3 clusters Score -3.163652e+07 nChanged 7431 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70748 members Mstep: Class 2 contains 71621 members Entering Unmasked Estep Score: -31640322.000000 Penalty: 14536.067383 Iteration 3F: 3 clusters Score -3.164032e+07 nChanged 8376 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 69542 members Mstep: Class 2 contains 72827 members Entering Unmasked Estep Score: -31645434.000000 Penalty: 14536.067383 Iteration 4F: 3 clusters Score -3.164543e+07 nChanged 9306 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67698 members Mstep: Class 2 contains 74671 members Entering Unmasked Estep Score: -31651614.000000 Penalty: 14536.067383 Iteration 5F: 3 clusters Score -3.165161e+07 nChanged 9627 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65065 members Mstep: Class 2 contains 77304 members Entering Unmasked Estep Score: -31657478.000000 Penalty: 14536.067383 Iteration 6F: 3 clusters Score -3.165748e+07 nChanged 9087 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61770 members Mstep: Class 2 contains 80599 members Entering Unmasked Estep Score: -31662584.000000 Penalty: 14536.067383 Iteration 7F: 3 clusters Score -3.166258e+07 nChanged 7833 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58341 members Mstep: Class 2 contains 84028 members Entering Unmasked Estep Score: -31666574.000000 Penalty: 14536.067383 Iteration 8F: 3 clusters Score -3.166657e+07 nChanged 6158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54935 members Mstep: Class 2 contains 87434 members Entering Unmasked Estep Score: -31669884.000000 Penalty: 14536.067383 Iteration 9Q: 3 clusters Score -3.166988e+07 nChanged 5033 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51660 members Mstep: Class 2 contains 90709 members Entering Unmasked Estep Score: -31672456.000000 Penalty: 14536.067383 Iteration 10Q: 3 clusters Score -3.167246e+07 nChanged 4264 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48586 members Mstep: Class 2 contains 93783 members Entering Unmasked Estep Score: -31674848.000000 Penalty: 14536.067383 Iteration 11Q: 3 clusters Score -3.167485e+07 nChanged 3578 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45756 members Mstep: Class 2 contains 96613 members Entering Unmasked Estep Score: -31676386.000000 Penalty: 14536.067383 Iteration 12Q: 3 clusters Score -3.167639e+07 nChanged 3026 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43096 members Mstep: Class 2 contains 99273 members Entering Unmasked Estep Score: -31677468.000000 Penalty: 14536.067383 Iteration 13Q: 3 clusters Score -3.167747e+07 nChanged 2562 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40684 members Mstep: Class 2 contains 101685 members Entering Unmasked Estep Score: -31678348.000000 Penalty: 14536.067383 Iteration 14Q: 3 clusters Score -3.167835e+07 nChanged 2360 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38372 members Mstep: Class 2 contains 103997 members Entering Unmasked Estep Score: -31679438.000000 Penalty: 14536.067383 Iteration 15Q: 3 clusters Score -3.167944e+07 nChanged 2223 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36169 members Mstep: Class 2 contains 106200 members Entering Unmasked Estep Score: -31680258.000000 Penalty: 14536.067383 Iteration 16Q: 3 clusters Score -3.168026e+07 nChanged 2136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34041 members Mstep: Class 2 contains 108328 members Entering Unmasked Estep Score: -31681130.000000 Penalty: 14536.067383 Iteration 17Q: 3 clusters Score -3.168113e+07 nChanged 2027 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32022 members Mstep: Class 2 contains 110347 members Entering Unmasked Estep Score: -31681802.000000 Penalty: 14536.067383 Iteration 18Q: 3 clusters Score -3.16818e+07 nChanged 1876 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30154 members Mstep: Class 2 contains 112215 members Entering Unmasked Estep Score: -31682628.000000 Penalty: 14536.067383 Iteration 19Q: 3 clusters Score -3.168263e+07 nChanged 1770 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28398 members Mstep: Class 2 contains 113971 members Entering Unmasked Estep Score: -31683322.000000 Penalty: 14536.067383 Iteration 20F: 3 clusters Score -3.168332e+07 nChanged 1660 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26754 members Mstep: Class 2 contains 115615 members Entering Unmasked Estep Score: -31684290.000000 Penalty: 14536.067383 Iteration 21Q: 3 clusters Score -3.168429e+07 nChanged 1497 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25273 members Mstep: Class 2 contains 117096 members Entering Unmasked Estep Score: -31684966.000000 Penalty: 14536.067383 Iteration 22Q: 3 clusters Score -3.168497e+07 nChanged 1414 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23887 members Mstep: Class 2 contains 118482 members Entering Unmasked Estep Score: -31685390.000000 Penalty: 14536.067383 Iteration 23Q: 3 clusters Score -3.168539e+07 nChanged 1241 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22672 members Mstep: Class 2 contains 119697 members Entering Unmasked Estep Score: -31685950.000000 Penalty: 14536.067383 Iteration 24Q: 3 clusters Score -3.168595e+07 nChanged 1094 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21596 members Mstep: Class 2 contains 120773 members Entering Unmasked Estep Score: -31686198.000000 Penalty: 14536.067383 Iteration 25Q: 3 clusters Score -3.16862e+07 nChanged 987 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20621 members Mstep: Class 2 contains 121748 members Entering Unmasked Estep Score: -31686386.000000 Penalty: 14536.067383 Iteration 26Q: 3 clusters Score -3.168639e+07 nChanged 851 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19776 members Mstep: Class 2 contains 122593 members Entering Unmasked Estep Score: -31686624.000000 Penalty: 14536.067383 Iteration 27Q: 3 clusters Score -3.168662e+07 nChanged 751 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19039 members Mstep: Class 2 contains 123330 members Entering Unmasked Estep Score: -31686718.000000 Penalty: 14536.067383 Iteration 28Q: 3 clusters Score -3.168672e+07 nChanged 693 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18358 members Mstep: Class 2 contains 124011 members Entering Unmasked Estep Score: -31686868.000000 Penalty: 14536.067383 Iteration 29Q: 3 clusters Score -3.168687e+07 nChanged 619 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17745 members Mstep: Class 2 contains 124624 members Entering Unmasked Estep Score: -31686946.000000 Penalty: 14536.067383 Iteration 30Q: 3 clusters Score -3.168695e+07 nChanged 602 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17151 members Mstep: Class 2 contains 125218 members Entering Unmasked Estep Score: -31686996.000000 Penalty: 14536.067383 Iteration 31Q: 3 clusters Score -3.1687e+07 nChanged 552 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16601 members Mstep: Class 2 contains 125768 members Entering Unmasked Estep Score: -31687064.000000 Penalty: 14536.067383 Iteration 32Q: 3 clusters Score -3.168706e+07 nChanged 471 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16134 members Mstep: Class 2 contains 126235 members Entering Unmasked Estep Score: -31687194.000000 Penalty: 14536.067383 Iteration 33Q: 3 clusters Score -3.168719e+07 nChanged 441 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15699 members Mstep: Class 2 contains 126670 members Entering Unmasked Estep Score: -31687246.000000 Penalty: 14536.067383 Iteration 34Q: 3 clusters Score -3.168725e+07 nChanged 425 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15280 members Mstep: Class 2 contains 127089 members Entering Unmasked Estep Score: -31687380.000000 Penalty: 14536.067383 Iteration 35Q: 3 clusters Score -3.168738e+07 nChanged 384 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14904 members Mstep: Class 2 contains 127465 members Entering Unmasked Estep Score: -31687504.000000 Penalty: 14536.067383 Iteration 36Q: 3 clusters Score -3.16875e+07 nChanged 355 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14565 members Mstep: Class 2 contains 127804 members Entering Unmasked Estep Score: -31687542.000000 Penalty: 14536.067383 Iteration 37Q: 3 clusters Score -3.168754e+07 nChanged 325 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14250 members Mstep: Class 2 contains 128119 members Entering Unmasked Estep Score: -31687606.000000 Penalty: 14536.067383 Iteration 38Q: 3 clusters Score -3.168761e+07 nChanged 299 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13961 members Mstep: Class 2 contains 128408 members Entering Unmasked Estep Score: -31687608.000000 Penalty: 14536.067383 Iteration 39Q: 3 clusters Score -3.168761e+07 nChanged 287 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13682 members Mstep: Class 2 contains 128687 members Entering Unmasked Estep Score: -31687726.000000 Penalty: 14536.067383 Iteration 40F: 3 clusters Score -3.168773e+07 nChanged 301 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13385 members Mstep: Class 2 contains 128984 members Entering Unmasked Estep Score: -31687792.000000 Penalty: 14536.067383 Iteration 41Q: 3 clusters Score -3.168779e+07 nChanged 310 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13085 members Mstep: Class 2 contains 129284 members Entering Unmasked Estep Score: -31687858.000000 Penalty: 14536.067383 Iteration 42Q: 3 clusters Score -3.168786e+07 nChanged 307 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12794 members Mstep: Class 2 contains 129575 members Entering Unmasked Estep Score: -31687934.000000 Penalty: 14536.067383 Iteration 43Q: 3 clusters Score -3.168793e+07 nChanged 329 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12493 members Mstep: Class 2 contains 129876 members Entering Unmasked Estep Score: -31687962.000000 Penalty: 14536.067383 Iteration 44Q: 3 clusters Score -3.168796e+07 nChanged 336 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12191 members Mstep: Class 2 contains 130178 members Entering Unmasked Estep Score: -31688032.000000 Penalty: 14536.067383 Iteration 45Q: 3 clusters Score -3.168803e+07 nChanged 358 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11875 members Mstep: Class 2 contains 130494 members Entering Unmasked Estep Score: -31688194.000000 Penalty: 14536.067383 Iteration 46Q: 3 clusters Score -3.168819e+07 nChanged 414 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11535 members Mstep: Class 2 contains 130834 members Entering Unmasked Estep Score: -31688400.000000 Penalty: 14536.067383 Iteration 47Q: 3 clusters Score -3.16884e+07 nChanged 478 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11155 members Mstep: Class 2 contains 131214 members Entering Unmasked Estep Score: -31688694.000000 Penalty: 14536.067383 Iteration 48Q: 3 clusters Score -3.168869e+07 nChanged 529 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10786 members Mstep: Class 2 contains 131583 members Entering Unmasked Estep Score: -31689048.000000 Penalty: 14536.067383 Iteration 49Q: 3 clusters Score -3.168905e+07 nChanged 585 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10427 members Mstep: Class 2 contains 131942 members Entering Unmasked Estep Score: -31689470.000000 Penalty: 14536.067383 Iteration 50Q: 3 clusters Score -3.168947e+07 nChanged 505 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10176 members Mstep: Class 2 contains 132193 members Entering Unmasked Estep Score: -31689664.000000 Penalty: 14536.067383 Iteration 51Q: 3 clusters Score -3.168966e+07 nChanged 396 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10030 members Mstep: Class 2 contains 132339 members Entering Unmasked Estep Score: -31689776.000000 Penalty: 14536.067383 Iteration 52Q: 3 clusters Score -3.168978e+07 nChanged 264 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9944 members Mstep: Class 2 contains 132425 members Entering Unmasked Estep Score: -31689840.000000 Penalty: 14536.067383 Iteration 53Q: 3 clusters Score -3.168984e+07 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9876 members Mstep: Class 2 contains 132493 members Entering Unmasked Estep Score: -31689786.000000 Penalty: 14536.067383 Iteration 54Q: 3 clusters Score -3.168979e+07 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9836 members Mstep: Class 2 contains 132533 members Entering Unmasked Estep Score: -31689832.000000 Penalty: 14536.067383 Iteration 55Q: 3 clusters Score -3.168983e+07 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9806 members Mstep: Class 2 contains 132563 members Entering Unmasked Estep Score: -31689878.000000 Penalty: 14536.067383 Iteration 56Q: 3 clusters Score -3.168988e+07 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9784 members Mstep: Class 2 contains 132585 members Entering Unmasked Estep Score: -31689888.000000 Penalty: 14536.067383 Iteration 57Q: 3 clusters Score -3.168989e+07 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9767 members Mstep: Class 2 contains 132602 members Entering Unmasked Estep Score: -31689876.000000 Penalty: 14536.067383 Iteration 58Q: 3 clusters Score -3.168988e+07 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9757 members Mstep: Class 2 contains 132612 members Entering Unmasked Estep Score: -31689894.000000 Penalty: 14536.067383 Iteration 59Q: 3 clusters Score -3.168989e+07 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9749 members Mstep: Class 2 contains 132620 members Entering Unmasked Estep Score: -31689892.000000 Penalty: 14536.067383 Iteration 60F: 3 clusters Score -3.168989e+07 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9747 members Mstep: Class 2 contains 132622 members Entering Unmasked Estep Score: -31689942.000000 Penalty: 14536.067383 Iteration 61Q: 3 clusters Score -3.168994e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9745 members Mstep: Class 2 contains 132624 members Entering Unmasked Estep Score: -31689918.000000 Penalty: 14536.067383 Iteration 62Q: 3 clusters Score -3.168992e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9742 members Mstep: Class 2 contains 132627 members Entering Unmasked Estep Score: -31689908.000000 Penalty: 14536.067383 Iteration 63Q: 3 clusters Score -3.168991e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9738 members Mstep: Class 2 contains 132631 members Entering Unmasked Estep Score: -31689910.000000 Penalty: 14536.067383 Iteration 64Q: 3 clusters Score -3.168991e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9735 members Mstep: Class 2 contains 132634 members Entering Unmasked Estep Score: -31689900.000000 Penalty: 14536.067383 Iteration 65Q: 3 clusters Score -3.16899e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9735 members Mstep: Class 2 contains 132634 members Entering Unmasked Estep Score: -31689912.000000 Penalty: 14536.067383 Iteration 66Q: 3 clusters Score -3.168991e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9732 members Mstep: Class 2 contains 132637 members Entering Unmasked Estep Score: -31689918.000000 Penalty: 14536.067383 Iteration 67Q: 3 clusters Score -3.168992e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9732 members Mstep: Class 2 contains 132637 members Entering Unmasked Estep Score: -31689918.000000 Penalty: 14536.067383 Iteration 68F: 3 clusters Score -3.168992e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (26305 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26305 members Entering Unmasked Estep Score: -5692920.500000 Penalty: 6233.727539 Iteration 0F: 2 clusters Score -5692920 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13293 members Mstep: Class 2 contains 13012 members Entering Unmasked Estep Score: -5672437.000000 Penalty: 12467.455078 Iteration 0F: 3 clusters Score -5672437 nChanged 11023 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13740 members Mstep: Class 2 contains 12565 members Entering Unmasked Estep Score: -5678554.500000 Penalty: 12467.455078 Iteration 1F: 3 clusters Score -5678554 nChanged 1955 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14247 members Mstep: Class 2 contains 12058 members Entering Unmasked Estep Score: -5680080.500000 Penalty: 12467.455078 Iteration 2F: 3 clusters Score -5680080 nChanged 1894 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15151 members Mstep: Class 2 contains 11154 members Entering Unmasked Estep Score: -5681592.500000 Penalty: 12467.455078 Iteration 3F: 3 clusters Score -5681592 nChanged 2037 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16368 members Mstep: Class 2 contains 9937 members Entering Unmasked Estep Score: -5683341.000000 Penalty: 12467.455078 Iteration 4F: 3 clusters Score -5683341 nChanged 2152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17872 members Mstep: Class 2 contains 8433 members Entering Unmasked Estep Score: -5685145.000000 Penalty: 12467.455078 Iteration 5F: 3 clusters Score -5685145 nChanged 1904 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19352 members Mstep: Class 2 contains 6953 members Entering Unmasked Estep Score: -5686766.000000 Penalty: 12467.455078 Iteration 6F: 3 clusters Score -5686766 nChanged 1565 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20643 members Mstep: Class 2 contains 5662 members Entering Unmasked Estep Score: -5688074.500000 Penalty: 12467.455078 Iteration 7F: 3 clusters Score -5688074 nChanged 1152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21637 members Mstep: Class 2 contains 4668 members Entering Unmasked Estep Score: -5688957.500000 Penalty: 12467.455078 Iteration 8Q: 3 clusters Score -5688958 nChanged 821 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22354 members Mstep: Class 2 contains 3951 members Entering Unmasked Estep Score: -5689549.500000 Penalty: 12467.455078 Iteration 9Q: 3 clusters Score -5689550 nChanged 557 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22873 members Mstep: Class 2 contains 3432 members Entering Unmasked Estep Score: -5689948.000000 Penalty: 12467.455078 Iteration 10Q: 3 clusters Score -5689948 nChanged 400 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23243 members Mstep: Class 2 contains 3062 members Entering Unmasked Estep Score: -5690176.000000 Penalty: 12467.455078 Iteration 11Q: 3 clusters Score -5690176 nChanged 269 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23506 members Mstep: Class 2 contains 2799 members Entering Unmasked Estep Score: -5690320.500000 Penalty: 12467.455078 Iteration 12Q: 3 clusters Score -5690320 nChanged 198 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23684 members Mstep: Class 2 contains 2621 members Entering Unmasked Estep Score: -5690432.000000 Penalty: 12467.455078 Iteration 13Q: 3 clusters Score -5690432 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23824 members Mstep: Class 2 contains 2481 members Entering Unmasked Estep Score: -5690515.000000 Penalty: 12467.455078 Iteration 14Q: 3 clusters Score -5690515 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23940 members Mstep: Class 2 contains 2365 members Entering Unmasked Estep Score: -5690565.500000 Penalty: 12467.455078 Iteration 15Q: 3 clusters Score -5690566 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24037 members Mstep: Class 2 contains 2268 members Entering Unmasked Estep Score: -5690603.500000 Penalty: 12467.455078 Iteration 16Q: 3 clusters Score -5690604 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24126 members Mstep: Class 2 contains 2179 members Entering Unmasked Estep Score: -5690666.000000 Penalty: 12467.455078 Iteration 17Q: 3 clusters Score -5690666 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24192 members Mstep: Class 2 contains 2113 members Entering Unmasked Estep Score: -5690701.000000 Penalty: 12467.455078 Iteration 18Q: 3 clusters Score -5690701 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24245 members Mstep: Class 2 contains 2060 members Entering Unmasked Estep Score: -5690726.500000 Penalty: 12467.455078 Iteration 19Q: 3 clusters Score -5690726 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24281 members Mstep: Class 2 contains 2024 members Entering Unmasked Estep Score: -5690742.500000 Penalty: 12467.455078 Iteration 20F: 3 clusters Score -5690742 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24321 members Mstep: Class 2 contains 1984 members Entering Unmasked Estep Score: -5690761.500000 Penalty: 12467.455078 Iteration 21Q: 3 clusters Score -5690762 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24356 members Mstep: Class 2 contains 1949 members Entering Unmasked Estep Score: -5690770.500000 Penalty: 12467.455078 Iteration 22Q: 3 clusters Score -5690770 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24386 members Mstep: Class 2 contains 1919 members Entering Unmasked Estep Score: -5690780.500000 Penalty: 12467.455078 Iteration 23Q: 3 clusters Score -5690780 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24402 members Mstep: Class 2 contains 1903 members Entering Unmasked Estep Score: -5690785.000000 Penalty: 12467.455078 Iteration 24Q: 3 clusters Score -5690785 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24408 members Mstep: Class 2 contains 1897 members Entering Unmasked Estep Score: -5690791.000000 Penalty: 12467.455078 Iteration 25Q: 3 clusters Score -5690791 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24413 members Mstep: Class 2 contains 1892 members Entering Unmasked Estep Score: -5690790.000000 Penalty: 12467.455078 Iteration 26Q: 3 clusters Score -5690790 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24426 members Mstep: Class 2 contains 1879 members Entering Unmasked Estep Score: -5690787.500000 Penalty: 12467.455078 Iteration 27Q: 3 clusters Score -5690788 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24435 members Mstep: Class 2 contains 1870 members Entering Unmasked Estep Score: -5690793.500000 Penalty: 12467.455078 Iteration 28Q: 3 clusters Score -5690794 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24442 members Mstep: Class 2 contains 1863 members Entering Unmasked Estep Score: -5690802.500000 Penalty: 12467.455078 Iteration 29Q: 3 clusters Score -5690802 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24447 members Mstep: Class 2 contains 1858 members Entering Unmasked Estep Score: -5690800.000000 Penalty: 12467.455078 Iteration 30Q: 3 clusters Score -5690800 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24452 members Mstep: Class 2 contains 1853 members Entering Unmasked Estep Score: -5690810.500000 Penalty: 12467.455078 Iteration 31Q: 3 clusters Score -5690810 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24459 members Mstep: Class 2 contains 1846 members Entering Unmasked Estep Score: -5690807.500000 Penalty: 12467.455078 Iteration 32Q: 3 clusters Score -5690808 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24467 members Mstep: Class 2 contains 1838 members Entering Unmasked Estep Score: -5690820.500000 Penalty: 12467.455078 Iteration 33Q: 3 clusters Score -5690820 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24481 members Mstep: Class 2 contains 1824 members Entering Unmasked Estep Score: -5690817.500000 Penalty: 12467.455078 Iteration 34Q: 3 clusters Score -5690818 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24489 members Mstep: Class 2 contains 1816 members Entering Unmasked Estep Score: -5690820.500000 Penalty: 12467.455078 Iteration 35Q: 3 clusters Score -5690820 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24498 members Mstep: Class 2 contains 1807 members Entering Unmasked Estep Score: -5690835.000000 Penalty: 12467.455078 Iteration 36Q: 3 clusters Score -5690835 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24506 members Mstep: Class 2 contains 1799 members Entering Unmasked Estep Score: -5690831.000000 Penalty: 12467.455078 Iteration 37Q: 3 clusters Score -5690831 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24517 members Mstep: Class 2 contains 1788 members Entering Unmasked Estep Score: -5690832.500000 Penalty: 12467.455078 Iteration 38Q: 3 clusters Score -5690832 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24530 members Mstep: Class 2 contains 1775 members Entering Unmasked Estep Score: -5690842.500000 Penalty: 12467.455078 Iteration 39Q: 3 clusters Score -5690842 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24538 members Mstep: Class 2 contains 1767 members Entering Unmasked Estep Score: -5690843.000000 Penalty: 12467.455078 Iteration 40F: 3 clusters Score -5690843 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24541 members Mstep: Class 2 contains 1764 members Entering Unmasked Estep Score: -5690839.000000 Penalty: 12467.455078 Iteration 41Q: 3 clusters Score -5690839 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24545 members Mstep: Class 2 contains 1760 members Entering Unmasked Estep Score: -5690844.000000 Penalty: 12467.455078 Iteration 42Q: 3 clusters Score -5690844 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24549 members Mstep: Class 2 contains 1756 members Entering Unmasked Estep Score: -5690841.000000 Penalty: 12467.455078 Iteration 43Q: 3 clusters Score -5690841 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24552 members Mstep: Class 2 contains 1753 members Entering Unmasked Estep Score: -5690850.500000 Penalty: 12467.455078 Iteration 44Q: 3 clusters Score -5690850 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24553 members Mstep: Class 2 contains 1752 members Entering Unmasked Estep Score: -5690848.000000 Penalty: 12467.455078 Iteration 45Q: 3 clusters Score -5690848 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24555 members Mstep: Class 2 contains 1750 members Entering Unmasked Estep Score: -5690848.500000 Penalty: 12467.455078 Iteration 46Q: 3 clusters Score -5690848 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24556 members Mstep: Class 2 contains 1749 members Entering Unmasked Estep Score: -5690845.000000 Penalty: 12467.455078 Iteration 47Q: 3 clusters Score -5690845 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24557 members Mstep: Class 2 contains 1748 members Entering Unmasked Estep Score: -5690847.000000 Penalty: 12467.455078 Iteration 48Q: 3 clusters Score -5690847 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24559 members Mstep: Class 2 contains 1746 members Entering Unmasked Estep Score: -5690845.000000 Penalty: 12467.455078 Iteration 49Q: 3 clusters Score -5690845 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24559 members Mstep: Class 2 contains 1746 members Entering Unmasked Estep Score: -5690845.000000 Penalty: 12467.455078 Iteration 50F: 3 clusters Score -5690845 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (21402 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21402 members Entering Unmasked Estep Score: -4697769.500000 Penalty: 6107.384766 Iteration 0F: 2 clusters Score -4697770 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10868 members Mstep: Class 2 contains 10534 members Entering Unmasked Estep Score: -4680474.000000 Penalty: 12214.769531 Iteration 0F: 3 clusters Score -4680474 nChanged 8754 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11400 members Mstep: Class 2 contains 10002 members Entering Unmasked Estep Score: -4685311.000000 Penalty: 12214.769531 Iteration 1F: 3 clusters Score -4685311 nChanged 1579 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11765 members Mstep: Class 2 contains 9637 members Entering Unmasked Estep Score: -4686343.000000 Penalty: 12214.769531 Iteration 2F: 3 clusters Score -4686343 nChanged 1275 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12168 members Mstep: Class 2 contains 9234 members Entering Unmasked Estep Score: -4687286.500000 Penalty: 12214.769531 Iteration 3F: 3 clusters Score -4687286 nChanged 1218 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12644 members Mstep: Class 2 contains 8758 members Entering Unmasked Estep Score: -4688066.500000 Penalty: 12214.769531 Iteration 4F: 3 clusters Score -4688066 nChanged 1121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13243 members Mstep: Class 2 contains 8159 members Entering Unmasked Estep Score: -4688810.000000 Penalty: 12214.769531 Iteration 5F: 3 clusters Score -4688810 nChanged 1034 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13919 members Mstep: Class 2 contains 7483 members Entering Unmasked Estep Score: -4689462.500000 Penalty: 12214.769531 Iteration 6Q: 3 clusters Score -4689462 nChanged 929 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14596 members Mstep: Class 2 contains 6806 members Entering Unmasked Estep Score: -4690033.000000 Penalty: 12214.769531 Iteration 7Q: 3 clusters Score -4690033 nChanged 889 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15335 members Mstep: Class 2 contains 6067 members Entering Unmasked Estep Score: -4690638.500000 Penalty: 12214.769531 Iteration 8Q: 3 clusters Score -4690638 nChanged 844 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16075 members Mstep: Class 2 contains 5327 members Entering Unmasked Estep Score: -4691222.500000 Penalty: 12214.769531 Iteration 9Q: 3 clusters Score -4691222 nChanged 798 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16789 members Mstep: Class 2 contains 4613 members Entering Unmasked Estep Score: -4691860.000000 Penalty: 12214.769531 Iteration 10Q: 3 clusters Score -4691860 nChanged 749 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17428 members Mstep: Class 2 contains 3974 members Entering Unmasked Estep Score: -4692526.500000 Penalty: 12214.769531 Iteration 11Q: 3 clusters Score -4692526 nChanged 679 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17981 members Mstep: Class 2 contains 3421 members Entering Unmasked Estep Score: -4693234.000000 Penalty: 12214.769531 Iteration 12Q: 3 clusters Score -4693234 nChanged 591 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18370 members Mstep: Class 2 contains 3032 members Entering Unmasked Estep Score: -4693885.500000 Penalty: 12214.769531 Iteration 13Q: 3 clusters Score -4693886 nChanged 531 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18653 members Mstep: Class 2 contains 2749 members Entering Unmasked Estep Score: -4694552.000000 Penalty: 12214.769531 Iteration 14Q: 3 clusters Score -4694552 nChanged 378 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18807 members Mstep: Class 2 contains 2595 members Entering Unmasked Estep Score: -4695006.500000 Penalty: 12214.769531 Iteration 15Q: 3 clusters Score -4695006 nChanged 295 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18864 members Mstep: Class 2 contains 2538 members Entering Unmasked Estep Score: -4695297.500000 Penalty: 12214.769531 Iteration 16Q: 3 clusters Score -4695298 nChanged 221 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18855 members Mstep: Class 2 contains 2547 members Entering Unmasked Estep Score: -4695535.500000 Penalty: 12214.769531 Iteration 17Q: 3 clusters Score -4695536 nChanged 199 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18810 members Mstep: Class 2 contains 2592 members Entering Unmasked Estep Score: -4695721.000000 Penalty: 12214.769531 Iteration 18Q: 3 clusters Score -4695721 nChanged 205 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18727 members Mstep: Class 2 contains 2675 members Entering Unmasked Estep Score: -4696034.000000 Penalty: 12214.769531 Iteration 19Q: 3 clusters Score -4696034 nChanged 249 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18564 members Mstep: Class 2 contains 2838 members Entering Unmasked Estep Score: -4696453.500000 Penalty: 12214.769531 Iteration 20F: 3 clusters Score -4696454 nChanged 295 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18373 members Mstep: Class 2 contains 3029 members Entering Unmasked Estep Score: -4696868.000000 Penalty: 12214.769531 Iteration 21Q: 3 clusters Score -4696868 nChanged 278 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18191 members Mstep: Class 2 contains 3211 members Entering Unmasked Estep Score: -4697225.500000 Penalty: 12214.769531 Iteration 22Q: 3 clusters Score -4697226 nChanged 228 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18023 members Mstep: Class 2 contains 3379 members Entering Unmasked Estep Score: -4697465.000000 Penalty: 12214.769531 Iteration 23Q: 3 clusters Score -4697465 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17904 members Mstep: Class 2 contains 3498 members Entering Unmasked Estep Score: -4697667.000000 Penalty: 12214.769531 Iteration 24Q: 3 clusters Score -4697667 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17805 members Mstep: Class 2 contains 3597 members Entering Unmasked Estep Score: -4697862.000000 Penalty: 12214.769531 Iteration 25Q: 3 clusters Score -4697862 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17692 members Mstep: Class 2 contains 3710 members Entering Unmasked Estep Score: -4698088.500000 Penalty: 12214.769531 Iteration 26Q: 3 clusters Score -4698088 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17594 members Mstep: Class 2 contains 3808 members Entering Unmasked Estep Score: -4698247.500000 Penalty: 12214.769531 Iteration 27Q: 3 clusters Score -4698248 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17523 members Mstep: Class 2 contains 3879 members Entering Unmasked Estep Score: -4698321.000000 Penalty: 12214.769531 Iteration 28Q: 3 clusters Score -4698321 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17470 members Mstep: Class 2 contains 3932 members Entering Unmasked Estep Score: -4698390.000000 Penalty: 12214.769531 Iteration 29Q: 3 clusters Score -4698390 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17440 members Mstep: Class 2 contains 3962 members Entering Unmasked Estep Score: -4698440.500000 Penalty: 12214.769531 Iteration 30Q: 3 clusters Score -4698440 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17409 members Mstep: Class 2 contains 3993 members Entering Unmasked Estep Score: -4698451.500000 Penalty: 12214.769531 Iteration 31Q: 3 clusters Score -4698452 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17386 members Mstep: Class 2 contains 4016 members Entering Unmasked Estep Score: -4698466.500000 Penalty: 12214.769531 Iteration 32Q: 3 clusters Score -4698466 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17373 members Mstep: Class 2 contains 4029 members Entering Unmasked Estep Score: -4698468.500000 Penalty: 12214.769531 Iteration 33Q: 3 clusters Score -4698468 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17365 members Mstep: Class 2 contains 4037 members Entering Unmasked Estep Score: -4698467.500000 Penalty: 12214.769531 Iteration 34Q: 3 clusters Score -4698468 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17368 members Mstep: Class 2 contains 4034 members Entering Unmasked Estep Score: -4698468.000000 Penalty: 12214.769531 Iteration 35Q: 3 clusters Score -4698468 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17370 members Mstep: Class 2 contains 4032 members Entering Unmasked Estep Score: -4698470.500000 Penalty: 12214.769531 Iteration 36Q: 3 clusters Score -4698470 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17369 members Mstep: Class 2 contains 4033 members Entering Unmasked Estep Score: -4698470.000000 Penalty: 12214.769531 Iteration 37Q: 3 clusters Score -4698470 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17369 members Mstep: Class 2 contains 4033 members Entering Unmasked Estep Score: -4698761.000000 Penalty: 12214.769531 Iteration 38F: 3 clusters Score -4698761 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17279 members Mstep: Class 2 contains 4123 members Entering Unmasked Estep Score: -4698912.500000 Penalty: 12214.769531 Iteration 39Q: 3 clusters Score -4698912 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17218 members Mstep: Class 2 contains 4184 members Entering Unmasked Estep Score: -4698938.500000 Penalty: 12214.769531 Iteration 40F: 3 clusters Score -4698938 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17197 members Mstep: Class 2 contains 4205 members Entering Unmasked Estep Score: -4698949.500000 Penalty: 12214.769531 Iteration 41Q: 3 clusters Score -4698950 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17188 members Mstep: Class 2 contains 4214 members Entering Unmasked Estep Score: -4698956.000000 Penalty: 12214.769531 Iteration 42Q: 3 clusters Score -4698956 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17178 members Mstep: Class 2 contains 4224 members Entering Unmasked Estep Score: -4698957.000000 Penalty: 12214.769531 Iteration 43Q: 3 clusters Score -4698957 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17176 members Mstep: Class 2 contains 4226 members Entering Unmasked Estep Score: -4698962.000000 Penalty: 12214.769531 Iteration 44Q: 3 clusters Score -4698962 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17172 members Mstep: Class 2 contains 4230 members Entering Unmasked Estep Score: -4698962.000000 Penalty: 12214.769531 Iteration 45Q: 3 clusters Score -4698962 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17167 members Mstep: Class 2 contains 4235 members Entering Unmasked Estep Score: -4698973.000000 Penalty: 12214.769531 Iteration 46Q: 3 clusters Score -4698973 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17163 members Mstep: Class 2 contains 4239 members Entering Unmasked Estep Score: -4698977.000000 Penalty: 12214.769531 Iteration 47Q: 3 clusters Score -4698977 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17161 members Mstep: Class 2 contains 4241 members Entering Unmasked Estep Score: -4698978.000000 Penalty: 12214.769531 Iteration 48Q: 3 clusters Score -4698978 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17161 members Mstep: Class 2 contains 4241 members Entering Unmasked Estep Score: -4698978.000000 Penalty: 12214.769531 Iteration 49F: 3 clusters Score -4698978 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 32 members Mstep: Class 1 contains 402 members Mstep: Class 2 contains 46001 members Mstep: Class 3 contains 4913 members Mstep: Class 4 contains 598 members Mstep: Class 5 contains 749 members Mstep: Class 6 contains 3114 members Mstep: Class 7 contains 765 members Mstep: Class 8 contains 33387 members Mstep: Class 9 contains 7614 members Mstep: Class 10 contains 1074 members Mstep: Class 11 contains 1010 members Mstep: Class 12 contains 30747 members Mstep: Class 13 contains 142369 members Mstep: Class 14 contains 26305 members Mstep: Class 15 contains 17161 members Mstep: Class 16 contains 157646 members Mstep: Class 17 contains 157673 members Mstep: Class 18 contains 385 members Mstep: Class 19 contains 1592 members Mstep: Class 20 contains 41260 members Mstep: Class 21 contains 4241 members Entering Unmasked Estep Score: -147542816.000000 Penalty: 172723.218750 Splitting cluster 15 changes total score from -147543744.000000 to -147542816.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 16 (157646 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 157646 members Entering Unmasked Estep Score: -34604552.000000 Penalty: 7330.465820 Iteration 0F: 2 clusters Score -3.460455e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 78708 members Mstep: Class 2 contains 78938 members Entering Unmasked Estep Score: -34498428.000000 Penalty: 14660.931641 Iteration 0F: 3 clusters Score -3.449843e+07 nChanged 73347 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 77281 members Mstep: Class 2 contains 80365 members Entering Unmasked Estep Score: -34539368.000000 Penalty: 14660.931641 Iteration 1F: 3 clusters Score -3.453937e+07 nChanged 5299 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 76624 members Mstep: Class 2 contains 81022 members Entering Unmasked Estep Score: -34540488.000000 Penalty: 14660.931641 Iteration 2Q: 3 clusters Score -3.454049e+07 nChanged 4849 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 75689 members Mstep: Class 2 contains 81957 members Entering Unmasked Estep Score: -34541412.000000 Penalty: 14660.931641 Iteration 3Q: 3 clusters Score -3.454141e+07 nChanged 4594 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74223 members Mstep: Class 2 contains 83423 members Entering Unmasked Estep Score: -34542460.000000 Penalty: 14660.931641 Iteration 4Q: 3 clusters Score -3.454246e+07 nChanged 4461 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72076 members Mstep: Class 2 contains 85570 members Entering Unmasked Estep Score: -34543588.000000 Penalty: 14660.931641 Iteration 5Q: 3 clusters Score -3.454359e+07 nChanged 4667 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 69011 members Mstep: Class 2 contains 88635 members Entering Unmasked Estep Score: -34544908.000000 Penalty: 14660.931641 Iteration 6Q: 3 clusters Score -3.454491e+07 nChanged 5363 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64646 members Mstep: Class 2 contains 93000 members Entering Unmasked Estep Score: -34546700.000000 Penalty: 14660.931641 Iteration 7Q: 3 clusters Score -3.45467e+07 nChanged 6892 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58368 members Mstep: Class 2 contains 99278 members Entering Unmasked Estep Score: -34549872.000000 Penalty: 14660.931641 Iteration 8Q: 3 clusters Score -3.454987e+07 nChanged 8812 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49822 members Mstep: Class 2 contains 107824 members Entering Unmasked Estep Score: -34554748.000000 Penalty: 14660.931641 Iteration 9F: 3 clusters Score -3.455475e+07 nChanged 11307 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38611 members Mstep: Class 2 contains 119035 members Entering Unmasked Estep Score: -34563000.000000 Penalty: 14660.931641 Iteration 10F: 3 clusters Score -3.4563e+07 nChanged 12726 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25941 members Mstep: Class 2 contains 131705 members Entering Unmasked Estep Score: -34574204.000000 Penalty: 14660.931641 Iteration 11F: 3 clusters Score -3.45742e+07 nChanged 11630 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14339 members Mstep: Class 2 contains 143307 members Entering Unmasked Estep Score: -34585244.000000 Penalty: 14660.931641 Iteration 12F: 3 clusters Score -3.458524e+07 nChanged 7686 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6675 members Mstep: Class 2 contains 150971 members Entering Unmasked Estep Score: -34592672.000000 Penalty: 14660.931641 Iteration 13Q: 3 clusters Score -3.459267e+07 nChanged 3671 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3032 members Mstep: Class 2 contains 154614 members Entering Unmasked Estep Score: -34595928.000000 Penalty: 14660.931641 Iteration 14Q: 3 clusters Score -3.459593e+07 nChanged 1412 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1656 members Mstep: Class 2 contains 155990 members Entering Unmasked Estep Score: -34597148.000000 Penalty: 14660.931641 Iteration 15Q: 3 clusters Score -3.459715e+07 nChanged 533 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1169 members Mstep: Class 2 contains 156477 members Entering Unmasked Estep Score: -34597592.000000 Penalty: 14660.931641 Iteration 16Q: 3 clusters Score -3.459759e+07 nChanged 238 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 965 members Mstep: Class 2 contains 156681 members Entering Unmasked Estep Score: -34597800.000000 Penalty: 14660.931641 Iteration 17Q: 3 clusters Score -3.45978e+07 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 863 members Mstep: Class 2 contains 156783 members Entering Unmasked Estep Score: -34597940.000000 Penalty: 14660.931641 Iteration 18Q: 3 clusters Score -3.459794e+07 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 814 members Mstep: Class 2 contains 156832 members Entering Unmasked Estep Score: -34598048.000000 Penalty: 14660.931641 Iteration 19Q: 3 clusters Score -3.459805e+07 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 774 members Mstep: Class 2 contains 156872 members Entering Unmasked Estep Score: -34598124.000000 Penalty: 14660.931641 Iteration 20F: 3 clusters Score -3.459812e+07 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 744 members Mstep: Class 2 contains 156902 members Entering Unmasked Estep Score: -34598176.000000 Penalty: 14660.931641 Iteration 21Q: 3 clusters Score -3.459818e+07 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 723 members Mstep: Class 2 contains 156923 members Entering Unmasked Estep Score: -34598184.000000 Penalty: 14660.931641 Iteration 22Q: 3 clusters Score -3.459818e+07 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 709 members Mstep: Class 2 contains 156937 members Entering Unmasked Estep Score: -34598216.000000 Penalty: 14660.931641 Iteration 23Q: 3 clusters Score -3.459822e+07 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 701 members Mstep: Class 2 contains 156945 members Entering Unmasked Estep Score: -34598232.000000 Penalty: 14660.931641 Iteration 24Q: 3 clusters Score -3.459823e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 699 members Mstep: Class 2 contains 156947 members Entering Unmasked Estep Score: -34598220.000000 Penalty: 14660.931641 Iteration 25Q: 3 clusters Score -3.459822e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 691 members Mstep: Class 2 contains 156955 members Entering Unmasked Estep Score: -34598236.000000 Penalty: 14660.931641 Iteration 26Q: 3 clusters Score -3.459824e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 687 members Mstep: Class 2 contains 156959 members Entering Unmasked Estep Score: -34598268.000000 Penalty: 14660.931641 Iteration 27Q: 3 clusters Score -3.459827e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 684 members Mstep: Class 2 contains 156962 members Entering Unmasked Estep Score: -34598268.000000 Penalty: 14660.931641 Iteration 28Q: 3 clusters Score -3.459827e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 684 members Mstep: Class 2 contains 156962 members Entering Unmasked Estep Score: -34598252.000000 Penalty: 14660.931641 Iteration 29Q: 3 clusters Score -3.459825e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 683 members Mstep: Class 2 contains 156963 members Entering Unmasked Estep Score: -34598280.000000 Penalty: 14660.931641 Iteration 30Q: 3 clusters Score -3.459828e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 684 members Mstep: Class 2 contains 156962 members Entering Unmasked Estep Score: -34598268.000000 Penalty: 14660.931641 Iteration 31Q: 3 clusters Score -3.459827e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 684 members Mstep: Class 2 contains 156962 members Entering Unmasked Estep Score: -34598272.000000 Penalty: 14660.931641 Iteration 32Q: 3 clusters Score -3.459827e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 684 members Mstep: Class 2 contains 156962 members Entering Unmasked Estep Score: -34598272.000000 Penalty: 14660.931641 Iteration 33F: 3 clusters Score -3.459827e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (157673 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 157673 members Entering Unmasked Estep Score: -34695064.000000 Penalty: 7330.570801 Iteration 0F: 2 clusters Score -3.469506e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 78780 members Mstep: Class 2 contains 78893 members Entering Unmasked Estep Score: -34593868.000000 Penalty: 14661.141602 Iteration 0F: 3 clusters Score -3.459387e+07 nChanged 73466 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 78100 members Mstep: Class 2 contains 79573 members Entering Unmasked Estep Score: -34634904.000000 Penalty: 14661.141602 Iteration 1F: 3 clusters Score -3.46349e+07 nChanged 5161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 77695 members Mstep: Class 2 contains 79978 members Entering Unmasked Estep Score: -34635800.000000 Penalty: 14661.141602 Iteration 2Q: 3 clusters Score -3.46358e+07 nChanged 4974 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 76955 members Mstep: Class 2 contains 80718 members Entering Unmasked Estep Score: -34637044.000000 Penalty: 14661.141602 Iteration 3Q: 3 clusters Score -3.463704e+07 nChanged 5068 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 75683 members Mstep: Class 2 contains 81990 members Entering Unmasked Estep Score: -34638396.000000 Penalty: 14661.141602 Iteration 4Q: 3 clusters Score -3.46384e+07 nChanged 5411 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73688 members Mstep: Class 2 contains 83985 members Entering Unmasked Estep Score: -34640016.000000 Penalty: 14661.141602 Iteration 5Q: 3 clusters Score -3.464002e+07 nChanged 6163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70719 members Mstep: Class 2 contains 86954 members Entering Unmasked Estep Score: -34642260.000000 Penalty: 14661.141602 Iteration 6Q: 3 clusters Score -3.464226e+07 nChanged 7328 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66459 members Mstep: Class 2 contains 91214 members Entering Unmasked Estep Score: -34645308.000000 Penalty: 14661.141602 Iteration 7Q: 3 clusters Score -3.464531e+07 nChanged 8645 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60874 members Mstep: Class 2 contains 96799 members Entering Unmasked Estep Score: -34649824.000000 Penalty: 14661.141602 Iteration 8F: 3 clusters Score -3.464982e+07 nChanged 9718 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54100 members Mstep: Class 2 contains 103573 members Entering Unmasked Estep Score: -34655568.000000 Penalty: 14661.141602 Iteration 9F: 3 clusters Score -3.465557e+07 nChanged 9884 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46748 members Mstep: Class 2 contains 110925 members Entering Unmasked Estep Score: -34661636.000000 Penalty: 14661.141602 Iteration 10F: 3 clusters Score -3.466164e+07 nChanged 9085 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39467 members Mstep: Class 2 contains 118206 members Entering Unmasked Estep Score: -34666788.000000 Penalty: 14661.141602 Iteration 11F: 3 clusters Score -3.466679e+07 nChanged 7809 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32572 members Mstep: Class 2 contains 125101 members Entering Unmasked Estep Score: -34671460.000000 Penalty: 14661.141602 Iteration 12Q: 3 clusters Score -3.467146e+07 nChanged 6827 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26107 members Mstep: Class 2 contains 131566 members Entering Unmasked Estep Score: -34675396.000000 Penalty: 14661.141602 Iteration 13Q: 3 clusters Score -3.46754e+07 nChanged 5913 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20318 members Mstep: Class 2 contains 137355 members Entering Unmasked Estep Score: -34679112.000000 Penalty: 14661.141602 Iteration 14Q: 3 clusters Score -3.467911e+07 nChanged 4961 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15417 members Mstep: Class 2 contains 142256 members Entering Unmasked Estep Score: -34681844.000000 Penalty: 14661.141602 Iteration 15Q: 3 clusters Score -3.468184e+07 nChanged 3925 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11530 members Mstep: Class 2 contains 146143 members Entering Unmasked Estep Score: -34683964.000000 Penalty: 14661.141602 Iteration 16Q: 3 clusters Score -3.468396e+07 nChanged 2966 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8604 members Mstep: Class 2 contains 149069 members Entering Unmasked Estep Score: -34685632.000000 Penalty: 14661.141602 Iteration 17Q: 3 clusters Score -3.468563e+07 nChanged 2082 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6580 members Mstep: Class 2 contains 151093 members Entering Unmasked Estep Score: -34686612.000000 Penalty: 14661.141602 Iteration 18Q: 3 clusters Score -3.468661e+07 nChanged 1453 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5187 members Mstep: Class 2 contains 152486 members Entering Unmasked Estep Score: -34687508.000000 Penalty: 14661.141602 Iteration 19Q: 3 clusters Score -3.468751e+07 nChanged 1039 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4214 members Mstep: Class 2 contains 153459 members Entering Unmasked Estep Score: -34687960.000000 Penalty: 14661.141602 Iteration 20F: 3 clusters Score -3.468796e+07 nChanged 718 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3576 members Mstep: Class 2 contains 154097 members Entering Unmasked Estep Score: -34688288.000000 Penalty: 14661.141602 Iteration 21Q: 3 clusters Score -3.468829e+07 nChanged 552 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3092 members Mstep: Class 2 contains 154581 members Entering Unmasked Estep Score: -34688476.000000 Penalty: 14661.141602 Iteration 22Q: 3 clusters Score -3.468848e+07 nChanged 391 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2747 members Mstep: Class 2 contains 154926 members Entering Unmasked Estep Score: -34688640.000000 Penalty: 14661.141602 Iteration 23Q: 3 clusters Score -3.468864e+07 nChanged 281 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2502 members Mstep: Class 2 contains 155171 members Entering Unmasked Estep Score: -34688776.000000 Penalty: 14661.141602 Iteration 24Q: 3 clusters Score -3.468878e+07 nChanged 206 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2324 members Mstep: Class 2 contains 155349 members Entering Unmasked Estep Score: -34688900.000000 Penalty: 14661.141602 Iteration 25Q: 3 clusters Score -3.46889e+07 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2199 members Mstep: Class 2 contains 155474 members Entering Unmasked Estep Score: -34688936.000000 Penalty: 14661.141602 Iteration 26Q: 3 clusters Score -3.468894e+07 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2111 members Mstep: Class 2 contains 155562 members Entering Unmasked Estep Score: -34688932.000000 Penalty: 14661.141602 Iteration 27Q: 3 clusters Score -3.468893e+07 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2047 members Mstep: Class 2 contains 155626 members Entering Unmasked Estep Score: -34688928.000000 Penalty: 14661.141602 Iteration 28Q: 3 clusters Score -3.468893e+07 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1979 members Mstep: Class 2 contains 155694 members Entering Unmasked Estep Score: -34688984.000000 Penalty: 14661.141602 Iteration 29Q: 3 clusters Score -3.468898e+07 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1931 members Mstep: Class 2 contains 155742 members Entering Unmasked Estep Score: -34688976.000000 Penalty: 14661.141602 Iteration 30Q: 3 clusters Score -3.468898e+07 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1875 members Mstep: Class 2 contains 155798 members Entering Unmasked Estep Score: -34689020.000000 Penalty: 14661.141602 Iteration 31Q: 3 clusters Score -3.468902e+07 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1834 members Mstep: Class 2 contains 155839 members Entering Unmasked Estep Score: -34689080.000000 Penalty: 14661.141602 Iteration 32Q: 3 clusters Score -3.468908e+07 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1797 members Mstep: Class 2 contains 155876 members Entering Unmasked Estep Score: -34689144.000000 Penalty: 14661.141602 Iteration 33Q: 3 clusters Score -3.468914e+07 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1767 members Mstep: Class 2 contains 155906 members Entering Unmasked Estep Score: -34689120.000000 Penalty: 14661.141602 Iteration 34Q: 3 clusters Score -3.468912e+07 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1752 members Mstep: Class 2 contains 155921 members Entering Unmasked Estep Score: -34689128.000000 Penalty: 14661.141602 Iteration 35Q: 3 clusters Score -3.468913e+07 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1744 members Mstep: Class 2 contains 155929 members Entering Unmasked Estep Score: -34689160.000000 Penalty: 14661.141602 Iteration 36Q: 3 clusters Score -3.468916e+07 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1737 members Mstep: Class 2 contains 155936 members Entering Unmasked Estep Score: -34689168.000000 Penalty: 14661.141602 Iteration 37Q: 3 clusters Score -3.468917e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1725 members Mstep: Class 2 contains 155948 members Entering Unmasked Estep Score: -34689144.000000 Penalty: 14661.141602 Iteration 38Q: 3 clusters Score -3.468914e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1716 members Mstep: Class 2 contains 155957 members Entering Unmasked Estep Score: -34689168.000000 Penalty: 14661.141602 Iteration 39Q: 3 clusters Score -3.468917e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1707 members Mstep: Class 2 contains 155966 members Entering Unmasked Estep Score: -34689172.000000 Penalty: 14661.141602 Iteration 40F: 3 clusters Score -3.468917e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1696 members Mstep: Class 2 contains 155977 members Entering Unmasked Estep Score: -34689212.000000 Penalty: 14661.141602 Iteration 41Q: 3 clusters Score -3.468921e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1684 members Mstep: Class 2 contains 155989 members Entering Unmasked Estep Score: -34689184.000000 Penalty: 14661.141602 Iteration 42Q: 3 clusters Score -3.468918e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1675 members Mstep: Class 2 contains 155998 members Entering Unmasked Estep Score: -34689180.000000 Penalty: 14661.141602 Iteration 43Q: 3 clusters Score -3.468918e+07 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1661 members Mstep: Class 2 contains 156012 members Entering Unmasked Estep Score: -34689180.000000 Penalty: 14661.141602 Iteration 44Q: 3 clusters Score -3.468918e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1648 members Mstep: Class 2 contains 156025 members Entering Unmasked Estep Score: -34689168.000000 Penalty: 14661.141602 Iteration 45Q: 3 clusters Score -3.468917e+07 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1636 members Mstep: Class 2 contains 156037 members Entering Unmasked Estep Score: -34689192.000000 Penalty: 14661.141602 Iteration 46Q: 3 clusters Score -3.468919e+07 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1630 members Mstep: Class 2 contains 156043 members Entering Unmasked Estep Score: -34689192.000000 Penalty: 14661.141602 Iteration 47Q: 3 clusters Score -3.468919e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1622 members Mstep: Class 2 contains 156051 members Entering Unmasked Estep Score: -34689192.000000 Penalty: 14661.141602 Iteration 48Q: 3 clusters Score -3.468919e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1616 members Mstep: Class 2 contains 156057 members Entering Unmasked Estep Score: -34689204.000000 Penalty: 14661.141602 Iteration 49Q: 3 clusters Score -3.46892e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1605 members Mstep: Class 2 contains 156068 members Entering Unmasked Estep Score: -34689232.000000 Penalty: 14661.141602 Iteration 50Q: 3 clusters Score -3.468923e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1603 members Mstep: Class 2 contains 156070 members Entering Unmasked Estep Score: -34689224.000000 Penalty: 14661.141602 Iteration 51Q: 3 clusters Score -3.468922e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1595 members Mstep: Class 2 contains 156078 members Entering Unmasked Estep Score: -34689228.000000 Penalty: 14661.141602 Iteration 52Q: 3 clusters Score -3.468923e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1590 members Mstep: Class 2 contains 156083 members Entering Unmasked Estep Score: -34689216.000000 Penalty: 14661.141602 Iteration 53Q: 3 clusters Score -3.468922e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1585 members Mstep: Class 2 contains 156088 members Entering Unmasked Estep Score: -34689256.000000 Penalty: 14661.141602 Iteration 54Q: 3 clusters Score -3.468926e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1578 members Mstep: Class 2 contains 156095 members Entering Unmasked Estep Score: -34689288.000000 Penalty: 14661.141602 Iteration 55Q: 3 clusters Score -3.468929e+07 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1565 members Mstep: Class 2 contains 156108 members Entering Unmasked Estep Score: -34689304.000000 Penalty: 14661.141602 Iteration 56Q: 3 clusters Score -3.46893e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1561 members Mstep: Class 2 contains 156112 members Entering Unmasked Estep Score: -34689300.000000 Penalty: 14661.141602 Iteration 57Q: 3 clusters Score -3.46893e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1555 members Mstep: Class 2 contains 156118 members Entering Unmasked Estep Score: -34689308.000000 Penalty: 14661.141602 Iteration 58Q: 3 clusters Score -3.468931e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1552 members Mstep: Class 2 contains 156121 members Entering Unmasked Estep Score: -34689280.000000 Penalty: 14661.141602 Iteration 59Q: 3 clusters Score -3.468928e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1549 members Mstep: Class 2 contains 156124 members Entering Unmasked Estep Score: -34689300.000000 Penalty: 14661.141602 Iteration 60F: 3 clusters Score -3.46893e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1549 members Mstep: Class 2 contains 156124 members Entering Unmasked Estep Score: -34689296.000000 Penalty: 14661.141602 Iteration 61Q: 3 clusters Score -3.46893e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1547 members Mstep: Class 2 contains 156126 members Entering Unmasked Estep Score: -34689284.000000 Penalty: 14661.141602 Iteration 62Q: 3 clusters Score -3.468928e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1546 members Mstep: Class 2 contains 156127 members Entering Unmasked Estep Score: -34689296.000000 Penalty: 14661.141602 Iteration 63Q: 3 clusters Score -3.46893e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1546 members Mstep: Class 2 contains 156127 members Entering Unmasked Estep Score: -34689296.000000 Penalty: 14661.141602 Iteration 64F: 3 clusters Score -3.46893e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (385 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 385 members Entering Unmasked Estep Score: -71068.539062 Penalty: 3646.361572 Iteration 0F: 2 clusters Score -71068.54 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 199 members Mstep: Class 2 contains 186 members Entering Unmasked Estep Score: -67994.937500 Penalty: 7292.723145 Iteration 0F: 3 clusters Score -67994.94 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 192 members Mstep: Class 2 contains 193 members Entering Unmasked Estep Score: -68159.328125 Penalty: 7292.723145 Iteration 1F: 3 clusters Score -68159.33 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 189 members Mstep: Class 2 contains 196 members Entering Unmasked Estep Score: -68252.367188 Penalty: 7292.723145 Iteration 2Q: 3 clusters Score -68252.37 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 188 members Mstep: Class 2 contains 197 members Entering Unmasked Estep Score: -68289.304688 Penalty: 7292.723145 Iteration 3Q: 3 clusters Score -68289.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 189 members Mstep: Class 2 contains 196 members Entering Unmasked Estep Score: -68303.250000 Penalty: 7292.723145 Iteration 4Q: 3 clusters Score -68303.25 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 189 members Mstep: Class 2 contains 196 members Entering Unmasked Estep Score: -68303.250000 Penalty: 7292.723145 Iteration 5F: 3 clusters Score -68303.25 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (1592 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1592 members Entering Unmasked Estep Score: -299049.218750 Penalty: 4515.807129 Iteration 0F: 2 clusters Score -299049.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 773 members Mstep: Class 2 contains 819 members Entering Unmasked Estep Score: -294497.750000 Penalty: 9031.614258 Iteration 0F: 3 clusters Score -294497.8 nChanged 381 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 808 members Mstep: Class 2 contains 784 members Entering Unmasked Estep Score: -295871.156250 Penalty: 9031.614258 Iteration 1F: 3 clusters Score -295871.2 nChanged 203 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 885 members Mstep: Class 2 contains 707 members Entering Unmasked Estep Score: -297537.437500 Penalty: 9031.614258 Iteration 2F: 3 clusters Score -297537.4 nChanged 214 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 999 members Mstep: Class 2 contains 593 members Entering Unmasked Estep Score: -299314.781250 Penalty: 9031.614258 Iteration 3F: 3 clusters Score -299314.8 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1052 members Mstep: Class 2 contains 540 members Entering Unmasked Estep Score: -301507.562500 Penalty: 9031.614258 Iteration 4F: 3 clusters Score -301507.6 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1023 members Mstep: Class 2 contains 569 members Entering Unmasked Estep Score: -304051.843750 Penalty: 9031.614258 Iteration 5F: 3 clusters Score -304051.8 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 982 members Mstep: Class 2 contains 610 members Entering Unmasked Estep Score: -304811.687500 Penalty: 9031.614258 Iteration 6Q: 3 clusters Score -304811.7 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 942 members Mstep: Class 2 contains 650 members Entering Unmasked Estep Score: -305804.312500 Penalty: 9031.614258 Iteration 7Q: 3 clusters Score -305804.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 940 members Mstep: Class 2 contains 652 members Entering Unmasked Estep Score: -305900.343750 Penalty: 9031.614258 Iteration 8Q: 3 clusters Score -305900.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 940 members Mstep: Class 2 contains 652 members Entering Unmasked Estep Score: -305900.343750 Penalty: 9031.614258 Iteration 9F: 3 clusters Score -305900.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 32 members Mstep: Class 1 contains 402 members Mstep: Class 2 contains 46001 members Mstep: Class 3 contains 4913 members Mstep: Class 4 contains 598 members Mstep: Class 5 contains 749 members Mstep: Class 6 contains 3114 members Mstep: Class 7 contains 765 members Mstep: Class 8 contains 33387 members Mstep: Class 9 contains 7614 members Mstep: Class 10 contains 1074 members Mstep: Class 11 contains 1010 members Mstep: Class 12 contains 30747 members Mstep: Class 13 contains 142369 members Mstep: Class 14 contains 26305 members Mstep: Class 15 contains 21402 members Mstep: Class 16 contains 157646 members Mstep: Class 17 contains 157673 members Mstep: Class 18 contains 385 members Mstep: Class 19 contains 940 members Mstep: Class 20 contains 41260 members Mstep: Class 21 contains 652 members Entering Unmasked Estep Score: -147546800.000000 Penalty: 172723.218750 Splitting cluster 19 changes total score from -147543744.000000 to -147546800.000000 So it's getting split into cluster 21. Entering ConstructFrom: Trying to split cluster 20 (41260 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41260 members Entering Unmasked Estep Score: -9035978.000000 Penalty: 6509.434570 Iteration 0F: 2 clusters Score -9035978 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20638 members Mstep: Class 2 contains 20622 members Entering Unmasked Estep Score: -9005886.000000 Penalty: 13018.869141 Iteration 0F: 3 clusters Score -9005886 nChanged 17890 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20702 members Mstep: Class 2 contains 20558 members Entering Unmasked Estep Score: -9015625.000000 Penalty: 13018.869141 Iteration 1F: 3 clusters Score -9015625 nChanged 2162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20796 members Mstep: Class 2 contains 20464 members Entering Unmasked Estep Score: -9016358.000000 Penalty: 13018.869141 Iteration 2F: 3 clusters Score -9016358 nChanged 1719 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20927 members Mstep: Class 2 contains 20333 members Entering Unmasked Estep Score: -9016927.000000 Penalty: 13018.869141 Iteration 3Q: 3 clusters Score -9016927 nChanged 1397 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21054 members Mstep: Class 2 contains 20206 members Entering Unmasked Estep Score: -9017340.000000 Penalty: 13018.869141 Iteration 4Q: 3 clusters Score -9017340 nChanged 1174 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21258 members Mstep: Class 2 contains 20002 members Entering Unmasked Estep Score: -9017706.000000 Penalty: 13018.869141 Iteration 5Q: 3 clusters Score -9017706 nChanged 1043 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21521 members Mstep: Class 2 contains 19739 members Entering Unmasked Estep Score: -9017929.000000 Penalty: 13018.869141 Iteration 6Q: 3 clusters Score -9017929 nChanged 988 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21839 members Mstep: Class 2 contains 19421 members Entering Unmasked Estep Score: -9018150.000000 Penalty: 13018.869141 Iteration 7Q: 3 clusters Score -9018150 nChanged 922 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22209 members Mstep: Class 2 contains 19051 members Entering Unmasked Estep Score: -9018430.000000 Penalty: 13018.869141 Iteration 8Q: 3 clusters Score -9018430 nChanged 956 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22677 members Mstep: Class 2 contains 18583 members Entering Unmasked Estep Score: -9018715.000000 Penalty: 13018.869141 Iteration 9Q: 3 clusters Score -9018715 nChanged 1033 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23290 members Mstep: Class 2 contains 17970 members Entering Unmasked Estep Score: -9018994.000000 Penalty: 13018.869141 Iteration 10Q: 3 clusters Score -9018994 nChanged 1122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23974 members Mstep: Class 2 contains 17286 members Entering Unmasked Estep Score: -9019359.000000 Penalty: 13018.869141 Iteration 11Q: 3 clusters Score -9019359 nChanged 1166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24774 members Mstep: Class 2 contains 16486 members Entering Unmasked Estep Score: -9019782.000000 Penalty: 13018.869141 Iteration 12Q: 3 clusters Score -9019782 nChanged 1269 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25709 members Mstep: Class 2 contains 15551 members Entering Unmasked Estep Score: -9020292.000000 Penalty: 13018.869141 Iteration 13Q: 3 clusters Score -9020292 nChanged 1433 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26816 members Mstep: Class 2 contains 14444 members Entering Unmasked Estep Score: -9020973.000000 Penalty: 13018.869141 Iteration 14Q: 3 clusters Score -9020973 nChanged 1612 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28132 members Mstep: Class 2 contains 13128 members Entering Unmasked Estep Score: -9021838.000000 Penalty: 13018.869141 Iteration 15Q: 3 clusters Score -9021838 nChanged 1773 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29621 members Mstep: Class 2 contains 11639 members Entering Unmasked Estep Score: -9022865.000000 Penalty: 13018.869141 Iteration 16Q: 3 clusters Score -9022865 nChanged 1773 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31136 members Mstep: Class 2 contains 10124 members Entering Unmasked Estep Score: -9024099.000000 Penalty: 13018.869141 Iteration 17Q: 3 clusters Score -9024099 nChanged 1652 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32524 members Mstep: Class 2 contains 8736 members Entering Unmasked Estep Score: -9025413.000000 Penalty: 13018.869141 Iteration 18Q: 3 clusters Score -9025413 nChanged 1497 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33749 members Mstep: Class 2 contains 7511 members Entering Unmasked Estep Score: -9026633.000000 Penalty: 13018.869141 Iteration 19Q: 3 clusters Score -9026633 nChanged 1185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34616 members Mstep: Class 2 contains 6644 members Entering Unmasked Estep Score: -9027682.000000 Penalty: 13018.869141 Iteration 20F: 3 clusters Score -9027682 nChanged 1032 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35274 members Mstep: Class 2 contains 5986 members Entering Unmasked Estep Score: -9028703.000000 Penalty: 13018.869141 Iteration 21Q: 3 clusters Score -9028703 nChanged 869 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35675 members Mstep: Class 2 contains 5585 members Entering Unmasked Estep Score: -9029576.000000 Penalty: 13018.869141 Iteration 22Q: 3 clusters Score -9029576 nChanged 678 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35879 members Mstep: Class 2 contains 5381 members Entering Unmasked Estep Score: -9030140.000000 Penalty: 13018.869141 Iteration 23Q: 3 clusters Score -9030140 nChanged 534 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35973 members Mstep: Class 2 contains 5287 members Entering Unmasked Estep Score: -9030484.000000 Penalty: 13018.869141 Iteration 24Q: 3 clusters Score -9030484 nChanged 396 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35989 members Mstep: Class 2 contains 5271 members Entering Unmasked Estep Score: -9030711.000000 Penalty: 13018.869141 Iteration 25Q: 3 clusters Score -9030711 nChanged 322 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35999 members Mstep: Class 2 contains 5261 members Entering Unmasked Estep Score: -9030870.000000 Penalty: 13018.869141 Iteration 26Q: 3 clusters Score -9030870 nChanged 259 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35982 members Mstep: Class 2 contains 5278 members Entering Unmasked Estep Score: -9030965.000000 Penalty: 13018.869141 Iteration 27Q: 3 clusters Score -9030965 nChanged 218 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35936 members Mstep: Class 2 contains 5324 members Entering Unmasked Estep Score: -9031095.000000 Penalty: 13018.869141 Iteration 28Q: 3 clusters Score -9031095 nChanged 182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35878 members Mstep: Class 2 contains 5382 members Entering Unmasked Estep Score: -9031151.000000 Penalty: 13018.869141 Iteration 29Q: 3 clusters Score -9031151 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35828 members Mstep: Class 2 contains 5432 members Entering Unmasked Estep Score: -9031158.000000 Penalty: 13018.869141 Iteration 30Q: 3 clusters Score -9031158 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35778 members Mstep: Class 2 contains 5482 members Entering Unmasked Estep Score: -9031212.000000 Penalty: 13018.869141 Iteration 31Q: 3 clusters Score -9031212 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35753 members Mstep: Class 2 contains 5507 members Entering Unmasked Estep Score: -9031242.000000 Penalty: 13018.869141 Iteration 32Q: 3 clusters Score -9031242 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35730 members Mstep: Class 2 contains 5530 members Entering Unmasked Estep Score: -9031266.000000 Penalty: 13018.869141 Iteration 33Q: 3 clusters Score -9031266 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35707 members Mstep: Class 2 contains 5553 members Entering Unmasked Estep Score: -9031263.000000 Penalty: 13018.869141 Iteration 34Q: 3 clusters Score -9031263 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35686 members Mstep: Class 2 contains 5574 members Entering Unmasked Estep Score: -9031274.000000 Penalty: 13018.869141 Iteration 35Q: 3 clusters Score -9031274 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35684 members Mstep: Class 2 contains 5576 members Entering Unmasked Estep Score: -9031253.000000 Penalty: 13018.869141 Iteration 36Q: 3 clusters Score -9031253 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35687 members Mstep: Class 2 contains 5573 members Entering Unmasked Estep Score: -9031253.000000 Penalty: 13018.869141 Iteration 37Q: 3 clusters Score -9031253 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35686 members Mstep: Class 2 contains 5574 members Entering Unmasked Estep Score: -9031250.000000 Penalty: 13018.869141 Iteration 38Q: 3 clusters Score -9031250 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35684 members Mstep: Class 2 contains 5576 members Entering Unmasked Estep Score: -9031260.000000 Penalty: 13018.869141 Iteration 39Q: 3 clusters Score -9031260 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35681 members Mstep: Class 2 contains 5579 members Entering Unmasked Estep Score: -9031255.000000 Penalty: 13018.869141 Iteration 40F: 3 clusters Score -9031255 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35678 members Mstep: Class 2 contains 5582 members Entering Unmasked Estep Score: -9031265.000000 Penalty: 13018.869141 Iteration 41Q: 3 clusters Score -9031265 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35671 members Mstep: Class 2 contains 5589 members Entering Unmasked Estep Score: -9031268.000000 Penalty: 13018.869141 Iteration 42Q: 3 clusters Score -9031268 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35668 members Mstep: Class 2 contains 5592 members Entering Unmasked Estep Score: -9031249.000000 Penalty: 13018.869141 Iteration 43Q: 3 clusters Score -9031249 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35662 members Mstep: Class 2 contains 5598 members Entering Unmasked Estep Score: -9031244.000000 Penalty: 13018.869141 Iteration 44Q: 3 clusters Score -9031244 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35663 members Mstep: Class 2 contains 5597 members Entering Unmasked Estep Score: -9031253.000000 Penalty: 13018.869141 Iteration 45Q: 3 clusters Score -9031253 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35663 members Mstep: Class 2 contains 5597 members Entering Unmasked Estep Score: -9031253.000000 Penalty: 13018.869141 Iteration 46F: 3 clusters Score -9031253 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 32 members Mstep: Class 1 contains 402 members Mstep: Class 2 contains 46001 members Mstep: Class 3 contains 4913 members Mstep: Class 4 contains 598 members Mstep: Class 5 contains 749 members Mstep: Class 6 contains 3114 members Mstep: Class 7 contains 765 members Mstep: Class 8 contains 33387 members Mstep: Class 9 contains 7614 members Mstep: Class 10 contains 1074 members Mstep: Class 11 contains 1010 members Mstep: Class 12 contains 30747 members Mstep: Class 13 contains 142369 members Mstep: Class 14 contains 26305 members Mstep: Class 15 contains 21402 members Mstep: Class 16 contains 157646 members Mstep: Class 17 contains 157673 members Mstep: Class 18 contains 385 members Mstep: Class 19 contains 940 members Mstep: Class 20 contains 41260 members Entering Unmasked Estep ConsiderDeletion Score: -147547024.000000 Penalty: 172723.218750 Iteration 99F: 22 clusters Score -1.47547e+08 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 32 members Mstep: Class 1 contains 402 members Mstep: Class 2 contains 46001 members Mstep: Class 3 contains 4913 members Mstep: Class 4 contains 598 members Mstep: Class 5 contains 749 members Mstep: Class 6 contains 3114 members Mstep: Class 7 contains 765 members Mstep: Class 8 contains 33387 members Mstep: Class 9 contains 7614 members Mstep: Class 10 contains 1077 members Mstep: Class 11 contains 1006 members Mstep: Class 12 contains 30747 members Mstep: Class 13 contains 142369 members Mstep: Class 14 contains 26305 members Mstep: Class 15 contains 21402 members Mstep: Class 16 contains 157646 members Mstep: Class 17 contains 157673 members Mstep: Class 18 contains 385 members Mstep: Class 19 contains 940 members Mstep: Class 20 contains 41260 members Mstep: Class 21 contains 653 members Entering Unmasked Estep ConsiderDeletion Score: -147547264.000000 Penalty: 172723.218750 Iteration 100F: 22 clusters Score -1.475473e+08 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 32 members Mstep: Class 1 contains 402 members Mstep: Class 2 contains 46001 members Mstep: Class 3 contains 4913 members Mstep: Class 4 contains 598 members Mstep: Class 5 contains 749 members Mstep: Class 6 contains 3114 members Mstep: Class 7 contains 765 members Mstep: Class 8 contains 33387 members Mstep: Class 9 contains 7613 members Mstep: Class 10 contains 1079 members Mstep: Class 11 contains 1002 members Mstep: Class 12 contains 30747 members Mstep: Class 13 contains 142369 members Mstep: Class 14 contains 26305 members Mstep: Class 15 contains 21402 members Mstep: Class 16 contains 157646 members Mstep: Class 17 contains 157673 members Mstep: Class 18 contains 385 members Mstep: Class 19 contains 942 members Mstep: Class 20 contains 41260 members Mstep: Class 21 contains 654 members Entering Unmasked Estep ConsiderDeletion Score: -147547184.000000 Penalty: 172723.218750 Iteration 101Q: 22 clusters Score -1.475472e+08 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 32 members Mstep: Class 1 contains 402 members Mstep: Class 2 contains 46001 members Mstep: Class 3 contains 4913 members Mstep: Class 4 contains 598 members Mstep: Class 5 contains 749 members Mstep: Class 6 contains 3114 members Mstep: Class 7 contains 765 members Mstep: Class 8 contains 33387 members Mstep: Class 9 contains 7613 members Mstep: Class 10 contains 1079 members Mstep: Class 11 contains 1003 members Mstep: Class 12 contains 30747 members Mstep: Class 13 contains 142369 members Mstep: Class 14 contains 26304 members Mstep: Class 15 contains 21402 members Mstep: Class 16 contains 157646 members Mstep: Class 17 contains 157673 members Mstep: Class 18 contains 385 members Mstep: Class 19 contains 944 members Mstep: Class 20 contains 41260 members Mstep: Class 21 contains 652 members Entering Unmasked Estep ConsiderDeletion Score: -147547232.000000 Penalty: 172723.218750 Iteration 102Q: 22 clusters Score -1.475472e+08 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 32 members Mstep: Class 1 contains 402 members Mstep: Class 2 contains 46001 members Mstep: Class 3 contains 4913 members Mstep: Class 4 contains 598 members Mstep: Class 5 contains 749 members Mstep: Class 6 contains 3114 members Mstep: Class 7 contains 765 members Mstep: Class 8 contains 33387 members Mstep: Class 9 contains 7613 members Mstep: Class 10 contains 1079 members Mstep: Class 11 contains 1003 members Mstep: Class 12 contains 30747 members Mstep: Class 13 contains 142369 members Mstep: Class 14 contains 26304 members Mstep: Class 15 contains 21402 members Mstep: Class 16 contains 157646 members Mstep: Class 17 contains 157673 members Mstep: Class 18 contains 385 members Mstep: Class 19 contains 946 members Mstep: Class 20 contains 41260 members Mstep: Class 21 contains 650 members Entering Unmasked Estep ConsiderDeletion Score: -147547296.000000 Penalty: 172723.218750 Iteration 103Q: 22 clusters Score -1.475473e+08 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 32 members Mstep: Class 1 contains 402 members Mstep: Class 2 contains 46001 members Mstep: Class 3 contains 4913 members Mstep: Class 4 contains 598 members Mstep: Class 5 contains 749 members Mstep: Class 6 contains 3114 members Mstep: Class 7 contains 765 members Mstep: Class 8 contains 33387 members Mstep: Class 9 contains 7613 members Mstep: Class 10 contains 1079 members Mstep: Class 11 contains 1003 members Mstep: Class 12 contains 30747 members Mstep: Class 13 contains 142369 members Mstep: Class 14 contains 26304 members Mstep: Class 15 contains 21402 members Mstep: Class 16 contains 157646 members Mstep: Class 17 contains 157673 members Mstep: Class 18 contains 385 members Mstep: Class 19 contains 946 members Mstep: Class 20 contains 41260 members Mstep: Class 21 contains 650 members Entering Unmasked Estep ConsiderDeletion Score: -147547360.000000 Penalty: 172723.218750 Iteration 104Q: 22 clusters Score -1.475474e+08 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 32 members Mstep: Class 1 contains 402 members Mstep: Class 2 contains 46001 members Mstep: Class 3 contains 4913 members Mstep: Class 4 contains 598 members Mstep: Class 5 contains 749 members Mstep: Class 6 contains 3114 members Mstep: Class 7 contains 765 members Mstep: Class 8 contains 33387 members Mstep: Class 9 contains 7613 members Mstep: Class 10 contains 1079 members Mstep: Class 11 contains 1003 members Mstep: Class 12 contains 30747 members Mstep: Class 13 contains 142369 members Mstep: Class 14 contains 26304 members Mstep: Class 15 contains 21402 members Mstep: Class 16 contains 157646 members Mstep: Class 17 contains 157673 members Mstep: Class 18 contains 385 members Mstep: Class 19 contains 946 members Mstep: Class 20 contains 41260 members Mstep: Class 21 contains 650 members Entering Unmasked Estep ConsiderDeletion Score: -147547360.000000 Penalty: 172723.218750 Iteration 105F: 22 clusters Score -1.475474e+08 nChanged 0 Entering ConstructFrom: Score: -147547360.000000 Penalty: 172723.218750 Entering ConstructFrom: Trying to split cluster 1 (402 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 402 members Entering Unmasked Estep Score: -75818.023438 Penalty: 3672.827148 Iteration 0F: 2 clusters Score -75818.02 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 195 members Mstep: Class 2 contains 207 members Entering Unmasked Estep Score: -72718.453125 Penalty: 7345.654297 Iteration 0F: 3 clusters Score -72718.45 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 196 members Mstep: Class 2 contains 206 members Entering Unmasked Estep Score: -72871.281250 Penalty: 7345.654297 Iteration 1F: 3 clusters Score -72871.28 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 196 members Mstep: Class 2 contains 206 members Entering Unmasked Estep Score: -72905.742188 Penalty: 7345.654297 Iteration 2Q: 3 clusters Score -72905.74 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 195 members Mstep: Class 2 contains 207 members Entering Unmasked Estep Score: -72915.546875 Penalty: 7345.654297 Iteration 3Q: 3 clusters Score -72915.55 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 194 members Mstep: Class 2 contains 208 members Entering Unmasked Estep Score: -72920.531250 Penalty: 7345.654297 Iteration 4Q: 3 clusters Score -72920.53 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 194 members Mstep: Class 2 contains 208 members Entering Unmasked Estep Score: -72920.531250 Penalty: 7345.654297 Iteration 5F: 3 clusters Score -72920.53 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (46001 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46001 members Entering Unmasked Estep Score: -10161039.000000 Penalty: 6576.056641 Iteration 0F: 2 clusters Score -1.016104e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22894 members Mstep: Class 2 contains 23107 members Entering Unmasked Estep Score: -10128129.000000 Penalty: 13152.113281 Iteration 0F: 3 clusters Score -1.012813e+07 nChanged 19970 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22202 members Mstep: Class 2 contains 23799 members Entering Unmasked Estep Score: -10138799.000000 Penalty: 13152.113281 Iteration 1F: 3 clusters Score -1.01388e+07 nChanged 2460 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21690 members Mstep: Class 2 contains 24311 members Entering Unmasked Estep Score: -10139802.000000 Penalty: 13152.113281 Iteration 2F: 3 clusters Score -1.01398e+07 nChanged 2253 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20999 members Mstep: Class 2 contains 25002 members Entering Unmasked Estep Score: -10140793.000000 Penalty: 13152.113281 Iteration 3Q: 3 clusters Score -1.014079e+07 nChanged 2362 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20085 members Mstep: Class 2 contains 25916 members Entering Unmasked Estep Score: -10142041.000000 Penalty: 13152.113281 Iteration 4F: 3 clusters Score -1.014204e+07 nChanged 2473 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18906 members Mstep: Class 2 contains 27095 members Entering Unmasked Estep Score: -10143431.000000 Penalty: 13152.113281 Iteration 5F: 3 clusters Score -1.014343e+07 nChanged 2566 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17502 members Mstep: Class 2 contains 28499 members Entering Unmasked Estep Score: -10144914.000000 Penalty: 13152.113281 Iteration 6F: 3 clusters Score -1.014491e+07 nChanged 2558 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16044 members Mstep: Class 2 contains 29957 members Entering Unmasked Estep Score: -10146405.000000 Penalty: 13152.113281 Iteration 7F: 3 clusters Score -1.01464e+07 nChanged 2460 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14434 members Mstep: Class 2 contains 31567 members Entering Unmasked Estep Score: -10147844.000000 Penalty: 13152.113281 Iteration 8F: 3 clusters Score -1.014784e+07 nChanged 2162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12838 members Mstep: Class 2 contains 33163 members Entering Unmasked Estep Score: -10149045.000000 Penalty: 13152.113281 Iteration 9Q: 3 clusters Score -1.014904e+07 nChanged 1886 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11276 members Mstep: Class 2 contains 34725 members Entering Unmasked Estep Score: -10150059.000000 Penalty: 13152.113281 Iteration 10Q: 3 clusters Score -1.015006e+07 nChanged 1609 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9835 members Mstep: Class 2 contains 36166 members Entering Unmasked Estep Score: -10150873.000000 Penalty: 13152.113281 Iteration 11Q: 3 clusters Score -1.015087e+07 nChanged 1376 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8523 members Mstep: Class 2 contains 37478 members Entering Unmasked Estep Score: -10151628.000000 Penalty: 13152.113281 Iteration 12Q: 3 clusters Score -1.015163e+07 nChanged 1171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7384 members Mstep: Class 2 contains 38617 members Entering Unmasked Estep Score: -10152296.000000 Penalty: 13152.113281 Iteration 13Q: 3 clusters Score -1.01523e+07 nChanged 1057 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6337 members Mstep: Class 2 contains 39664 members Entering Unmasked Estep Score: -10152880.000000 Penalty: 13152.113281 Iteration 14Q: 3 clusters Score -1.015288e+07 nChanged 913 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5440 members Mstep: Class 2 contains 40561 members Entering Unmasked Estep Score: -10153396.000000 Penalty: 13152.113281 Iteration 15Q: 3 clusters Score -1.01534e+07 nChanged 762 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4690 members Mstep: Class 2 contains 41311 members Entering Unmasked Estep Score: -10153848.000000 Penalty: 13152.113281 Iteration 16Q: 3 clusters Score -1.015385e+07 nChanged 659 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4039 members Mstep: Class 2 contains 41962 members Entering Unmasked Estep Score: -10154170.000000 Penalty: 13152.113281 Iteration 17Q: 3 clusters Score -1.015417e+07 nChanged 529 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3514 members Mstep: Class 2 contains 42487 members Entering Unmasked Estep Score: -10154494.000000 Penalty: 13152.113281 Iteration 18Q: 3 clusters Score -1.015449e+07 nChanged 375 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3151 members Mstep: Class 2 contains 42850 members Entering Unmasked Estep Score: -10154689.000000 Penalty: 13152.113281 Iteration 19Q: 3 clusters Score -1.015469e+07 nChanged 300 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2851 members Mstep: Class 2 contains 43150 members Entering Unmasked Estep Score: -10154859.000000 Penalty: 13152.113281 Iteration 20F: 3 clusters Score -1.015486e+07 nChanged 269 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2590 members Mstep: Class 2 contains 43411 members Entering Unmasked Estep Score: -10155028.000000 Penalty: 13152.113281 Iteration 21Q: 3 clusters Score -1.015503e+07 nChanged 219 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2375 members Mstep: Class 2 contains 43626 members Entering Unmasked Estep Score: -10155120.000000 Penalty: 13152.113281 Iteration 22Q: 3 clusters Score -1.015512e+07 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2214 members Mstep: Class 2 contains 43787 members Entering Unmasked Estep Score: -10155237.000000 Penalty: 13152.113281 Iteration 23Q: 3 clusters Score -1.015524e+07 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2067 members Mstep: Class 2 contains 43934 members Entering Unmasked Estep Score: -10155298.000000 Penalty: 13152.113281 Iteration 24Q: 3 clusters Score -1.01553e+07 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1955 members Mstep: Class 2 contains 44046 members Entering Unmasked Estep Score: -10155394.000000 Penalty: 13152.113281 Iteration 25Q: 3 clusters Score -1.015539e+07 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1861 members Mstep: Class 2 contains 44140 members Entering Unmasked Estep Score: -10155427.000000 Penalty: 13152.113281 Iteration 26Q: 3 clusters Score -1.015543e+07 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1794 members Mstep: Class 2 contains 44207 members Entering Unmasked Estep Score: -10155463.000000 Penalty: 13152.113281 Iteration 27Q: 3 clusters Score -1.015546e+07 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1721 members Mstep: Class 2 contains 44280 members Entering Unmasked Estep Score: -10155501.000000 Penalty: 13152.113281 Iteration 28Q: 3 clusters Score -1.01555e+07 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1676 members Mstep: Class 2 contains 44325 members Entering Unmasked Estep Score: -10155529.000000 Penalty: 13152.113281 Iteration 29Q: 3 clusters Score -1.015553e+07 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1628 members Mstep: Class 2 contains 44373 members Entering Unmasked Estep Score: -10155582.000000 Penalty: 13152.113281 Iteration 30Q: 3 clusters Score -1.015558e+07 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1592 members Mstep: Class 2 contains 44409 members Entering Unmasked Estep Score: -10155603.000000 Penalty: 13152.113281 Iteration 31Q: 3 clusters Score -1.01556e+07 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1563 members Mstep: Class 2 contains 44438 members Entering Unmasked Estep Score: -10155603.000000 Penalty: 13152.113281 Iteration 32Q: 3 clusters Score -1.01556e+07 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1543 members Mstep: Class 2 contains 44458 members Entering Unmasked Estep Score: -10155624.000000 Penalty: 13152.113281 Iteration 33Q: 3 clusters Score -1.015562e+07 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1527 members Mstep: Class 2 contains 44474 members Entering Unmasked Estep Score: -10155631.000000 Penalty: 13152.113281 Iteration 34Q: 3 clusters Score -1.015563e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1515 members Mstep: Class 2 contains 44486 members Entering Unmasked Estep Score: -10155640.000000 Penalty: 13152.113281 Iteration 35Q: 3 clusters Score -1.015564e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1498 members Mstep: Class 2 contains 44503 members Entering Unmasked Estep Score: -10155659.000000 Penalty: 13152.113281 Iteration 36Q: 3 clusters Score -1.015566e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1486 members Mstep: Class 2 contains 44515 members Entering Unmasked Estep Score: -10155663.000000 Penalty: 13152.113281 Iteration 37Q: 3 clusters Score -1.015566e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1476 members Mstep: Class 2 contains 44525 members Entering Unmasked Estep Score: -10155677.000000 Penalty: 13152.113281 Iteration 38Q: 3 clusters Score -1.015568e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1461 members Mstep: Class 2 contains 44540 members Entering Unmasked Estep Score: -10155691.000000 Penalty: 13152.113281 Iteration 39Q: 3 clusters Score -1.015569e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1449 members Mstep: Class 2 contains 44552 members Entering Unmasked Estep Score: -10155702.000000 Penalty: 13152.113281 Iteration 40F: 3 clusters Score -1.01557e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1441 members Mstep: Class 2 contains 44560 members Entering Unmasked Estep Score: -10155692.000000 Penalty: 13152.113281 Iteration 41Q: 3 clusters Score -1.015569e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1433 members Mstep: Class 2 contains 44568 members Entering Unmasked Estep Score: -10155693.000000 Penalty: 13152.113281 Iteration 42Q: 3 clusters Score -1.015569e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1422 members Mstep: Class 2 contains 44579 members Entering Unmasked Estep Score: -10155698.000000 Penalty: 13152.113281 Iteration 43Q: 3 clusters Score -1.01557e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1413 members Mstep: Class 2 contains 44588 members Entering Unmasked Estep Score: -10155707.000000 Penalty: 13152.113281 Iteration 44Q: 3 clusters Score -1.015571e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1405 members Mstep: Class 2 contains 44596 members Entering Unmasked Estep Score: -10155709.000000 Penalty: 13152.113281 Iteration 45Q: 3 clusters Score -1.015571e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1401 members Mstep: Class 2 contains 44600 members Entering Unmasked Estep Score: -10155708.000000 Penalty: 13152.113281 Iteration 46Q: 3 clusters Score -1.015571e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1397 members Mstep: Class 2 contains 44604 members Entering Unmasked Estep Score: -10155709.000000 Penalty: 13152.113281 Iteration 47Q: 3 clusters Score -1.015571e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1394 members Mstep: Class 2 contains 44607 members Entering Unmasked Estep Score: -10155708.000000 Penalty: 13152.113281 Iteration 48Q: 3 clusters Score -1.015571e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1393 members Mstep: Class 2 contains 44608 members Entering Unmasked Estep Score: -10155710.000000 Penalty: 13152.113281 Iteration 49Q: 3 clusters Score -1.015571e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1390 members Mstep: Class 2 contains 44611 members Entering Unmasked Estep Score: -10155720.000000 Penalty: 13152.113281 Iteration 50Q: 3 clusters Score -1.015572e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1389 members Mstep: Class 2 contains 44612 members Entering Unmasked Estep Score: -10155716.000000 Penalty: 13152.113281 Iteration 51Q: 3 clusters Score -1.015572e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1389 members Mstep: Class 2 contains 44612 members Entering Unmasked Estep Score: -10155716.000000 Penalty: 13152.113281 Iteration 52F: 3 clusters Score -1.015572e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (4913 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4913 members Entering Unmasked Estep Score: -1081191.500000 Penalty: 5206.029785 Iteration 0F: 2 clusters Score -1081192 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2421 members Mstep: Class 2 contains 2492 members Entering Unmasked Estep Score: -1074206.250000 Penalty: 10412.059570 Iteration 0F: 3 clusters Score -1074206 nChanged 1530 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2357 members Mstep: Class 2 contains 2556 members Entering Unmasked Estep Score: -1075281.875000 Penalty: 10412.059570 Iteration 1F: 3 clusters Score -1075282 nChanged 317 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2336 members Mstep: Class 2 contains 2577 members Entering Unmasked Estep Score: -1075538.875000 Penalty: 10412.059570 Iteration 2F: 3 clusters Score -1075539 nChanged 174 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2316 members Mstep: Class 2 contains 2597 members Entering Unmasked Estep Score: -1075678.125000 Penalty: 10412.059570 Iteration 3Q: 3 clusters Score -1075678 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2290 members Mstep: Class 2 contains 2623 members Entering Unmasked Estep Score: -1075784.625000 Penalty: 10412.059570 Iteration 4Q: 3 clusters Score -1075785 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2275 members Mstep: Class 2 contains 2638 members Entering Unmasked Estep Score: -1075857.500000 Penalty: 10412.059570 Iteration 5Q: 3 clusters Score -1075858 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2260 members Mstep: Class 2 contains 2653 members Entering Unmasked Estep Score: -1075913.375000 Penalty: 10412.059570 Iteration 6Q: 3 clusters Score -1075913 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2242 members Mstep: Class 2 contains 2671 members Entering Unmasked Estep Score: -1075959.125000 Penalty: 10412.059570 Iteration 7Q: 3 clusters Score -1075959 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2227 members Mstep: Class 2 contains 2686 members Entering Unmasked Estep Score: -1075997.250000 Penalty: 10412.059570 Iteration 8Q: 3 clusters Score -1075997 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2228 members Mstep: Class 2 contains 2685 members Entering Unmasked Estep Score: -1076022.875000 Penalty: 10412.059570 Iteration 9Q: 3 clusters Score -1076023 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2224 members Mstep: Class 2 contains 2689 members Entering Unmasked Estep Score: -1076035.125000 Penalty: 10412.059570 Iteration 10Q: 3 clusters Score -1076035 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2226 members Mstep: Class 2 contains 2687 members Entering Unmasked Estep Score: -1076050.625000 Penalty: 10412.059570 Iteration 11Q: 3 clusters Score -1076051 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2223 members Mstep: Class 2 contains 2690 members Entering Unmasked Estep Score: -1076059.125000 Penalty: 10412.059570 Iteration 12Q: 3 clusters Score -1076059 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2216 members Mstep: Class 2 contains 2697 members Entering Unmasked Estep Score: -1076069.375000 Penalty: 10412.059570 Iteration 13Q: 3 clusters Score -1076069 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2209 members Mstep: Class 2 contains 2704 members Entering Unmasked Estep Score: -1076083.875000 Penalty: 10412.059570 Iteration 14Q: 3 clusters Score -1076084 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2198 members Mstep: Class 2 contains 2715 members Entering Unmasked Estep Score: -1076095.375000 Penalty: 10412.059570 Iteration 15Q: 3 clusters Score -1076095 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2186 members Mstep: Class 2 contains 2727 members Entering Unmasked Estep Score: -1076109.000000 Penalty: 10412.059570 Iteration 16Q: 3 clusters Score -1076109 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2178 members Mstep: Class 2 contains 2735 members Entering Unmasked Estep Score: -1076119.875000 Penalty: 10412.059570 Iteration 17Q: 3 clusters Score -1076120 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2173 members Mstep: Class 2 contains 2740 members Entering Unmasked Estep Score: -1076130.500000 Penalty: 10412.059570 Iteration 18Q: 3 clusters Score -1076130 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2163 members Mstep: Class 2 contains 2750 members Entering Unmasked Estep Score: -1076142.125000 Penalty: 10412.059570 Iteration 19Q: 3 clusters Score -1076142 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2159 members Mstep: Class 2 contains 2754 members Entering Unmasked Estep Score: -1076151.625000 Penalty: 10412.059570 Iteration 20F: 3 clusters Score -1076152 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2150 members Mstep: Class 2 contains 2763 members Entering Unmasked Estep Score: -1076163.625000 Penalty: 10412.059570 Iteration 21Q: 3 clusters Score -1076164 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2142 members Mstep: Class 2 contains 2771 members Entering Unmasked Estep Score: -1076172.000000 Penalty: 10412.059570 Iteration 22Q: 3 clusters Score -1076172 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2135 members Mstep: Class 2 contains 2778 members Entering Unmasked Estep Score: -1076179.000000 Penalty: 10412.059570 Iteration 23Q: 3 clusters Score -1076179 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2129 members Mstep: Class 2 contains 2784 members Entering Unmasked Estep Score: -1076182.125000 Penalty: 10412.059570 Iteration 24Q: 3 clusters Score -1076182 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2127 members Mstep: Class 2 contains 2786 members Entering Unmasked Estep Score: -1076186.125000 Penalty: 10412.059570 Iteration 25Q: 3 clusters Score -1076186 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2124 members Mstep: Class 2 contains 2789 members Entering Unmasked Estep Score: -1076187.375000 Penalty: 10412.059570 Iteration 26Q: 3 clusters Score -1076187 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2122 members Mstep: Class 2 contains 2791 members Entering Unmasked Estep Score: -1076190.625000 Penalty: 10412.059570 Iteration 27Q: 3 clusters Score -1076191 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2121 members Mstep: Class 2 contains 2792 members Entering Unmasked Estep Score: -1076190.375000 Penalty: 10412.059570 Iteration 28Q: 3 clusters Score -1076190 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2120 members Mstep: Class 2 contains 2793 members Entering Unmasked Estep Score: -1076190.000000 Penalty: 10412.059570 Iteration 29Q: 3 clusters Score -1076190 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2118 members Mstep: Class 2 contains 2795 members Entering Unmasked Estep Score: -1076192.000000 Penalty: 10412.059570 Iteration 30Q: 3 clusters Score -1076192 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2116 members Mstep: Class 2 contains 2797 members Entering Unmasked Estep Score: -1076193.000000 Penalty: 10412.059570 Iteration 31Q: 3 clusters Score -1076193 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2115 members Mstep: Class 2 contains 2798 members Entering Unmasked Estep Score: -1076191.125000 Penalty: 10412.059570 Iteration 32Q: 3 clusters Score -1076191 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2114 members Mstep: Class 2 contains 2799 members Entering Unmasked Estep Score: -1076192.625000 Penalty: 10412.059570 Iteration 33Q: 3 clusters Score -1076193 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2115 members Mstep: Class 2 contains 2798 members Entering Unmasked Estep Score: -1076194.250000 Penalty: 10412.059570 Iteration 34Q: 3 clusters Score -1076194 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2115 members Mstep: Class 2 contains 2798 members Entering Unmasked Estep Score: -1076194.250000 Penalty: 10412.059570 Iteration 35F: 3 clusters Score -1076194 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (598 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 598 members Entering Unmasked Estep Score: -79102.250000 Penalty: 3916.074463 Iteration 0F: 2 clusters Score -79102.25 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 315 members Mstep: Class 2 contains 283 members Entering Unmasked Estep Score: -75818.054688 Penalty: 7832.148926 Iteration 0F: 3 clusters Score -75818.05 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 307 members Mstep: Class 2 contains 291 members Entering Unmasked Estep Score: -76240.195312 Penalty: 7832.148926 Iteration 1F: 3 clusters Score -76240.2 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 284 members Mstep: Class 2 contains 314 members Entering Unmasked Estep Score: -76707.671875 Penalty: 7832.148926 Iteration 2F: 3 clusters Score -76707.67 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 265 members Mstep: Class 2 contains 333 members Entering Unmasked Estep Score: -77186.601562 Penalty: 7832.148926 Iteration 3F: 3 clusters Score -77186.6 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 238 members Mstep: Class 2 contains 360 members Entering Unmasked Estep Score: -78319.062500 Penalty: 7832.148926 Iteration 4F: 3 clusters Score -78319.06 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 226 members Mstep: Class 2 contains 372 members Entering Unmasked Estep Score: -79351.992188 Penalty: 7832.148926 Iteration 5F: 3 clusters Score -79351.99 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 227 members Mstep: Class 2 contains 371 members Entering Unmasked Estep Score: -79684.984375 Penalty: 7832.148926 Iteration 6Q: 3 clusters Score -79684.98 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 227 members Mstep: Class 2 contains 371 members Entering Unmasked Estep Score: -79808.960938 Penalty: 7832.148926 Iteration 7Q: 3 clusters Score -79808.96 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 225 members Mstep: Class 2 contains 373 members Entering Unmasked Estep Score: -79925.406250 Penalty: 7832.148926 Iteration 8Q: 3 clusters Score -79925.41 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 224 members Mstep: Class 2 contains 374 members Entering Unmasked Estep Score: -79969.265625 Penalty: 7832.148926 Iteration 9Q: 3 clusters Score -79969.27 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 224 members Mstep: Class 2 contains 374 members Entering Unmasked Estep Score: -80020.140625 Penalty: 7832.148926 Iteration 10Q: 3 clusters Score -80020.14 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 222 members Mstep: Class 2 contains 376 members Entering Unmasked Estep Score: -80048.343750 Penalty: 7832.148926 Iteration 11Q: 3 clusters Score -80048.34 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 222 members Mstep: Class 2 contains 376 members Entering Unmasked Estep Score: -80060.125000 Penalty: 7832.148926 Iteration 12F: 3 clusters Score -80060.12 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 226 members Mstep: Class 2 contains 372 members Entering Unmasked Estep Score: -80142.046875 Penalty: 7832.148926 Iteration 13Q: 3 clusters Score -80142.05 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 226 members Mstep: Class 2 contains 372 members Entering Unmasked Estep Score: -80248.695312 Penalty: 7832.148926 Iteration 14Q: 3 clusters Score -80248.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 227 members Mstep: Class 2 contains 371 members Entering Unmasked Estep Score: -80262.718750 Penalty: 7832.148926 Iteration 15Q: 3 clusters Score -80262.72 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 229 members Mstep: Class 2 contains 369 members Entering Unmasked Estep Score: -80277.437500 Penalty: 7832.148926 Iteration 16Q: 3 clusters Score -80277.44 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 229 members Mstep: Class 2 contains 369 members Entering Unmasked Estep Score: -80281.453125 Penalty: 7832.148926 Iteration 17F: 3 clusters Score -80281.45 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 230 members Mstep: Class 2 contains 368 members Entering Unmasked Estep Score: -80293.585938 Penalty: 7832.148926 Iteration 18Q: 3 clusters Score -80293.59 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 232 members Mstep: Class 2 contains 366 members Entering Unmasked Estep Score: -80312.945312 Penalty: 7832.148926 Iteration 19Q: 3 clusters Score -80312.95 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 233 members Mstep: Class 2 contains 365 members Entering Unmasked Estep Score: -80326.664062 Penalty: 7832.148926 Iteration 20F: 3 clusters Score -80326.66 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 235 members Mstep: Class 2 contains 363 members Entering Unmasked Estep Score: -80354.984375 Penalty: 7832.148926 Iteration 21Q: 3 clusters Score -80354.98 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 238 members Mstep: Class 2 contains 360 members Entering Unmasked Estep Score: -80385.953125 Penalty: 7832.148926 Iteration 22Q: 3 clusters Score -80385.95 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 239 members Mstep: Class 2 contains 359 members Entering Unmasked Estep Score: -80399.007812 Penalty: 7832.148926 Iteration 23Q: 3 clusters Score -80399.01 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 242 members Mstep: Class 2 contains 356 members Entering Unmasked Estep Score: -80438.804688 Penalty: 7832.148926 Iteration 24Q: 3 clusters Score -80438.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 244 members Mstep: Class 2 contains 354 members Entering Unmasked Estep Score: -80472.460938 Penalty: 7832.148926 Iteration 25Q: 3 clusters Score -80472.46 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 244 members Mstep: Class 2 contains 354 members Entering Unmasked Estep Score: -80472.460938 Penalty: 7832.148926 Iteration 26F: 3 clusters Score -80472.46 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 32 members Mstep: Class 1 contains 402 members Mstep: Class 2 contains 46001 members Mstep: Class 3 contains 4913 members Mstep: Class 4 contains 244 members Mstep: Class 5 contains 749 members Mstep: Class 6 contains 3114 members Mstep: Class 7 contains 765 members Mstep: Class 8 contains 33387 members Mstep: Class 9 contains 7613 members Mstep: Class 10 contains 1079 members Mstep: Class 11 contains 1003 members Mstep: Class 12 contains 30747 members Mstep: Class 13 contains 142369 members Mstep: Class 14 contains 26304 members Mstep: Class 15 contains 21402 members Mstep: Class 16 contains 157646 members Mstep: Class 17 contains 157673 members Mstep: Class 18 contains 385 members Mstep: Class 19 contains 946 members Mstep: Class 20 contains 41260 members Mstep: Class 21 contains 650 members Mstep: Class 22 contains 354 members Entering Unmasked Estep Score: -147544288.000000 Penalty: 180948.125000 Splitting cluster 4 changes total score from -147547360.000000 to -147544288.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 5 (749 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 749 members Entering Unmasked Estep Score: -129599.796875 Penalty: 4053.977783 Iteration 0F: 2 clusters Score -129599.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 386 members Mstep: Class 2 contains 363 members Entering Unmasked Estep Score: -125977.890625 Penalty: 8107.955566 Iteration 0F: 3 clusters Score -125977.9 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 384 members Mstep: Class 2 contains 365 members Entering Unmasked Estep Score: -126388.968750 Penalty: 8107.955566 Iteration 1F: 3 clusters Score -126389 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 380 members Mstep: Class 2 contains 369 members Entering Unmasked Estep Score: -126506.570312 Penalty: 8107.955566 Iteration 2F: 3 clusters Score -126506.6 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 377 members Mstep: Class 2 contains 372 members Entering Unmasked Estep Score: -126564.320312 Penalty: 8107.955566 Iteration 3Q: 3 clusters Score -126564.3 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 369 members Mstep: Class 2 contains 380 members Entering Unmasked Estep Score: -126598.203125 Penalty: 8107.955566 Iteration 4Q: 3 clusters Score -126598.2 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 360 members Mstep: Class 2 contains 389 members Entering Unmasked Estep Score: -126657.390625 Penalty: 8107.955566 Iteration 5Q: 3 clusters Score -126657.4 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 344 members Mstep: Class 2 contains 405 members Entering Unmasked Estep Score: -126827.546875 Penalty: 8107.955566 Iteration 6Q: 3 clusters Score -126827.5 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 317 members Mstep: Class 2 contains 432 members Entering Unmasked Estep Score: -127057.601562 Penalty: 8107.955566 Iteration 7Q: 3 clusters Score -127057.6 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 297 members Mstep: Class 2 contains 452 members Entering Unmasked Estep Score: -127633.351562 Penalty: 8107.955566 Iteration 8F: 3 clusters Score -127633.4 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 289 members Mstep: Class 2 contains 460 members Entering Unmasked Estep Score: -128467.187500 Penalty: 8107.955566 Iteration 9F: 3 clusters Score -128467.2 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 313 members Mstep: Class 2 contains 436 members Entering Unmasked Estep Score: -129441.125000 Penalty: 8107.955566 Iteration 10F: 3 clusters Score -129441.1 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 338 members Mstep: Class 2 contains 411 members Entering Unmasked Estep Score: -130093.289062 Penalty: 8107.955566 Iteration 11Q: 3 clusters Score -130093.3 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 351 members Mstep: Class 2 contains 398 members Entering Unmasked Estep Score: -130501.585938 Penalty: 8107.955566 Iteration 12Q: 3 clusters Score -130501.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 357 members Mstep: Class 2 contains 392 members Entering Unmasked Estep Score: -130754.523438 Penalty: 8107.955566 Iteration 13Q: 3 clusters Score -130754.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 361 members Mstep: Class 2 contains 388 members Entering Unmasked Estep Score: -130885.765625 Penalty: 8107.955566 Iteration 14Q: 3 clusters Score -130885.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 366 members Mstep: Class 2 contains 383 members Entering Unmasked Estep Score: -130973.328125 Penalty: 8107.955566 Iteration 15Q: 3 clusters Score -130973.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 367 members Mstep: Class 2 contains 382 members Entering Unmasked Estep Score: -131012.148438 Penalty: 8107.955566 Iteration 16Q: 3 clusters Score -131012.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 369 members Mstep: Class 2 contains 380 members Entering Unmasked Estep Score: -131089.859375 Penalty: 8107.955566 Iteration 17Q: 3 clusters Score -131089.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 370 members Mstep: Class 2 contains 379 members Entering Unmasked Estep Score: -131158.375000 Penalty: 8107.955566 Iteration 18Q: 3 clusters Score -131158.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 371 members Mstep: Class 2 contains 378 members Entering Unmasked Estep Score: -131325.437500 Penalty: 8107.955566 Iteration 19Q: 3 clusters Score -131325.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 373 members Mstep: Class 2 contains 376 members Entering Unmasked Estep Score: -131577.437500 Penalty: 8107.955566 Iteration 20F: 3 clusters Score -131577.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 373 members Mstep: Class 2 contains 376 members Entering Unmasked Estep Score: -131614.390625 Penalty: 8107.955566 Iteration 21Q: 3 clusters Score -131614.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 373 members Mstep: Class 2 contains 376 members Entering Unmasked Estep Score: -131614.390625 Penalty: 8107.955566 Iteration 22F: 3 clusters Score -131614.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 32 members Mstep: Class 1 contains 402 members Mstep: Class 2 contains 46001 members Mstep: Class 3 contains 4913 members Mstep: Class 4 contains 598 members Mstep: Class 5 contains 373 members Mstep: Class 6 contains 3114 members Mstep: Class 7 contains 765 members Mstep: Class 8 contains 33387 members Mstep: Class 9 contains 7613 members Mstep: Class 10 contains 1079 members Mstep: Class 11 contains 1003 members Mstep: Class 12 contains 30747 members Mstep: Class 13 contains 142369 members Mstep: Class 14 contains 26304 members Mstep: Class 15 contains 21402 members Mstep: Class 16 contains 157646 members Mstep: Class 17 contains 157673 members Mstep: Class 18 contains 385 members Mstep: Class 19 contains 946 members Mstep: Class 20 contains 41260 members Mstep: Class 21 contains 650 members Mstep: Class 22 contains 376 members Entering Unmasked Estep Score: -147545296.000000 Penalty: 180948.125000 Splitting cluster 5 changes total score from -147547360.000000 to -147545296.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 6 (3114 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3114 members Entering Unmasked Estep Score: -666281.875000 Penalty: 4926.743652 Iteration 0F: 2 clusters Score -666281.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1581 members Mstep: Class 2 contains 1533 members Entering Unmasked Estep Score: -660428.687500 Penalty: 9853.487305 Iteration 0F: 3 clusters Score -660428.7 nChanged 863 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1578 members Mstep: Class 2 contains 1536 members Entering Unmasked Estep Score: -661264.750000 Penalty: 9853.487305 Iteration 1F: 3 clusters Score -661264.8 nChanged 243 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1523 members Mstep: Class 2 contains 1591 members Entering Unmasked Estep Score: -661622.562500 Penalty: 9853.487305 Iteration 2F: 3 clusters Score -661622.6 nChanged 169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1480 members Mstep: Class 2 contains 1634 members Entering Unmasked Estep Score: -661916.250000 Penalty: 9853.487305 Iteration 3F: 3 clusters Score -661916.2 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1424 members Mstep: Class 2 contains 1690 members Entering Unmasked Estep Score: -662220.750000 Penalty: 9853.487305 Iteration 4Q: 3 clusters Score -662220.8 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1365 members Mstep: Class 2 contains 1749 members Entering Unmasked Estep Score: -662522.187500 Penalty: 9853.487305 Iteration 5F: 3 clusters Score -662522.2 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1308 members Mstep: Class 2 contains 1806 members Entering Unmasked Estep Score: -662946.562500 Penalty: 9853.487305 Iteration 6F: 3 clusters Score -662946.6 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1249 members Mstep: Class 2 contains 1865 members Entering Unmasked Estep Score: -663396.125000 Penalty: 9853.487305 Iteration 7F: 3 clusters Score -663396.1 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1258 members Mstep: Class 2 contains 1856 members Entering Unmasked Estep Score: -663772.125000 Penalty: 9853.487305 Iteration 8Q: 3 clusters Score -663772.1 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1283 members Mstep: Class 2 contains 1831 members Entering Unmasked Estep Score: -664103.062500 Penalty: 9853.487305 Iteration 9Q: 3 clusters Score -664103.1 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1324 members Mstep: Class 2 contains 1790 members Entering Unmasked Estep Score: -664343.187500 Penalty: 9853.487305 Iteration 10Q: 3 clusters Score -664343.2 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1384 members Mstep: Class 2 contains 1730 members Entering Unmasked Estep Score: -664548.937500 Penalty: 9853.487305 Iteration 11Q: 3 clusters Score -664548.9 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1451 members Mstep: Class 2 contains 1663 members Entering Unmasked Estep Score: -664728.625000 Penalty: 9853.487305 Iteration 12Q: 3 clusters Score -664728.6 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1498 members Mstep: Class 2 contains 1616 members Entering Unmasked Estep Score: -664858.187500 Penalty: 9853.487305 Iteration 13Q: 3 clusters Score -664858.2 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1536 members Mstep: Class 2 contains 1578 members Entering Unmasked Estep Score: -664945.312500 Penalty: 9853.487305 Iteration 14Q: 3 clusters Score -664945.3 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1554 members Mstep: Class 2 contains 1560 members Entering Unmasked Estep Score: -664983.625000 Penalty: 9853.487305 Iteration 15Q: 3 clusters Score -664983.6 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1569 members Mstep: Class 2 contains 1545 members Entering Unmasked Estep Score: -665009.750000 Penalty: 9853.487305 Iteration 16Q: 3 clusters Score -665009.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1577 members Mstep: Class 2 contains 1537 members Entering Unmasked Estep Score: -665023.812500 Penalty: 9853.487305 Iteration 17Q: 3 clusters Score -665023.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1581 members Mstep: Class 2 contains 1533 members Entering Unmasked Estep Score: -665029.562500 Penalty: 9853.487305 Iteration 18Q: 3 clusters Score -665029.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1584 members Mstep: Class 2 contains 1530 members Entering Unmasked Estep Score: -665032.750000 Penalty: 9853.487305 Iteration 19Q: 3 clusters Score -665032.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1584 members Mstep: Class 2 contains 1530 members Entering Unmasked Estep Score: -665032.750000 Penalty: 9853.487305 Iteration 20F: 3 clusters Score -665032.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (765 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 765 members Entering Unmasked Estep Score: -161433.875000 Penalty: 4066.924072 Iteration 0F: 2 clusters Score -161433.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 383 members Mstep: Class 2 contains 382 members Entering Unmasked Estep Score: -157604.718750 Penalty: 8133.848145 Iteration 0F: 3 clusters Score -157604.7 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 402 members Mstep: Class 2 contains 363 members Entering Unmasked Estep Score: -157875.484375 Penalty: 8133.848145 Iteration 1F: 3 clusters Score -157875.5 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 404 members Mstep: Class 2 contains 361 members Entering Unmasked Estep Score: -157950.093750 Penalty: 8133.848145 Iteration 2Q: 3 clusters Score -157950.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 401 members Mstep: Class 2 contains 364 members Entering Unmasked Estep Score: -157971.421875 Penalty: 8133.848145 Iteration 3Q: 3 clusters Score -157971.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 398 members Mstep: Class 2 contains 367 members Entering Unmasked Estep Score: -157998.734375 Penalty: 8133.848145 Iteration 4Q: 3 clusters Score -157998.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 399 members Mstep: Class 2 contains 366 members Entering Unmasked Estep Score: -158009.531250 Penalty: 8133.848145 Iteration 5Q: 3 clusters Score -158009.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 399 members Mstep: Class 2 contains 366 members Entering Unmasked Estep Score: -158018.703125 Penalty: 8133.848145 Iteration 6Q: 3 clusters Score -158018.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 399 members Mstep: Class 2 contains 366 members Entering Unmasked Estep Score: -158018.703125 Penalty: 8133.848145 Iteration 7F: 3 clusters Score -158018.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (33387 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33387 members Entering Unmasked Estep Score: -7363123.500000 Penalty: 6379.752441 Iteration 0F: 2 clusters Score -7363124 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16759 members Mstep: Class 2 contains 16628 members Entering Unmasked Estep Score: -7338064.500000 Penalty: 12759.504883 Iteration 0F: 3 clusters Score -7338064 nChanged 14380 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17033 members Mstep: Class 2 contains 16354 members Entering Unmasked Estep Score: -7345525.500000 Penalty: 12759.504883 Iteration 1F: 3 clusters Score -7345526 nChanged 1828 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17279 members Mstep: Class 2 contains 16108 members Entering Unmasked Estep Score: -7346190.000000 Penalty: 12759.504883 Iteration 2F: 3 clusters Score -7346190 nChanged 1419 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17622 members Mstep: Class 2 contains 15765 members Entering Unmasked Estep Score: -7346656.000000 Penalty: 12759.504883 Iteration 3Q: 3 clusters Score -7346656 nChanged 1189 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18061 members Mstep: Class 2 contains 15326 members Entering Unmasked Estep Score: -7347068.500000 Penalty: 12759.504883 Iteration 4Q: 3 clusters Score -7347068 nChanged 1008 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18595 members Mstep: Class 2 contains 14792 members Entering Unmasked Estep Score: -7347380.000000 Penalty: 12759.504883 Iteration 5Q: 3 clusters Score -7347380 nChanged 974 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19239 members Mstep: Class 2 contains 14148 members Entering Unmasked Estep Score: -7347730.500000 Penalty: 12759.504883 Iteration 6Q: 3 clusters Score -7347730 nChanged 1023 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20032 members Mstep: Class 2 contains 13355 members Entering Unmasked Estep Score: -7348101.000000 Penalty: 12759.504883 Iteration 7Q: 3 clusters Score -7348101 nChanged 1073 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20967 members Mstep: Class 2 contains 12420 members Entering Unmasked Estep Score: -7348525.500000 Penalty: 12759.504883 Iteration 8Q: 3 clusters Score -7348526 nChanged 1216 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22093 members Mstep: Class 2 contains 11294 members Entering Unmasked Estep Score: -7349103.000000 Penalty: 12759.504883 Iteration 9Q: 3 clusters Score -7349103 nChanged 1361 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23402 members Mstep: Class 2 contains 9985 members Entering Unmasked Estep Score: -7349835.500000 Penalty: 12759.504883 Iteration 10Q: 3 clusters Score -7349836 nChanged 1534 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24892 members Mstep: Class 2 contains 8495 members Entering Unmasked Estep Score: -7350802.000000 Penalty: 12759.504883 Iteration 11Q: 3 clusters Score -7350802 nChanged 1637 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26489 members Mstep: Class 2 contains 6898 members Entering Unmasked Estep Score: -7351927.000000 Penalty: 12759.504883 Iteration 12Q: 3 clusters Score -7351927 nChanged 1664 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28131 members Mstep: Class 2 contains 5256 members Entering Unmasked Estep Score: -7353247.000000 Penalty: 12759.504883 Iteration 13Q: 3 clusters Score -7353247 nChanged 1554 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29669 members Mstep: Class 2 contains 3718 members Entering Unmasked Estep Score: -7354573.000000 Penalty: 12759.504883 Iteration 14Q: 3 clusters Score -7354573 nChanged 1200 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30853 members Mstep: Class 2 contains 2534 members Entering Unmasked Estep Score: -7355610.500000 Penalty: 12759.504883 Iteration 15Q: 3 clusters Score -7355610 nChanged 752 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31597 members Mstep: Class 2 contains 1790 members Entering Unmasked Estep Score: -7356300.500000 Penalty: 12759.504883 Iteration 16Q: 3 clusters Score -7356300 nChanged 471 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32060 members Mstep: Class 2 contains 1327 members Entering Unmasked Estep Score: -7356730.500000 Penalty: 12759.504883 Iteration 17Q: 3 clusters Score -7356730 nChanged 280 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32318 members Mstep: Class 2 contains 1069 members Entering Unmasked Estep Score: -7356976.500000 Penalty: 12759.504883 Iteration 18Q: 3 clusters Score -7356976 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32472 members Mstep: Class 2 contains 915 members Entering Unmasked Estep Score: -7357148.000000 Penalty: 12759.504883 Iteration 19Q: 3 clusters Score -7357148 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32563 members Mstep: Class 2 contains 824 members Entering Unmasked Estep Score: -7357257.000000 Penalty: 12759.504883 Iteration 20F: 3 clusters Score -7357257 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32621 members Mstep: Class 2 contains 766 members Entering Unmasked Estep Score: -7357326.000000 Penalty: 12759.504883 Iteration 21Q: 3 clusters Score -7357326 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32657 members Mstep: Class 2 contains 730 members Entering Unmasked Estep Score: -7357375.500000 Penalty: 12759.504883 Iteration 22Q: 3 clusters Score -7357376 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32684 members Mstep: Class 2 contains 703 members Entering Unmasked Estep Score: -7357431.500000 Penalty: 12759.504883 Iteration 23Q: 3 clusters Score -7357432 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32693 members Mstep: Class 2 contains 694 members Entering Unmasked Estep Score: -7357456.500000 Penalty: 12759.504883 Iteration 24Q: 3 clusters Score -7357456 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32703 members Mstep: Class 2 contains 684 members Entering Unmasked Estep Score: -7357472.500000 Penalty: 12759.504883 Iteration 25Q: 3 clusters Score -7357472 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32709 members Mstep: Class 2 contains 678 members Entering Unmasked Estep Score: -7357473.500000 Penalty: 12759.504883 Iteration 26Q: 3 clusters Score -7357474 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32715 members Mstep: Class 2 contains 672 members Entering Unmasked Estep Score: -7357489.500000 Penalty: 12759.504883 Iteration 27Q: 3 clusters Score -7357490 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32719 members Mstep: Class 2 contains 668 members Entering Unmasked Estep Score: -7357493.000000 Penalty: 12759.504883 Iteration 28Q: 3 clusters Score -7357493 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32724 members Mstep: Class 2 contains 663 members Entering Unmasked Estep Score: -7357499.500000 Penalty: 12759.504883 Iteration 29Q: 3 clusters Score -7357500 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32728 members Mstep: Class 2 contains 659 members Entering Unmasked Estep Score: -7357510.000000 Penalty: 12759.504883 Iteration 30Q: 3 clusters Score -7357510 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32734 members Mstep: Class 2 contains 653 members Entering Unmasked Estep Score: -7357514.500000 Penalty: 12759.504883 Iteration 31Q: 3 clusters Score -7357514 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32738 members Mstep: Class 2 contains 649 members Entering Unmasked Estep Score: -7357530.500000 Penalty: 12759.504883 Iteration 32Q: 3 clusters Score -7357530 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32738 members Mstep: Class 2 contains 649 members Entering Unmasked Estep Score: -7357523.000000 Penalty: 12759.504883 Iteration 33Q: 3 clusters Score -7357523 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32741 members Mstep: Class 2 contains 646 members Entering Unmasked Estep Score: -7357530.000000 Penalty: 12759.504883 Iteration 34Q: 3 clusters Score -7357530 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32743 members Mstep: Class 2 contains 644 members Entering Unmasked Estep Score: -7357532.500000 Penalty: 12759.504883 Iteration 35Q: 3 clusters Score -7357532 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32744 members Mstep: Class 2 contains 643 members Entering Unmasked Estep Score: -7357533.000000 Penalty: 12759.504883 Iteration 36Q: 3 clusters Score -7357533 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32744 members Mstep: Class 2 contains 643 members Entering Unmasked Estep Score: -7357533.000000 Penalty: 12759.504883 Iteration 37F: 3 clusters Score -7357533 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (7613 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7613 members Entering Unmasked Estep Score: -1607290.625000 Penalty: 5474.287598 Iteration 0F: 2 clusters Score -1607291 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3730 members Mstep: Class 2 contains 3883 members Entering Unmasked Estep Score: -1598590.500000 Penalty: 10948.575195 Iteration 0F: 3 clusters Score -1598590 nChanged 2657 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3641 members Mstep: Class 2 contains 3972 members Entering Unmasked Estep Score: -1600488.625000 Penalty: 10948.575195 Iteration 1F: 3 clusters Score -1600489 nChanged 648 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3505 members Mstep: Class 2 contains 4108 members Entering Unmasked Estep Score: -1601541.625000 Penalty: 10948.575195 Iteration 2F: 3 clusters Score -1601542 nChanged 592 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3219 members Mstep: Class 2 contains 4394 members Entering Unmasked Estep Score: -1602436.625000 Penalty: 10948.575195 Iteration 3F: 3 clusters Score -1602437 nChanged 606 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2811 members Mstep: Class 2 contains 4802 members Entering Unmasked Estep Score: -1603158.125000 Penalty: 10948.575195 Iteration 4F: 3 clusters Score -1603158 nChanged 558 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2373 members Mstep: Class 2 contains 5240 members Entering Unmasked Estep Score: -1603879.500000 Penalty: 10948.575195 Iteration 5F: 3 clusters Score -1603880 nChanged 476 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1983 members Mstep: Class 2 contains 5630 members Entering Unmasked Estep Score: -1604492.500000 Penalty: 10948.575195 Iteration 6F: 3 clusters Score -1604492 nChanged 373 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1690 members Mstep: Class 2 contains 5923 members Entering Unmasked Estep Score: -1604995.750000 Penalty: 10948.575195 Iteration 7Q: 3 clusters Score -1604996 nChanged 289 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1483 members Mstep: Class 2 contains 6130 members Entering Unmasked Estep Score: -1605378.625000 Penalty: 10948.575195 Iteration 8Q: 3 clusters Score -1605379 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1352 members Mstep: Class 2 contains 6261 members Entering Unmasked Estep Score: -1605606.875000 Penalty: 10948.575195 Iteration 9Q: 3 clusters Score -1605607 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1265 members Mstep: Class 2 contains 6348 members Entering Unmasked Estep Score: -1605742.500000 Penalty: 10948.575195 Iteration 10Q: 3 clusters Score -1605742 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1220 members Mstep: Class 2 contains 6393 members Entering Unmasked Estep Score: -1605814.625000 Penalty: 10948.575195 Iteration 11Q: 3 clusters Score -1605815 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1194 members Mstep: Class 2 contains 6419 members Entering Unmasked Estep Score: -1605854.500000 Penalty: 10948.575195 Iteration 12Q: 3 clusters Score -1605854 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1181 members Mstep: Class 2 contains 6432 members Entering Unmasked Estep Score: -1605882.250000 Penalty: 10948.575195 Iteration 13Q: 3 clusters Score -1605882 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1172 members Mstep: Class 2 contains 6441 members Entering Unmasked Estep Score: -1605894.250000 Penalty: 10948.575195 Iteration 14Q: 3 clusters Score -1605894 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1165 members Mstep: Class 2 contains 6448 members Entering Unmasked Estep Score: -1605897.875000 Penalty: 10948.575195 Iteration 15Q: 3 clusters Score -1605898 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1161 members Mstep: Class 2 contains 6452 members Entering Unmasked Estep Score: -1605908.750000 Penalty: 10948.575195 Iteration 16Q: 3 clusters Score -1605909 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1157 members Mstep: Class 2 contains 6456 members Entering Unmasked Estep Score: -1605912.250000 Penalty: 10948.575195 Iteration 17Q: 3 clusters Score -1605912 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1156 members Mstep: Class 2 contains 6457 members Entering Unmasked Estep Score: -1605915.500000 Penalty: 10948.575195 Iteration 18Q: 3 clusters Score -1605916 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1155 members Mstep: Class 2 contains 6458 members Entering Unmasked Estep Score: -1605919.000000 Penalty: 10948.575195 Iteration 19Q: 3 clusters Score -1605919 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1155 members Mstep: Class 2 contains 6458 members Entering Unmasked Estep Score: -1605922.750000 Penalty: 10948.575195 Iteration 20F: 3 clusters Score -1605923 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1155 members Mstep: Class 2 contains 6458 members Entering Unmasked Estep Score: -1605925.250000 Penalty: 10948.575195 Iteration 21Q: 3 clusters Score -1605925 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1155 members Mstep: Class 2 contains 6458 members Entering Unmasked Estep Score: -1605929.250000 Penalty: 10948.575195 Iteration 22Q: 3 clusters Score -1605929 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1153 members Mstep: Class 2 contains 6460 members Entering Unmasked Estep Score: -1605930.125000 Penalty: 10948.575195 Iteration 23Q: 3 clusters Score -1605930 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1150 members Mstep: Class 2 contains 6463 members Entering Unmasked Estep Score: -1605930.250000 Penalty: 10948.575195 Iteration 24Q: 3 clusters Score -1605930 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1152 members Mstep: Class 2 contains 6461 members Entering Unmasked Estep Score: -1605935.125000 Penalty: 10948.575195 Iteration 25Q: 3 clusters Score -1605935 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1152 members Mstep: Class 2 contains 6461 members Entering Unmasked Estep Score: -1605941.375000 Penalty: 10948.575195 Iteration 26Q: 3 clusters Score -1605941 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1150 members Mstep: Class 2 contains 6463 members Entering Unmasked Estep Score: -1605946.750000 Penalty: 10948.575195 Iteration 27Q: 3 clusters Score -1605947 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1147 members Mstep: Class 2 contains 6466 members Entering Unmasked Estep Score: -1605946.875000 Penalty: 10948.575195 Iteration 28Q: 3 clusters Score -1605947 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1146 members Mstep: Class 2 contains 6467 members Entering Unmasked Estep Score: -1605949.500000 Penalty: 10948.575195 Iteration 29Q: 3 clusters Score -1605950 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1146 members Mstep: Class 2 contains 6467 members Entering Unmasked Estep Score: -1605949.500000 Penalty: 10948.575195 Iteration 30F: 3 clusters Score -1605950 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (1079 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1079 members Entering Unmasked Estep Score: -208043.656250 Penalty: 4277.571289 Iteration 0F: 2 clusters Score -208043.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 551 members Mstep: Class 2 contains 528 members Entering Unmasked Estep Score: -203990.765625 Penalty: 8555.142578 Iteration 0F: 3 clusters Score -203990.8 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 525 members Mstep: Class 2 contains 554 members Entering Unmasked Estep Score: -204535.062500 Penalty: 8555.142578 Iteration 1F: 3 clusters Score -204535.1 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 502 members Mstep: Class 2 contains 577 members Entering Unmasked Estep Score: -204815.765625 Penalty: 8555.142578 Iteration 2F: 3 clusters Score -204815.8 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 480 members Mstep: Class 2 contains 599 members Entering Unmasked Estep Score: -205039.000000 Penalty: 8555.142578 Iteration 3Q: 3 clusters Score -205039 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 456 members Mstep: Class 2 contains 623 members Entering Unmasked Estep Score: -205264.500000 Penalty: 8555.142578 Iteration 4Q: 3 clusters Score -205264.5 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 428 members Mstep: Class 2 contains 651 members Entering Unmasked Estep Score: -205852.828125 Penalty: 8555.142578 Iteration 5F: 3 clusters Score -205852.8 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 393 members Mstep: Class 2 contains 686 members Entering Unmasked Estep Score: -206271.437500 Penalty: 8555.142578 Iteration 6Q: 3 clusters Score -206271.4 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 341 members Mstep: Class 2 contains 738 members Entering Unmasked Estep Score: -206565.640625 Penalty: 8555.142578 Iteration 7F: 3 clusters Score -206565.6 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 323 members Mstep: Class 2 contains 756 members Entering Unmasked Estep Score: -206885.531250 Penalty: 8555.142578 Iteration 8Q: 3 clusters Score -206885.5 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 298 members Mstep: Class 2 contains 781 members Entering Unmasked Estep Score: -207107.890625 Penalty: 8555.142578 Iteration 9Q: 3 clusters Score -207107.9 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 291 members Mstep: Class 2 contains 788 members Entering Unmasked Estep Score: -207254.984375 Penalty: 8555.142578 Iteration 10Q: 3 clusters Score -207255 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 285 members Mstep: Class 2 contains 794 members Entering Unmasked Estep Score: -207367.328125 Penalty: 8555.142578 Iteration 11Q: 3 clusters Score -207367.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 284 members Mstep: Class 2 contains 795 members Entering Unmasked Estep Score: -207440.250000 Penalty: 8555.142578 Iteration 12Q: 3 clusters Score -207440.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 285 members Mstep: Class 2 contains 794 members Entering Unmasked Estep Score: -207507.953125 Penalty: 8555.142578 Iteration 13Q: 3 clusters Score -207508 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 283 members Mstep: Class 2 contains 796 members Entering Unmasked Estep Score: -207548.937500 Penalty: 8555.142578 Iteration 14Q: 3 clusters Score -207548.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 283 members Mstep: Class 2 contains 796 members Entering Unmasked Estep Score: -207548.937500 Penalty: 8555.142578 Iteration 15F: 3 clusters Score -207548.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (1003 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1003 members Entering Unmasked Estep Score: -176175.718750 Penalty: 4232.834961 Iteration 0F: 2 clusters Score -176175.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 514 members Mstep: Class 2 contains 489 members Entering Unmasked Estep Score: -172533.828125 Penalty: 8465.669922 Iteration 0F: 3 clusters Score -172533.8 nChanged 227 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 549 members Mstep: Class 2 contains 454 members Entering Unmasked Estep Score: -173491.234375 Penalty: 8465.669922 Iteration 1F: 3 clusters Score -173491.2 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 577 members Mstep: Class 2 contains 426 members Entering Unmasked Estep Score: -173920.218750 Penalty: 8465.669922 Iteration 2F: 3 clusters Score -173920.2 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 626 members Mstep: Class 2 contains 377 members Entering Unmasked Estep Score: -174326.828125 Penalty: 8465.669922 Iteration 3F: 3 clusters Score -174326.8 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 681 members Mstep: Class 2 contains 322 members Entering Unmasked Estep Score: -175186.187500 Penalty: 8465.669922 Iteration 4F: 3 clusters Score -175186.2 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 729 members Mstep: Class 2 contains 274 members Entering Unmasked Estep Score: -175889.156250 Penalty: 8465.669922 Iteration 5F: 3 clusters Score -175889.2 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 747 members Mstep: Class 2 contains 256 members Entering Unmasked Estep Score: -176433.406250 Penalty: 8465.669922 Iteration 6Q: 3 clusters Score -176433.4 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 756 members Mstep: Class 2 contains 247 members Entering Unmasked Estep Score: -176709.140625 Penalty: 8465.669922 Iteration 7Q: 3 clusters Score -176709.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 760 members Mstep: Class 2 contains 243 members Entering Unmasked Estep Score: -176780.968750 Penalty: 8465.669922 Iteration 8Q: 3 clusters Score -176781 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 763 members Mstep: Class 2 contains 240 members Entering Unmasked Estep Score: -176859.734375 Penalty: 8465.669922 Iteration 9Q: 3 clusters Score -176859.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 767 members Mstep: Class 2 contains 236 members Entering Unmasked Estep Score: -176885.500000 Penalty: 8465.669922 Iteration 10Q: 3 clusters Score -176885.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 771 members Mstep: Class 2 contains 232 members Entering Unmasked Estep Score: -176920.046875 Penalty: 8465.669922 Iteration 11Q: 3 clusters Score -176920 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 771 members Mstep: Class 2 contains 232 members Entering Unmasked Estep Score: -176922.609375 Penalty: 8465.669922 Iteration 12F: 3 clusters Score -176922.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 770 members Mstep: Class 2 contains 233 members Entering Unmasked Estep Score: -177003.796875 Penalty: 8465.669922 Iteration 13Q: 3 clusters Score -177003.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 769 members Mstep: Class 2 contains 234 members Entering Unmasked Estep Score: -177005.421875 Penalty: 8465.669922 Iteration 14Q: 3 clusters Score -177005.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 769 members Mstep: Class 2 contains 234 members Entering Unmasked Estep Score: -177005.421875 Penalty: 8465.669922 Iteration 15F: 3 clusters Score -177005.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 32 members Mstep: Class 1 contains 402 members Mstep: Class 2 contains 46001 members Mstep: Class 3 contains 4913 members Mstep: Class 4 contains 598 members Mstep: Class 5 contains 749 members Mstep: Class 6 contains 3114 members Mstep: Class 7 contains 765 members Mstep: Class 8 contains 33387 members Mstep: Class 9 contains 7613 members Mstep: Class 10 contains 1079 members Mstep: Class 11 contains 769 members Mstep: Class 12 contains 30747 members Mstep: Class 13 contains 142369 members Mstep: Class 14 contains 26304 members Mstep: Class 15 contains 21402 members Mstep: Class 16 contains 157646 members Mstep: Class 17 contains 157673 members Mstep: Class 18 contains 385 members Mstep: Class 19 contains 946 members Mstep: Class 20 contains 41260 members Mstep: Class 21 contains 650 members Mstep: Class 22 contains 234 members Entering Unmasked Estep Score: -147544480.000000 Penalty: 180948.125000 Splitting cluster 11 changes total score from -147547360.000000 to -147544480.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 12 (30747 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30747 members Entering Unmasked Estep Score: -6471880.500000 Penalty: 6329.297852 Iteration 0F: 2 clusters Score -6471880 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15445 members Mstep: Class 2 contains 15302 members Entering Unmasked Estep Score: -6448423.500000 Penalty: 12658.595703 Iteration 0F: 3 clusters Score -6448424 nChanged 13063 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15686 members Mstep: Class 2 contains 15061 members Entering Unmasked Estep Score: -6455422.500000 Penalty: 12658.595703 Iteration 1F: 3 clusters Score -6455422 nChanged 1807 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15761 members Mstep: Class 2 contains 14986 members Entering Unmasked Estep Score: -6456166.000000 Penalty: 12658.595703 Iteration 2F: 3 clusters Score -6456166 nChanged 1484 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15925 members Mstep: Class 2 contains 14822 members Entering Unmasked Estep Score: -6456709.000000 Penalty: 12658.595703 Iteration 3Q: 3 clusters Score -6456709 nChanged 1168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16189 members Mstep: Class 2 contains 14558 members Entering Unmasked Estep Score: -6457141.000000 Penalty: 12658.595703 Iteration 4Q: 3 clusters Score -6457141 nChanged 1041 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16494 members Mstep: Class 2 contains 14253 members Entering Unmasked Estep Score: -6457524.500000 Penalty: 12658.595703 Iteration 5Q: 3 clusters Score -6457524 nChanged 988 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16880 members Mstep: Class 2 contains 13867 members Entering Unmasked Estep Score: -6457932.500000 Penalty: 12658.595703 Iteration 6Q: 3 clusters Score -6457932 nChanged 1013 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17381 members Mstep: Class 2 contains 13366 members Entering Unmasked Estep Score: -6458391.000000 Penalty: 12658.595703 Iteration 7Q: 3 clusters Score -6458391 nChanged 1054 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18013 members Mstep: Class 2 contains 12734 members Entering Unmasked Estep Score: -6458884.500000 Penalty: 12658.595703 Iteration 8Q: 3 clusters Score -6458884 nChanged 1079 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18708 members Mstep: Class 2 contains 12039 members Entering Unmasked Estep Score: -6459413.000000 Penalty: 12658.595703 Iteration 9Q: 3 clusters Score -6459413 nChanged 1131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19511 members Mstep: Class 2 contains 11236 members Entering Unmasked Estep Score: -6460037.000000 Penalty: 12658.595703 Iteration 10Q: 3 clusters Score -6460037 nChanged 1140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20363 members Mstep: Class 2 contains 10384 members Entering Unmasked Estep Score: -6460673.000000 Penalty: 12658.595703 Iteration 11Q: 3 clusters Score -6460673 nChanged 1198 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21283 members Mstep: Class 2 contains 9464 members Entering Unmasked Estep Score: -6461401.000000 Penalty: 12658.595703 Iteration 12Q: 3 clusters Score -6461401 nChanged 1212 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22265 members Mstep: Class 2 contains 8482 members Entering Unmasked Estep Score: -6462120.000000 Penalty: 12658.595703 Iteration 13Q: 3 clusters Score -6462120 nChanged 1189 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23258 members Mstep: Class 2 contains 7489 members Entering Unmasked Estep Score: -6462913.500000 Penalty: 12658.595703 Iteration 14Q: 3 clusters Score -6462914 nChanged 1173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24259 members Mstep: Class 2 contains 6488 members Entering Unmasked Estep Score: -6463689.500000 Penalty: 12658.595703 Iteration 15Q: 3 clusters Score -6463690 nChanged 1013 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25164 members Mstep: Class 2 contains 5583 members Entering Unmasked Estep Score: -6464432.500000 Penalty: 12658.595703 Iteration 16Q: 3 clusters Score -6464432 nChanged 930 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26004 members Mstep: Class 2 contains 4743 members Entering Unmasked Estep Score: -6465121.000000 Penalty: 12658.595703 Iteration 17Q: 3 clusters Score -6465121 nChanged 719 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26641 members Mstep: Class 2 contains 4106 members Entering Unmasked Estep Score: -6465627.000000 Penalty: 12658.595703 Iteration 18Q: 3 clusters Score -6465627 nChanged 580 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27153 members Mstep: Class 2 contains 3594 members Entering Unmasked Estep Score: -6466075.500000 Penalty: 12658.595703 Iteration 19Q: 3 clusters Score -6466076 nChanged 432 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27515 members Mstep: Class 2 contains 3232 members Entering Unmasked Estep Score: -6466332.500000 Penalty: 12658.595703 Iteration 20F: 3 clusters Score -6466332 nChanged 310 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27779 members Mstep: Class 2 contains 2968 members Entering Unmasked Estep Score: -6466520.000000 Penalty: 12658.595703 Iteration 21Q: 3 clusters Score -6466520 nChanged 228 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27973 members Mstep: Class 2 contains 2774 members Entering Unmasked Estep Score: -6466650.500000 Penalty: 12658.595703 Iteration 22Q: 3 clusters Score -6466650 nChanged 189 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28130 members Mstep: Class 2 contains 2617 members Entering Unmasked Estep Score: -6466748.500000 Penalty: 12658.595703 Iteration 23Q: 3 clusters Score -6466748 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28239 members Mstep: Class 2 contains 2508 members Entering Unmasked Estep Score: -6466815.000000 Penalty: 12658.595703 Iteration 24Q: 3 clusters Score -6466815 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28328 members Mstep: Class 2 contains 2419 members Entering Unmasked Estep Score: -6466853.500000 Penalty: 12658.595703 Iteration 25Q: 3 clusters Score -6466854 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28401 members Mstep: Class 2 contains 2346 members Entering Unmasked Estep Score: -6466913.000000 Penalty: 12658.595703 Iteration 26Q: 3 clusters Score -6466913 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28453 members Mstep: Class 2 contains 2294 members Entering Unmasked Estep Score: -6466939.000000 Penalty: 12658.595703 Iteration 27Q: 3 clusters Score -6466939 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28491 members Mstep: Class 2 contains 2256 members Entering Unmasked Estep Score: -6466946.500000 Penalty: 12658.595703 Iteration 28Q: 3 clusters Score -6466946 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28522 members Mstep: Class 2 contains 2225 members Entering Unmasked Estep Score: -6466993.500000 Penalty: 12658.595703 Iteration 29Q: 3 clusters Score -6466994 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28549 members Mstep: Class 2 contains 2198 members Entering Unmasked Estep Score: -6467006.000000 Penalty: 12658.595703 Iteration 30Q: 3 clusters Score -6467006 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28569 members Mstep: Class 2 contains 2178 members Entering Unmasked Estep Score: -6467013.500000 Penalty: 12658.595703 Iteration 31Q: 3 clusters Score -6467014 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28589 members Mstep: Class 2 contains 2158 members Entering Unmasked Estep Score: -6467023.000000 Penalty: 12658.595703 Iteration 32Q: 3 clusters Score -6467023 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28606 members Mstep: Class 2 contains 2141 members Entering Unmasked Estep Score: -6467030.500000 Penalty: 12658.595703 Iteration 33Q: 3 clusters Score -6467030 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28620 members Mstep: Class 2 contains 2127 members Entering Unmasked Estep Score: -6467022.000000 Penalty: 12658.595703 Iteration 34Q: 3 clusters Score -6467022 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28629 members Mstep: Class 2 contains 2118 members Entering Unmasked Estep Score: -6467033.500000 Penalty: 12658.595703 Iteration 35Q: 3 clusters Score -6467034 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28640 members Mstep: Class 2 contains 2107 members Entering Unmasked Estep Score: -6467042.000000 Penalty: 12658.595703 Iteration 36Q: 3 clusters Score -6467042 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28652 members Mstep: Class 2 contains 2095 members Entering Unmasked Estep Score: -6467048.500000 Penalty: 12658.595703 Iteration 37Q: 3 clusters Score -6467048 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28657 members Mstep: Class 2 contains 2090 members Entering Unmasked Estep Score: -6467048.000000 Penalty: 12658.595703 Iteration 38Q: 3 clusters Score -6467048 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28664 members Mstep: Class 2 contains 2083 members Entering Unmasked Estep Score: -6467076.000000 Penalty: 12658.595703 Iteration 39Q: 3 clusters Score -6467076 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28678 members Mstep: Class 2 contains 2069 members Entering Unmasked Estep Score: -6467076.500000 Penalty: 12658.595703 Iteration 40F: 3 clusters Score -6467076 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28692 members Mstep: Class 2 contains 2055 members Entering Unmasked Estep Score: -6467085.000000 Penalty: 12658.595703 Iteration 41Q: 3 clusters Score -6467085 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28706 members Mstep: Class 2 contains 2041 members Entering Unmasked Estep Score: -6467087.000000 Penalty: 12658.595703 Iteration 42Q: 3 clusters Score -6467087 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28714 members Mstep: Class 2 contains 2033 members Entering Unmasked Estep Score: -6467094.000000 Penalty: 12658.595703 Iteration 43Q: 3 clusters Score -6467094 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28722 members Mstep: Class 2 contains 2025 members Entering Unmasked Estep Score: -6467101.000000 Penalty: 12658.595703 Iteration 44Q: 3 clusters Score -6467101 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28726 members Mstep: Class 2 contains 2021 members Entering Unmasked Estep Score: -6467124.500000 Penalty: 12658.595703 Iteration 45Q: 3 clusters Score -6467124 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28737 members Mstep: Class 2 contains 2010 members Entering Unmasked Estep Score: -6467137.000000 Penalty: 12658.595703 Iteration 46Q: 3 clusters Score -6467137 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28747 members Mstep: Class 2 contains 2000 members Entering Unmasked Estep Score: -6467143.500000 Penalty: 12658.595703 Iteration 47Q: 3 clusters Score -6467144 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28754 members Mstep: Class 2 contains 1993 members Entering Unmasked Estep Score: -6467160.500000 Penalty: 12658.595703 Iteration 48Q: 3 clusters Score -6467160 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28761 members Mstep: Class 2 contains 1986 members Entering Unmasked Estep Score: -6467146.000000 Penalty: 12658.595703 Iteration 49Q: 3 clusters Score -6467146 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28768 members Mstep: Class 2 contains 1979 members Entering Unmasked Estep Score: -6467147.000000 Penalty: 12658.595703 Iteration 50Q: 3 clusters Score -6467147 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28777 members Mstep: Class 2 contains 1970 members Entering Unmasked Estep Score: -6467144.500000 Penalty: 12658.595703 Iteration 51Q: 3 clusters Score -6467144 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28784 members Mstep: Class 2 contains 1963 members Entering Unmasked Estep Score: -6467156.500000 Penalty: 12658.595703 Iteration 52Q: 3 clusters Score -6467156 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28786 members Mstep: Class 2 contains 1961 members Entering Unmasked Estep Score: -6467158.000000 Penalty: 12658.595703 Iteration 53Q: 3 clusters Score -6467158 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28790 members Mstep: Class 2 contains 1957 members Entering Unmasked Estep Score: -6467153.500000 Penalty: 12658.595703 Iteration 54Q: 3 clusters Score -6467154 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28790 members Mstep: Class 2 contains 1957 members Entering Unmasked Estep Score: -6467158.500000 Penalty: 12658.595703 Iteration 55Q: 3 clusters Score -6467158 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28793 members Mstep: Class 2 contains 1954 members Entering Unmasked Estep Score: -6467157.500000 Penalty: 12658.595703 Iteration 56Q: 3 clusters Score -6467158 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28795 members Mstep: Class 2 contains 1952 members Entering Unmasked Estep Score: -6467159.000000 Penalty: 12658.595703 Iteration 57Q: 3 clusters Score -6467159 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28795 members Mstep: Class 2 contains 1952 members Entering Unmasked Estep Score: -6467159.000000 Penalty: 12658.595703 Iteration 58F: 3 clusters Score -6467159 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (142369 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 142369 members Entering Unmasked Estep Score: -31690806.000000 Penalty: 7268.033691 Iteration 0F: 2 clusters Score -3.169081e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71592 members Mstep: Class 2 contains 70777 members Entering Unmasked Estep Score: -31596036.000000 Penalty: 14536.067383 Iteration 0F: 3 clusters Score -3.159604e+07 nChanged 66092 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74026 members Mstep: Class 2 contains 68343 members Entering Unmasked Estep Score: -31633822.000000 Penalty: 14536.067383 Iteration 1F: 3 clusters Score -3.163382e+07 nChanged 6428 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 75384 members Mstep: Class 2 contains 66985 members Entering Unmasked Estep Score: -31636716.000000 Penalty: 14536.067383 Iteration 2Q: 3 clusters Score -3.163672e+07 nChanged 7119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 77429 members Mstep: Class 2 contains 64940 members Entering Unmasked Estep Score: -31640140.000000 Penalty: 14536.067383 Iteration 3F: 3 clusters Score -3.164014e+07 nChanged 8234 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80433 members Mstep: Class 2 contains 61936 members Entering Unmasked Estep Score: -31644802.000000 Penalty: 14536.067383 Iteration 4F: 3 clusters Score -3.16448e+07 nChanged 9210 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 84681 members Mstep: Class 2 contains 57688 members Entering Unmasked Estep Score: -31650670.000000 Penalty: 14536.067383 Iteration 5F: 3 clusters Score -3.165067e+07 nChanged 9622 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90301 members Mstep: Class 2 contains 52068 members Entering Unmasked Estep Score: -31657276.000000 Penalty: 14536.067383 Iteration 6F: 3 clusters Score -3.165728e+07 nChanged 9412 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96771 members Mstep: Class 2 contains 45598 members Entering Unmasked Estep Score: -31663824.000000 Penalty: 14536.067383 Iteration 7F: 3 clusters Score -3.166382e+07 nChanged 8397 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 103310 members Mstep: Class 2 contains 39059 members Entering Unmasked Estep Score: -31669454.000000 Penalty: 14536.067383 Iteration 8F: 3 clusters Score -3.166945e+07 nChanged 7215 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 109321 members Mstep: Class 2 contains 33048 members Entering Unmasked Estep Score: -31674478.000000 Penalty: 14536.067383 Iteration 9F: 3 clusters Score -3.167448e+07 nChanged 5714 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 114251 members Mstep: Class 2 contains 28118 members Entering Unmasked Estep Score: -31678486.000000 Penalty: 14536.067383 Iteration 10Q: 3 clusters Score -3.167849e+07 nChanged 4286 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 117991 members Mstep: Class 2 contains 24378 members Entering Unmasked Estep Score: -31681258.000000 Penalty: 14536.067383 Iteration 11Q: 3 clusters Score -3.168126e+07 nChanged 3160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 120833 members Mstep: Class 2 contains 21536 members Entering Unmasked Estep Score: -31682898.000000 Penalty: 14536.067383 Iteration 12Q: 3 clusters Score -3.16829e+07 nChanged 2422 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 123091 members Mstep: Class 2 contains 19278 members Entering Unmasked Estep Score: -31684074.000000 Penalty: 14536.067383 Iteration 13Q: 3 clusters Score -3.168407e+07 nChanged 1959 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 124952 members Mstep: Class 2 contains 17417 members Entering Unmasked Estep Score: -31685054.000000 Penalty: 14536.067383 Iteration 14Q: 3 clusters Score -3.168505e+07 nChanged 1612 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 126500 members Mstep: Class 2 contains 15869 members Entering Unmasked Estep Score: -31686008.000000 Penalty: 14536.067383 Iteration 15Q: 3 clusters Score -3.168601e+07 nChanged 1411 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 127835 members Mstep: Class 2 contains 14534 members Entering Unmasked Estep Score: -31686914.000000 Penalty: 14536.067383 Iteration 16Q: 3 clusters Score -3.168691e+07 nChanged 1161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 128894 members Mstep: Class 2 contains 13475 members Entering Unmasked Estep Score: -31687696.000000 Penalty: 14536.067383 Iteration 17Q: 3 clusters Score -3.16877e+07 nChanged 949 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 129705 members Mstep: Class 2 contains 12664 members Entering Unmasked Estep Score: -31688128.000000 Penalty: 14536.067383 Iteration 18Q: 3 clusters Score -3.168813e+07 nChanged 761 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 130352 members Mstep: Class 2 contains 12017 members Entering Unmasked Estep Score: -31688540.000000 Penalty: 14536.067383 Iteration 19Q: 3 clusters Score -3.168854e+07 nChanged 660 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 130886 members Mstep: Class 2 contains 11483 members Entering Unmasked Estep Score: -31688972.000000 Penalty: 14536.067383 Iteration 20F: 3 clusters Score -3.168897e+07 nChanged 565 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 131301 members Mstep: Class 2 contains 11068 members Entering Unmasked Estep Score: -31689356.000000 Penalty: 14536.067383 Iteration 21Q: 3 clusters Score -3.168936e+07 nChanged 506 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 131659 members Mstep: Class 2 contains 10710 members Entering Unmasked Estep Score: -31689706.000000 Penalty: 14536.067383 Iteration 22Q: 3 clusters Score -3.168971e+07 nChanged 404 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 131893 members Mstep: Class 2 contains 10476 members Entering Unmasked Estep Score: -31689770.000000 Penalty: 14536.067383 Iteration 23Q: 3 clusters Score -3.168977e+07 nChanged 266 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 132061 members Mstep: Class 2 contains 10308 members Entering Unmasked Estep Score: -31689852.000000 Penalty: 14536.067383 Iteration 24Q: 3 clusters Score -3.168985e+07 nChanged 193 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 132154 members Mstep: Class 2 contains 10215 members Entering Unmasked Estep Score: -31689860.000000 Penalty: 14536.067383 Iteration 25Q: 3 clusters Score -3.168986e+07 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 132224 members Mstep: Class 2 contains 10145 members Entering Unmasked Estep Score: -31689920.000000 Penalty: 14536.067383 Iteration 26Q: 3 clusters Score -3.168992e+07 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 132274 members Mstep: Class 2 contains 10095 members Entering Unmasked Estep Score: -31689894.000000 Penalty: 14536.067383 Iteration 27Q: 3 clusters Score -3.168989e+07 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 132318 members Mstep: Class 2 contains 10051 members Entering Unmasked Estep Score: -31689902.000000 Penalty: 14536.067383 Iteration 28Q: 3 clusters Score -3.16899e+07 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 132345 members Mstep: Class 2 contains 10024 members Entering Unmasked Estep Score: -31689920.000000 Penalty: 14536.067383 Iteration 29Q: 3 clusters Score -3.168992e+07 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 132376 members Mstep: Class 2 contains 9993 members Entering Unmasked Estep Score: -31689912.000000 Penalty: 14536.067383 Iteration 30Q: 3 clusters Score -3.168991e+07 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 132384 members Mstep: Class 2 contains 9985 members Entering Unmasked Estep Score: -31689912.000000 Penalty: 14536.067383 Iteration 31Q: 3 clusters Score -3.168991e+07 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 132389 members Mstep: Class 2 contains 9980 members Entering Unmasked Estep Score: -31689916.000000 Penalty: 14536.067383 Iteration 32Q: 3 clusters Score -3.168992e+07 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 132398 members Mstep: Class 2 contains 9971 members Entering Unmasked Estep Score: -31689890.000000 Penalty: 14536.067383 Iteration 33Q: 3 clusters Score -3.168989e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 132399 members Mstep: Class 2 contains 9970 members Entering Unmasked Estep Score: -31689886.000000 Penalty: 14536.067383 Iteration 34Q: 3 clusters Score -3.168989e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 132405 members Mstep: Class 2 contains 9964 members Entering Unmasked Estep Score: -31689878.000000 Penalty: 14536.067383 Iteration 35Q: 3 clusters Score -3.168988e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 132410 members Mstep: Class 2 contains 9959 members Entering Unmasked Estep Score: -31689884.000000 Penalty: 14536.067383 Iteration 36Q: 3 clusters Score -3.168988e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 132410 members Mstep: Class 2 contains 9959 members Entering Unmasked Estep Score: -31689896.000000 Penalty: 14536.067383 Iteration 37Q: 3 clusters Score -3.16899e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 132408 members Mstep: Class 2 contains 9961 members Entering Unmasked Estep Score: -31689890.000000 Penalty: 14536.067383 Iteration 38Q: 3 clusters Score -3.168989e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 132407 members Mstep: Class 2 contains 9962 members Entering Unmasked Estep Score: -31689918.000000 Penalty: 14536.067383 Iteration 39Q: 3 clusters Score -3.168992e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 132407 members Mstep: Class 2 contains 9962 members Entering Unmasked Estep Score: -31689918.000000 Penalty: 14536.067383 Iteration 40F: 3 clusters Score -3.168992e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (26304 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26304 members Entering Unmasked Estep Score: -5692760.500000 Penalty: 6233.704102 Iteration 0F: 2 clusters Score -5692760 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13116 members Mstep: Class 2 contains 13188 members Entering Unmasked Estep Score: -5672285.000000 Penalty: 12467.408203 Iteration 0F: 3 clusters Score -5672285 nChanged 10904 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13166 members Mstep: Class 2 contains 13138 members Entering Unmasked Estep Score: -5678645.000000 Penalty: 12467.408203 Iteration 1F: 3 clusters Score -5678645 nChanged 1988 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13510 members Mstep: Class 2 contains 12794 members Entering Unmasked Estep Score: -5680329.000000 Penalty: 12467.408203 Iteration 2F: 3 clusters Score -5680329 nChanged 2042 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14242 members Mstep: Class 2 contains 12062 members Entering Unmasked Estep Score: -5682129.000000 Penalty: 12467.408203 Iteration 3F: 3 clusters Score -5682129 nChanged 2091 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15301 members Mstep: Class 2 contains 11003 members Entering Unmasked Estep Score: -5683790.000000 Penalty: 12467.408203 Iteration 4F: 3 clusters Score -5683790 nChanged 1992 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16533 members Mstep: Class 2 contains 9771 members Entering Unmasked Estep Score: -5685286.000000 Penalty: 12467.408203 Iteration 5F: 3 clusters Score -5685286 nChanged 1744 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17809 members Mstep: Class 2 contains 8495 members Entering Unmasked Estep Score: -5686536.000000 Penalty: 12467.408203 Iteration 6F: 3 clusters Score -5686536 nChanged 1357 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18908 members Mstep: Class 2 contains 7396 members Entering Unmasked Estep Score: -5687404.000000 Penalty: 12467.408203 Iteration 7F: 3 clusters Score -5687404 nChanged 1031 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19807 members Mstep: Class 2 contains 6497 members Entering Unmasked Estep Score: -5688062.000000 Penalty: 12467.408203 Iteration 8Q: 3 clusters Score -5688062 nChanged 829 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20568 members Mstep: Class 2 contains 5736 members Entering Unmasked Estep Score: -5688586.500000 Penalty: 12467.408203 Iteration 9Q: 3 clusters Score -5688586 nChanged 679 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21191 members Mstep: Class 2 contains 5113 members Entering Unmasked Estep Score: -5688920.000000 Penalty: 12467.408203 Iteration 10Q: 3 clusters Score -5688920 nChanged 531 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21702 members Mstep: Class 2 contains 4602 members Entering Unmasked Estep Score: -5689227.500000 Penalty: 12467.408203 Iteration 11Q: 3 clusters Score -5689228 nChanged 487 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22173 members Mstep: Class 2 contains 4131 members Entering Unmasked Estep Score: -5689477.000000 Penalty: 12467.408203 Iteration 12Q: 3 clusters Score -5689477 nChanged 387 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22550 members Mstep: Class 2 contains 3754 members Entering Unmasked Estep Score: -5689677.500000 Penalty: 12467.408203 Iteration 13Q: 3 clusters Score -5689678 nChanged 313 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22849 members Mstep: Class 2 contains 3455 members Entering Unmasked Estep Score: -5689851.500000 Penalty: 12467.408203 Iteration 14Q: 3 clusters Score -5689852 nChanged 263 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23106 members Mstep: Class 2 contains 3198 members Entering Unmasked Estep Score: -5689980.000000 Penalty: 12467.408203 Iteration 15Q: 3 clusters Score -5689980 nChanged 227 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23319 members Mstep: Class 2 contains 2985 members Entering Unmasked Estep Score: -5690133.500000 Penalty: 12467.408203 Iteration 16Q: 3 clusters Score -5690134 nChanged 195 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23510 members Mstep: Class 2 contains 2794 members Entering Unmasked Estep Score: -5690214.500000 Penalty: 12467.408203 Iteration 17Q: 3 clusters Score -5690214 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23657 members Mstep: Class 2 contains 2647 members Entering Unmasked Estep Score: -5690286.500000 Penalty: 12467.408203 Iteration 18Q: 3 clusters Score -5690286 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23793 members Mstep: Class 2 contains 2511 members Entering Unmasked Estep Score: -5690359.000000 Penalty: 12467.408203 Iteration 19Q: 3 clusters Score -5690359 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23905 members Mstep: Class 2 contains 2399 members Entering Unmasked Estep Score: -5690414.500000 Penalty: 12467.408203 Iteration 20F: 3 clusters Score -5690414 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24002 members Mstep: Class 2 contains 2302 members Entering Unmasked Estep Score: -5690444.000000 Penalty: 12467.408203 Iteration 21Q: 3 clusters Score -5690444 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24061 members Mstep: Class 2 contains 2243 members Entering Unmasked Estep Score: -5690496.000000 Penalty: 12467.408203 Iteration 22Q: 3 clusters Score -5690496 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24118 members Mstep: Class 2 contains 2186 members Entering Unmasked Estep Score: -5690506.500000 Penalty: 12467.408203 Iteration 23Q: 3 clusters Score -5690506 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24163 members Mstep: Class 2 contains 2141 members Entering Unmasked Estep Score: -5690533.500000 Penalty: 12467.408203 Iteration 24Q: 3 clusters Score -5690534 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24187 members Mstep: Class 2 contains 2117 members Entering Unmasked Estep Score: -5690548.500000 Penalty: 12467.408203 Iteration 25Q: 3 clusters Score -5690548 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24217 members Mstep: Class 2 contains 2087 members Entering Unmasked Estep Score: -5690557.000000 Penalty: 12467.408203 Iteration 26Q: 3 clusters Score -5690557 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24239 members Mstep: Class 2 contains 2065 members Entering Unmasked Estep Score: -5690557.500000 Penalty: 12467.408203 Iteration 27Q: 3 clusters Score -5690558 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24251 members Mstep: Class 2 contains 2053 members Entering Unmasked Estep Score: -5690563.500000 Penalty: 12467.408203 Iteration 28Q: 3 clusters Score -5690564 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24272 members Mstep: Class 2 contains 2032 members Entering Unmasked Estep Score: -5690569.500000 Penalty: 12467.408203 Iteration 29Q: 3 clusters Score -5690570 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24288 members Mstep: Class 2 contains 2016 members Entering Unmasked Estep Score: -5690569.000000 Penalty: 12467.408203 Iteration 30Q: 3 clusters Score -5690569 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24303 members Mstep: Class 2 contains 2001 members Entering Unmasked Estep Score: -5690585.500000 Penalty: 12467.408203 Iteration 31Q: 3 clusters Score -5690586 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24313 members Mstep: Class 2 contains 1991 members Entering Unmasked Estep Score: -5690584.000000 Penalty: 12467.408203 Iteration 32Q: 3 clusters Score -5690584 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24324 members Mstep: Class 2 contains 1980 members Entering Unmasked Estep Score: -5690595.500000 Penalty: 12467.408203 Iteration 33Q: 3 clusters Score -5690596 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24335 members Mstep: Class 2 contains 1969 members Entering Unmasked Estep Score: -5690606.500000 Penalty: 12467.408203 Iteration 34Q: 3 clusters Score -5690606 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24344 members Mstep: Class 2 contains 1960 members Entering Unmasked Estep Score: -5690601.500000 Penalty: 12467.408203 Iteration 35Q: 3 clusters Score -5690602 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24353 members Mstep: Class 2 contains 1951 members Entering Unmasked Estep Score: -5690607.000000 Penalty: 12467.408203 Iteration 36Q: 3 clusters Score -5690607 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24365 members Mstep: Class 2 contains 1939 members Entering Unmasked Estep Score: -5690614.500000 Penalty: 12467.408203 Iteration 37Q: 3 clusters Score -5690614 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24373 members Mstep: Class 2 contains 1931 members Entering Unmasked Estep Score: -5690623.500000 Penalty: 12467.408203 Iteration 38Q: 3 clusters Score -5690624 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24380 members Mstep: Class 2 contains 1924 members Entering Unmasked Estep Score: -5690618.500000 Penalty: 12467.408203 Iteration 39Q: 3 clusters Score -5690618 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24390 members Mstep: Class 2 contains 1914 members Entering Unmasked Estep Score: -5690638.000000 Penalty: 12467.408203 Iteration 40F: 3 clusters Score -5690638 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24399 members Mstep: Class 2 contains 1905 members Entering Unmasked Estep Score: -5690627.000000 Penalty: 12467.408203 Iteration 41Q: 3 clusters Score -5690627 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24400 members Mstep: Class 2 contains 1904 members Entering Unmasked Estep Score: -5690636.000000 Penalty: 12467.408203 Iteration 42Q: 3 clusters Score -5690636 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24400 members Mstep: Class 2 contains 1904 members Entering Unmasked Estep Score: -5690636.000000 Penalty: 12467.408203 Iteration 43F: 3 clusters Score -5690636 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (21402 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21402 members Entering Unmasked Estep Score: -4697769.500000 Penalty: 6107.384766 Iteration 0F: 2 clusters Score -4697770 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10660 members Mstep: Class 2 contains 10742 members Entering Unmasked Estep Score: -4680283.500000 Penalty: 12214.769531 Iteration 0F: 3 clusters Score -4680284 nChanged 8715 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10687 members Mstep: Class 2 contains 10715 members Entering Unmasked Estep Score: -4685055.500000 Penalty: 12214.769531 Iteration 1F: 3 clusters Score -4685056 nChanged 1573 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10660 members Mstep: Class 2 contains 10742 members Entering Unmasked Estep Score: -4686155.500000 Penalty: 12214.769531 Iteration 2F: 3 clusters Score -4686156 nChanged 1396 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10552 members Mstep: Class 2 contains 10850 members Entering Unmasked Estep Score: -4687388.500000 Penalty: 12214.769531 Iteration 3F: 3 clusters Score -4687388 nChanged 1461 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10283 members Mstep: Class 2 contains 11119 members Entering Unmasked Estep Score: -4688984.500000 Penalty: 12214.769531 Iteration 4F: 3 clusters Score -4688984 nChanged 1663 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9768 members Mstep: Class 2 contains 11634 members Entering Unmasked Estep Score: -4691155.500000 Penalty: 12214.769531 Iteration 5F: 3 clusters Score -4691156 nChanged 1899 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8911 members Mstep: Class 2 contains 12491 members Entering Unmasked Estep Score: -4693704.000000 Penalty: 12214.769531 Iteration 6F: 3 clusters Score -4693704 nChanged 1786 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7863 members Mstep: Class 2 contains 13539 members Entering Unmasked Estep Score: -4695724.000000 Penalty: 12214.769531 Iteration 7F: 3 clusters Score -4695724 nChanged 1341 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6982 members Mstep: Class 2 contains 14420 members Entering Unmasked Estep Score: -4697064.500000 Penalty: 12214.769531 Iteration 8F: 3 clusters Score -4697064 nChanged 809 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6339 members Mstep: Class 2 contains 15063 members Entering Unmasked Estep Score: -4697851.500000 Penalty: 12214.769531 Iteration 9Q: 3 clusters Score -4697852 nChanged 552 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5891 members Mstep: Class 2 contains 15511 members Entering Unmasked Estep Score: -4698334.000000 Penalty: 12214.769531 Iteration 10Q: 3 clusters Score -4698334 nChanged 347 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5578 members Mstep: Class 2 contains 15824 members Entering Unmasked Estep Score: -4698572.000000 Penalty: 12214.769531 Iteration 11Q: 3 clusters Score -4698572 nChanged 242 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5356 members Mstep: Class 2 contains 16046 members Entering Unmasked Estep Score: -4698698.000000 Penalty: 12214.769531 Iteration 12Q: 3 clusters Score -4698698 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5208 members Mstep: Class 2 contains 16194 members Entering Unmasked Estep Score: -4698788.500000 Penalty: 12214.769531 Iteration 13Q: 3 clusters Score -4698788 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5081 members Mstep: Class 2 contains 16321 members Entering Unmasked Estep Score: -4698848.000000 Penalty: 12214.769531 Iteration 14Q: 3 clusters Score -4698848 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5000 members Mstep: Class 2 contains 16402 members Entering Unmasked Estep Score: -4698853.000000 Penalty: 12214.769531 Iteration 15Q: 3 clusters Score -4698853 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4941 members Mstep: Class 2 contains 16461 members Entering Unmasked Estep Score: -4698869.000000 Penalty: 12214.769531 Iteration 16Q: 3 clusters Score -4698869 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4900 members Mstep: Class 2 contains 16502 members Entering Unmasked Estep Score: -4698879.000000 Penalty: 12214.769531 Iteration 17Q: 3 clusters Score -4698879 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4867 members Mstep: Class 2 contains 16535 members Entering Unmasked Estep Score: -4698893.500000 Penalty: 12214.769531 Iteration 18Q: 3 clusters Score -4698894 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4834 members Mstep: Class 2 contains 16568 members Entering Unmasked Estep Score: -4698900.500000 Penalty: 12214.769531 Iteration 19Q: 3 clusters Score -4698900 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4813 members Mstep: Class 2 contains 16589 members Entering Unmasked Estep Score: -4698893.500000 Penalty: 12214.769531 Iteration 20F: 3 clusters Score -4698894 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4798 members Mstep: Class 2 contains 16604 members Entering Unmasked Estep Score: -4698894.000000 Penalty: 12214.769531 Iteration 21Q: 3 clusters Score -4698894 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4784 members Mstep: Class 2 contains 16618 members Entering Unmasked Estep Score: -4698898.500000 Penalty: 12214.769531 Iteration 22Q: 3 clusters Score -4698898 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4763 members Mstep: Class 2 contains 16639 members Entering Unmasked Estep Score: -4698906.000000 Penalty: 12214.769531 Iteration 23Q: 3 clusters Score -4698906 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4746 members Mstep: Class 2 contains 16656 members Entering Unmasked Estep Score: -4698927.000000 Penalty: 12214.769531 Iteration 24Q: 3 clusters Score -4698927 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4733 members Mstep: Class 2 contains 16669 members Entering Unmasked Estep Score: -4698927.000000 Penalty: 12214.769531 Iteration 25Q: 3 clusters Score -4698927 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4716 members Mstep: Class 2 contains 16686 members Entering Unmasked Estep Score: -4698930.000000 Penalty: 12214.769531 Iteration 26Q: 3 clusters Score -4698930 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4698 members Mstep: Class 2 contains 16704 members Entering Unmasked Estep Score: -4698925.000000 Penalty: 12214.769531 Iteration 27Q: 3 clusters Score -4698925 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4689 members Mstep: Class 2 contains 16713 members Entering Unmasked Estep Score: -4698931.500000 Penalty: 12214.769531 Iteration 28Q: 3 clusters Score -4698932 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4682 members Mstep: Class 2 contains 16720 members Entering Unmasked Estep Score: -4698934.500000 Penalty: 12214.769531 Iteration 29Q: 3 clusters Score -4698934 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4675 members Mstep: Class 2 contains 16727 members Entering Unmasked Estep Score: -4698932.000000 Penalty: 12214.769531 Iteration 30Q: 3 clusters Score -4698932 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4669 members Mstep: Class 2 contains 16733 members Entering Unmasked Estep Score: -4698931.500000 Penalty: 12214.769531 Iteration 31Q: 3 clusters Score -4698932 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4665 members Mstep: Class 2 contains 16737 members Entering Unmasked Estep Score: -4698923.000000 Penalty: 12214.769531 Iteration 32Q: 3 clusters Score -4698923 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4657 members Mstep: Class 2 contains 16745 members Entering Unmasked Estep Score: -4698937.500000 Penalty: 12214.769531 Iteration 33Q: 3 clusters Score -4698938 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4652 members Mstep: Class 2 contains 16750 members Entering Unmasked Estep Score: -4698935.500000 Penalty: 12214.769531 Iteration 34Q: 3 clusters Score -4698936 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4650 members Mstep: Class 2 contains 16752 members Entering Unmasked Estep Score: -4698941.500000 Penalty: 12214.769531 Iteration 35Q: 3 clusters Score -4698942 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4647 members Mstep: Class 2 contains 16755 members Entering Unmasked Estep Score: -4698939.000000 Penalty: 12214.769531 Iteration 36Q: 3 clusters Score -4698939 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4643 members Mstep: Class 2 contains 16759 members Entering Unmasked Estep Score: -4698939.000000 Penalty: 12214.769531 Iteration 37Q: 3 clusters Score -4698939 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4641 members Mstep: Class 2 contains 16761 members Entering Unmasked Estep Score: -4698942.500000 Penalty: 12214.769531 Iteration 38Q: 3 clusters Score -4698942 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4639 members Mstep: Class 2 contains 16763 members Entering Unmasked Estep Score: -4698939.000000 Penalty: 12214.769531 Iteration 39Q: 3 clusters Score -4698939 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4635 members Mstep: Class 2 contains 16767 members Entering Unmasked Estep Score: -4698948.500000 Penalty: 12214.769531 Iteration 40F: 3 clusters Score -4698948 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4630 members Mstep: Class 2 contains 16772 members Entering Unmasked Estep Score: -4698951.000000 Penalty: 12214.769531 Iteration 41Q: 3 clusters Score -4698951 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4623 members Mstep: Class 2 contains 16779 members Entering Unmasked Estep Score: -4698951.000000 Penalty: 12214.769531 Iteration 42Q: 3 clusters Score -4698951 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4619 members Mstep: Class 2 contains 16783 members Entering Unmasked Estep Score: -4698941.000000 Penalty: 12214.769531 Iteration 43Q: 3 clusters Score -4698941 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4617 members Mstep: Class 2 contains 16785 members Entering Unmasked Estep Score: -4698943.000000 Penalty: 12214.769531 Iteration 44Q: 3 clusters Score -4698943 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4616 members Mstep: Class 2 contains 16786 members Entering Unmasked Estep Score: -4698942.000000 Penalty: 12214.769531 Iteration 45Q: 3 clusters Score -4698942 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4615 members Mstep: Class 2 contains 16787 members Entering Unmasked Estep Score: -4698941.000000 Penalty: 12214.769531 Iteration 46Q: 3 clusters Score -4698941 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4613 members Mstep: Class 2 contains 16789 members Entering Unmasked Estep Score: -4698942.500000 Penalty: 12214.769531 Iteration 47Q: 3 clusters Score -4698942 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4613 members Mstep: Class 2 contains 16789 members Entering Unmasked Estep Score: -4698942.500000 Penalty: 12214.769531 Iteration 48F: 3 clusters Score -4698942 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 32 members Mstep: Class 1 contains 402 members Mstep: Class 2 contains 46001 members Mstep: Class 3 contains 4913 members Mstep: Class 4 contains 598 members Mstep: Class 5 contains 749 members Mstep: Class 6 contains 3114 members Mstep: Class 7 contains 765 members Mstep: Class 8 contains 33387 members Mstep: Class 9 contains 7613 members Mstep: Class 10 contains 1079 members Mstep: Class 11 contains 1003 members Mstep: Class 12 contains 30747 members Mstep: Class 13 contains 142369 members Mstep: Class 14 contains 26304 members Mstep: Class 15 contains 4613 members Mstep: Class 16 contains 157646 members Mstep: Class 17 contains 157673 members Mstep: Class 18 contains 385 members Mstep: Class 19 contains 946 members Mstep: Class 20 contains 41260 members Mstep: Class 21 contains 650 members Mstep: Class 22 contains 16789 members Entering Unmasked Estep Score: -147546336.000000 Penalty: 180948.125000 Splitting cluster 15 changes total score from -147547360.000000 to -147546336.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 16 (157646 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 157646 members Entering Unmasked Estep Score: -34604552.000000 Penalty: 7330.465820 Iteration 0F: 2 clusters Score -3.460455e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 78994 members Mstep: Class 2 contains 78652 members Entering Unmasked Estep Score: -34498040.000000 Penalty: 14660.931641 Iteration 0F: 3 clusters Score -3.449804e+07 nChanged 73326 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81230 members Mstep: Class 2 contains 76416 members Entering Unmasked Estep Score: -34539312.000000 Penalty: 14660.931641 Iteration 1F: 3 clusters Score -3.453931e+07 nChanged 5540 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 82848 members Mstep: Class 2 contains 74798 members Entering Unmasked Estep Score: -34540700.000000 Penalty: 14660.931641 Iteration 2Q: 3 clusters Score -3.45407e+07 nChanged 5519 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 85163 members Mstep: Class 2 contains 72483 members Entering Unmasked Estep Score: -34542128.000000 Penalty: 14660.931641 Iteration 3Q: 3 clusters Score -3.454213e+07 nChanged 5732 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 88619 members Mstep: Class 2 contains 69027 members Entering Unmasked Estep Score: -34543696.000000 Penalty: 14660.931641 Iteration 4Q: 3 clusters Score -3.45437e+07 nChanged 6395 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 93554 members Mstep: Class 2 contains 64092 members Entering Unmasked Estep Score: -34546004.000000 Penalty: 14660.931641 Iteration 5Q: 3 clusters Score -3.4546e+07 nChanged 7588 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100352 members Mstep: Class 2 contains 57294 members Entering Unmasked Estep Score: -34549444.000000 Penalty: 14660.931641 Iteration 6Q: 3 clusters Score -3.454944e+07 nChanged 9478 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 109460 members Mstep: Class 2 contains 48186 members Entering Unmasked Estep Score: -34555316.000000 Penalty: 14660.931641 Iteration 7F: 3 clusters Score -3.455532e+07 nChanged 11601 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 120933 members Mstep: Class 2 contains 36713 members Entering Unmasked Estep Score: -34563860.000000 Penalty: 14660.931641 Iteration 8F: 3 clusters Score -3.456386e+07 nChanged 12728 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 133623 members Mstep: Class 2 contains 24023 members Entering Unmasked Estep Score: -34575292.000000 Penalty: 14660.931641 Iteration 9F: 3 clusters Score -3.457529e+07 nChanged 11171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 144776 members Mstep: Class 2 contains 12870 members Entering Unmasked Estep Score: -34585932.000000 Penalty: 14660.931641 Iteration 10F: 3 clusters Score -3.458593e+07 nChanged 7281 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 152025 members Mstep: Class 2 contains 5621 members Entering Unmasked Estep Score: -34593256.000000 Penalty: 14660.931641 Iteration 11Q: 3 clusters Score -3.459326e+07 nChanged 3169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 155148 members Mstep: Class 2 contains 2498 members Entering Unmasked Estep Score: -34596432.000000 Penalty: 14660.931641 Iteration 12Q: 3 clusters Score -3.459643e+07 nChanged 1169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 156257 members Mstep: Class 2 contains 1389 members Entering Unmasked Estep Score: -34597624.000000 Penalty: 14660.931641 Iteration 13Q: 3 clusters Score -3.459762e+07 nChanged 422 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 156619 members Mstep: Class 2 contains 1027 members Entering Unmasked Estep Score: -34597928.000000 Penalty: 14660.931641 Iteration 14Q: 3 clusters Score -3.459793e+07 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 156748 members Mstep: Class 2 contains 898 members Entering Unmasked Estep Score: -34598076.000000 Penalty: 14660.931641 Iteration 15Q: 3 clusters Score -3.459808e+07 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 156815 members Mstep: Class 2 contains 831 members Entering Unmasked Estep Score: -34598172.000000 Penalty: 14660.931641 Iteration 16Q: 3 clusters Score -3.459817e+07 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 156856 members Mstep: Class 2 contains 790 members Entering Unmasked Estep Score: -34598208.000000 Penalty: 14660.931641 Iteration 17Q: 3 clusters Score -3.459821e+07 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 156876 members Mstep: Class 2 contains 770 members Entering Unmasked Estep Score: -34598212.000000 Penalty: 14660.931641 Iteration 18Q: 3 clusters Score -3.459821e+07 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 156887 members Mstep: Class 2 contains 759 members Entering Unmasked Estep Score: -34598260.000000 Penalty: 14660.931641 Iteration 19Q: 3 clusters Score -3.459826e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 156891 members Mstep: Class 2 contains 755 members Entering Unmasked Estep Score: -34598260.000000 Penalty: 14660.931641 Iteration 20F: 3 clusters Score -3.459826e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 156899 members Mstep: Class 2 contains 747 members Entering Unmasked Estep Score: -34598248.000000 Penalty: 14660.931641 Iteration 21Q: 3 clusters Score -3.459825e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 156900 members Mstep: Class 2 contains 746 members Entering Unmasked Estep Score: -34598276.000000 Penalty: 14660.931641 Iteration 22Q: 3 clusters Score -3.459828e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 156900 members Mstep: Class 2 contains 746 members Entering Unmasked Estep Score: -34598276.000000 Penalty: 14660.931641 Iteration 23F: 3 clusters Score -3.459828e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (157673 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 157673 members Entering Unmasked Estep Score: -34695064.000000 Penalty: 7330.570801 Iteration 0F: 2 clusters Score -3.469506e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 79071 members Mstep: Class 2 contains 78602 members Entering Unmasked Estep Score: -34593720.000000 Penalty: 14661.141602 Iteration 0F: 3 clusters Score -3.459372e+07 nChanged 73162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81847 members Mstep: Class 2 contains 75826 members Entering Unmasked Estep Score: -34634612.000000 Penalty: 14661.141602 Iteration 1F: 3 clusters Score -3.463461e+07 nChanged 5643 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 83624 members Mstep: Class 2 contains 74049 members Entering Unmasked Estep Score: -34635920.000000 Penalty: 14661.141602 Iteration 2Q: 3 clusters Score -3.463592e+07 nChanged 5388 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 86272 members Mstep: Class 2 contains 71401 members Entering Unmasked Estep Score: -34637288.000000 Penalty: 14661.141602 Iteration 3Q: 3 clusters Score -3.463729e+07 nChanged 5805 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90201 members Mstep: Class 2 contains 67472 members Entering Unmasked Estep Score: -34639212.000000 Penalty: 14661.141602 Iteration 4Q: 3 clusters Score -3.463921e+07 nChanged 6890 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95927 members Mstep: Class 2 contains 61746 members Entering Unmasked Estep Score: -34641996.000000 Penalty: 14661.141602 Iteration 5Q: 3 clusters Score -3.4642e+07 nChanged 8920 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 104043 members Mstep: Class 2 contains 53630 members Entering Unmasked Estep Score: -34647064.000000 Penalty: 14661.141602 Iteration 6F: 3 clusters Score -3.464706e+07 nChanged 11312 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 114739 members Mstep: Class 2 contains 42934 members Entering Unmasked Estep Score: -34655124.000000 Penalty: 14661.141602 Iteration 7F: 3 clusters Score -3.465512e+07 nChanged 12702 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 127027 members Mstep: Class 2 contains 30646 members Entering Unmasked Estep Score: -34665932.000000 Penalty: 14661.141602 Iteration 8F: 3 clusters Score -3.466593e+07 nChanged 11824 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 138595 members Mstep: Class 2 contains 19078 members Entering Unmasked Estep Score: -34675684.000000 Penalty: 14661.141602 Iteration 9F: 3 clusters Score -3.467568e+07 nChanged 8407 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 146914 members Mstep: Class 2 contains 10759 members Entering Unmasked Estep Score: -34681704.000000 Penalty: 14661.141602 Iteration 10F: 3 clusters Score -3.46817e+07 nChanged 5043 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 151929 members Mstep: Class 2 contains 5744 members Entering Unmasked Estep Score: -34685244.000000 Penalty: 14661.141602 Iteration 11Q: 3 clusters Score -3.468524e+07 nChanged 2522 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 154423 members Mstep: Class 2 contains 3250 members Entering Unmasked Estep Score: -34687008.000000 Penalty: 14661.141602 Iteration 12Q: 3 clusters Score -3.468701e+07 nChanged 1215 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 155590 members Mstep: Class 2 contains 2083 members Entering Unmasked Estep Score: -34687840.000000 Penalty: 14661.141602 Iteration 13Q: 3 clusters Score -3.468784e+07 nChanged 569 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 156099 members Mstep: Class 2 contains 1574 members Entering Unmasked Estep Score: -34688328.000000 Penalty: 14661.141602 Iteration 14Q: 3 clusters Score -3.468833e+07 nChanged 310 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 156335 members Mstep: Class 2 contains 1338 members Entering Unmasked Estep Score: -34688556.000000 Penalty: 14661.141602 Iteration 15Q: 3 clusters Score -3.468856e+07 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 156458 members Mstep: Class 2 contains 1215 members Entering Unmasked Estep Score: -34688640.000000 Penalty: 14661.141602 Iteration 16Q: 3 clusters Score -3.468864e+07 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 156524 members Mstep: Class 2 contains 1149 members Entering Unmasked Estep Score: -34688780.000000 Penalty: 14661.141602 Iteration 17Q: 3 clusters Score -3.468878e+07 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 156570 members Mstep: Class 2 contains 1103 members Entering Unmasked Estep Score: -34688876.000000 Penalty: 14661.141602 Iteration 18Q: 3 clusters Score -3.468888e+07 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 156587 members Mstep: Class 2 contains 1086 members Entering Unmasked Estep Score: -34688956.000000 Penalty: 14661.141602 Iteration 19Q: 3 clusters Score -3.468896e+07 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 156594 members Mstep: Class 2 contains 1079 members Entering Unmasked Estep Score: -34688960.000000 Penalty: 14661.141602 Iteration 20F: 3 clusters Score -3.468896e+07 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 156608 members Mstep: Class 2 contains 1065 members Entering Unmasked Estep Score: -34689020.000000 Penalty: 14661.141602 Iteration 21Q: 3 clusters Score -3.468902e+07 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 156623 members Mstep: Class 2 contains 1050 members Entering Unmasked Estep Score: -34689036.000000 Penalty: 14661.141602 Iteration 22Q: 3 clusters Score -3.468904e+07 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 156631 members Mstep: Class 2 contains 1042 members Entering Unmasked Estep Score: -34689052.000000 Penalty: 14661.141602 Iteration 23Q: 3 clusters Score -3.468905e+07 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 156642 members Mstep: Class 2 contains 1031 members Entering Unmasked Estep Score: -34689052.000000 Penalty: 14661.141602 Iteration 24Q: 3 clusters Score -3.468905e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 156653 members Mstep: Class 2 contains 1020 members Entering Unmasked Estep Score: -34689036.000000 Penalty: 14661.141602 Iteration 25Q: 3 clusters Score -3.468904e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 156663 members Mstep: Class 2 contains 1010 members Entering Unmasked Estep Score: -34689028.000000 Penalty: 14661.141602 Iteration 26Q: 3 clusters Score -3.468903e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 156675 members Mstep: Class 2 contains 998 members Entering Unmasked Estep Score: -34689072.000000 Penalty: 14661.141602 Iteration 27Q: 3 clusters Score -3.468907e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 156688 members Mstep: Class 2 contains 985 members Entering Unmasked Estep Score: -34689060.000000 Penalty: 14661.141602 Iteration 28Q: 3 clusters Score -3.468906e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 156695 members Mstep: Class 2 contains 978 members Entering Unmasked Estep Score: -34689048.000000 Penalty: 14661.141602 Iteration 29Q: 3 clusters Score -3.468905e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 156698 members Mstep: Class 2 contains 975 members Entering Unmasked Estep Score: -34689068.000000 Penalty: 14661.141602 Iteration 30Q: 3 clusters Score -3.468907e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 156701 members Mstep: Class 2 contains 972 members Entering Unmasked Estep Score: -34689076.000000 Penalty: 14661.141602 Iteration 31Q: 3 clusters Score -3.468908e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 156702 members Mstep: Class 2 contains 971 members Entering Unmasked Estep Score: -34689084.000000 Penalty: 14661.141602 Iteration 32Q: 3 clusters Score -3.468908e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 156702 members Mstep: Class 2 contains 971 members Entering Unmasked Estep Score: -34689088.000000 Penalty: 14661.141602 Iteration 33Q: 3 clusters Score -3.468909e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 156704 members Mstep: Class 2 contains 969 members Entering Unmasked Estep Score: -34689088.000000 Penalty: 14661.141602 Iteration 34Q: 3 clusters Score -3.468909e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 156704 members Mstep: Class 2 contains 969 members Entering Unmasked Estep Score: -34689088.000000 Penalty: 14661.141602 Iteration 35F: 3 clusters Score -3.468909e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (385 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 385 members Entering Unmasked Estep Score: -71068.539062 Penalty: 3646.361572 Iteration 0F: 2 clusters Score -71068.54 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 214 members Mstep: Class 2 contains 171 members Entering Unmasked Estep Score: -68066.804688 Penalty: 7292.723145 Iteration 0F: 3 clusters Score -68066.8 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 221 members Mstep: Class 2 contains 164 members Entering Unmasked Estep Score: -68180.257812 Penalty: 7292.723145 Iteration 1F: 3 clusters Score -68180.26 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 225 members Mstep: Class 2 contains 160 members Entering Unmasked Estep Score: -68201.585938 Penalty: 7292.723145 Iteration 2Q: 3 clusters Score -68201.59 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 226 members Mstep: Class 2 contains 159 members Entering Unmasked Estep Score: -68240.968750 Penalty: 7292.723145 Iteration 3Q: 3 clusters Score -68240.97 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 224 members Mstep: Class 2 contains 161 members Entering Unmasked Estep Score: -68275.125000 Penalty: 7292.723145 Iteration 4Q: 3 clusters Score -68275.12 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 222 members Mstep: Class 2 contains 163 members Entering Unmasked Estep Score: -68309.570312 Penalty: 7292.723145 Iteration 5Q: 3 clusters Score -68309.57 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 222 members Mstep: Class 2 contains 163 members Entering Unmasked Estep Score: -68309.570312 Penalty: 7292.723145 Iteration 6F: 3 clusters Score -68309.57 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (946 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 946 members Entering Unmasked Estep Score: -184557.578125 Penalty: 4196.998535 Iteration 0F: 2 clusters Score -184557.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 455 members Mstep: Class 2 contains 491 members Entering Unmasked Estep Score: -180520.421875 Penalty: 8393.997070 Iteration 0F: 3 clusters Score -180520.4 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 454 members Mstep: Class 2 contains 492 members Entering Unmasked Estep Score: -181053.843750 Penalty: 8393.997070 Iteration 1F: 3 clusters Score -181053.8 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 447 members Mstep: Class 2 contains 499 members Entering Unmasked Estep Score: -181364.171875 Penalty: 8393.997070 Iteration 2F: 3 clusters Score -181364.2 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 444 members Mstep: Class 2 contains 502 members Entering Unmasked Estep Score: -181921.703125 Penalty: 8393.997070 Iteration 3Q: 3 clusters Score -181921.7 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 411 members Mstep: Class 2 contains 535 members Entering Unmasked Estep Score: -183189.828125 Penalty: 8393.997070 Iteration 4Q: 3 clusters Score -183189.8 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 321 members Mstep: Class 2 contains 625 members Entering Unmasked Estep Score: -183576.312500 Penalty: 8393.997070 Iteration 5F: 3 clusters Score -183576.3 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 267 members Mstep: Class 2 contains 679 members Entering Unmasked Estep Score: -183848.593750 Penalty: 8393.997070 Iteration 6F: 3 clusters Score -183848.6 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 236 members Mstep: Class 2 contains 710 members Entering Unmasked Estep Score: -184059.812500 Penalty: 8393.997070 Iteration 7Q: 3 clusters Score -184059.8 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 220 members Mstep: Class 2 contains 726 members Entering Unmasked Estep Score: -184165.234375 Penalty: 8393.997070 Iteration 8Q: 3 clusters Score -184165.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 210 members Mstep: Class 2 contains 736 members Entering Unmasked Estep Score: -184247.218750 Penalty: 8393.997070 Iteration 9Q: 3 clusters Score -184247.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 203 members Mstep: Class 2 contains 743 members Entering Unmasked Estep Score: -184307.968750 Penalty: 8393.997070 Iteration 10Q: 3 clusters Score -184308 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 195 members Mstep: Class 2 contains 751 members Entering Unmasked Estep Score: -184382.843750 Penalty: 8393.997070 Iteration 11Q: 3 clusters Score -184382.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 192 members Mstep: Class 2 contains 754 members Entering Unmasked Estep Score: -184400.843750 Penalty: 8393.997070 Iteration 12Q: 3 clusters Score -184400.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 190 members Mstep: Class 2 contains 756 members Entering Unmasked Estep Score: -184413.468750 Penalty: 8393.997070 Iteration 13Q: 3 clusters Score -184413.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 188 members Mstep: Class 2 contains 758 members Entering Unmasked Estep Score: -184439.125000 Penalty: 8393.997070 Iteration 14Q: 3 clusters Score -184439.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 188 members Mstep: Class 2 contains 758 members Entering Unmasked Estep Score: -184439.125000 Penalty: 8393.997070 Iteration 15F: 3 clusters Score -184439.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (41260 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41260 members Entering Unmasked Estep Score: -9035978.000000 Penalty: 6509.434570 Iteration 0F: 2 clusters Score -9035978 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20637 members Mstep: Class 2 contains 20623 members Entering Unmasked Estep Score: -9005853.000000 Penalty: 13018.869141 Iteration 0F: 3 clusters Score -9005853 nChanged 17926 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20741 members Mstep: Class 2 contains 20519 members Entering Unmasked Estep Score: -9015204.000000 Penalty: 13018.869141 Iteration 1F: 3 clusters Score -9015204 nChanged 2259 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20780 members Mstep: Class 2 contains 20480 members Entering Unmasked Estep Score: -9016083.000000 Penalty: 13018.869141 Iteration 2F: 3 clusters Score -9016083 nChanged 1797 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20795 members Mstep: Class 2 contains 20465 members Entering Unmasked Estep Score: -9016654.000000 Penalty: 13018.869141 Iteration 3Q: 3 clusters Score -9016654 nChanged 1516 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20859 members Mstep: Class 2 contains 20401 members Entering Unmasked Estep Score: -9017158.000000 Penalty: 13018.869141 Iteration 4Q: 3 clusters Score -9017158 nChanged 1422 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20879 members Mstep: Class 2 contains 20381 members Entering Unmasked Estep Score: -9017603.000000 Penalty: 13018.869141 Iteration 5Q: 3 clusters Score -9017603 nChanged 1281 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20844 members Mstep: Class 2 contains 20416 members Entering Unmasked Estep Score: -9018058.000000 Penalty: 13018.869141 Iteration 6Q: 3 clusters Score -9018058 nChanged 1185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20827 members Mstep: Class 2 contains 20433 members Entering Unmasked Estep Score: -9018387.000000 Penalty: 13018.869141 Iteration 7Q: 3 clusters Score -9018387 nChanged 1086 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20817 members Mstep: Class 2 contains 20443 members Entering Unmasked Estep Score: -9018732.000000 Penalty: 13018.869141 Iteration 8Q: 3 clusters Score -9018732 nChanged 1107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20756 members Mstep: Class 2 contains 20504 members Entering Unmasked Estep Score: -9019101.000000 Penalty: 13018.869141 Iteration 9Q: 3 clusters Score -9019101 nChanged 1152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20652 members Mstep: Class 2 contains 20608 members Entering Unmasked Estep Score: -9019537.000000 Penalty: 13018.869141 Iteration 10Q: 3 clusters Score -9019537 nChanged 1210 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20460 members Mstep: Class 2 contains 20800 members Entering Unmasked Estep Score: -9019987.000000 Penalty: 13018.869141 Iteration 11Q: 3 clusters Score -9019987 nChanged 1305 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20223 members Mstep: Class 2 contains 21037 members Entering Unmasked Estep Score: -9020548.000000 Penalty: 13018.869141 Iteration 12Q: 3 clusters Score -9020548 nChanged 1443 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19880 members Mstep: Class 2 contains 21380 members Entering Unmasked Estep Score: -9021279.000000 Penalty: 13018.869141 Iteration 13Q: 3 clusters Score -9021279 nChanged 1577 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19479 members Mstep: Class 2 contains 21781 members Entering Unmasked Estep Score: -9022030.000000 Penalty: 13018.869141 Iteration 14Q: 3 clusters Score -9022030 nChanged 1672 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19017 members Mstep: Class 2 contains 22243 members Entering Unmasked Estep Score: -9022895.000000 Penalty: 13018.869141 Iteration 15Q: 3 clusters Score -9022895 nChanged 1673 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18520 members Mstep: Class 2 contains 22740 members Entering Unmasked Estep Score: -9023810.000000 Penalty: 13018.869141 Iteration 16Q: 3 clusters Score -9023810 nChanged 1628 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18028 members Mstep: Class 2 contains 23232 members Entering Unmasked Estep Score: -9024667.000000 Penalty: 13018.869141 Iteration 17Q: 3 clusters Score -9024667 nChanged 1536 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17636 members Mstep: Class 2 contains 23624 members Entering Unmasked Estep Score: -9025470.000000 Penalty: 13018.869141 Iteration 18Q: 3 clusters Score -9025470 nChanged 1343 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17269 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Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11810 members Mstep: Class 2 contains 29450 members Entering Unmasked Estep Score: -9030480.000000 Penalty: 13018.869141 Iteration 31Q: 3 clusters Score -9030480 nChanged 501 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11355 members Mstep: Class 2 contains 29905 members Entering Unmasked Estep Score: -9030769.000000 Penalty: 13018.869141 Iteration 32Q: 3 clusters Score -9030769 nChanged 386 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11003 members Mstep: Class 2 contains 30257 members Entering Unmasked Estep Score: -9030941.000000 Penalty: 13018.869141 Iteration 33Q: 3 clusters Score -9030941 nChanged 292 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10729 members Mstep: Class 2 contains 30531 members Entering Unmasked Estep Score: -9031031.000000 Penalty: 13018.869141 Iteration 34Q: 3 clusters 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Unmasked Estep Score: -9031333.000000 Penalty: 13018.869141 Iteration 46Q: 3 clusters Score -9031333 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9469 members Mstep: Class 2 contains 31791 members Entering Unmasked Estep Score: -9031355.000000 Penalty: 13018.869141 Iteration 47Q: 3 clusters Score -9031355 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9420 members Mstep: Class 2 contains 31840 members Entering Unmasked Estep Score: -9031347.000000 Penalty: 13018.869141 Iteration 48Q: 3 clusters Score -9031347 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9369 members Mstep: Class 2 contains 31891 members Entering Unmasked Estep Score: -9031354.000000 Penalty: 13018.869141 Iteration 49Q: 3 clusters Score -9031354 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9313 members Mstep: Class 2 contains 31947 members Entering Unmasked Estep Score: -9031371.000000 Penalty: 13018.869141 Iteration 50Q: 3 clusters Score -9031371 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9261 members Mstep: Class 2 contains 31999 members Entering Unmasked Estep Score: -9031357.000000 Penalty: 13018.869141 Iteration 51Q: 3 clusters Score -9031357 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9218 members Mstep: Class 2 contains 32042 members Entering Unmasked Estep Score: -9031359.000000 Penalty: 13018.869141 Iteration 52Q: 3 clusters Score -9031359 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9173 members Mstep: Class 2 contains 32087 members Entering Unmasked Estep Score: -9031368.000000 Penalty: 13018.869141 Iteration 53Q: 3 clusters Score -9031368 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9132 members 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contains 8962 members Mstep: Class 2 contains 32298 members Entering Unmasked Estep Score: -9031387.000000 Penalty: 13018.869141 Iteration 58Q: 3 clusters Score -9031387 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8927 members Mstep: Class 2 contains 32333 members Entering Unmasked Estep Score: -9031406.000000 Penalty: 13018.869141 Iteration 59Q: 3 clusters Score -9031406 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8897 members Mstep: Class 2 contains 32363 members Entering Unmasked Estep Score: -9031409.000000 Penalty: 13018.869141 Iteration 60F: 3 clusters Score -9031409 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8861 members Mstep: Class 2 contains 32399 members Entering Unmasked Estep Score: -9031445.000000 Penalty: 13018.869141 Iteration 61Q: 3 clusters Score -9031445 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 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Class 0 contains 0 members Mstep: Class 1 contains 8734 members Mstep: Class 2 contains 32526 members Entering Unmasked Estep Score: -9031443.000000 Penalty: 13018.869141 Iteration 66Q: 3 clusters Score -9031443 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8716 members Mstep: Class 2 contains 32544 members Entering Unmasked Estep Score: -9031434.000000 Penalty: 13018.869141 Iteration 67Q: 3 clusters Score -9031434 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8699 members Mstep: Class 2 contains 32561 members Entering Unmasked Estep Score: -9031446.000000 Penalty: 13018.869141 Iteration 68Q: 3 clusters Score -9031446 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8685 members Mstep: Class 2 contains 32575 members Entering Unmasked Estep Score: -9031431.000000 Penalty: 13018.869141 Iteration 69Q: 3 clusters Score -9031431 nChanged 5 Entering 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nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8659 members Mstep: Class 2 contains 32601 members Entering Unmasked Estep Score: -9031435.000000 Penalty: 13018.869141 Iteration 74Q: 3 clusters Score -9031435 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8653 members Mstep: Class 2 contains 32607 members Entering Unmasked Estep Score: -9031439.000000 Penalty: 13018.869141 Iteration 75Q: 3 clusters Score -9031439 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8648 members Mstep: Class 2 contains 32612 members Entering Unmasked Estep Score: -9031436.000000 Penalty: 13018.869141 Iteration 76Q: 3 clusters Score -9031436 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8639 members Mstep: Class 2 contains 32621 members Entering Unmasked Estep Score: -9031445.000000 Penalty: 13018.869141 Iteration 77Q: 3 clusters Score -9031445 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8634 members Mstep: Class 2 contains 32626 members Entering Unmasked Estep Score: -9031444.000000 Penalty: 13018.869141 Iteration 78Q: 3 clusters Score -9031444 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8626 members Mstep: Class 2 contains 32634 members Entering Unmasked Estep Score: -9031430.000000 Penalty: 13018.869141 Iteration 79Q: 3 clusters Score -9031430 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8617 members Mstep: Class 2 contains 32643 members Entering Unmasked Estep Score: -9031423.000000 Penalty: 13018.869141 Iteration 80F: 3 clusters Score -9031423 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8611 members Mstep: Class 2 contains 32649 members Entering Unmasked Estep Score: -9031415.000000 Penalty: 13018.869141 Iteration 81Q: 3 clusters Score -9031415 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8603 members Mstep: Class 2 contains 32657 members Entering Unmasked Estep Score: -9031434.000000 Penalty: 13018.869141 Iteration 82Q: 3 clusters Score -9031434 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8599 members Mstep: Class 2 contains 32661 members Entering Unmasked Estep Score: -9031434.000000 Penalty: 13018.869141 Iteration 83Q: 3 clusters Score -9031434 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8597 members Mstep: Class 2 contains 32663 members Entering Unmasked Estep Score: -9031437.000000 Penalty: 13018.869141 Iteration 84Q: 3 clusters Score -9031437 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8594 members Mstep: Class 2 contains 32666 members Entering Unmasked Estep Score: -9031443.000000 Penalty: 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Unmasked Estep Score: -9031453.000000 Penalty: 13018.869141 Iteration 93Q: 3 clusters Score -9031453 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8574 members Mstep: Class 2 contains 32686 members Entering Unmasked Estep Score: -9031452.000000 Penalty: 13018.869141 Iteration 94Q: 3 clusters Score -9031452 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8572 members Mstep: Class 2 contains 32688 members Entering Unmasked Estep Score: -9031450.000000 Penalty: 13018.869141 Iteration 95Q: 3 clusters Score -9031450 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8570 members Mstep: Class 2 contains 32690 members Entering Unmasked Estep Score: -9031465.000000 Penalty: 13018.869141 Iteration 96Q: 3 clusters Score -9031465 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8569 members Mstep: Class 2 contains 32691 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contains 0 members Mstep: Class 1 contains 8531 members Mstep: Class 2 contains 32729 members Entering Unmasked Estep Score: -9031457.000000 Penalty: 13018.869141 Iteration 113Q: 3 clusters Score -9031457 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8529 members Mstep: Class 2 contains 32731 members Entering Unmasked Estep Score: -9031463.000000 Penalty: 13018.869141 Iteration 114Q: 3 clusters Score -9031463 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8528 members Mstep: Class 2 contains 32732 members Entering Unmasked Estep Score: -9031463.000000 Penalty: 13018.869141 Iteration 115Q: 3 clusters Score -9031463 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8528 members Mstep: Class 2 contains 32732 members Entering Unmasked Estep Score: -9031463.000000 Penalty: 13018.869141 Iteration 116F: 3 clusters Score -9031463 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (650 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 650 members Entering Unmasked Estep Score: -124422.695312 Penalty: 3967.145752 Iteration 0F: 2 clusters Score -124422.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 316 members Mstep: Class 2 contains 334 members Entering Unmasked Estep Score: -120910.507812 Penalty: 7934.291504 Iteration 0F: 3 clusters Score -120910.5 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 317 members Mstep: Class 2 contains 333 members Entering Unmasked Estep Score: -121579.031250 Penalty: 7934.291504 Iteration 1F: 3 clusters Score -121579 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 343 members Mstep: Class 2 contains 307 members Entering Unmasked Estep Score: -122503.218750 Penalty: 7934.291504 Iteration 2F: 3 clusters Score -122503.2 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 406 members Mstep: Class 2 contains 244 members Entering Unmasked Estep Score: -122809.703125 Penalty: 7934.291504 Iteration 3F: 3 clusters Score -122809.7 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 431 members Mstep: Class 2 contains 219 members Entering Unmasked Estep Score: -122935.843750 Penalty: 7934.291504 Iteration 4Q: 3 clusters Score -122935.8 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 445 members Mstep: Class 2 contains 205 members Entering Unmasked Estep Score: -123008.812500 Penalty: 7934.291504 Iteration 5Q: 3 clusters Score -123008.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 455 members Mstep: Class 2 contains 195 members Entering Unmasked Estep Score: -123094.734375 Penalty: 7934.291504 Iteration 6Q: 3 clusters Score -123094.7 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 467 members Mstep: Class 2 contains 183 members Entering Unmasked Estep Score: -123187.453125 Penalty: 7934.291504 Iteration 7Q: 3 clusters Score -123187.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 473 members Mstep: Class 2 contains 177 members Entering Unmasked Estep Score: -123234.632812 Penalty: 7934.291504 Iteration 8Q: 3 clusters Score -123234.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 473 members Mstep: Class 2 contains 177 members Entering Unmasked Estep Score: -123234.632812 Penalty: 7934.291504 Iteration 9F: 3 clusters Score -123234.6 nChanged 0 --- Evaluating fit on full set of 2037116 points --- Entering Unmasked Estep Score: -445775168.000000 Penalty: 186854.125000 20->22 Clusters: Score -445775168.000000, best is 100000003318135351409612647563264.000000 THE BEST YET! Starting from 21 clusters... Entering ConstructFrom: --- Running on subset of 679038 points --- Entering CEM Assigned 21 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34095 members Mstep: Class 2 contains 33915 members Mstep: Class 3 contains 33746 members Mstep: Class 4 contains 33828 members Mstep: Class 5 contains 34164 members Mstep: Class 6 contains 33924 members Mstep: Class 7 contains 34030 members Mstep: Class 8 contains 33912 members Mstep: Class 9 contains 33759 members Mstep: Class 10 contains 33938 members Mstep: Class 11 contains 34046 members Mstep: Class 12 contains 34041 members Mstep: Class 13 contains 34098 members Mstep: Class 14 contains 34063 members Mstep: Class 15 contains 33722 members Mstep: Class 16 contains 34184 members Mstep: Class 17 contains 33738 members Mstep: Class 18 contains 34015 members Mstep: Class 19 contains 33756 members Mstep: Class 20 contains 34064 members Entering Unmasked Estep ConsiderDeletion Deleting Class 6. Lose 1805.693115 but Gain 8224.921875 Score: -139733088.000000 Penalty: 156273.375000 Iteration 0F: 20 clusters Score -1.397331e+08 nChanged 642191 Entering Unmasked Mstep Mstep: Class 0 contains 4035 members Mstep: Class 1 contains 48853 members Mstep: Class 2 contains 118085 members Mstep: Class 3 contains 55385 members Mstep: Class 4 contains 14394 members Mstep: Class 5 contains 97651 members Mstep: Class 7 contains 18662 members Mstep: Class 8 contains 8457 members Mstep: Class 9 contains 8645 members Mstep: Class 10 contains 3105 members Mstep: Class 11 contains 11259 members Mstep: Class 12 contains 116635 members Mstep: Class 13 contains 24855 members Mstep: Class 14 contains 6703 members Mstep: Class 15 contains 13815 members Mstep: Class 16 contains 13144 members Mstep: Class 17 contains 31034 members Mstep: Class 18 contains 28329 members Mstep: Class 19 contains 49715 members Mstep: Class 20 contains 6277 members Entering Unmasked Estep ConsiderDeletion Deleting Class 11. Lose 1365.789795 but Gain 8224.906250 Score: -145102960.000000 Penalty: 148048.468750 Iteration 1F: 19 clusters Score -1.45103e+08 nChanged 238630 Entering Unmasked Mstep Mstep: Class 0 contains 3040 members Mstep: Class 1 contains 42182 members Mstep: Class 2 contains 127722 members Mstep: Class 3 contains 62112 members Mstep: Class 4 contains 12608 members Mstep: Class 5 contains 122910 members Mstep: Class 7 contains 12458 members Mstep: Class 8 contains 10299 members Mstep: Class 9 contains 3924 members Mstep: Class 10 contains 1409 members Mstep: Class 12 contains 146688 members Mstep: Class 13 contains 13802 members Mstep: Class 14 contains 1967 members Mstep: Class 15 contains 2844 members Mstep: Class 16 contains 15526 members Mstep: Class 17 contains 24178 members Mstep: Class 18 contains 27006 members Mstep: Class 19 contains 44354 members Mstep: Class 20 contains 4009 members Entering Unmasked Estep ConsiderDeletion Deleting Class 13. Lose 8141.340332 but Gain 8224.921875 Score: -146040688.000000 Penalty: 139823.546875 Iteration 2F: 18 clusters Score -1.460407e+08 nChanged 186862 Entering Unmasked Mstep Mstep: Class 0 contains 1985 members Mstep: Class 1 contains 51828 members Mstep: Class 2 contains 113073 members Mstep: Class 3 contains 55856 members Mstep: Class 4 contains 14180 members Mstep: Class 5 contains 133465 members Mstep: Class 7 contains 11060 members Mstep: Class 8 contains 17493 members Mstep: Class 9 contains 2346 members Mstep: Class 10 contains 1538 members Mstep: Class 12 contains 154037 members Mstep: Class 14 contains 1869 members Mstep: Class 15 contains 996 members Mstep: Class 16 contains 20055 members Mstep: Class 17 contains 13724 members Mstep: Class 18 contains 23824 members Mstep: Class 19 contains 58766 members Mstep: Class 20 contains 2943 members Entering Unmasked Estep ConsiderDeletion Deleting Class 9. Lose 4246.436523 but Gain 8224.906250 Score: -146544528.000000 Penalty: 131598.640625 Iteration 3F: 17 clusters Score -1.465445e+08 nChanged 140888 Entering Unmasked Mstep Mstep: Class 0 contains 1218 members Mstep: Class 1 contains 59925 members Mstep: Class 2 contains 95395 members Mstep: Class 3 contains 47029 members Mstep: Class 4 contains 17421 members Mstep: Class 5 contains 139734 members Mstep: Class 7 contains 10830 members Mstep: Class 8 contains 22986 members Mstep: Class 10 contains 1693 members Mstep: Class 12 contains 152338 members Mstep: Class 14 contains 1634 members Mstep: Class 15 contains 1353 members Mstep: Class 16 contains 23848 members Mstep: Class 17 contains 7904 members Mstep: Class 18 contains 20158 members Mstep: Class 19 contains 72830 members Mstep: Class 20 contains 2742 members Entering Unmasked Estep ConsiderDeletion Deleting Class 17. Lose 7338.176758 but Gain 8224.914062 Score: -146833408.000000 Penalty: 123373.726562 Iteration 4F: 16 clusters Score -1.468334e+08 nChanged 112096 Entering Unmasked Mstep Mstep: Class 0 contains 533 members Mstep: Class 1 contains 63071 members Mstep: Class 2 contains 80990 members Mstep: Class 3 contains 41914 members Mstep: Class 4 contains 21298 members Mstep: Class 5 contains 146637 members Mstep: Class 7 contains 10729 members Mstep: Class 8 contains 25216 members Mstep: Class 10 contains 1997 members Mstep: Class 12 contains 154525 members Mstep: Class 14 contains 1509 members Mstep: Class 15 contains 1662 members Mstep: Class 16 contains 26707 members Mstep: Class 18 contains 17244 members Mstep: Class 19 contains 82307 members Mstep: Class 20 contains 2699 members Entering Unmasked Estep ConsiderDeletion Score: -146996080.000000 Penalty: 123373.726562 Iteration 5F: 16 clusters Score -1.469961e+08 nChanged 87921 Entering Unmasked Mstep Mstep: Class 0 contains 337 members Mstep: Class 1 contains 63514 members Mstep: Class 2 contains 66210 members Mstep: Class 3 contains 41495 members Mstep: Class 4 contains 25192 members Mstep: Class 5 contains 150730 members Mstep: Class 7 contains 11131 members Mstep: Class 8 contains 25484 members Mstep: Class 10 contains 2155 members Mstep: Class 12 contains 154950 members Mstep: Class 14 contains 1450 members Mstep: Class 15 contains 1620 members Mstep: Class 16 contains 28859 members Mstep: Class 18 contains 16162 members Mstep: Class 19 contains 87170 members Mstep: Class 20 contains 2579 members Entering Unmasked Estep ConsiderDeletion Score: -147102608.000000 Penalty: 123373.726562 Iteration 6F: 16 clusters Score -1.471026e+08 nChanged 73993 Entering Unmasked Mstep Mstep: Class 0 contains 222 members Mstep: Class 1 contains 63827 members Mstep: Class 2 contains 53533 members Mstep: Class 3 contains 47194 members Mstep: Class 4 contains 28214 members Mstep: Class 5 contains 152095 members Mstep: Class 7 contains 11520 members Mstep: Class 8 contains 25091 members Mstep: Class 10 contains 2214 members Mstep: Class 12 contains 153280 members Mstep: Class 14 contains 1470 members Mstep: Class 15 contains 1584 members Mstep: Class 16 contains 30343 members Mstep: Class 18 contains 16676 members Mstep: Class 19 contains 89339 members Mstep: Class 20 contains 2436 members Entering Unmasked Estep ConsiderDeletion Score: -147202704.000000 Penalty: 123373.726562 Iteration 7F: 16 clusters Score -1.472027e+08 nChanged 61963 Entering Unmasked Mstep Mstep: Class 0 contains 162 members Mstep: Class 1 contains 65105 members Mstep: Class 2 contains 43826 members Mstep: Class 3 contains 56580 members Mstep: Class 4 contains 30143 members Mstep: Class 5 contains 147784 members Mstep: Class 7 contains 11551 members Mstep: Class 8 contains 24745 members Mstep: Class 10 contains 2226 members Mstep: Class 12 contains 155647 members Mstep: Class 14 contains 1530 members Mstep: Class 15 contains 1558 members Mstep: Class 16 contains 31043 members Mstep: Class 18 contains 16778 members Mstep: Class 19 contains 88129 members Mstep: Class 20 contains 2231 members Entering Unmasked Estep ConsiderDeletion Score: -147275792.000000 Penalty: 123373.726562 Iteration 8F: 16 clusters Score -1.472758e+08 nChanged 53532 Entering Unmasked Mstep Mstep: Class 0 contains 131 members Mstep: Class 1 contains 68454 members Mstep: Class 2 contains 37406 members Mstep: Class 3 contains 66341 members Mstep: Class 4 contains 31372 members Mstep: Class 5 contains 139584 members Mstep: Class 7 contains 11124 members Mstep: Class 8 contains 24594 members Mstep: Class 10 contains 2229 members Mstep: Class 12 contains 160795 members Mstep: Class 14 contains 1582 members Mstep: Class 15 contains 1543 members Mstep: Class 16 contains 31721 members Mstep: Class 18 contains 16366 members Mstep: Class 19 contains 83794 members Mstep: Class 20 contains 2002 members Entering Unmasked Estep ConsiderDeletion Score: -147315824.000000 Penalty: 123373.726562 Iteration 9F: 16 clusters Score -1.473158e+08 nChanged 43310 Entering Unmasked Mstep Mstep: Class 0 contains 110 members Mstep: Class 1 contains 74765 members Mstep: Class 2 contains 32973 members Mstep: Class 3 contains 76313 members Mstep: Class 4 contains 32304 members Mstep: Class 5 contains 130328 members Mstep: Class 7 contains 10499 members Mstep: Class 8 contains 24455 members Mstep: Class 10 contains 2175 members Mstep: Class 12 contains 163617 members Mstep: Class 14 contains 1656 members Mstep: Class 15 contains 1539 members Mstep: Class 16 contains 32811 members Mstep: Class 18 contains 16001 members Mstep: Class 19 contains 77561 members Mstep: Class 20 contains 1931 members Entering Unmasked Estep ConsiderDeletion Score: -147346368.000000 Penalty: 123373.726562 Iteration 10F: 16 clusters Score -1.473464e+08 nChanged 38064 Entering Unmasked Mstep Mstep: Class 0 contains 94 members Mstep: Class 1 contains 82920 members Mstep: Class 2 contains 29445 members Mstep: Class 3 contains 86326 members Mstep: Class 4 contains 32988 members Mstep: Class 5 contains 120425 members Mstep: Class 7 contains 9899 members Mstep: Class 8 contains 24376 members Mstep: Class 10 contains 2119 members Mstep: Class 12 contains 164691 members Mstep: Class 14 contains 1728 members Mstep: Class 15 contains 1537 members Mstep: Class 16 contains 34273 members Mstep: Class 18 contains 15714 members Mstep: Class 19 contains 70673 members Mstep: Class 20 contains 1830 members Entering Unmasked Estep ConsiderDeletion Score: -147370544.000000 Penalty: 123373.726562 Iteration 11F: 16 clusters Score -1.473705e+08 nChanged 34417 Entering Unmasked Mstep Mstep: Class 0 contains 85 members Mstep: Class 1 contains 92220 members Mstep: Class 2 contains 26272 members Mstep: Class 3 contains 96434 members Mstep: Class 4 contains 33488 members Mstep: Class 5 contains 109731 members Mstep: Class 7 contains 9412 members Mstep: Class 8 contains 24558 members Mstep: Class 10 contains 2076 members Mstep: Class 12 contains 164378 members Mstep: Class 14 contains 1781 members Mstep: Class 15 contains 1537 members Mstep: Class 16 contains 36077 members Mstep: Class 18 contains 15571 members Mstep: Class 19 contains 63666 members Mstep: Class 20 contains 1752 members Entering Unmasked Estep ConsiderDeletion Score: -147392448.000000 Penalty: 123373.726562 Iteration 12F: 16 clusters Score -1.473924e+08 nChanged 32347 Entering Unmasked Mstep Mstep: Class 0 contains 80 members Mstep: Class 1 contains 101877 members Mstep: Class 2 contains 23308 members Mstep: Class 3 contains 106916 members Mstep: Class 4 contains 33886 members Mstep: Class 5 contains 98035 members Mstep: Class 7 contains 9028 members Mstep: Class 8 contains 24973 members Mstep: Class 10 contains 2045 members Mstep: Class 12 contains 163052 members Mstep: Class 14 contains 1823 members Mstep: Class 15 contains 1539 members Mstep: Class 16 contains 38158 members Mstep: Class 18 contains 15484 members Mstep: Class 19 contains 57168 members Mstep: Class 20 contains 1666 members Entering Unmasked Estep ConsiderDeletion Score: -147414784.000000 Penalty: 123373.726562 Iteration 13Q: 16 clusters Score -1.474148e+08 nChanged 31662 Entering Unmasked Mstep Mstep: Class 0 contains 75 members Mstep: Class 1 contains 111495 members Mstep: Class 2 contains 20524 members Mstep: Class 3 contains 117469 members Mstep: Class 4 contains 34200 members Mstep: Class 5 contains 85708 members Mstep: Class 7 contains 8618 members Mstep: Class 8 contains 25468 members Mstep: Class 10 contains 1997 members Mstep: Class 12 contains 161163 members Mstep: Class 14 contains 1881 members Mstep: Class 15 contains 1538 members Mstep: Class 16 contains 40671 members Mstep: Class 18 contains 15460 members Mstep: Class 19 contains 51164 members Mstep: Class 20 contains 1607 members Entering Unmasked Estep ConsiderDeletion Score: -147438896.000000 Penalty: 123373.726562 Iteration 14Q: 16 clusters Score -1.474389e+08 nChanged 30041 Entering Unmasked Mstep Mstep: Class 0 contains 74 members Mstep: Class 1 contains 120443 members Mstep: Class 2 contains 18093 members Mstep: Class 3 contains 127387 members Mstep: Class 4 contains 34478 members Mstep: Class 5 contains 73632 members Mstep: Class 7 contains 8245 members Mstep: Class 8 contains 25914 members Mstep: Class 10 contains 1992 members Mstep: Class 12 contains 158801 members Mstep: Class 14 contains 1889 members Mstep: Class 15 contains 1538 members Mstep: Class 16 contains 43570 members Mstep: Class 18 contains 15424 members Mstep: Class 19 contains 45991 members Mstep: Class 20 contains 1567 members Entering Unmasked Estep ConsiderDeletion Score: -147462624.000000 Penalty: 123373.726562 Iteration 15Q: 16 clusters Score -1.474626e+08 nChanged 26835 Entering Unmasked Mstep Mstep: Class 0 contains 74 members Mstep: Class 1 contains 128391 members Mstep: Class 2 contains 16051 members Mstep: Class 3 contains 136185 members Mstep: Class 4 contains 34703 members Mstep: Class 5 contains 63329 members Mstep: Class 7 contains 7822 members Mstep: Class 8 contains 26066 members Mstep: Class 10 contains 1988 members Mstep: Class 12 contains 156265 members Mstep: Class 14 contains 1893 members Mstep: Class 15 contains 1534 members Mstep: Class 16 contains 46148 members Mstep: Class 18 contains 15356 members Mstep: Class 19 contains 41701 members Mstep: Class 20 contains 1532 members Entering Unmasked Estep ConsiderDeletion Score: -147483968.000000 Penalty: 123373.726562 Iteration 16Q: 16 clusters Score -1.47484e+08 nChanged 22639 Entering Unmasked Mstep Mstep: Class 0 contains 74 members Mstep: Class 1 contains 135011 members Mstep: Class 2 contains 14417 members Mstep: Class 3 contains 143232 members Mstep: Class 4 contains 34897 members Mstep: Class 5 contains 55725 members Mstep: Class 7 contains 7390 members Mstep: Class 8 contains 26024 members Mstep: Class 10 contains 1988 members Mstep: Class 12 contains 153791 members Mstep: Class 14 contains 1891 members Mstep: Class 15 contains 1532 members Mstep: Class 16 contains 47991 members Mstep: Class 18 contains 15221 members Mstep: Class 19 contains 38355 members Mstep: Class 20 contains 1499 members Entering Unmasked Estep ConsiderDeletion Score: -147502208.000000 Penalty: 123373.726562 Iteration 17Q: 16 clusters Score -1.475022e+08 nChanged 17979 Entering Unmasked Mstep Mstep: Class 0 contains 74 members Mstep: Class 1 contains 140387 members Mstep: Class 2 contains 13151 members Mstep: Class 3 contains 148235 members Mstep: Class 4 contains 35014 members Mstep: Class 5 contains 51228 members Mstep: Class 7 contains 7018 members Mstep: Class 8 contains 25805 members Mstep: Class 10 contains 1987 members Mstep: Class 12 contains 151336 members Mstep: Class 14 contains 1891 members Mstep: Class 15 contains 1533 members Mstep: Class 16 contains 49107 members Mstep: Class 18 contains 15000 members Mstep: Class 19 contains 35817 members Mstep: Class 20 contains 1455 members Entering Unmasked Estep ConsiderDeletion Score: -147515520.000000 Penalty: 123373.726562 Iteration 18Q: 16 clusters Score -1.475155e+08 nChanged 13596 Entering Unmasked Mstep Mstep: Class 0 contains 74 members Mstep: Class 1 contains 144565 members Mstep: Class 2 contains 12221 members Mstep: Class 3 contains 151280 members Mstep: Class 4 contains 35034 members Mstep: Class 5 contains 49088 members Mstep: Class 7 contains 6819 members Mstep: Class 8 contains 25709 members Mstep: Class 10 contains 1987 members Mstep: Class 12 contains 149058 members Mstep: Class 14 contains 1890 members Mstep: Class 15 contains 1529 members Mstep: Class 16 contains 49721 members Mstep: Class 18 contains 14735 members Mstep: Class 19 contains 33925 members Mstep: Class 20 contains 1403 members Entering Unmasked Estep ConsiderDeletion Score: -147522368.000000 Penalty: 123373.726562 Iteration 19Q: 16 clusters Score -1.475224e+08 nChanged 10272 Entering Unmasked Mstep Mstep: Class 0 contains 74 members Mstep: Class 1 contains 147754 members Mstep: Class 2 contains 11517 members Mstep: Class 3 contains 153183 members Mstep: Class 4 contains 35019 members Mstep: Class 5 contains 48280 members Mstep: Class 7 contains 6606 members Mstep: Class 8 contains 25785 members Mstep: Class 10 contains 1987 members Mstep: Class 12 contains 147227 members Mstep: Class 14 contains 1889 members Mstep: Class 15 contains 1529 members Mstep: Class 16 contains 49951 members Mstep: Class 18 contains 14448 members Mstep: Class 19 contains 32446 members Mstep: Class 20 contains 1343 members Entering Unmasked Estep ConsiderDeletion Score: -147527472.000000 Penalty: 123373.726562 Iteration 20F: 16 clusters Score -1.475275e+08 nChanged 7920 Entering Unmasked Mstep Mstep: Class 0 contains 62 members Mstep: Class 1 contains 150187 members Mstep: Class 2 contains 11166 members Mstep: Class 3 contains 154434 members Mstep: Class 4 contains 35000 members Mstep: Class 5 contains 47940 members Mstep: Class 7 contains 6418 members Mstep: Class 8 contains 25809 members Mstep: Class 10 contains 1898 members Mstep: Class 12 contains 145825 members Mstep: Class 14 contains 1989 members Mstep: Class 15 contains 1519 members Mstep: Class 16 contains 50003 members Mstep: Class 18 contains 14259 members Mstep: Class 19 contains 31244 members Mstep: Class 20 contains 1285 members Entering Unmasked Estep ConsiderDeletion Score: -147531808.000000 Penalty: 123373.726562 Iteration 21Q: 16 clusters Score -1.475318e+08 nChanged 6111 Entering Unmasked Mstep Mstep: Class 0 contains 58 members Mstep: Class 1 contains 152019 members Mstep: Class 2 contains 10965 members Mstep: Class 3 contains 155265 members Mstep: Class 4 contains 34990 members Mstep: Class 5 contains 47745 members Mstep: Class 7 contains 6265 members Mstep: Class 8 contains 25965 members Mstep: Class 10 contains 1847 members Mstep: Class 12 contains 144883 members Mstep: Class 14 contains 2042 members Mstep: Class 15 contains 1507 members Mstep: Class 16 contains 49915 members Mstep: Class 18 contains 14104 members Mstep: Class 19 contains 30250 members Mstep: Class 20 contains 1218 members Entering Unmasked Estep ConsiderDeletion Score: -147534416.000000 Penalty: 123373.726562 Iteration 22Q: 16 clusters Score -1.475344e+08 nChanged 4610 Entering Unmasked Mstep Mstep: Class 0 contains 58 members Mstep: Class 1 contains 153410 members Mstep: Class 2 contains 10821 members Mstep: Class 3 contains 155811 members Mstep: Class 4 contains 34977 members Mstep: Class 5 contains 47666 members Mstep: Class 7 contains 6107 members Mstep: Class 8 contains 26216 members Mstep: Class 10 contains 1835 members Mstep: Class 12 contains 144222 members Mstep: Class 14 contains 2051 members Mstep: Class 15 contains 1502 members Mstep: Class 16 contains 49803 members Mstep: Class 18 contains 13991 members Mstep: Class 19 contains 29440 members Mstep: Class 20 contains 1128 members Entering Unmasked Estep ConsiderDeletion Score: -147536864.000000 Penalty: 123373.726562 Iteration 23Q: 16 clusters Score -1.475369e+08 nChanged 3691 Entering Unmasked Mstep Mstep: Class 0 contains 58 members Mstep: Class 1 contains 154506 members Mstep: Class 2 contains 10690 members Mstep: Class 3 contains 156247 members Mstep: Class 4 contains 35000 members Mstep: Class 5 contains 47660 members Mstep: Class 7 contains 5937 members Mstep: Class 8 contains 26418 members Mstep: Class 10 contains 1833 members Mstep: Class 12 contains 143787 members Mstep: Class 14 contains 2053 members Mstep: Class 15 contains 1499 members Mstep: Class 16 contains 49701 members Mstep: Class 18 contains 13899 members Mstep: Class 19 contains 28726 members Mstep: Class 20 contains 1024 members Entering Unmasked Estep ConsiderDeletion Score: -147538192.000000 Penalty: 123373.726562 Iteration 24Q: 16 clusters Score -1.475382e+08 nChanged 3064 Entering Unmasked Mstep Mstep: Class 0 contains 58 members Mstep: Class 1 contains 155399 members Mstep: Class 2 contains 10629 members Mstep: Class 3 contains 156521 members Mstep: Class 4 contains 35010 members Mstep: Class 5 contains 47693 members Mstep: Class 7 contains 5760 members Mstep: Class 8 contains 26698 members Mstep: Class 10 contains 1832 members Mstep: Class 12 contains 143513 members Mstep: Class 14 contains 2053 members Mstep: Class 15 contains 1498 members Mstep: Class 16 contains 49603 members Mstep: Class 18 contains 13803 members Mstep: Class 19 contains 28019 members Mstep: Class 20 contains 949 members Entering Unmasked Estep ConsiderDeletion Score: -147539360.000000 Penalty: 123373.726562 Iteration 25Q: 16 clusters Score -1.475394e+08 nChanged 2650 Entering Unmasked Mstep Mstep: Class 0 contains 58 members Mstep: Class 1 contains 156224 members Mstep: Class 2 contains 10510 members Mstep: Class 3 contains 156783 members Mstep: Class 4 contains 35012 members Mstep: Class 5 contains 47704 members Mstep: Class 7 contains 5615 members Mstep: Class 8 contains 26975 members Mstep: Class 10 contains 1832 members Mstep: Class 12 contains 143337 members Mstep: Class 14 contains 2053 members Mstep: Class 15 contains 1497 members Mstep: Class 16 contains 49495 members Mstep: Class 18 contains 13727 members Mstep: Class 19 contains 27317 members Mstep: Class 20 contains 899 members Entering Unmasked Estep ConsiderDeletion Score: -147540064.000000 Penalty: 123373.726562 Iteration 26Q: 16 clusters Score -1.475401e+08 nChanged 2123 Entering Unmasked Mstep Mstep: Class 0 contains 58 members Mstep: Class 1 contains 156884 members Mstep: Class 2 contains 10420 members Mstep: Class 3 contains 157000 members Mstep: Class 4 contains 35001 members Mstep: Class 5 contains 47696 members Mstep: Class 7 contains 5487 members Mstep: Class 8 contains 27189 members Mstep: Class 10 contains 1832 members Mstep: Class 12 contains 143263 members Mstep: Class 14 contains 2054 members Mstep: Class 15 contains 1495 members Mstep: Class 16 contains 49434 members Mstep: Class 18 contains 13649 members Mstep: Class 19 contains 26713 members Mstep: Class 20 contains 863 members Entering Unmasked Estep ConsiderDeletion Score: -147540592.000000 Penalty: 123373.726562 Iteration 27Q: 16 clusters Score -1.475406e+08 nChanged 1730 Entering Unmasked Mstep Mstep: Class 0 contains 58 members Mstep: Class 1 contains 157434 members Mstep: Class 2 contains 10316 members Mstep: Class 3 contains 157145 members Mstep: Class 4 contains 34986 members Mstep: Class 5 contains 47702 members Mstep: Class 7 contains 5370 members Mstep: Class 8 contains 27404 members Mstep: Class 10 contains 1832 members Mstep: Class 12 contains 143214 members Mstep: Class 14 contains 2055 members Mstep: Class 15 contains 1493 members Mstep: Class 16 contains 49410 members Mstep: Class 18 contains 13584 members Mstep: Class 19 contains 26195 members Mstep: Class 20 contains 840 members Entering Unmasked Estep ConsiderDeletion Score: -147540800.000000 Penalty: 123373.726562 Iteration 28Q: 16 clusters Score -1.475408e+08 nChanged 1515 Entering Unmasked Mstep Mstep: Class 0 contains 58 members Mstep: Class 1 contains 157886 members Mstep: Class 2 contains 10247 members Mstep: Class 3 contains 157253 members Mstep: Class 4 contains 35005 members Mstep: Class 5 contains 47720 members Mstep: Class 7 contains 5250 members Mstep: Class 8 contains 27593 members Mstep: Class 10 contains 1832 members Mstep: Class 12 contains 143181 members Mstep: Class 14 contains 2056 members Mstep: Class 15 contains 1493 members Mstep: Class 16 contains 49378 members Mstep: Class 18 contains 13534 members Mstep: Class 19 contains 25729 members Mstep: Class 20 contains 823 members Entering Unmasked Estep ConsiderDeletion Score: -147541056.000000 Penalty: 123373.726562 Iteration 29Q: 16 clusters Score -1.475411e+08 nChanged 1294 Entering Unmasked Mstep Mstep: Class 0 contains 58 members Mstep: Class 1 contains 158274 members Mstep: Class 2 contains 10206 members Mstep: Class 3 contains 157337 members Mstep: Class 4 contains 35010 members Mstep: Class 5 contains 47718 members Mstep: Class 7 contains 5145 members Mstep: Class 8 contains 27775 members Mstep: Class 10 contains 1832 members Mstep: Class 12 contains 143176 members Mstep: Class 14 contains 2055 members Mstep: Class 15 contains 1492 members Mstep: Class 16 contains 49332 members Mstep: Class 18 contains 13504 members Mstep: Class 19 contains 25318 members Mstep: Class 20 contains 806 members Entering Unmasked Estep ConsiderDeletion Score: -147541456.000000 Penalty: 123373.726562 Iteration 30Q: 16 clusters Score -1.475415e+08 nChanged 1137 Entering Unmasked Mstep Mstep: Class 0 contains 58 members Mstep: Class 1 contains 158568 members Mstep: Class 2 contains 10166 members Mstep: Class 3 contains 157400 members Mstep: Class 4 contains 35013 members Mstep: Class 5 contains 47738 members Mstep: Class 7 contains 5038 members Mstep: Class 8 contains 27949 members Mstep: Class 10 contains 1832 members Mstep: Class 12 contains 143189 members Mstep: Class 14 contains 2057 members Mstep: Class 15 contains 1492 members Mstep: Class 16 contains 49283 members Mstep: Class 18 contains 13480 members Mstep: Class 19 contains 24984 members Mstep: Class 20 contains 791 members Entering Unmasked Estep ConsiderDeletion Score: -147541840.000000 Penalty: 123373.726562 Iteration 31Q: 16 clusters Score -1.475418e+08 nChanged 1016 Entering Unmasked Mstep Mstep: Class 0 contains 58 members Mstep: Class 1 contains 158805 members Mstep: Class 2 contains 10134 members Mstep: Class 3 contains 157456 members Mstep: Class 4 contains 35023 members Mstep: Class 5 contains 47746 members Mstep: Class 7 contains 4948 members Mstep: Class 8 contains 28100 members Mstep: Class 10 contains 1832 members Mstep: Class 12 contains 143215 members Mstep: Class 14 contains 2057 members Mstep: Class 15 contains 1492 members Mstep: Class 16 contains 49239 members Mstep: Class 18 contains 13451 members Mstep: Class 19 contains 24701 members Mstep: Class 20 contains 781 members Entering Unmasked Estep ConsiderDeletion Score: -147542192.000000 Penalty: 123373.726562 Iteration 32Q: 16 clusters Score -1.475422e+08 nChanged 799 Entering Unmasked Mstep Mstep: Class 0 contains 58 members Mstep: Class 1 contains 158961 members Mstep: Class 2 contains 10117 members Mstep: Class 3 contains 157498 members Mstep: Class 4 contains 35030 members Mstep: Class 5 contains 47772 members Mstep: Class 7 contains 4863 members Mstep: Class 8 contains 28225 members Mstep: Class 10 contains 1832 members Mstep: Class 12 contains 143226 members Mstep: Class 14 contains 2056 members Mstep: Class 15 contains 1491 members Mstep: Class 16 contains 49214 members Mstep: Class 18 contains 13422 members Mstep: Class 19 contains 24496 members Mstep: Class 20 contains 777 members Entering Unmasked Estep ConsiderDeletion Score: -147542544.000000 Penalty: 123373.726562 Iteration 33Q: 16 clusters Score -1.475425e+08 nChanged 636 Entering Unmasked Mstep Mstep: Class 0 contains 58 members Mstep: Class 1 contains 159089 members Mstep: Class 2 contains 10104 members Mstep: Class 3 contains 157520 members Mstep: Class 4 contains 35014 members Mstep: Class 5 contains 47799 members Mstep: Class 7 contains 4821 members Mstep: Class 8 contains 28329 members Mstep: Class 10 contains 1832 members Mstep: Class 12 contains 143240 members Mstep: Class 14 contains 2056 members Mstep: Class 15 contains 1491 members Mstep: Class 16 contains 49207 members Mstep: Class 18 contains 13395 members Mstep: Class 19 contains 24309 members Mstep: Class 20 contains 774 members Entering Unmasked Estep ConsiderDeletion Score: -147542752.000000 Penalty: 123373.726562 Iteration 34Q: 16 clusters Score -1.475428e+08 nChanged 498 Entering Unmasked Mstep Mstep: Class 0 contains 58 members Mstep: Class 1 contains 159162 members Mstep: Class 2 contains 10103 members Mstep: Class 3 contains 157550 members Mstep: Class 4 contains 34995 members Mstep: Class 5 contains 47811 members Mstep: Class 7 contains 4808 members Mstep: Class 8 contains 28397 members Mstep: Class 10 contains 1832 members Mstep: Class 12 contains 143266 members Mstep: Class 14 contains 2057 members Mstep: Class 15 contains 1491 members Mstep: Class 16 contains 49195 members Mstep: Class 18 contains 13375 members Mstep: Class 19 contains 24168 members Mstep: Class 20 contains 770 members Entering Unmasked Estep ConsiderDeletion Score: -147542736.000000 Penalty: 123373.726562 Iteration 35Q: 16 clusters Score -1.475427e+08 nChanged 408 Entering Unmasked Mstep Mstep: Class 0 contains 58 members Mstep: Class 1 contains 159236 members Mstep: Class 2 contains 10093 members Mstep: Class 3 contains 157569 members Mstep: Class 4 contains 34985 members Mstep: Class 5 contains 47831 members Mstep: Class 7 contains 4798 members Mstep: Class 8 contains 28436 members Mstep: Class 10 contains 1832 members Mstep: Class 12 contains 143286 members Mstep: Class 14 contains 2056 members Mstep: Class 15 contains 1491 members Mstep: Class 16 contains 49198 members Mstep: Class 18 contains 13363 members Mstep: Class 19 contains 24038 members Mstep: Class 20 contains 768 members Entering Unmasked Estep ConsiderDeletion Score: -147542688.000000 Penalty: 123373.726562 Iteration 36Q: 16 clusters Score -1.475427e+08 nChanged 350 Entering Unmasked Mstep Mstep: Class 0 contains 58 members Mstep: Class 1 contains 159284 members Mstep: Class 2 contains 10081 members Mstep: Class 3 contains 157592 members Mstep: Class 4 contains 34982 members Mstep: Class 5 contains 47846 members Mstep: Class 7 contains 4794 members Mstep: Class 8 contains 28481 members Mstep: Class 10 contains 1832 members Mstep: Class 12 contains 143313 members Mstep: Class 14 contains 2056 members Mstep: Class 15 contains 1491 members Mstep: Class 16 contains 49192 members Mstep: Class 18 contains 13342 members Mstep: Class 19 contains 23926 members Mstep: Class 20 contains 768 members Entering Unmasked Estep ConsiderDeletion Score: -147542528.000000 Penalty: 123373.726562 Iteration 37Q: 16 clusters Score -1.475425e+08 nChanged 324 Entering Unmasked Mstep Mstep: Class 0 contains 58 members Mstep: Class 1 contains 159336 members Mstep: Class 2 contains 10071 members Mstep: Class 3 contains 157594 members Mstep: Class 4 contains 34980 members Mstep: Class 5 contains 47868 members Mstep: Class 7 contains 4798 members Mstep: Class 8 contains 28511 members Mstep: Class 10 contains 1832 members Mstep: Class 12 contains 143336 members Mstep: Class 14 contains 2056 members Mstep: Class 15 contains 1491 members Mstep: Class 16 contains 49201 members Mstep: Class 18 contains 13327 members Mstep: Class 19 contains 23814 members Mstep: Class 20 contains 765 members Entering Unmasked Estep ConsiderDeletion Score: -147542800.000000 Penalty: 123373.726562 Iteration 38Q: 16 clusters Score -1.475428e+08 nChanged 262 Entering ConstructFrom: Score: -147542800.000000 Penalty: 123373.726562 Entering ConstructFrom: Trying to split cluster 1 (159374 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 159374 members Entering Unmasked Estep Score: -34981112.000000 Penalty: 7337.142578 Iteration 0F: 2 clusters Score -3.498111e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 79734 members Mstep: Class 2 contains 79640 members Entering Unmasked Estep Score: -34873780.000000 Penalty: 14674.285156 Iteration 0F: 3 clusters Score -3.487378e+07 nChanged 74157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 79791 members Mstep: Class 2 contains 79583 members Entering Unmasked Estep Score: -34914976.000000 Penalty: 14674.285156 Iteration 1F: 3 clusters Score -3.491498e+07 nChanged 5540 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 79715 members Mstep: Class 2 contains 79659 members Entering Unmasked Estep Score: -34916348.000000 Penalty: 14674.285156 Iteration 2Q: 3 clusters Score -3.491635e+07 nChanged 5075 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 79526 members Mstep: Class 2 contains 79848 members Entering Unmasked Estep Score: -34917628.000000 Penalty: 14674.285156 Iteration 3Q: 3 clusters Score -3.491763e+07 nChanged 4898 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 79168 members Mstep: Class 2 contains 80206 members Entering Unmasked Estep Score: -34918672.000000 Penalty: 14674.285156 Iteration 4Q: 3 clusters Score -3.491867e+07 nChanged 4613 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 78649 members Mstep: Class 2 contains 80725 members Entering Unmasked Estep Score: -34919632.000000 Penalty: 14674.285156 Iteration 5Q: 3 clusters Score -3.491963e+07 nChanged 4446 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 77801 members Mstep: Class 2 contains 81573 members Entering Unmasked Estep Score: -34920484.000000 Penalty: 14674.285156 Iteration 6Q: 3 clusters Score -3.492048e+07 nChanged 4468 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 76559 members Mstep: Class 2 contains 82815 members Entering Unmasked Estep Score: -34921476.000000 Penalty: 14674.285156 Iteration 7Q: 3 clusters Score -3.492148e+07 nChanged 4733 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74804 members Mstep: Class 2 contains 84570 members Entering Unmasked Estep Score: -34922664.000000 Penalty: 14674.285156 Iteration 8Q: 3 clusters Score -3.492266e+07 nChanged 5121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72225 members Mstep: Class 2 contains 87149 members Entering Unmasked Estep Score: -34924252.000000 Penalty: 14674.285156 Iteration 9Q: 3 clusters Score -3.492425e+07 nChanged 5671 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 68752 members Mstep: Class 2 contains 90622 members Entering Unmasked Estep Score: -34926092.000000 Penalty: 14674.285156 Iteration 10Q: 3 clusters Score -3.492609e+07 nChanged 6395 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64037 members Mstep: Class 2 contains 95337 members Entering Unmasked Estep Score: -34928552.000000 Penalty: 14674.285156 Iteration 11Q: 3 clusters Score -3.492855e+07 nChanged 7395 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57750 members Mstep: Class 2 contains 101624 members Entering Unmasked Estep Score: -34931996.000000 Penalty: 14674.285156 Iteration 12Q: 3 clusters Score -3.4932e+07 nChanged 8604 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49848 members Mstep: Class 2 contains 109526 members Entering Unmasked Estep Score: -34936764.000000 Penalty: 14674.285156 Iteration 13F: 3 clusters Score -3.493676e+07 nChanged 9712 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40472 members Mstep: Class 2 contains 118902 members Entering Unmasked Estep Score: -34943160.000000 Penalty: 14674.285156 Iteration 14F: 3 clusters Score -3.494316e+07 nChanged 10153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30461 members Mstep: Class 2 contains 128913 members Entering Unmasked Estep Score: -34950932.000000 Penalty: 14674.285156 Iteration 15F: 3 clusters Score -3.495093e+07 nChanged 9569 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20936 members Mstep: Class 2 contains 138438 members Entering Unmasked Estep Score: -34958536.000000 Penalty: 14674.285156 Iteration 16F: 3 clusters Score -3.495854e+07 nChanged 7894 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13050 members Mstep: Class 2 contains 146324 members Entering Unmasked Estep Score: -34964984.000000 Penalty: 14674.285156 Iteration 17Q: 3 clusters Score -3.496498e+07 nChanged 5493 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7559 members Mstep: Class 2 contains 151815 members Entering Unmasked Estep Score: -34969408.000000 Penalty: 14674.285156 Iteration 18Q: 3 clusters Score -3.496941e+07 nChanged 3163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4408 members Mstep: Class 2 contains 154966 members Entering Unmasked Estep Score: -34971828.000000 Penalty: 14674.285156 Iteration 19Q: 3 clusters Score -3.497183e+07 nChanged 1665 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2753 members Mstep: Class 2 contains 156621 members Entering Unmasked Estep Score: -34973080.000000 Penalty: 14674.285156 Iteration 20F: 3 clusters Score -3.497308e+07 nChanged 816 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1955 members Mstep: Class 2 contains 157419 members Entering Unmasked Estep Score: -34973768.000000 Penalty: 14674.285156 Iteration 21Q: 3 clusters Score -3.497377e+07 nChanged 427 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1564 members Mstep: Class 2 contains 157810 members Entering Unmasked Estep Score: -34974108.000000 Penalty: 14674.285156 Iteration 22Q: 3 clusters Score -3.497411e+07 nChanged 205 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1377 members Mstep: Class 2 contains 157997 members Entering Unmasked Estep Score: -34974284.000000 Penalty: 14674.285156 Iteration 23Q: 3 clusters Score -3.497428e+07 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1263 members Mstep: Class 2 contains 158111 members Entering Unmasked Estep Score: -34974360.000000 Penalty: 14674.285156 Iteration 24Q: 3 clusters Score -3.497436e+07 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1201 members Mstep: Class 2 contains 158173 members Entering Unmasked Estep Score: -34974460.000000 Penalty: 14674.285156 Iteration 25Q: 3 clusters Score -3.497446e+07 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1152 members Mstep: Class 2 contains 158222 members Entering Unmasked Estep Score: -34974568.000000 Penalty: 14674.285156 Iteration 26Q: 3 clusters Score -3.497457e+07 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1114 members Mstep: Class 2 contains 158260 members Entering Unmasked Estep Score: -34974580.000000 Penalty: 14674.285156 Iteration 27Q: 3 clusters Score -3.497458e+07 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1090 members Mstep: Class 2 contains 158284 members Entering Unmasked Estep Score: -34974624.000000 Penalty: 14674.285156 Iteration 28Q: 3 clusters Score -3.497462e+07 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1076 members Mstep: Class 2 contains 158298 members Entering Unmasked Estep Score: -34974648.000000 Penalty: 14674.285156 Iteration 29Q: 3 clusters Score -3.497465e+07 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1064 members Mstep: Class 2 contains 158310 members Entering Unmasked Estep Score: -34974668.000000 Penalty: 14674.285156 Iteration 30Q: 3 clusters Score -3.497467e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1052 members Mstep: Class 2 contains 158322 members Entering Unmasked Estep Score: -34974676.000000 Penalty: 14674.285156 Iteration 31Q: 3 clusters Score -3.497468e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1039 members Mstep: Class 2 contains 158335 members Entering Unmasked Estep Score: -34974676.000000 Penalty: 14674.285156 Iteration 32Q: 3 clusters Score -3.497468e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1036 members Mstep: Class 2 contains 158338 members Entering Unmasked Estep Score: -34974676.000000 Penalty: 14674.285156 Iteration 33Q: 3 clusters Score -3.497468e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1029 members Mstep: Class 2 contains 158345 members Entering Unmasked Estep Score: -34974700.000000 Penalty: 14674.285156 Iteration 34Q: 3 clusters Score -3.49747e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1024 members Mstep: Class 2 contains 158350 members Entering Unmasked Estep Score: -34974720.000000 Penalty: 14674.285156 Iteration 35Q: 3 clusters Score -3.497472e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1020 members Mstep: Class 2 contains 158354 members Entering Unmasked Estep Score: -34974704.000000 Penalty: 14674.285156 Iteration 36Q: 3 clusters Score -3.49747e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1019 members Mstep: Class 2 contains 158355 members Entering Unmasked Estep Score: -34974700.000000 Penalty: 14674.285156 Iteration 37Q: 3 clusters Score -3.49747e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1017 members Mstep: Class 2 contains 158357 members Entering Unmasked Estep Score: -34974692.000000 Penalty: 14674.285156 Iteration 38Q: 3 clusters Score -3.497469e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1016 members Mstep: Class 2 contains 158358 members Entering Unmasked Estep Score: -34974688.000000 Penalty: 14674.285156 Iteration 39Q: 3 clusters Score -3.497469e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1015 members Mstep: Class 2 contains 158359 members Entering Unmasked Estep Score: -34974688.000000 Penalty: 14674.285156 Iteration 40F: 3 clusters Score -3.497469e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (10062 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10062 members Entering Unmasked Estep Score: -2121081.000000 Penalty: 5645.119141 Iteration 0F: 2 clusters Score -2121081 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4855 members Mstep: Class 2 contains 5207 members Entering Unmasked Estep Score: -2110824.000000 Penalty: 11290.238281 Iteration 0F: 3 clusters Score -2110824 nChanged 3676 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4675 members Mstep: Class 2 contains 5387 members Entering Unmasked Estep Score: -2113007.250000 Penalty: 11290.238281 Iteration 1F: 3 clusters Score -2113007 nChanged 774 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4587 members Mstep: Class 2 contains 5475 members Entering Unmasked Estep Score: -2113536.250000 Penalty: 11290.238281 Iteration 2F: 3 clusters Score -2113536 nChanged 514 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4485 members Mstep: Class 2 contains 5577 members Entering Unmasked Estep Score: -2113861.500000 Penalty: 11290.238281 Iteration 3F: 3 clusters Score -2113862 nChanged 367 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4398 members Mstep: Class 2 contains 5664 members Entering Unmasked Estep Score: -2114068.250000 Penalty: 11290.238281 Iteration 4Q: 3 clusters Score -2114068 nChanged 272 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4318 members Mstep: Class 2 contains 5744 members Entering Unmasked Estep Score: -2114202.250000 Penalty: 11290.238281 Iteration 5Q: 3 clusters Score -2114202 nChanged 209 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4239 members Mstep: Class 2 contains 5823 members Entering Unmasked Estep Score: -2114311.750000 Penalty: 11290.238281 Iteration 6Q: 3 clusters Score -2114312 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4190 members Mstep: Class 2 contains 5872 members Entering Unmasked Estep Score: -2114389.500000 Penalty: 11290.238281 Iteration 7Q: 3 clusters Score -2114390 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4130 members Mstep: Class 2 contains 5932 members Entering Unmasked Estep Score: -2114451.250000 Penalty: 11290.238281 Iteration 8Q: 3 clusters Score -2114451 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4061 members Mstep: Class 2 contains 6001 members Entering Unmasked Estep Score: -2114504.500000 Penalty: 11290.238281 Iteration 9Q: 3 clusters Score -2114504 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4003 members Mstep: Class 2 contains 6059 members Entering Unmasked Estep Score: -2114544.750000 Penalty: 11290.238281 Iteration 10Q: 3 clusters Score -2114545 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3964 members Mstep: Class 2 contains 6098 members Entering Unmasked Estep Score: -2114592.250000 Penalty: 11290.238281 Iteration 11Q: 3 clusters Score -2114592 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3915 members Mstep: Class 2 contains 6147 members Entering Unmasked Estep Score: -2114621.750000 Penalty: 11290.238281 Iteration 12Q: 3 clusters Score -2114622 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3871 members Mstep: Class 2 contains 6191 members Entering Unmasked Estep Score: -2114659.000000 Penalty: 11290.238281 Iteration 13Q: 3 clusters Score -2114659 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3840 members Mstep: Class 2 contains 6222 members Entering Unmasked Estep Score: -2114686.750000 Penalty: 11290.238281 Iteration 14Q: 3 clusters Score -2114687 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3809 members Mstep: Class 2 contains 6253 members Entering Unmasked Estep Score: -2114707.250000 Penalty: 11290.238281 Iteration 15Q: 3 clusters Score -2114707 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3778 members Mstep: Class 2 contains 6284 members Entering Unmasked Estep Score: -2114735.000000 Penalty: 11290.238281 Iteration 16Q: 3 clusters Score -2114735 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3738 members Mstep: Class 2 contains 6324 members Entering Unmasked Estep Score: -2114757.000000 Penalty: 11290.238281 Iteration 17Q: 3 clusters Score -2114757 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3706 members Mstep: Class 2 contains 6356 members Entering Unmasked Estep Score: -2114775.000000 Penalty: 11290.238281 Iteration 18Q: 3 clusters Score -2114775 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3677 members Mstep: Class 2 contains 6385 members Entering Unmasked Estep Score: -2114801.000000 Penalty: 11290.238281 Iteration 19Q: 3 clusters Score -2114801 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3647 members Mstep: Class 2 contains 6415 members Entering Unmasked Estep Score: -2114821.250000 Penalty: 11290.238281 Iteration 20F: 3 clusters Score -2114821 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3612 members Mstep: Class 2 contains 6450 members Entering Unmasked Estep Score: -2114842.750000 Penalty: 11290.238281 Iteration 21Q: 3 clusters Score -2114843 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3584 members Mstep: Class 2 contains 6478 members Entering Unmasked Estep Score: -2114856.250000 Penalty: 11290.238281 Iteration 22Q: 3 clusters Score -2114856 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3558 members Mstep: Class 2 contains 6504 members Entering Unmasked Estep Score: -2114876.250000 Penalty: 11290.238281 Iteration 23Q: 3 clusters Score -2114876 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3522 members Mstep: Class 2 contains 6540 members Entering Unmasked Estep Score: -2114895.750000 Penalty: 11290.238281 Iteration 24Q: 3 clusters Score -2114896 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3493 members Mstep: Class 2 contains 6569 members Entering Unmasked Estep Score: -2114914.000000 Penalty: 11290.238281 Iteration 25Q: 3 clusters Score -2114914 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3468 members Mstep: Class 2 contains 6594 members Entering Unmasked Estep Score: -2114930.750000 Penalty: 11290.238281 Iteration 26Q: 3 clusters Score -2114931 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3453 members Mstep: Class 2 contains 6609 members Entering Unmasked Estep Score: -2114941.750000 Penalty: 11290.238281 Iteration 27Q: 3 clusters Score -2114942 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3430 members Mstep: Class 2 contains 6632 members Entering Unmasked Estep Score: -2114955.250000 Penalty: 11290.238281 Iteration 28Q: 3 clusters Score -2114955 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3407 members Mstep: Class 2 contains 6655 members Entering Unmasked Estep Score: -2114967.000000 Penalty: 11290.238281 Iteration 29Q: 3 clusters Score -2114967 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3384 members Mstep: Class 2 contains 6678 members Entering Unmasked Estep Score: -2114976.500000 Penalty: 11290.238281 Iteration 30Q: 3 clusters Score -2114976 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3361 members Mstep: Class 2 contains 6701 members Entering Unmasked Estep Score: -2114989.250000 Penalty: 11290.238281 Iteration 31Q: 3 clusters Score -2114989 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3346 members Mstep: Class 2 contains 6716 members Entering Unmasked Estep Score: -2114999.250000 Penalty: 11290.238281 Iteration 32Q: 3 clusters Score -2114999 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3329 members Mstep: Class 2 contains 6733 members Entering Unmasked Estep Score: -2115000.500000 Penalty: 11290.238281 Iteration 33Q: 3 clusters Score -2115000 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3318 members Mstep: Class 2 contains 6744 members Entering Unmasked Estep Score: -2115010.750000 Penalty: 11290.238281 Iteration 34Q: 3 clusters Score -2115011 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3301 members Mstep: Class 2 contains 6761 members Entering Unmasked Estep Score: -2115015.500000 Penalty: 11290.238281 Iteration 35Q: 3 clusters Score -2115016 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3280 members Mstep: Class 2 contains 6782 members Entering Unmasked Estep Score: -2115022.500000 Penalty: 11290.238281 Iteration 36Q: 3 clusters Score -2115022 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3264 members Mstep: Class 2 contains 6798 members Entering Unmasked Estep Score: -2115025.250000 Penalty: 11290.238281 Iteration 37Q: 3 clusters Score -2115025 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3252 members Mstep: Class 2 contains 6810 members Entering Unmasked Estep Score: -2115028.000000 Penalty: 11290.238281 Iteration 38Q: 3 clusters Score -2115028 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3239 members Mstep: Class 2 contains 6823 members Entering Unmasked Estep Score: -2115032.000000 Penalty: 11290.238281 Iteration 39Q: 3 clusters Score -2115032 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3228 members Mstep: Class 2 contains 6834 members Entering Unmasked Estep Score: -2115039.000000 Penalty: 11290.238281 Iteration 40F: 3 clusters Score -2115039 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3221 members Mstep: Class 2 contains 6841 members Entering Unmasked Estep Score: -2115043.250000 Penalty: 11290.238281 Iteration 41Q: 3 clusters Score -2115043 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3214 members Mstep: Class 2 contains 6848 members Entering Unmasked Estep Score: -2115043.750000 Penalty: 11290.238281 Iteration 42Q: 3 clusters Score -2115044 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3201 members Mstep: Class 2 contains 6861 members Entering Unmasked Estep Score: -2115052.000000 Penalty: 11290.238281 Iteration 43Q: 3 clusters Score -2115052 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3188 members Mstep: Class 2 contains 6874 members Entering Unmasked Estep Score: -2115057.250000 Penalty: 11290.238281 Iteration 44Q: 3 clusters Score -2115057 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3164 members Mstep: Class 2 contains 6898 members Entering Unmasked Estep Score: -2115065.750000 Penalty: 11290.238281 Iteration 45Q: 3 clusters Score -2115066 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3148 members Mstep: Class 2 contains 6914 members Entering Unmasked Estep Score: -2115075.000000 Penalty: 11290.238281 Iteration 46Q: 3 clusters Score -2115075 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3128 members Mstep: Class 2 contains 6934 members Entering Unmasked Estep Score: -2115082.250000 Penalty: 11290.238281 Iteration 47Q: 3 clusters Score -2115082 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3100 members Mstep: Class 2 contains 6962 members Entering Unmasked Estep Score: -2115096.750000 Penalty: 11290.238281 Iteration 48Q: 3 clusters Score -2115097 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3068 members Mstep: Class 2 contains 6994 members Entering Unmasked Estep Score: -2115114.000000 Penalty: 11290.238281 Iteration 49Q: 3 clusters Score -2115114 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3041 members Mstep: Class 2 contains 7021 members Entering Unmasked Estep Score: -2115119.500000 Penalty: 11290.238281 Iteration 50Q: 3 clusters Score -2115120 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3020 members Mstep: Class 2 contains 7042 members Entering Unmasked Estep Score: -2115122.250000 Penalty: 11290.238281 Iteration 51Q: 3 clusters Score -2115122 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2999 members Mstep: Class 2 contains 7063 members Entering Unmasked Estep Score: -2115135.500000 Penalty: 11290.238281 Iteration 52Q: 3 clusters Score -2115136 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2974 members Mstep: Class 2 contains 7088 members Entering Unmasked Estep Score: -2115144.500000 Penalty: 11290.238281 Iteration 53Q: 3 clusters Score -2115144 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2952 members Mstep: Class 2 contains 7110 members Entering Unmasked Estep Score: -2115150.750000 Penalty: 11290.238281 Iteration 54Q: 3 clusters Score -2115151 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2929 members Mstep: Class 2 contains 7133 members Entering Unmasked Estep Score: -2115161.750000 Penalty: 11290.238281 Iteration 55Q: 3 clusters Score -2115162 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2902 members Mstep: Class 2 contains 7160 members Entering Unmasked Estep Score: -2115176.750000 Penalty: 11290.238281 Iteration 56Q: 3 clusters Score -2115177 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2875 members Mstep: Class 2 contains 7187 members Entering Unmasked Estep Score: -2115185.250000 Penalty: 11290.238281 Iteration 57Q: 3 clusters Score -2115185 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2846 members Mstep: Class 2 contains 7216 members Entering Unmasked Estep Score: -2115196.750000 Penalty: 11290.238281 Iteration 58Q: 3 clusters Score -2115197 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2809 members Mstep: Class 2 contains 7253 members Entering Unmasked Estep Score: -2115219.750000 Penalty: 11290.238281 Iteration 59Q: 3 clusters Score -2115220 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2766 members Mstep: Class 2 contains 7296 members Entering Unmasked Estep Score: -2115239.500000 Penalty: 11290.238281 Iteration 60F: 3 clusters Score -2115240 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2715 members Mstep: Class 2 contains 7347 members Entering Unmasked Estep Score: -2115265.250000 Penalty: 11290.238281 Iteration 61Q: 3 clusters Score -2115265 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2653 members Mstep: Class 2 contains 7409 members Entering Unmasked Estep Score: -2115293.750000 Penalty: 11290.238281 Iteration 62Q: 3 clusters Score -2115294 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2600 members Mstep: Class 2 contains 7462 members Entering Unmasked Estep Score: -2115325.250000 Penalty: 11290.238281 Iteration 63Q: 3 clusters Score -2115325 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2546 members Mstep: Class 2 contains 7516 members Entering Unmasked Estep Score: -2115347.500000 Penalty: 11290.238281 Iteration 64Q: 3 clusters Score -2115348 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2492 members Mstep: Class 2 contains 7570 members Entering Unmasked Estep Score: -2115379.500000 Penalty: 11290.238281 Iteration 65Q: 3 clusters Score -2115380 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2431 members Mstep: Class 2 contains 7631 members Entering Unmasked Estep Score: -2115412.250000 Penalty: 11290.238281 Iteration 66Q: 3 clusters Score -2115412 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2368 members Mstep: Class 2 contains 7694 members Entering Unmasked Estep Score: -2115444.000000 Penalty: 11290.238281 Iteration 67Q: 3 clusters Score -2115444 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2307 members Mstep: Class 2 contains 7755 members Entering Unmasked Estep Score: -2115476.000000 Penalty: 11290.238281 Iteration 68Q: 3 clusters Score -2115476 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2253 members Mstep: Class 2 contains 7809 members Entering Unmasked Estep Score: -2115506.500000 Penalty: 11290.238281 Iteration 69Q: 3 clusters Score -2115506 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2190 members Mstep: Class 2 contains 7872 members Entering Unmasked Estep Score: -2115536.250000 Penalty: 11290.238281 Iteration 70Q: 3 clusters Score -2115536 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2139 members Mstep: Class 2 contains 7923 members Entering Unmasked Estep Score: -2115564.750000 Penalty: 11290.238281 Iteration 71Q: 3 clusters Score -2115565 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2087 members Mstep: Class 2 contains 7975 members Entering Unmasked Estep Score: -2115582.000000 Penalty: 11290.238281 Iteration 72Q: 3 clusters Score -2115582 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2039 members Mstep: Class 2 contains 8023 members Entering Unmasked Estep Score: -2115613.750000 Penalty: 11290.238281 Iteration 73Q: 3 clusters Score -2115614 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1994 members Mstep: Class 2 contains 8068 members Entering Unmasked Estep Score: -2115645.750000 Penalty: 11290.238281 Iteration 74Q: 3 clusters Score -2115646 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1943 members Mstep: Class 2 contains 8119 members Entering Unmasked Estep Score: -2115671.750000 Penalty: 11290.238281 Iteration 75Q: 3 clusters Score -2115672 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1883 members Mstep: Class 2 contains 8179 members Entering Unmasked Estep Score: -2115705.250000 Penalty: 11290.238281 Iteration 76Q: 3 clusters Score -2115705 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1824 members Mstep: Class 2 contains 8238 members Entering Unmasked Estep Score: -2115740.250000 Penalty: 11290.238281 Iteration 77Q: 3 clusters Score -2115740 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1767 members Mstep: Class 2 contains 8295 members Entering Unmasked Estep Score: -2115769.750000 Penalty: 11290.238281 Iteration 78Q: 3 clusters Score -2115770 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1711 members Mstep: Class 2 contains 8351 members Entering Unmasked Estep Score: -2115804.750000 Penalty: 11290.238281 Iteration 79Q: 3 clusters Score -2115805 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1676 members Mstep: Class 2 contains 8386 members Entering Unmasked Estep Score: -2115827.500000 Penalty: 11290.238281 Iteration 80F: 3 clusters Score -2115828 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1639 members Mstep: Class 2 contains 8423 members Entering Unmasked Estep Score: -2115850.250000 Penalty: 11290.238281 Iteration 81Q: 3 clusters Score -2115850 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1603 members Mstep: Class 2 contains 8459 members Entering Unmasked Estep Score: -2115867.250000 Penalty: 11290.238281 Iteration 82Q: 3 clusters Score -2115867 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1560 members Mstep: Class 2 contains 8502 members Entering Unmasked Estep Score: -2115896.000000 Penalty: 11290.238281 Iteration 83Q: 3 clusters Score -2115896 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1522 members Mstep: Class 2 contains 8540 members Entering Unmasked Estep Score: -2115928.500000 Penalty: 11290.238281 Iteration 84Q: 3 clusters Score -2115928 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1477 members Mstep: Class 2 contains 8585 members Entering Unmasked Estep Score: -2115962.000000 Penalty: 11290.238281 Iteration 85Q: 3 clusters Score -2115962 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1437 members Mstep: Class 2 contains 8625 members Entering Unmasked Estep Score: -2115982.250000 Penalty: 11290.238281 Iteration 86Q: 3 clusters Score -2115982 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1397 members Mstep: Class 2 contains 8665 members Entering Unmasked Estep Score: -2116020.500000 Penalty: 11290.238281 Iteration 87Q: 3 clusters Score -2116020 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1359 members Mstep: Class 2 contains 8703 members Entering Unmasked Estep Score: -2116044.500000 Penalty: 11290.238281 Iteration 88Q: 3 clusters Score -2116044 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1333 members Mstep: Class 2 contains 8729 members Entering Unmasked Estep Score: -2116058.000000 Penalty: 11290.238281 Iteration 89Q: 3 clusters Score -2116058 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1314 members Mstep: Class 2 contains 8748 members Entering Unmasked Estep Score: -2116075.750000 Penalty: 11290.238281 Iteration 90Q: 3 clusters Score -2116076 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1290 members Mstep: Class 2 contains 8772 members Entering Unmasked Estep Score: -2116087.000000 Penalty: 11290.238281 Iteration 91Q: 3 clusters Score -2116087 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1271 members Mstep: Class 2 contains 8791 members Entering Unmasked Estep Score: -2116101.500000 Penalty: 11290.238281 Iteration 92Q: 3 clusters Score -2116102 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1250 members Mstep: Class 2 contains 8812 members Entering Unmasked Estep Score: -2116114.000000 Penalty: 11290.238281 Iteration 93Q: 3 clusters Score -2116114 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1231 members Mstep: Class 2 contains 8831 members Entering Unmasked Estep Score: -2116127.000000 Penalty: 11290.238281 Iteration 94Q: 3 clusters Score -2116127 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1215 members Mstep: Class 2 contains 8847 members Entering Unmasked Estep Score: -2116142.750000 Penalty: 11290.238281 Iteration 95Q: 3 clusters Score -2116143 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1194 members Mstep: Class 2 contains 8868 members Entering Unmasked Estep Score: -2116158.000000 Penalty: 11290.238281 Iteration 96Q: 3 clusters Score -2116158 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1171 members Mstep: Class 2 contains 8891 members Entering Unmasked Estep Score: -2116173.750000 Penalty: 11290.238281 Iteration 97Q: 3 clusters Score -2116174 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1158 members Mstep: Class 2 contains 8904 members Entering Unmasked Estep Score: -2116186.500000 Penalty: 11290.238281 Iteration 98Q: 3 clusters Score -2116186 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1146 members Mstep: Class 2 contains 8916 members Entering Unmasked Estep Score: -2116192.250000 Penalty: 11290.238281 Iteration 99Q: 3 clusters Score -2116192 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1132 members Mstep: Class 2 contains 8930 members Entering Unmasked Estep Score: -2116209.750000 Penalty: 11290.238281 Iteration 100F: 3 clusters Score -2116210 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1122 members Mstep: Class 2 contains 8940 members Entering Unmasked Estep Score: -2116217.250000 Penalty: 11290.238281 Iteration 101Q: 3 clusters Score -2116217 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1111 members Mstep: Class 2 contains 8951 members Entering Unmasked Estep Score: -2116225.250000 Penalty: 11290.238281 Iteration 102Q: 3 clusters Score -2116225 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1104 members Mstep: Class 2 contains 8958 members Entering Unmasked Estep Score: -2116228.500000 Penalty: 11290.238281 Iteration 103Q: 3 clusters Score -2116228 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1093 members Mstep: Class 2 contains 8969 members Entering Unmasked Estep Score: -2116235.500000 Penalty: 11290.238281 Iteration 104Q: 3 clusters Score -2116236 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1087 members Mstep: Class 2 contains 8975 members Entering Unmasked Estep Score: -2116246.000000 Penalty: 11290.238281 Iteration 105Q: 3 clusters Score -2116246 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1076 members Mstep: Class 2 contains 8986 members Entering Unmasked Estep Score: -2116257.000000 Penalty: 11290.238281 Iteration 106Q: 3 clusters Score -2116257 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1059 members Mstep: Class 2 contains 9003 members Entering Unmasked Estep Score: -2116270.000000 Penalty: 11290.238281 Iteration 107Q: 3 clusters Score -2116270 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1046 members Mstep: Class 2 contains 9016 members Entering Unmasked Estep Score: -2116279.000000 Penalty: 11290.238281 Iteration 108Q: 3 clusters Score -2116279 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1029 members Mstep: Class 2 contains 9033 members Entering Unmasked Estep Score: -2116290.750000 Penalty: 11290.238281 Iteration 109Q: 3 clusters Score -2116291 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1018 members Mstep: Class 2 contains 9044 members Entering Unmasked Estep Score: -2116306.500000 Penalty: 11290.238281 Iteration 110Q: 3 clusters Score -2116306 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1013 members Mstep: Class 2 contains 9049 members Entering Unmasked Estep Score: -2116308.500000 Penalty: 11290.238281 Iteration 111Q: 3 clusters Score -2116308 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1007 members Mstep: Class 2 contains 9055 members Entering Unmasked Estep Score: -2116316.750000 Penalty: 11290.238281 Iteration 112Q: 3 clusters Score -2116317 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1001 members Mstep: Class 2 contains 9061 members Entering Unmasked Estep Score: -2116319.750000 Penalty: 11290.238281 Iteration 113Q: 3 clusters Score -2116320 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 997 members Mstep: Class 2 contains 9065 members Entering Unmasked Estep Score: -2116322.250000 Penalty: 11290.238281 Iteration 114Q: 3 clusters Score -2116322 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 991 members Mstep: Class 2 contains 9071 members Entering Unmasked Estep Score: -2116323.500000 Penalty: 11290.238281 Iteration 115Q: 3 clusters Score -2116324 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 987 members Mstep: Class 2 contains 9075 members Entering Unmasked Estep Score: -2116328.500000 Penalty: 11290.238281 Iteration 116Q: 3 clusters Score -2116328 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 987 members Mstep: Class 2 contains 9075 members Entering Unmasked Estep Score: -2116327.750000 Penalty: 11290.238281 Iteration 117Q: 3 clusters Score -2116328 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 986 members Mstep: Class 2 contains 9076 members Entering Unmasked Estep Score: -2116329.750000 Penalty: 11290.238281 Iteration 118Q: 3 clusters Score -2116330 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 985 members Mstep: Class 2 contains 9077 members Entering Unmasked Estep Score: -2116331.250000 Penalty: 11290.238281 Iteration 119Q: 3 clusters Score -2116331 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 984 members Mstep: Class 2 contains 9078 members Entering Unmasked Estep Score: -2116333.000000 Penalty: 11290.238281 Iteration 120F: 3 clusters Score -2116333 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 983 members Mstep: Class 2 contains 9079 members Entering Unmasked Estep Score: -2116335.000000 Penalty: 11290.238281 Iteration 121Q: 3 clusters Score -2116335 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 984 members Mstep: Class 2 contains 9078 members Entering Unmasked Estep Score: -2116336.250000 Penalty: 11290.238281 Iteration 122Q: 3 clusters Score -2116336 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 984 members Mstep: Class 2 contains 9078 members Entering Unmasked Estep Score: -2116336.250000 Penalty: 11290.238281 Iteration 123F: 3 clusters Score -2116336 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (157606 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 157606 members Entering Unmasked Estep Score: -34684196.000000 Penalty: 7330.310059 Iteration 0F: 2 clusters Score -3.46842e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 78812 members Mstep: Class 2 contains 78794 members Entering Unmasked Estep Score: -34582808.000000 Penalty: 14660.620117 Iteration 0F: 3 clusters Score -3.458281e+07 nChanged 73273 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 78999 members Mstep: Class 2 contains 78607 members Entering Unmasked Estep Score: -34623344.000000 Penalty: 14660.620117 Iteration 1F: 3 clusters Score -3.462334e+07 nChanged 5328 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 79145 members Mstep: Class 2 contains 78461 members Entering Unmasked Estep Score: -34624616.000000 Penalty: 14660.620117 Iteration 2Q: 3 clusters Score -3.462462e+07 nChanged 4858 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 79327 members Mstep: Class 2 contains 78279 members Entering Unmasked Estep Score: -34625724.000000 Penalty: 14660.620117 Iteration 3Q: 3 clusters Score -3.462572e+07 nChanged 4607 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 79542 members Mstep: Class 2 contains 78064 members Entering Unmasked Estep Score: -34626932.000000 Penalty: 14660.620117 Iteration 4Q: 3 clusters Score -3.462693e+07 nChanged 4437 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 79781 members Mstep: Class 2 contains 77825 members Entering Unmasked Estep Score: -34628044.000000 Penalty: 14660.620117 Iteration 5Q: 3 clusters Score -3.462804e+07 nChanged 4522 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 79907 members Mstep: Class 2 contains 77699 members Entering Unmasked Estep Score: -34629196.000000 Penalty: 14660.620117 Iteration 6Q: 3 clusters Score -3.46292e+07 nChanged 4781 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 79886 members Mstep: Class 2 contains 77720 members Entering Unmasked Estep Score: -34630552.000000 Penalty: 14660.620117 Iteration 7Q: 3 clusters Score -3.463055e+07 nChanged 5336 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 79656 members Mstep: Class 2 contains 77950 members Entering Unmasked Estep Score: -34632432.000000 Penalty: 14660.620117 Iteration 8Q: 3 clusters Score -3.463243e+07 nChanged 5935 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 79185 members Mstep: Class 2 contains 78421 members Entering Unmasked Estep Score: -34634560.000000 Penalty: 14660.620117 Iteration 9Q: 3 clusters Score -3.463456e+07 nChanged 6833 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 78394 members Mstep: Class 2 contains 79212 members Entering Unmasked Estep Score: -34637412.000000 Penalty: 14660.620117 Iteration 10Q: 3 clusters Score -3.463741e+07 nChanged 7505 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 77217 members Mstep: Class 2 contains 80389 members Entering Unmasked Estep Score: -34640644.000000 Penalty: 14660.620117 Iteration 11Q: 3 clusters Score -3.464064e+07 nChanged 7732 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 75907 members Mstep: Class 2 contains 81699 members Entering Unmasked Estep Score: -34644084.000000 Penalty: 14660.620117 Iteration 12Q: 3 clusters Score -3.464408e+07 nChanged 7471 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74642 members Mstep: Class 2 contains 82964 members Entering Unmasked Estep Score: -34646992.000000 Penalty: 14660.620117 Iteration 13Q: 3 clusters Score -3.464699e+07 nChanged 6594 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73560 members Mstep: Class 2 contains 84046 members Entering Unmasked Estep Score: -34649460.000000 Penalty: 14660.620117 Iteration 14Q: 3 clusters Score -3.464946e+07 nChanged 5648 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72736 members Mstep: Class 2 contains 84870 members Entering Unmasked Estep Score: -34651032.000000 Penalty: 14660.620117 Iteration 15Q: 3 clusters Score -3.465103e+07 nChanged 4594 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72192 members Mstep: Class 2 contains 85414 members Entering Unmasked Estep Score: -34652020.000000 Penalty: 14660.620117 Iteration 16Q: 3 clusters Score -3.465202e+07 nChanged 3565 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71839 members Mstep: Class 2 contains 85767 members Entering Unmasked Estep Score: -34652708.000000 Penalty: 14660.620117 Iteration 17Q: 3 clusters Score -3.465271e+07 nChanged 2872 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71649 members Mstep: Class 2 contains 85957 members Entering Unmasked Estep Score: -34653304.000000 Penalty: 14660.620117 Iteration 18Q: 3 clusters Score -3.46533e+07 nChanged 2258 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71497 members Mstep: Class 2 contains 86109 members Entering Unmasked Estep Score: -34653484.000000 Penalty: 14660.620117 Iteration 19Q: 3 clusters Score -3.465348e+07 nChanged 1774 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71435 members Mstep: Class 2 contains 86171 members Entering Unmasked Estep Score: -34653796.000000 Penalty: 14660.620117 Iteration 20F: 3 clusters Score -3.46538e+07 nChanged 1349 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71350 members Mstep: Class 2 contains 86256 members Entering Unmasked Estep Score: -34653900.000000 Penalty: 14660.620117 Iteration 21Q: 3 clusters Score -3.46539e+07 nChanged 1108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71258 members Mstep: Class 2 contains 86348 members Entering Unmasked Estep Score: -34653896.000000 Penalty: 14660.620117 Iteration 22Q: 3 clusters Score -3.46539e+07 nChanged 909 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71219 members Mstep: Class 2 contains 86387 members Entering Unmasked Estep Score: -34653920.000000 Penalty: 14660.620117 Iteration 23Q: 3 clusters Score -3.465392e+07 nChanged 766 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71195 members Mstep: Class 2 contains 86411 members Entering Unmasked Estep Score: -34653884.000000 Penalty: 14660.620117 Iteration 24Q: 3 clusters Score -3.465388e+07 nChanged 662 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71183 members Mstep: Class 2 contains 86423 members Entering Unmasked Estep Score: -34653860.000000 Penalty: 14660.620117 Iteration 25Q: 3 clusters Score -3.465386e+07 nChanged 578 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71179 members Mstep: Class 2 contains 86427 members Entering Unmasked Estep Score: -34653820.000000 Penalty: 14660.620117 Iteration 26Q: 3 clusters Score -3.465382e+07 nChanged 529 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71180 members Mstep: Class 2 contains 86426 members Entering Unmasked Estep Score: -34653984.000000 Penalty: 14660.620117 Iteration 27Q: 3 clusters Score -3.465398e+07 nChanged 447 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71227 members Mstep: Class 2 contains 86379 members Entering Unmasked Estep Score: -34653996.000000 Penalty: 14660.620117 Iteration 28Q: 3 clusters Score -3.4654e+07 nChanged 412 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71279 members Mstep: Class 2 contains 86327 members Entering Unmasked Estep Score: -34654076.000000 Penalty: 14660.620117 Iteration 29Q: 3 clusters Score -3.465408e+07 nChanged 332 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71311 members Mstep: Class 2 contains 86295 members Entering Unmasked Estep Score: -34654040.000000 Penalty: 14660.620117 Iteration 30Q: 3 clusters Score -3.465404e+07 nChanged 303 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71318 members Mstep: Class 2 contains 86288 members Entering Unmasked Estep Score: -34654100.000000 Penalty: 14660.620117 Iteration 31Q: 3 clusters Score -3.46541e+07 nChanged 279 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71337 members Mstep: Class 2 contains 86269 members Entering Unmasked Estep Score: -34654112.000000 Penalty: 14660.620117 Iteration 32Q: 3 clusters Score -3.465411e+07 nChanged 245 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71356 members Mstep: Class 2 contains 86250 members Entering Unmasked Estep Score: -34654072.000000 Penalty: 14660.620117 Iteration 33Q: 3 clusters Score -3.465407e+07 nChanged 217 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71397 members Mstep: Class 2 contains 86209 members Entering Unmasked Estep Score: -34654088.000000 Penalty: 14660.620117 Iteration 34Q: 3 clusters Score -3.465409e+07 nChanged 203 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71480 members Mstep: Class 2 contains 86126 members Entering Unmasked Estep Score: -34654128.000000 Penalty: 14660.620117 Iteration 35Q: 3 clusters Score -3.465413e+07 nChanged 186 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71570 members Mstep: Class 2 contains 86036 members Entering Unmasked Estep Score: -34654184.000000 Penalty: 14660.620117 Iteration 36Q: 3 clusters Score -3.465418e+07 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71667 members Mstep: Class 2 contains 85939 members Entering Unmasked Estep Score: -34654176.000000 Penalty: 14660.620117 Iteration 37Q: 3 clusters Score -3.465418e+07 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71766 members Mstep: Class 2 contains 85840 members Entering Unmasked Estep Score: -34654172.000000 Penalty: 14660.620117 Iteration 38Q: 3 clusters Score -3.465417e+07 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71852 members Mstep: Class 2 contains 85754 members Entering Unmasked Estep Score: -34654188.000000 Penalty: 14660.620117 Iteration 39Q: 3 clusters Score -3.465419e+07 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71928 members Mstep: Class 2 contains 85678 members Entering Unmasked Estep Score: -34654216.000000 Penalty: 14660.620117 Iteration 40F: 3 clusters Score -3.465422e+07 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72021 members Mstep: Class 2 contains 85585 members Entering Unmasked Estep Score: 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contains 85193 members Entering Unmasked Estep Score: -34654308.000000 Penalty: 14660.620117 Iteration 45Q: 3 clusters Score -3.465431e+07 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72508 members Mstep: Class 2 contains 85098 members Entering Unmasked Estep Score: -34654292.000000 Penalty: 14660.620117 Iteration 46Q: 3 clusters Score -3.465429e+07 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72626 members Mstep: Class 2 contains 84980 members Entering Unmasked Estep Score: -34654288.000000 Penalty: 14660.620117 Iteration 47Q: 3 clusters Score -3.465429e+07 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72764 members Mstep: Class 2 contains 84842 members Entering Unmasked Estep Score: -34654352.000000 Penalty: 14660.620117 Iteration 48Q: 3 clusters Score -3.465435e+07 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72898 members Mstep: Class 2 contains 84708 members Entering Unmasked Estep Score: -34654320.000000 Penalty: 14660.620117 Iteration 49Q: 3 clusters Score -3.465432e+07 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73056 members Mstep: Class 2 contains 84550 members Entering Unmasked Estep Score: -34654348.000000 Penalty: 14660.620117 Iteration 50Q: 3 clusters Score -3.465435e+07 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73197 members Mstep: Class 2 contains 84409 members Entering Unmasked Estep Score: -34654344.000000 Penalty: 14660.620117 Iteration 51Q: 3 clusters Score -3.465434e+07 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73332 members Mstep: Class 2 contains 84274 members Entering Unmasked Estep Score: -34654332.000000 Penalty: 14660.620117 Iteration 52Q: 3 clusters Score -3.465433e+07 nChanged 190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73508 members Mstep: Class 2 contains 84098 members Entering Unmasked Estep Score: -34654408.000000 Penalty: 14660.620117 Iteration 53Q: 3 clusters Score -3.465441e+07 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73656 members Mstep: Class 2 contains 83950 members Entering Unmasked Estep Score: -34654408.000000 Penalty: 14660.620117 Iteration 54Q: 3 clusters Score -3.465441e+07 nChanged 193 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73825 members Mstep: Class 2 contains 83781 members Entering Unmasked Estep Score: -34654388.000000 Penalty: 14660.620117 Iteration 55Q: 3 clusters Score -3.465439e+07 nChanged 196 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74003 members Mstep: Class 2 contains 83603 members Entering Unmasked Estep Score: -34654292.000000 Penalty: 14660.620117 Iteration 56Q: 3 clusters Score -3.465429e+07 nChanged 217 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74206 members Mstep: Class 2 contains 83400 members Entering Unmasked Estep Score: -34654276.000000 Penalty: 14660.620117 Iteration 57Q: 3 clusters Score -3.465428e+07 nChanged 240 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74428 members Mstep: Class 2 contains 83178 members Entering Unmasked Estep Score: -34654328.000000 Penalty: 14660.620117 Iteration 58Q: 3 clusters Score -3.465433e+07 nChanged 262 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74668 members Mstep: Class 2 contains 82938 members Entering Unmasked Estep Score: -34654308.000000 Penalty: 14660.620117 Iteration 59Q: 3 clusters Score -3.465431e+07 nChanged 295 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74945 members Mstep: Class 2 contains 82661 members Entering Unmasked Estep Score: -34654348.000000 Penalty: 14660.620117 Iteration 60F: 3 clusters Score -3.465435e+07 nChanged 282 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 75223 members Mstep: Class 2 contains 82383 members Entering Unmasked Estep Score: -34654324.000000 Penalty: 14660.620117 Iteration 61Q: 3 clusters Score -3.465432e+07 nChanged 308 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 75523 members Mstep: Class 2 contains 82083 members Entering Unmasked Estep Score: -34654368.000000 Penalty: 14660.620117 Iteration 62Q: 3 clusters Score -3.465437e+07 nChanged 367 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 75872 members Mstep: Class 2 contains 81734 members Entering Unmasked Estep Score: -34654364.000000 Penalty: 14660.620117 Iteration 63Q: 3 clusters Score -3.465436e+07 nChanged 409 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 76273 members Mstep: Class 2 contains 81333 members Entering Unmasked Estep Score: -34654388.000000 Penalty: 14660.620117 Iteration 64Q: 3 clusters Score -3.465439e+07 nChanged 472 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 76741 members Mstep: Class 2 contains 80865 members Entering Unmasked Estep Score: -34654444.000000 Penalty: 14660.620117 Iteration 65Q: 3 clusters Score -3.465444e+07 nChanged 559 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 77290 members Mstep: Class 2 contains 80316 members Entering Unmasked Estep Score: -34654536.000000 Penalty: 14660.620117 Iteration 66Q: 3 clusters Score -3.465454e+07 nChanged 683 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 77959 members Mstep: Class 2 contains 79647 members Entering Unmasked Estep Score: -34654584.000000 Penalty: 14660.620117 Iteration 67Q: 3 clusters Score -3.465458e+07 nChanged 797 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 78742 members Mstep: Class 2 contains 78864 members Entering Unmasked Estep Score: -34654660.000000 Penalty: 14660.620117 Iteration 68Q: 3 clusters Score -3.465466e+07 nChanged 925 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 79661 members Mstep: Class 2 contains 77945 members Entering Unmasked Estep Score: -34654664.000000 Penalty: 14660.620117 Iteration 69Q: 3 clusters Score -3.465466e+07 nChanged 1101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80750 members Mstep: Class 2 contains 76856 members Entering Unmasked Estep Score: -34654768.000000 Penalty: 14660.620117 Iteration 70Q: 3 clusters Score -3.465477e+07 nChanged 1321 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 82067 members Mstep: Class 2 contains 75539 members Entering Unmasked Estep Score: -34654992.000000 Penalty: 14660.620117 Iteration 71Q: 3 clusters Score 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2 contains 52870 members Entering Unmasked Estep Score: -34660524.000000 Penalty: 14660.620117 Iteration 79Q: 3 clusters Score -3.466052e+07 nChanged 4923 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 109659 members Mstep: Class 2 contains 47947 members Entering Unmasked Estep Score: -34662220.000000 Penalty: 14660.620117 Iteration 80F: 3 clusters Score -3.466222e+07 nChanged 5330 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 114989 members Mstep: Class 2 contains 42617 members Entering Unmasked Estep Score: -34664236.000000 Penalty: 14660.620117 Iteration 81Q: 3 clusters Score -3.466424e+07 nChanged 5595 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 120584 members Mstep: Class 2 contains 37022 members Entering Unmasked Estep Score: -34666520.000000 Penalty: 14660.620117 Iteration 82Q: 3 clusters Score -3.466652e+07 nChanged 5654 Entering Unmasked Mstep Mstep: Class 0 contains 0 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nChanged 3451 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 144120 members Mstep: Class 2 contains 13486 members Entering Unmasked Estep Score: -34675756.000000 Penalty: 14660.620117 Iteration 87Q: 3 clusters Score -3.467576e+07 nChanged 2681 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 146797 members Mstep: Class 2 contains 10809 members Entering Unmasked Estep Score: -34676552.000000 Penalty: 14660.620117 Iteration 88Q: 3 clusters Score -3.467655e+07 nChanged 2021 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 148790 members Mstep: Class 2 contains 8816 members Entering Unmasked Estep Score: -34677092.000000 Penalty: 14660.620117 Iteration 89Q: 3 clusters Score -3.467709e+07 nChanged 1511 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 150283 members Mstep: Class 2 contains 7323 members Entering Unmasked Estep Score: -34677440.000000 Penalty: 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-3.467856e+07 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 154649 members Mstep: Class 2 contains 2957 members Entering Unmasked Estep Score: -34678584.000000 Penalty: 14660.620117 Iteration 106Q: 3 clusters Score -3.467858e+07 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 154671 members Mstep: Class 2 contains 2935 members Entering Unmasked Estep Score: -34678524.000000 Penalty: 14660.620117 Iteration 107Q: 3 clusters Score -3.467852e+07 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 154686 members Mstep: Class 2 contains 2920 members Entering Unmasked Estep Score: -34678516.000000 Penalty: 14660.620117 Iteration 108Q: 3 clusters Score -3.467852e+07 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 154704 members Mstep: Class 2 contains 2902 members Entering Unmasked Estep Score: -34678568.000000 Penalty: 14660.620117 Iteration 109Q: 3 clusters Score -3.467857e+07 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 154721 members Mstep: Class 2 contains 2885 members Entering Unmasked Estep Score: -34678568.000000 Penalty: 14660.620117 Iteration 110Q: 3 clusters Score -3.467857e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 154735 members Mstep: Class 2 contains 2871 members Entering Unmasked Estep Score: -34678580.000000 Penalty: 14660.620117 Iteration 111Q: 3 clusters Score -3.467858e+07 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 154752 members Mstep: Class 2 contains 2854 members Entering Unmasked Estep Score: -34678572.000000 Penalty: 14660.620117 Iteration 112Q: 3 clusters Score -3.467857e+07 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 154764 members Mstep: Class 2 contains 2842 members Entering Unmasked Estep Score: -34678620.000000 Penalty: 14660.620117 Iteration 113Q: 3 clusters Score -3.467862e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 154770 members Mstep: Class 2 contains 2836 members Entering Unmasked Estep Score: -34678632.000000 Penalty: 14660.620117 Iteration 114Q: 3 clusters Score -3.467863e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 154776 members Mstep: Class 2 contains 2830 members Entering Unmasked Estep Score: -34678640.000000 Penalty: 14660.620117 Iteration 115Q: 3 clusters Score -3.467864e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 154780 members Mstep: Class 2 contains 2826 members Entering Unmasked Estep Score: -34678624.000000 Penalty: 14660.620117 Iteration 116Q: 3 clusters Score -3.467862e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 154782 members Mstep: Class 2 contains 2824 members Entering Unmasked Estep Score: -34678624.000000 Penalty: 14660.620117 Iteration 117Q: 3 clusters Score -3.467862e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 154787 members Mstep: Class 2 contains 2819 members Entering Unmasked Estep Score: -34678640.000000 Penalty: 14660.620117 Iteration 118Q: 3 clusters Score -3.467864e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 154790 members Mstep: Class 2 contains 2816 members Entering Unmasked Estep Score: -34678616.000000 Penalty: 14660.620117 Iteration 119Q: 3 clusters Score -3.467862e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 154793 members Mstep: Class 2 contains 2813 members Entering Unmasked Estep Score: -34678616.000000 Penalty: 14660.620117 Iteration 120F: 3 clusters Score -3.467862e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 154800 members Mstep: Class 2 contains 2806 members Entering Unmasked Estep Score: -34678656.000000 Penalty: 14660.620117 Iteration 121Q: 3 clusters Score -3.467866e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 154804 members Mstep: Class 2 contains 2802 members Entering Unmasked Estep Score: -34678632.000000 Penalty: 14660.620117 Iteration 122Q: 3 clusters Score -3.467863e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 154811 members Mstep: Class 2 contains 2795 members Entering Unmasked Estep Score: -34678628.000000 Penalty: 14660.620117 Iteration 123Q: 3 clusters Score -3.467863e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 154815 members Mstep: Class 2 contains 2791 members Entering Unmasked Estep Score: -34678652.000000 Penalty: 14660.620117 Iteration 124Q: 3 clusters Score -3.467865e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 154819 members Mstep: Class 2 contains 2787 members Entering Unmasked Estep Score: -34678636.000000 Penalty: 14660.620117 Iteration 125Q: 3 clusters Score -3.467864e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 154819 members Mstep: Class 2 contains 2787 members Entering Unmasked Estep Score: -34678636.000000 Penalty: 14660.620117 Iteration 126F: 3 clusters Score -3.467864e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (34979 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34979 members Entering Unmasked Estep Score: -7691917.500000 Penalty: 6408.283203 Iteration 0F: 2 clusters Score -7691918 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17479 members Mstep: Class 2 contains 17500 members Entering Unmasked Estep Score: -7665932.000000 Penalty: 12816.566406 Iteration 0F: 3 clusters Score -7665932 nChanged 14873 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17634 members Mstep: Class 2 contains 17345 members Entering Unmasked Estep Score: -7673750.000000 Penalty: 12816.566406 Iteration 1F: 3 clusters Score -7673750 nChanged 1990 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17718 members Mstep: Class 2 contains 17261 members Entering Unmasked Estep Score: -7674488.500000 Penalty: 12816.566406 Iteration 2F: 3 clusters Score -7674488 nChanged 1601 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17771 members Mstep: Class 2 contains 17208 members Entering Unmasked Estep Score: -7675085.500000 Penalty: 12816.566406 Iteration 3Q: 3 clusters Score -7675086 nChanged 1293 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17860 members Mstep: Class 2 contains 17119 members Entering Unmasked Estep Score: -7675507.000000 Penalty: 12816.566406 Iteration 4Q: 3 clusters Score -7675507 nChanged 1087 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17931 members Mstep: Class 2 contains 17048 members Entering Unmasked Estep Score: -7675828.500000 Penalty: 12816.566406 Iteration 5Q: 3 clusters Score -7675828 nChanged 913 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18046 members Mstep: Class 2 contains 16933 members Entering Unmasked Estep Score: -7676075.500000 Penalty: 12816.566406 Iteration 6Q: 3 clusters Score -7676076 nChanged 808 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18214 members Mstep: Class 2 contains 16765 members Entering Unmasked Estep Score: -7676296.000000 Penalty: 12816.566406 Iteration 7Q: 3 clusters Score -7676296 nChanged 778 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18412 members Mstep: Class 2 contains 16567 members Entering Unmasked Estep Score: -7676573.000000 Penalty: 12816.566406 Iteration 8Q: 3 clusters Score -7676573 nChanged 812 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18650 members Mstep: Class 2 contains 16329 members Entering Unmasked Estep Score: -7676838.500000 Penalty: 12816.566406 Iteration 9Q: 3 clusters Score -7676838 nChanged 905 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18939 members Mstep: Class 2 contains 16040 members Entering Unmasked Estep Score: -7677287.000000 Penalty: 12816.566406 Iteration 10Q: 3 clusters Score -7677287 nChanged 1024 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19265 members Mstep: Class 2 contains 15714 members Entering Unmasked Estep Score: -7677840.000000 Penalty: 12816.566406 Iteration 11Q: 3 clusters Score -7677840 nChanged 1147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19574 members Mstep: Class 2 contains 15405 members Entering Unmasked Estep Score: -7678552.500000 Penalty: 12816.566406 Iteration 12Q: 3 clusters Score -7678552 nChanged 1254 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19852 members Mstep: Class 2 contains 15127 members Entering Unmasked Estep Score: -7679342.500000 Penalty: 12816.566406 Iteration 13Q: 3 clusters Score -7679342 nChanged 1362 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20048 members Mstep: Class 2 contains 14931 members Entering Unmasked Estep Score: -7680291.000000 Penalty: 12816.566406 Iteration 14Q: 3 clusters Score -7680291 nChanged 1431 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20127 members Mstep: Class 2 contains 14852 members Entering Unmasked Estep Score: -7681247.500000 Penalty: 12816.566406 Iteration 15Q: 3 clusters Score -7681248 nChanged 1383 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19956 members Mstep: Class 2 contains 15023 members Entering Unmasked Estep Score: -7682080.500000 Penalty: 12816.566406 Iteration 16Q: 3 clusters Score -7682080 nChanged 1410 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19520 members Mstep: Class 2 contains 15459 members Entering Unmasked Estep Score: -7682855.500000 Penalty: 12816.566406 Iteration 17Q: 3 clusters Score -7682856 nChanged 1428 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18886 members Mstep: Class 2 contains 16093 members Entering Unmasked Estep Score: -7683594.500000 Penalty: 12816.566406 Iteration 18Q: 3 clusters Score -7683594 nChanged 1500 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17986 members Mstep: Class 2 contains 16993 members Entering Unmasked Estep Score: -7684497.000000 Penalty: 12816.566406 Iteration 19Q: 3 clusters Score -7684497 nChanged 1562 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16878 members Mstep: Class 2 contains 18101 members Entering Unmasked Estep Score: -7685446.000000 Penalty: 12816.566406 Iteration 20F: 3 clusters Score -7685446 nChanged 1570 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15658 members Mstep: Class 2 contains 19321 members Entering Unmasked Estep Score: -7686526.000000 Penalty: 12816.566406 Iteration 21Q: 3 clusters Score -7686526 nChanged 1475 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14443 members Mstep: Class 2 contains 20536 members Entering Unmasked Estep Score: -7687739.500000 Penalty: 12816.566406 Iteration 22Q: 3 clusters Score -7687740 nChanged 1301 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13344 members Mstep: Class 2 contains 21635 members Entering Unmasked Estep Score: -7688907.500000 Penalty: 12816.566406 Iteration 23Q: 3 clusters Score -7688908 nChanged 1099 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12401 members Mstep: Class 2 contains 22578 members Entering Unmasked Estep Score: -7690071.000000 Penalty: 12816.566406 Iteration 24Q: 3 clusters Score -7690071 nChanged 830 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11643 members Mstep: Class 2 contains 23336 members Entering Unmasked Estep Score: -7690746.500000 Penalty: 12816.566406 Iteration 25Q: 3 clusters Score -7690746 nChanged 589 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11092 members Mstep: Class 2 contains 23887 members Entering Unmasked Estep Score: -7691048.500000 Penalty: 12816.566406 Iteration 26Q: 3 clusters Score -7691048 nChanged 442 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10658 members Mstep: Class 2 contains 24321 members Entering Unmasked Estep Score: -7691233.500000 Penalty: 12816.566406 Iteration 27Q: 3 clusters Score -7691234 nChanged 293 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10369 members Mstep: Class 2 contains 24610 members Entering Unmasked Estep Score: -7691326.500000 Penalty: 12816.566406 Iteration 28Q: 3 clusters Score -7691326 nChanged 209 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10160 members Mstep: Class 2 contains 24819 members Entering Unmasked Estep Score: -7691381.000000 Penalty: 12816.566406 Iteration 29Q: 3 clusters Score -7691381 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10006 members Mstep: Class 2 contains 24973 members Entering Unmasked Estep Score: -7691416.000000 Penalty: 12816.566406 Iteration 30Q: 3 clusters Score -7691416 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9867 members Mstep: Class 2 contains 25112 members Entering Unmasked Estep Score: -7691475.500000 Penalty: 12816.566406 Iteration 31Q: 3 clusters Score -7691476 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9752 members Mstep: Class 2 contains 25227 members Entering Unmasked Estep Score: -7691504.500000 Penalty: 12816.566406 Iteration 32Q: 3 clusters Score -7691504 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9660 members Mstep: Class 2 contains 25319 members Entering Unmasked Estep Score: -7691525.000000 Penalty: 12816.566406 Iteration 33Q: 3 clusters Score -7691525 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9606 members Mstep: Class 2 contains 25373 members Entering Unmasked Estep Score: -7691535.000000 Penalty: 12816.566406 Iteration 34Q: 3 clusters Score -7691535 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9559 members Mstep: Class 2 contains 25420 members Entering Unmasked Estep Score: -7691531.500000 Penalty: 12816.566406 Iteration 35Q: 3 clusters Score -7691532 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9527 members Mstep: Class 2 contains 25452 members Entering Unmasked Estep Score: -7691536.500000 Penalty: 12816.566406 Iteration 36Q: 3 clusters Score -7691536 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9502 members Mstep: Class 2 contains 25477 members Entering Unmasked Estep Score: -7691550.000000 Penalty: 12816.566406 Iteration 37Q: 3 clusters Score -7691550 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9483 members Mstep: Class 2 contains 25496 members Entering Unmasked Estep Score: -7691554.000000 Penalty: 12816.566406 Iteration 38Q: 3 clusters Score -7691554 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9464 members Mstep: Class 2 contains 25515 members Entering Unmasked Estep Score: -7691562.000000 Penalty: 12816.566406 Iteration 39Q: 3 clusters Score -7691562 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9446 members Mstep: Class 2 contains 25533 members Entering Unmasked Estep Score: -7691569.500000 Penalty: 12816.566406 Iteration 40F: 3 clusters Score -7691570 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9435 members Mstep: Class 2 contains 25544 members Entering Unmasked Estep Score: -7691576.500000 Penalty: 12816.566406 Iteration 41Q: 3 clusters Score -7691576 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9421 members Mstep: Class 2 contains 25558 members Entering Unmasked Estep Score: -7691581.000000 Penalty: 12816.566406 Iteration 42Q: 3 clusters Score -7691581 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9407 members Mstep: Class 2 contains 25572 members Entering Unmasked Estep Score: -7691582.000000 Penalty: 12816.566406 Iteration 43Q: 3 clusters Score -7691582 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9388 members Mstep: Class 2 contains 25591 members Entering Unmasked Estep Score: -7691583.500000 Penalty: 12816.566406 Iteration 44Q: 3 clusters Score -7691584 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9372 members Mstep: Class 2 contains 25607 members Entering Unmasked Estep Score: -7691590.000000 Penalty: 12816.566406 Iteration 45Q: 3 clusters Score -7691590 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9364 members Mstep: Class 2 contains 25615 members Entering Unmasked Estep Score: -7691580.500000 Penalty: 12816.566406 Iteration 46Q: 3 clusters Score -7691580 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9356 members Mstep: Class 2 contains 25623 members Entering Unmasked Estep Score: -7691582.000000 Penalty: 12816.566406 Iteration 47Q: 3 clusters Score -7691582 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9350 members Mstep: Class 2 contains 25629 members Entering Unmasked Estep Score: -7691587.500000 Penalty: 12816.566406 Iteration 48Q: 3 clusters Score -7691588 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9345 members Mstep: Class 2 contains 25634 members Entering Unmasked Estep Score: -7691584.000000 Penalty: 12816.566406 Iteration 49Q: 3 clusters Score -7691584 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9341 members Mstep: Class 2 contains 25638 members Entering Unmasked Estep Score: -7691582.500000 Penalty: 12816.566406 Iteration 50Q: 3 clusters Score -7691582 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9338 members Mstep: Class 2 contains 25641 members Entering Unmasked Estep Score: -7691589.000000 Penalty: 12816.566406 Iteration 51Q: 3 clusters Score -7691589 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9331 members Mstep: Class 2 contains 25648 members Entering Unmasked Estep Score: -7691589.000000 Penalty: 12816.566406 Iteration 52Q: 3 clusters Score -7691589 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9325 members Mstep: Class 2 contains 25654 members Entering Unmasked Estep Score: -7691588.500000 Penalty: 12816.566406 Iteration 53Q: 3 clusters Score -7691588 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9319 members Mstep: Class 2 contains 25660 members Entering Unmasked Estep Score: -7691593.500000 Penalty: 12816.566406 Iteration 54Q: 3 clusters Score -7691594 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9312 members Mstep: Class 2 contains 25667 members Entering Unmasked Estep Score: -7691592.000000 Penalty: 12816.566406 Iteration 55Q: 3 clusters Score -7691592 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9307 members Mstep: Class 2 contains 25672 members Entering Unmasked Estep Score: -7691592.000000 Penalty: 12816.566406 Iteration 56Q: 3 clusters Score -7691592 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9304 members Mstep: Class 2 contains 25675 members Entering Unmasked Estep Score: -7691596.500000 Penalty: 12816.566406 Iteration 57Q: 3 clusters Score -7691596 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9303 members Mstep: Class 2 contains 25676 members Entering Unmasked Estep Score: -7691591.500000 Penalty: 12816.566406 Iteration 58Q: 3 clusters Score -7691592 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9302 members Mstep: Class 2 contains 25677 members Entering Unmasked Estep Score: -7691591.000000 Penalty: 12816.566406 Iteration 59Q: 3 clusters Score -7691591 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9302 members Mstep: Class 2 contains 25677 members Entering Unmasked Estep Score: -7691591.000000 Penalty: 12816.566406 Iteration 60F: 3 clusters Score -7691591 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (47881 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47881 members Entering Unmasked Estep Score: -10564867.000000 Penalty: 6600.590332 Iteration 0F: 2 clusters Score -1.056487e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23949 members Mstep: Class 2 contains 23932 members Entering Unmasked Estep Score: -10530629.000000 Penalty: 13201.180664 Iteration 0F: 3 clusters Score -1.053063e+07 nChanged 20966 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24017 members Mstep: Class 2 contains 23864 members Entering Unmasked Estep Score: -10541675.000000 Penalty: 13201.180664 Iteration 1F: 3 clusters Score -1.054168e+07 nChanged 2401 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24124 members Mstep: Class 2 contains 23757 members Entering Unmasked Estep Score: -10542500.000000 Penalty: 13201.180664 Iteration 2F: 3 clusters Score -1.05425e+07 nChanged 2060 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24356 members Mstep: Class 2 contains 23525 members Entering Unmasked Estep Score: -10543235.000000 Penalty: 13201.180664 Iteration 3Q: 3 clusters Score -1.054324e+07 nChanged 1897 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24739 members Mstep: Class 2 contains 23142 members Entering Unmasked Estep Score: -10543851.000000 Penalty: 13201.180664 Iteration 4Q: 3 clusters Score -1.054385e+07 nChanged 1788 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25267 members Mstep: Class 2 contains 22614 members Entering Unmasked Estep Score: -10544436.000000 Penalty: 13201.180664 Iteration 5Q: 3 clusters Score -1.054444e+07 nChanged 1798 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25989 members Mstep: Class 2 contains 21892 members Entering Unmasked Estep Score: -10545241.000000 Penalty: 13201.180664 Iteration 6Q: 3 clusters Score -1.054524e+07 nChanged 2062 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26897 members Mstep: Class 2 contains 20984 members Entering Unmasked Estep Score: -10546255.000000 Penalty: 13201.180664 Iteration 7Q: 3 clusters Score -1.054626e+07 nChanged 2299 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28004 members Mstep: Class 2 contains 19877 members Entering Unmasked Estep Score: -10547483.000000 Penalty: 13201.180664 Iteration 8Q: 3 clusters Score -1.054748e+07 nChanged 2393 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29191 members Mstep: Class 2 contains 18690 members Entering Unmasked Estep Score: -10548800.000000 Penalty: 13201.180664 Iteration 9Q: 3 clusters Score -1.05488e+07 nChanged 2461 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30290 members Mstep: Class 2 contains 17591 members Entering Unmasked Estep Score: -10550247.000000 Penalty: 13201.180664 Iteration 10F: 3 clusters Score -1.055025e+07 nChanged 2439 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31201 members Mstep: Class 2 contains 16680 members Entering Unmasked Estep Score: -10551814.000000 Penalty: 13201.180664 Iteration 11F: 3 clusters Score -1.055181e+07 nChanged 2386 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31939 members Mstep: Class 2 contains 15942 members Entering Unmasked Estep Score: -10553488.000000 Penalty: 13201.180664 Iteration 12Q: 3 clusters Score -1.055349e+07 nChanged 2350 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32373 members Mstep: Class 2 contains 15508 members Entering Unmasked Estep Score: -10555422.000000 Penalty: 13201.180664 Iteration 13Q: 3 clusters Score -1.055542e+07 nChanged 2316 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32467 members Mstep: Class 2 contains 15414 members Entering Unmasked Estep Score: -10557610.000000 Penalty: 13201.180664 Iteration 14Q: 3 clusters Score -1.055761e+07 nChanged 2278 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32417 members Mstep: Class 2 contains 15464 members Entering Unmasked Estep Score: -10560035.000000 Penalty: 13201.180664 Iteration 15Q: 3 clusters Score -1.056004e+07 nChanged 1981 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32542 members Mstep: Class 2 contains 15339 members Entering Unmasked Estep Score: -10561976.000000 Penalty: 13201.180664 Iteration 16Q: 3 clusters Score -1.056198e+07 nChanged 1490 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32890 members Mstep: Class 2 contains 14991 members Entering Unmasked Estep Score: -10563241.000000 Penalty: 13201.180664 Iteration 17Q: 3 clusters Score -1.056324e+07 nChanged 1046 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33394 members Mstep: Class 2 contains 14487 members Entering Unmasked Estep Score: -10564141.000000 Penalty: 13201.180664 Iteration 18Q: 3 clusters Score -1.056414e+07 nChanged 694 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33926 members Mstep: Class 2 contains 13955 members Entering Unmasked Estep Score: -10564802.000000 Penalty: 13201.180664 Iteration 19Q: 3 clusters Score -1.05648e+07 nChanged 579 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34429 members Mstep: Class 2 contains 13452 members Entering Unmasked Estep Score: -10565264.000000 Penalty: 13201.180664 Iteration 20F: 3 clusters Score -1.056526e+07 nChanged 480 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34877 members Mstep: Class 2 contains 13004 members Entering Unmasked Estep Score: -10565614.000000 Penalty: 13201.180664 Iteration 21Q: 3 clusters Score -1.056561e+07 nChanged 367 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35230 members Mstep: Class 2 contains 12651 members Entering Unmasked Estep Score: -10565812.000000 Penalty: 13201.180664 Iteration 22Q: 3 clusters Score -1.056581e+07 nChanged 303 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35523 members Mstep: Class 2 contains 12358 members Entering Unmasked Estep Score: -10565894.000000 Penalty: 13201.180664 Iteration 23Q: 3 clusters Score -1.056589e+07 nChanged 232 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35755 members Mstep: Class 2 contains 12126 members Entering Unmasked Estep Score: -10565927.000000 Penalty: 13201.180664 Iteration 24Q: 3 clusters Score -1.056593e+07 nChanged 178 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35933 members Mstep: Class 2 contains 11948 members Entering Unmasked Estep Score: -10565999.000000 Penalty: 13201.180664 Iteration 25Q: 3 clusters Score -1.0566e+07 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36062 members Mstep: Class 2 contains 11819 members Entering Unmasked Estep Score: -10566042.000000 Penalty: 13201.180664 Iteration 26Q: 3 clusters Score -1.056604e+07 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36161 members Mstep: Class 2 contains 11720 members Entering Unmasked Estep Score: -10566028.000000 Penalty: 13201.180664 Iteration 27Q: 3 clusters Score -1.056603e+07 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36239 members Mstep: Class 2 contains 11642 members Entering Unmasked Estep Score: -10566068.000000 Penalty: 13201.180664 Iteration 28Q: 3 clusters Score -1.056607e+07 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36300 members Mstep: Class 2 contains 11581 members Entering Unmasked Estep Score: -10566086.000000 Penalty: 13201.180664 Iteration 29Q: 3 clusters Score -1.056609e+07 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36339 members Mstep: Class 2 contains 11542 members Entering Unmasked Estep Score: -10566080.000000 Penalty: 13201.180664 Iteration 30Q: 3 clusters Score -1.056608e+07 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36368 members Mstep: Class 2 contains 11513 members Entering Unmasked Estep Score: -10566089.000000 Penalty: 13201.180664 Iteration 31Q: 3 clusters Score -1.056609e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36385 members Mstep: Class 2 contains 11496 members Entering Unmasked Estep Score: -10566098.000000 Penalty: 13201.180664 Iteration 32Q: 3 clusters Score -1.05661e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36399 members Mstep: Class 2 contains 11482 members Entering Unmasked Estep Score: -10566100.000000 Penalty: 13201.180664 Iteration 33Q: 3 clusters Score -1.05661e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36409 members Mstep: Class 2 contains 11472 members Entering Unmasked Estep Score: -10566098.000000 Penalty: 13201.180664 Iteration 34Q: 3 clusters Score -1.05661e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36413 members Mstep: Class 2 contains 11468 members Entering Unmasked Estep Score: -10566092.000000 Penalty: 13201.180664 Iteration 35Q: 3 clusters Score -1.056609e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36414 members Mstep: Class 2 contains 11467 members Entering Unmasked Estep Score: -10566092.000000 Penalty: 13201.180664 Iteration 36Q: 3 clusters Score -1.056609e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36415 members Mstep: Class 2 contains 11466 members Entering Unmasked Estep Score: -10566090.000000 Penalty: 13201.180664 Iteration 37Q: 3 clusters Score -1.056609e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36416 members Mstep: Class 2 contains 11465 members Entering Unmasked Estep Score: -10566086.000000 Penalty: 13201.180664 Iteration 38Q: 3 clusters Score -1.056609e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36416 members Mstep: Class 2 contains 11465 members Entering Unmasked Estep Score: -10566086.000000 Penalty: 13201.180664 Iteration 39F: 3 clusters Score -1.056609e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 58 members Mstep: Class 1 contains 159374 members Mstep: Class 2 contains 10062 members Mstep: Class 3 contains 157606 members Mstep: Class 4 contains 34979 members Mstep: Class 5 contains 36416 members Mstep: Class 6 contains 11465 members Mstep: Class 7 contains 4795 members Mstep: Class 8 contains 28530 members Mstep: Class 10 contains 1832 members Mstep: Class 12 contains 143379 members Mstep: Class 14 contains 2056 members Mstep: Class 15 contains 1490 members Mstep: Class 16 contains 49197 members Mstep: Class 18 contains 13321 members Mstep: Class 19 contains 23713 members Mstep: Class 20 contains 765 members Entering Unmasked Estep Score: -147542144.000000 Penalty: 131598.640625 Splitting cluster 5 changes total score from -147542800.000000 to -147542144.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 7 (4795 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4795 members Entering Unmasked Estep Score: -1046618.312500 Penalty: 5191.139160 Iteration 0F: 2 clusters Score -1046618 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2373 members Mstep: Class 2 contains 2422 members Entering Unmasked Estep Score: -1039687.062500 Penalty: 10382.278320 Iteration 0F: 3 clusters Score -1039687 nChanged 1507 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2332 members Mstep: Class 2 contains 2463 members Entering Unmasked Estep Score: -1040803.250000 Penalty: 10382.278320 Iteration 1F: 3 clusters Score -1040803 nChanged 332 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2292 members Mstep: Class 2 contains 2503 members Entering Unmasked Estep Score: -1041071.187500 Penalty: 10382.278320 Iteration 2F: 3 clusters Score -1041071 nChanged 188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2230 members Mstep: Class 2 contains 2565 members Entering Unmasked Estep Score: -1041224.312500 Penalty: 10382.278320 Iteration 3Q: 3 clusters Score -1041224 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2191 members Mstep: Class 2 contains 2604 members Entering Unmasked Estep Score: -1041313.625000 Penalty: 10382.278320 Iteration 4Q: 3 clusters Score -1041314 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2159 members Mstep: Class 2 contains 2636 members Entering Unmasked Estep Score: -1041371.687500 Penalty: 10382.278320 Iteration 5Q: 3 clusters Score -1041372 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2135 members Mstep: Class 2 contains 2660 members Entering Unmasked Estep Score: -1041406.125000 Penalty: 10382.278320 Iteration 6Q: 3 clusters Score -1041406 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2125 members Mstep: Class 2 contains 2670 members Entering Unmasked Estep Score: -1041435.125000 Penalty: 10382.278320 Iteration 7Q: 3 clusters Score -1041435 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2119 members Mstep: Class 2 contains 2676 members Entering Unmasked Estep Score: -1041455.687500 Penalty: 10382.278320 Iteration 8Q: 3 clusters Score -1041456 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2121 members Mstep: Class 2 contains 2674 members Entering Unmasked Estep Score: -1041485.625000 Penalty: 10382.278320 Iteration 9Q: 3 clusters Score -1041486 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2121 members Mstep: Class 2 contains 2674 members Entering Unmasked Estep Score: -1041510.687500 Penalty: 10382.278320 Iteration 10Q: 3 clusters Score -1041511 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2117 members Mstep: Class 2 contains 2678 members Entering Unmasked Estep Score: -1041533.750000 Penalty: 10382.278320 Iteration 11Q: 3 clusters Score -1041534 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2110 members Mstep: Class 2 contains 2685 members Entering Unmasked Estep Score: -1041546.062500 Penalty: 10382.278320 Iteration 12Q: 3 clusters Score -1041546 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2109 members Mstep: Class 2 contains 2686 members Entering Unmasked Estep Score: -1041559.687500 Penalty: 10382.278320 Iteration 13Q: 3 clusters Score -1041560 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2100 members Mstep: Class 2 contains 2695 members Entering Unmasked Estep Score: -1041569.000000 Penalty: 10382.278320 Iteration 14Q: 3 clusters Score -1041569 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2090 members Mstep: Class 2 contains 2705 members Entering Unmasked Estep Score: -1041590.875000 Penalty: 10382.278320 Iteration 15Q: 3 clusters Score -1041591 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2084 members Mstep: Class 2 contains 2711 members Entering Unmasked Estep Score: -1041608.500000 Penalty: 10382.278320 Iteration 16Q: 3 clusters Score -1041608 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2074 members Mstep: Class 2 contains 2721 members Entering Unmasked Estep Score: -1041621.250000 Penalty: 10382.278320 Iteration 17Q: 3 clusters Score -1041621 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2075 members Mstep: Class 2 contains 2720 members Entering Unmasked Estep Score: -1041633.375000 Penalty: 10382.278320 Iteration 18Q: 3 clusters Score -1041633 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2070 members Mstep: Class 2 contains 2725 members Entering Unmasked Estep Score: -1041643.750000 Penalty: 10382.278320 Iteration 19Q: 3 clusters Score -1041644 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2071 members Mstep: Class 2 contains 2724 members Entering Unmasked Estep Score: -1041649.687500 Penalty: 10382.278320 Iteration 20F: 3 clusters Score -1041650 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2073 members Mstep: Class 2 contains 2722 members Entering Unmasked Estep Score: -1041654.375000 Penalty: 10382.278320 Iteration 21Q: 3 clusters Score -1041654 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2075 members Mstep: Class 2 contains 2720 members Entering Unmasked Estep Score: -1041660.250000 Penalty: 10382.278320 Iteration 22Q: 3 clusters Score -1041660 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2073 members Mstep: Class 2 contains 2722 members Entering Unmasked Estep Score: -1041663.250000 Penalty: 10382.278320 Iteration 23Q: 3 clusters Score -1041663 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2070 members Mstep: Class 2 contains 2725 members Entering Unmasked Estep Score: -1041668.625000 Penalty: 10382.278320 Iteration 24Q: 3 clusters Score -1041669 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2068 members Mstep: Class 2 contains 2727 members Entering Unmasked Estep Score: -1041671.562500 Penalty: 10382.278320 Iteration 25Q: 3 clusters Score -1041672 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2070 members Mstep: Class 2 contains 2725 members Entering Unmasked Estep Score: -1041674.250000 Penalty: 10382.278320 Iteration 26Q: 3 clusters Score -1041674 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2068 members Mstep: Class 2 contains 2727 members Entering Unmasked Estep Score: -1041676.250000 Penalty: 10382.278320 Iteration 27Q: 3 clusters Score -1041676 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2065 members Mstep: Class 2 contains 2730 members Entering Unmasked Estep Score: -1041679.562500 Penalty: 10382.278320 Iteration 28Q: 3 clusters Score -1041680 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2063 members Mstep: Class 2 contains 2732 members Entering Unmasked Estep Score: -1041682.625000 Penalty: 10382.278320 Iteration 29Q: 3 clusters Score -1041683 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2061 members Mstep: Class 2 contains 2734 members Entering Unmasked Estep Score: -1041686.750000 Penalty: 10382.278320 Iteration 30Q: 3 clusters Score -1041687 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2058 members Mstep: Class 2 contains 2737 members Entering Unmasked Estep Score: -1041693.250000 Penalty: 10382.278320 Iteration 31Q: 3 clusters Score -1041693 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2056 members Mstep: Class 2 contains 2739 members Entering Unmasked Estep Score: -1041696.437500 Penalty: 10382.278320 Iteration 32Q: 3 clusters Score -1041696 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2056 members Mstep: Class 2 contains 2739 members Entering Unmasked Estep Score: -1041698.687500 Penalty: 10382.278320 Iteration 33Q: 3 clusters Score -1041699 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2056 members Mstep: Class 2 contains 2739 members Entering Unmasked Estep Score: -1041700.125000 Penalty: 10382.278320 Iteration 34Q: 3 clusters Score -1041700 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2055 members Mstep: Class 2 contains 2740 members Entering Unmasked Estep Score: -1041701.125000 Penalty: 10382.278320 Iteration 35Q: 3 clusters Score -1041701 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2053 members Mstep: Class 2 contains 2742 members Entering Unmasked Estep Score: -1041704.437500 Penalty: 10382.278320 Iteration 36Q: 3 clusters Score -1041704 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2050 members Mstep: Class 2 contains 2745 members Entering Unmasked Estep Score: -1041703.625000 Penalty: 10382.278320 Iteration 37Q: 3 clusters Score -1041704 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2046 members Mstep: Class 2 contains 2749 members Entering Unmasked Estep Score: -1041706.250000 Penalty: 10382.278320 Iteration 38Q: 3 clusters Score -1041706 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2044 members Mstep: Class 2 contains 2751 members Entering Unmasked Estep Score: -1041705.312500 Penalty: 10382.278320 Iteration 39Q: 3 clusters Score -1041705 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2040 members Mstep: Class 2 contains 2755 members Entering Unmasked Estep Score: -1041711.187500 Penalty: 10382.278320 Iteration 40F: 3 clusters Score -1041711 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2038 members Mstep: Class 2 contains 2757 members Entering Unmasked Estep Score: -1041712.375000 Penalty: 10382.278320 Iteration 41Q: 3 clusters Score -1041712 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2036 members Mstep: Class 2 contains 2759 members Entering Unmasked Estep Score: -1041711.687500 Penalty: 10382.278320 Iteration 42Q: 3 clusters Score -1041712 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2035 members Mstep: Class 2 contains 2760 members Entering Unmasked Estep Score: -1041712.187500 Penalty: 10382.278320 Iteration 43Q: 3 clusters Score -1041712 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2035 members Mstep: Class 2 contains 2760 members Entering Unmasked Estep Score: -1041712.187500 Penalty: 10382.278320 Iteration 44F: 3 clusters Score -1041712 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (28530 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28530 members Entering Unmasked Estep Score: -6009529.500000 Penalty: 6283.460938 Iteration 0F: 2 clusters Score -6009530 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14259 members Mstep: Class 2 contains 14271 members Entering Unmasked Estep Score: -5987551.000000 Penalty: 12566.921875 Iteration 0F: 3 clusters Score -5987551 nChanged 11968 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14151 members Mstep: Class 2 contains 14379 members Entering Unmasked Estep Score: -5993901.500000 Penalty: 12566.921875 Iteration 1F: 3 clusters Score -5993902 nChanged 1854 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14029 members Mstep: Class 2 contains 14501 members Entering Unmasked Estep Score: -5994675.000000 Penalty: 12566.921875 Iteration 2F: 3 clusters Score -5994675 nChanged 1427 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13860 members Mstep: Class 2 contains 14670 members Entering Unmasked Estep Score: -5995209.500000 Penalty: 12566.921875 Iteration 3F: 3 clusters Score -5995210 nChanged 1056 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13686 members Mstep: Class 2 contains 14844 members Entering Unmasked Estep Score: -5995590.500000 Penalty: 12566.921875 Iteration 4Q: 3 clusters Score -5995590 nChanged 937 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13515 members Mstep: Class 2 contains 15015 members Entering Unmasked Estep Score: -5995908.000000 Penalty: 12566.921875 Iteration 5Q: 3 clusters Score -5995908 nChanged 800 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13285 members Mstep: Class 2 contains 15245 members Entering Unmasked Estep Score: -5996179.500000 Penalty: 12566.921875 Iteration 6Q: 3 clusters Score -5996180 nChanged 758 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12961 members Mstep: Class 2 contains 15569 members Entering Unmasked Estep Score: -5996462.500000 Penalty: 12566.921875 Iteration 7Q: 3 clusters Score -5996462 nChanged 816 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12569 members Mstep: Class 2 contains 15961 members Entering Unmasked Estep Score: -5996820.000000 Penalty: 12566.921875 Iteration 8Q: 3 clusters Score -5996820 nChanged 864 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12107 members Mstep: Class 2 contains 16423 members Entering Unmasked Estep Score: -5997188.500000 Penalty: 12566.921875 Iteration 9Q: 3 clusters Score -5997188 nChanged 917 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11570 members Mstep: Class 2 contains 16960 members Entering Unmasked Estep Score: -5997637.500000 Penalty: 12566.921875 Iteration 10Q: 3 clusters Score -5997638 nChanged 1043 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10923 members Mstep: Class 2 contains 17607 members Entering Unmasked Estep Score: -5998243.000000 Penalty: 12566.921875 Iteration 11Q: 3 clusters Score -5998243 nChanged 1184 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10145 members Mstep: Class 2 contains 18385 members Entering Unmasked Estep Score: -5998958.000000 Penalty: 12566.921875 Iteration 12Q: 3 clusters Score -5998958 nChanged 1220 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9323 members Mstep: Class 2 contains 19207 members Entering Unmasked Estep Score: -5999681.000000 Penalty: 12566.921875 Iteration 13Q: 3 clusters Score -5999681 nChanged 1162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8509 members Mstep: Class 2 contains 20021 members Entering Unmasked Estep Score: -6000381.000000 Penalty: 12566.921875 Iteration 14Q: 3 clusters Score -6000381 nChanged 1113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7668 members Mstep: Class 2 contains 20862 members Entering Unmasked Estep Score: -6001126.500000 Penalty: 12566.921875 Iteration 15Q: 3 clusters Score -6001126 nChanged 1011 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6857 members Mstep: Class 2 contains 21673 members Entering Unmasked Estep Score: -6001827.500000 Penalty: 12566.921875 Iteration 16Q: 3 clusters Score -6001828 nChanged 881 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6148 members Mstep: Class 2 contains 22382 members Entering Unmasked Estep Score: -6002458.000000 Penalty: 12566.921875 Iteration 17Q: 3 clusters Score -6002458 nChanged 765 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5519 members Mstep: Class 2 contains 23011 members Entering Unmasked Estep Score: -6002999.000000 Penalty: 12566.921875 Iteration 18Q: 3 clusters Score -6002999 nChanged 609 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5026 members Mstep: Class 2 contains 23504 members Entering Unmasked Estep Score: -6003435.000000 Penalty: 12566.921875 Iteration 19Q: 3 clusters Score -6003435 nChanged 496 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4600 members Mstep: Class 2 contains 23930 members Entering Unmasked Estep Score: -6003807.500000 Penalty: 12566.921875 Iteration 20F: 3 clusters Score -6003808 nChanged 404 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4260 members Mstep: Class 2 contains 24270 members Entering Unmasked Estep Score: -6004106.000000 Penalty: 12566.921875 Iteration 21Q: 3 clusters Score -6004106 nChanged 326 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4002 members Mstep: Class 2 contains 24528 members Entering Unmasked Estep Score: -6004352.000000 Penalty: 12566.921875 Iteration 22Q: 3 clusters Score -6004352 nChanged 267 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3809 members Mstep: Class 2 contains 24721 members Entering Unmasked Estep Score: -6004540.500000 Penalty: 12566.921875 Iteration 23Q: 3 clusters Score -6004540 nChanged 234 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3659 members Mstep: Class 2 contains 24871 members Entering Unmasked Estep Score: -6004701.500000 Penalty: 12566.921875 Iteration 24Q: 3 clusters Score -6004702 nChanged 209 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3514 members Mstep: Class 2 contains 25016 members Entering Unmasked Estep Score: -6004822.000000 Penalty: 12566.921875 Iteration 25Q: 3 clusters Score -6004822 nChanged 189 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3383 members Mstep: Class 2 contains 25147 members Entering Unmasked Estep Score: -6004947.000000 Penalty: 12566.921875 Iteration 26Q: 3 clusters Score -6004947 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3293 members Mstep: Class 2 contains 25237 members Entering Unmasked Estep Score: -6005026.000000 Penalty: 12566.921875 Iteration 27Q: 3 clusters Score -6005026 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3216 members Mstep: Class 2 contains 25314 members Entering Unmasked Estep Score: -6005081.000000 Penalty: 12566.921875 Iteration 28Q: 3 clusters Score -6005081 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3170 members Mstep: Class 2 contains 25360 members Entering Unmasked Estep Score: -6005109.500000 Penalty: 12566.921875 Iteration 29Q: 3 clusters Score -6005110 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3132 members Mstep: Class 2 contains 25398 members Entering Unmasked Estep Score: -6005111.000000 Penalty: 12566.921875 Iteration 30Q: 3 clusters Score -6005111 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3093 members Mstep: Class 2 contains 25437 members Entering Unmasked Estep Score: -6005134.500000 Penalty: 12566.921875 Iteration 31Q: 3 clusters Score -6005134 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3065 members Mstep: Class 2 contains 25465 members Entering Unmasked Estep Score: -6005151.000000 Penalty: 12566.921875 Iteration 32Q: 3 clusters Score -6005151 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3038 members Mstep: Class 2 contains 25492 members Entering Unmasked Estep Score: -6005172.500000 Penalty: 12566.921875 Iteration 33Q: 3 clusters Score -6005172 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3023 members Mstep: Class 2 contains 25507 members Entering Unmasked Estep Score: -6005181.500000 Penalty: 12566.921875 Iteration 34Q: 3 clusters Score -6005182 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3001 members Mstep: Class 2 contains 25529 members Entering Unmasked Estep Score: -6005183.500000 Penalty: 12566.921875 Iteration 35Q: 3 clusters Score -6005184 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2982 members Mstep: Class 2 contains 25548 members Entering Unmasked Estep Score: -6005194.500000 Penalty: 12566.921875 Iteration 36Q: 3 clusters Score -6005194 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2972 members Mstep: Class 2 contains 25558 members Entering Unmasked Estep Score: -6005203.000000 Penalty: 12566.921875 Iteration 37Q: 3 clusters Score -6005203 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2964 members Mstep: Class 2 contains 25566 members Entering Unmasked Estep Score: -6005206.500000 Penalty: 12566.921875 Iteration 38Q: 3 clusters Score -6005206 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2960 members Mstep: Class 2 contains 25570 members Entering Unmasked Estep Score: -6005197.000000 Penalty: 12566.921875 Iteration 39Q: 3 clusters Score -6005197 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2956 members Mstep: Class 2 contains 25574 members Entering Unmasked Estep Score: -6005205.500000 Penalty: 12566.921875 Iteration 40F: 3 clusters Score -6005206 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2951 members Mstep: Class 2 contains 25579 members Entering Unmasked Estep Score: -6005205.500000 Penalty: 12566.921875 Iteration 41Q: 3 clusters Score -6005206 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2950 members Mstep: Class 2 contains 25580 members Entering Unmasked Estep Score: -6005208.500000 Penalty: 12566.921875 Iteration 42Q: 3 clusters Score -6005208 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2948 members Mstep: Class 2 contains 25582 members Entering Unmasked Estep Score: -6005209.500000 Penalty: 12566.921875 Iteration 43Q: 3 clusters Score -6005210 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2945 members Mstep: Class 2 contains 25585 members Entering Unmasked Estep Score: -6005222.500000 Penalty: 12566.921875 Iteration 44Q: 3 clusters Score -6005222 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2943 members Mstep: Class 2 contains 25587 members Entering Unmasked Estep Score: -6005212.500000 Penalty: 12566.921875 Iteration 45Q: 3 clusters Score -6005212 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2940 members Mstep: Class 2 contains 25590 members Entering Unmasked Estep Score: -6005214.500000 Penalty: 12566.921875 Iteration 46Q: 3 clusters Score -6005214 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2935 members Mstep: Class 2 contains 25595 members Entering Unmasked Estep Score: -6005215.500000 Penalty: 12566.921875 Iteration 47Q: 3 clusters Score -6005216 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2932 members Mstep: Class 2 contains 25598 members Entering Unmasked Estep Score: -6005215.000000 Penalty: 12566.921875 Iteration 48Q: 3 clusters Score -6005215 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2926 members Mstep: Class 2 contains 25604 members Entering Unmasked Estep Score: -6005220.000000 Penalty: 12566.921875 Iteration 49Q: 3 clusters Score -6005220 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2925 members Mstep: Class 2 contains 25605 members Entering Unmasked Estep Score: -6005219.000000 Penalty: 12566.921875 Iteration 50Q: 3 clusters Score -6005219 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2924 members Mstep: Class 2 contains 25606 members Entering Unmasked Estep Score: -6005218.000000 Penalty: 12566.921875 Iteration 51Q: 3 clusters Score -6005218 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2923 members Mstep: Class 2 contains 25607 members Entering Unmasked Estep Score: -6005219.500000 Penalty: 12566.921875 Iteration 52Q: 3 clusters Score -6005220 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2923 members Mstep: Class 2 contains 25607 members Entering Unmasked Estep Score: -6005219.500000 Penalty: 12566.921875 Iteration 53F: 3 clusters Score -6005220 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (1832 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1832 members Entering Unmasked Estep Score: -274785.500000 Penalty: 4601.812500 Iteration 0F: 2 clusters Score -274785.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 950 members Mstep: Class 2 contains 882 members Entering Unmasked Estep Score: -270991.156250 Penalty: 9203.625000 Iteration 0F: 3 clusters Score -270991.2 nChanged 590 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1176 members Mstep: Class 2 contains 656 members Entering Unmasked Estep Score: -275855.250000 Penalty: 9203.625000 Iteration 1F: 3 clusters Score -275855.2 nChanged 386 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1364 members Mstep: Class 2 contains 468 members Entering Unmasked Estep Score: -284444.062500 Penalty: 9203.625000 Iteration 2F: 3 clusters Score -284444.1 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1302 members Mstep: Class 2 contains 530 members Entering Unmasked Estep Score: -290847.718750 Penalty: 9203.625000 Iteration 3F: 3 clusters Score -290847.7 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1229 members Mstep: Class 2 contains 603 members Entering Unmasked Estep Score: -293007.781250 Penalty: 9203.625000 Iteration 4F: 3 clusters Score -293007.8 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1186 members Mstep: Class 2 contains 646 members Entering Unmasked Estep Score: -293975.437500 Penalty: 9203.625000 Iteration 5Q: 3 clusters Score -293975.4 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1137 members Mstep: Class 2 contains 695 members Entering Unmasked Estep Score: -294594.656250 Penalty: 9203.625000 Iteration 6Q: 3 clusters Score -294594.7 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1100 members Mstep: Class 2 contains 732 members Entering Unmasked Estep Score: -294923.531250 Penalty: 9203.625000 Iteration 7Q: 3 clusters Score -294923.5 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1077 members Mstep: Class 2 contains 755 members Entering Unmasked Estep Score: -295092.656250 Penalty: 9203.625000 Iteration 8Q: 3 clusters Score -295092.7 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1056 members Mstep: Class 2 contains 776 members Entering Unmasked Estep Score: -295221.718750 Penalty: 9203.625000 Iteration 9Q: 3 clusters Score -295221.7 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1044 members Mstep: Class 2 contains 788 members Entering Unmasked Estep Score: -295286.750000 Penalty: 9203.625000 Iteration 10Q: 3 clusters Score -295286.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1034 members Mstep: Class 2 contains 798 members Entering Unmasked Estep Score: -295349.875000 Penalty: 9203.625000 Iteration 11Q: 3 clusters Score -295349.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1023 members Mstep: Class 2 contains 809 members Entering Unmasked Estep Score: -295421.906250 Penalty: 9203.625000 Iteration 12Q: 3 clusters Score -295421.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1015 members Mstep: Class 2 contains 817 members Entering Unmasked Estep Score: -295466.250000 Penalty: 9203.625000 Iteration 13Q: 3 clusters Score -295466.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1005 members Mstep: Class 2 contains 827 members Entering Unmasked Estep Score: -295525.000000 Penalty: 9203.625000 Iteration 14Q: 3 clusters Score -295525 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 995 members Mstep: Class 2 contains 837 members Entering Unmasked Estep Score: -295611.375000 Penalty: 9203.625000 Iteration 15Q: 3 clusters Score -295611.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 984 members Mstep: Class 2 contains 848 members Entering Unmasked Estep Score: -295765.812500 Penalty: 9203.625000 Iteration 16Q: 3 clusters Score -295765.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 973 members Mstep: Class 2 contains 859 members Entering Unmasked Estep Score: -295948.875000 Penalty: 9203.625000 Iteration 17Q: 3 clusters Score -295948.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 962 members Mstep: Class 2 contains 870 members Entering Unmasked Estep Score: -296116.375000 Penalty: 9203.625000 Iteration 18Q: 3 clusters Score -296116.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 952 members Mstep: Class 2 contains 880 members Entering Unmasked Estep Score: -296218.187500 Penalty: 9203.625000 Iteration 19Q: 3 clusters Score -296218.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 943 members Mstep: Class 2 contains 889 members Entering Unmasked Estep Score: -296314.375000 Penalty: 9203.625000 Iteration 20F: 3 clusters Score -296314.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 936 members Mstep: Class 2 contains 896 members Entering Unmasked Estep Score: -296420.843750 Penalty: 9203.625000 Iteration 21Q: 3 clusters Score -296420.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 933 members Mstep: Class 2 contains 899 members Entering Unmasked Estep Score: -296449.843750 Penalty: 9203.625000 Iteration 22Q: 3 clusters Score -296449.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 928 members Mstep: Class 2 contains 904 members Entering Unmasked Estep Score: -296526.812500 Penalty: 9203.625000 Iteration 23Q: 3 clusters Score -296526.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 923 members Mstep: Class 2 contains 909 members Entering Unmasked Estep Score: -296609.781250 Penalty: 9203.625000 Iteration 24Q: 3 clusters Score -296609.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 922 members Mstep: Class 2 contains 910 members Entering Unmasked Estep Score: -296617.656250 Penalty: 9203.625000 Iteration 25Q: 3 clusters Score -296617.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 922 members Mstep: Class 2 contains 910 members Entering Unmasked Estep Score: -296617.656250 Penalty: 9203.625000 Iteration 26F: 3 clusters Score -296617.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 58 members Mstep: Class 1 contains 159374 members Mstep: Class 2 contains 10062 members Mstep: Class 3 contains 157606 members Mstep: Class 4 contains 34979 members Mstep: Class 5 contains 47881 members Mstep: Class 6 contains 910 members Mstep: Class 7 contains 4795 members Mstep: Class 8 contains 28530 members Mstep: Class 10 contains 922 members Mstep: Class 12 contains 143379 members Mstep: Class 14 contains 2056 members Mstep: Class 15 contains 1490 members Mstep: Class 16 contains 49197 members Mstep: Class 18 contains 13321 members Mstep: Class 19 contains 23713 members Mstep: Class 20 contains 765 members Entering Unmasked Estep Score: -147561136.000000 Penalty: 131598.640625 Splitting cluster 10 changes total score from -147542800.000000 to -147561136.000000 So it's getting split into cluster 6. Entering ConstructFrom: Trying to split cluster 12 (143379 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143379 members Entering Unmasked Estep Score: -31906692.000000 Penalty: 7272.363770 Iteration 0F: 2 clusters Score -3.190669e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71647 members Mstep: Class 2 contains 71732 members Entering Unmasked Estep Score: -31811426.000000 Penalty: 14544.727539 Iteration 0F: 3 clusters Score -3.181143e+07 nChanged 66567 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72384 members Mstep: Class 2 contains 70995 members Entering Unmasked Estep Score: -31849664.000000 Penalty: 14544.727539 Iteration 1F: 3 clusters Score -3.184966e+07 nChanged 6048 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72964 members Mstep: Class 2 contains 70415 members Entering Unmasked Estep Score: -31851746.000000 Penalty: 14544.727539 Iteration 2Q: 3 clusters Score -3.185175e+07 nChanged 6322 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73860 members Mstep: Class 2 contains 69519 members Entering Unmasked Estep Score: -31854276.000000 Penalty: 14544.727539 Iteration 3Q: 3 clusters Score -3.185428e+07 nChanged 6854 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 75218 members Mstep: Class 2 contains 68161 members Entering Unmasked Estep Score: -31857534.000000 Penalty: 14544.727539 Iteration 4Q: 3 clusters Score -3.185753e+07 nChanged 7557 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 76959 members Mstep: Class 2 contains 66420 members Entering Unmasked Estep Score: -31861298.000000 Penalty: 14544.727539 Iteration 5F: 3 clusters Score -3.18613e+07 nChanged 8163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 79208 members Mstep: Class 2 contains 64171 members Entering Unmasked Estep Score: -31865624.000000 Penalty: 14544.727539 Iteration 6F: 3 clusters Score -3.186562e+07 nChanged 8157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81759 members Mstep: Class 2 contains 61620 members Entering Unmasked Estep Score: -31869930.000000 Penalty: 14544.727539 Iteration 7F: 3 clusters Score -3.186993e+07 nChanged 7842 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 84621 members Mstep: Class 2 contains 58758 members Entering Unmasked Estep Score: -31874054.000000 Penalty: 14544.727539 Iteration 8F: 3 clusters Score -3.187405e+07 nChanged 7308 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87733 members Mstep: Class 2 contains 55646 members Entering Unmasked Estep Score: -31878180.000000 Penalty: 14544.727539 Iteration 9F: 3 clusters Score -3.187818e+07 nChanged 6508 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90841 members Mstep: Class 2 contains 52538 members Entering Unmasked Estep Score: -31881788.000000 Penalty: 14544.727539 Iteration 10Q: 3 clusters Score -3.188179e+07 nChanged 5729 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 93744 members Mstep: Class 2 contains 49635 members Entering Unmasked Estep Score: -31885272.000000 Penalty: 14544.727539 Iteration 11Q: 3 clusters Score -3.188527e+07 nChanged 4827 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96407 members Mstep: Class 2 contains 46972 members Entering Unmasked Estep Score: -31887746.000000 Penalty: 14544.727539 Iteration 12Q: 3 clusters Score -3.188775e+07 nChanged 4095 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98876 members Mstep: Class 2 contains 44503 members Entering Unmasked Estep Score: -31889806.000000 Penalty: 14544.727539 Iteration 13Q: 3 clusters Score -3.188981e+07 nChanged 3460 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101248 members Mstep: Class 2 contains 42131 members Entering Unmasked Estep Score: -31891328.000000 Penalty: 14544.727539 Iteration 14Q: 3 clusters Score -3.189133e+07 nChanged 2855 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 103457 members Mstep: Class 2 contains 39922 members Entering Unmasked Estep Score: -31892628.000000 Penalty: 14544.727539 Iteration 15Q: 3 clusters Score -3.189263e+07 nChanged 2372 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 105479 members Mstep: Class 2 contains 37900 members Entering Unmasked Estep Score: -31893442.000000 Penalty: 14544.727539 Iteration 16Q: 3 clusters Score -3.189344e+07 nChanged 2136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 107455 members Mstep: Class 2 contains 35924 members Entering Unmasked Estep Score: -31894274.000000 Penalty: 14544.727539 Iteration 17Q: 3 clusters Score -3.189427e+07 nChanged 1963 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 109368 members Mstep: Class 2 contains 34011 members Entering Unmasked Estep Score: -31894918.000000 Penalty: 14544.727539 Iteration 18Q: 3 clusters Score -3.189492e+07 nChanged 1915 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 111247 members Mstep: Class 2 contains 32132 members Entering Unmasked Estep Score: -31895452.000000 Penalty: 14544.727539 Iteration 19Q: 3 clusters Score -3.189545e+07 nChanged 1814 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 113025 members Mstep: Class 2 contains 30354 members Entering Unmasked Estep Score: -31895860.000000 Penalty: 14544.727539 Iteration 20F: 3 clusters Score -3.189586e+07 nChanged 1683 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 114686 members Mstep: Class 2 contains 28693 members Entering Unmasked Estep Score: -31896600.000000 Penalty: 14544.727539 Iteration 21Q: 3 clusters Score -3.18966e+07 nChanged 1610 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 116284 members Mstep: Class 2 contains 27095 members Entering Unmasked Estep Score: -31897112.000000 Penalty: 14544.727539 Iteration 22Q: 3 clusters Score -3.189711e+07 nChanged 1536 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 117796 members Mstep: Class 2 contains 25583 members Entering Unmasked Estep Score: -31897458.000000 Penalty: 14544.727539 Iteration 23Q: 3 clusters Score -3.189746e+07 nChanged 1410 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 119196 members Mstep: Class 2 contains 24183 members Entering Unmasked Estep Score: -31897856.000000 Penalty: 14544.727539 Iteration 24Q: 3 clusters Score -3.189786e+07 nChanged 1390 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 120576 members Mstep: Class 2 contains 22803 members Entering Unmasked Estep Score: -31898226.000000 Penalty: 14544.727539 Iteration 25Q: 3 clusters Score -3.189823e+07 nChanged 1314 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 121882 members Mstep: Class 2 contains 21497 members Entering Unmasked Estep Score: -31898778.000000 Penalty: 14544.727539 Iteration 26Q: 3 clusters Score -3.189878e+07 nChanged 1298 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 123168 members Mstep: Class 2 contains 20211 members Entering Unmasked Estep Score: -31899386.000000 Penalty: 14544.727539 Iteration 27Q: 3 clusters Score -3.189939e+07 nChanged 1247 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 124393 members Mstep: Class 2 contains 18986 members Entering Unmasked Estep Score: -31899918.000000 Penalty: 14544.727539 Iteration 28Q: 3 clusters Score -3.189992e+07 nChanged 1204 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 125559 members Mstep: Class 2 contains 17820 members Entering Unmasked Estep Score: -31900518.000000 Penalty: 14544.727539 Iteration 29Q: 3 clusters Score -3.190052e+07 nChanged 1107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 126612 members Mstep: Class 2 contains 16767 members Entering Unmasked Estep Score: -31900910.000000 Penalty: 14544.727539 Iteration 30Q: 3 clusters Score -3.190091e+07 nChanged 1011 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 127571 members Mstep: Class 2 contains 15808 members Entering Unmasked Estep Score: -31901160.000000 Penalty: 14544.727539 Iteration 31Q: 3 clusters Score -3.190116e+07 nChanged 880 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 128419 members Mstep: Class 2 contains 14960 members Entering Unmasked Estep Score: -31901500.000000 Penalty: 14544.727539 Iteration 32Q: 3 clusters Score -3.19015e+07 nChanged 771 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 129168 members Mstep: Class 2 contains 14211 members Entering Unmasked Estep Score: -31901534.000000 Penalty: 14544.727539 Iteration 33Q: 3 clusters Score -3.190153e+07 nChanged 670 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 129820 members Mstep: Class 2 contains 13559 members Entering Unmasked Estep Score: -31901634.000000 Penalty: 14544.727539 Iteration 34Q: 3 clusters Score -3.190163e+07 nChanged 610 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 130420 members Mstep: Class 2 contains 12959 members Entering Unmasked Estep Score: -31901736.000000 Penalty: 14544.727539 Iteration 35Q: 3 clusters Score -3.190174e+07 nChanged 525 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 130939 members Mstep: Class 2 contains 12440 members Entering Unmasked Estep Score: -31901842.000000 Penalty: 14544.727539 Iteration 36Q: 3 clusters Score -3.190184e+07 nChanged 533 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 131468 members Mstep: Class 2 contains 11911 members Entering Unmasked Estep Score: -31901882.000000 Penalty: 14544.727539 Iteration 37Q: 3 clusters Score -3.190188e+07 nChanged 470 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 131928 members Mstep: Class 2 contains 11451 members Entering Unmasked Estep Score: -31901866.000000 Penalty: 14544.727539 Iteration 38Q: 3 clusters Score -3.190187e+07 nChanged 388 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 132310 members Mstep: Class 2 contains 11069 members Entering Unmasked Estep Score: -31901830.000000 Penalty: 14544.727539 Iteration 39Q: 3 clusters Score -3.190183e+07 nChanged 343 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 132649 members Mstep: Class 2 contains 10730 members Entering Unmasked Estep Score: -31901836.000000 Penalty: 14544.727539 Iteration 40F: 3 clusters Score -3.190184e+07 nChanged 319 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 132966 members Mstep: Class 2 contains 10413 members Entering Unmasked Estep Score: -31901856.000000 Penalty: 14544.727539 Iteration 41Q: 3 clusters Score -3.190186e+07 nChanged 306 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 133268 members Mstep: Class 2 contains 10111 members Entering Unmasked Estep Score: -31901930.000000 Penalty: 14544.727539 Iteration 42Q: 3 clusters Score -3.190193e+07 nChanged 286 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 133554 members Mstep: Class 2 contains 9825 members Entering Unmasked Estep Score: -31901894.000000 Penalty: 14544.727539 Iteration 43Q: 3 clusters Score -3.190189e+07 nChanged 274 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 133822 members Mstep: Class 2 contains 9557 members Entering Unmasked Estep Score: -31901906.000000 Penalty: 14544.727539 Iteration 44Q: 3 clusters Score -3.190191e+07 nChanged 249 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 134071 members Mstep: Class 2 contains 9308 members Entering Unmasked Estep Score: -31901948.000000 Penalty: 14544.727539 Iteration 45Q: 3 clusters Score -3.190195e+07 nChanged 241 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 134308 members Mstep: Class 2 contains 9071 members Entering Unmasked Estep Score: -31901986.000000 Penalty: 14544.727539 Iteration 46Q: 3 clusters Score -3.190199e+07 nChanged 234 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 134536 members Mstep: Class 2 contains 8843 members Entering Unmasked Estep Score: -31901984.000000 Penalty: 14544.727539 Iteration 47Q: 3 clusters Score -3.190198e+07 nChanged 219 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 134751 members Mstep: Class 2 contains 8628 members Entering Unmasked Estep Score: -31901982.000000 Penalty: 14544.727539 Iteration 48Q: 3 clusters Score -3.190198e+07 nChanged 202 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 134949 members Mstep: Class 2 contains 8430 members Entering Unmasked Estep Score: -31902012.000000 Penalty: 14544.727539 Iteration 49Q: 3 clusters Score -3.190201e+07 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 135121 members Mstep: Class 2 contains 8258 members Entering Unmasked Estep Score: -31902070.000000 Penalty: 14544.727539 Iteration 50Q: 3 clusters Score -3.190207e+07 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 135286 members Mstep: Class 2 contains 8093 members Entering Unmasked Estep Score: -31902054.000000 Penalty: 14544.727539 Iteration 51Q: 3 clusters Score -3.190205e+07 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 135433 members Mstep: Class 2 contains 7946 members Entering Unmasked Estep Score: -31902118.000000 Penalty: 14544.727539 Iteration 52Q: 3 clusters Score -3.190212e+07 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 135575 members Mstep: Class 2 contains 7804 members Entering Unmasked Estep Score: -31902140.000000 Penalty: 14544.727539 Iteration 53Q: 3 clusters Score -3.190214e+07 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 135718 members Mstep: Class 2 contains 7661 members Entering Unmasked Estep Score: -31902180.000000 Penalty: 14544.727539 Iteration 54Q: 3 clusters Score -3.190218e+07 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 135853 members Mstep: Class 2 contains 7526 members Entering Unmasked Estep Score: -31902150.000000 Penalty: 14544.727539 Iteration 55Q: 3 clusters Score -3.190215e+07 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 135985 members Mstep: Class 2 contains 7394 members Entering Unmasked Estep Score: -31902176.000000 Penalty: 14544.727539 Iteration 56Q: 3 clusters Score -3.190218e+07 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 136114 members Mstep: Class 2 contains 7265 members Entering Unmasked Estep Score: -31902144.000000 Penalty: 14544.727539 Iteration 57Q: 3 clusters Score -3.190214e+07 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 136214 members Mstep: Class 2 contains 7165 members Entering Unmasked Estep Score: -31902206.000000 Penalty: 14544.727539 Iteration 58Q: 3 clusters Score -3.190221e+07 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 136307 members Mstep: Class 2 contains 7072 members Entering Unmasked Estep Score: -31902186.000000 Penalty: 14544.727539 Iteration 59Q: 3 clusters Score -3.190219e+07 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 136398 members Mstep: Class 2 contains 6981 members Entering Unmasked Estep Score: -31902190.000000 Penalty: 14544.727539 Iteration 60F: 3 clusters Score -3.190219e+07 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 136467 members Mstep: Class 2 contains 6912 members Entering Unmasked Estep Score: -31902238.000000 Penalty: 14544.727539 Iteration 61Q: 3 clusters Score -3.190224e+07 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 136532 members Mstep: Class 2 contains 6847 members Entering Unmasked Estep Score: -31902282.000000 Penalty: 14544.727539 Iteration 62Q: 3 clusters Score -3.190228e+07 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 136595 members Mstep: Class 2 contains 6784 members Entering Unmasked Estep Score: -31902278.000000 Penalty: 14544.727539 Iteration 63Q: 3 clusters Score -3.190228e+07 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 136654 members Mstep: Class 2 contains 6725 members Entering Unmasked Estep Score: -31902318.000000 Penalty: 14544.727539 Iteration 64Q: 3 clusters Score -3.190232e+07 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 136715 members Mstep: Class 2 contains 6664 members Entering Unmasked Estep Score: -31902306.000000 Penalty: 14544.727539 Iteration 65Q: 3 clusters Score -3.190231e+07 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 136787 members Mstep: Class 2 contains 6592 members Entering Unmasked Estep Score: -31902248.000000 Penalty: 14544.727539 Iteration 66Q: 3 clusters Score -3.190225e+07 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 136847 members Mstep: Class 2 contains 6532 members Entering Unmasked Estep Score: -31902278.000000 Penalty: 14544.727539 Iteration 67Q: 3 clusters Score -3.190228e+07 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 136899 members Mstep: Class 2 contains 6480 members Entering Unmasked Estep Score: -31902300.000000 Penalty: 14544.727539 Iteration 68Q: 3 clusters Score -3.19023e+07 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 136957 members Mstep: Class 2 contains 6422 members Entering Unmasked Estep Score: -31902302.000000 Penalty: 14544.727539 Iteration 69Q: 3 clusters Score -3.19023e+07 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 136998 members Mstep: Class 2 contains 6381 members Entering Unmasked Estep Score: -31902276.000000 Penalty: 14544.727539 Iteration 70Q: 3 clusters Score -3.190228e+07 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 137035 members Mstep: Class 2 contains 6344 members Entering Unmasked Estep Score: -31902260.000000 Penalty: 14544.727539 Iteration 71Q: 3 clusters Score -3.190226e+07 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 137067 members Mstep: Class 2 contains 6312 members Entering Unmasked Estep Score: -31902244.000000 Penalty: 14544.727539 Iteration 72Q: 3 clusters Score -3.190224e+07 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 137108 members Mstep: Class 2 contains 6271 members Entering Unmasked Estep Score: -31902290.000000 Penalty: 14544.727539 Iteration 73Q: 3 clusters Score -3.190229e+07 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 137146 members Mstep: Class 2 contains 6233 members Entering Unmasked Estep Score: -31902294.000000 Penalty: 14544.727539 Iteration 74Q: 3 clusters Score -3.190229e+07 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 137178 members Mstep: Class 2 contains 6201 members Entering Unmasked Estep Score: -31902274.000000 Penalty: 14544.727539 Iteration 75Q: 3 clusters Score -3.190227e+07 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 137200 members Mstep: Class 2 contains 6179 members Entering Unmasked Estep Score: -31902318.000000 Penalty: 14544.727539 Iteration 76Q: 3 clusters Score -3.190232e+07 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 137223 members Mstep: Class 2 contains 6156 members Entering Unmasked Estep Score: -31902332.000000 Penalty: 14544.727539 Iteration 77Q: 3 clusters Score -3.190233e+07 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 137240 members Mstep: Class 2 contains 6139 members Entering Unmasked Estep Score: -31902324.000000 Penalty: 14544.727539 Iteration 78Q: 3 clusters Score -3.190232e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 137253 members Mstep: Class 2 contains 6126 members Entering Unmasked Estep Score: -31902322.000000 Penalty: 14544.727539 Iteration 79Q: 3 clusters Score -3.190232e+07 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 137273 members Mstep: Class 2 contains 6106 members Entering Unmasked Estep Score: -31902310.000000 Penalty: 14544.727539 Iteration 80F: 3 clusters Score -3.190231e+07 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 137296 members Mstep: Class 2 contains 6083 members Entering Unmasked Estep Score: -31902284.000000 Penalty: 14544.727539 Iteration 81Q: 3 clusters Score -3.190228e+07 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 137314 members Mstep: Class 2 contains 6065 members Entering Unmasked Estep Score: -31902272.000000 Penalty: 14544.727539 Iteration 82Q: 3 clusters Score -3.190227e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 137328 members Mstep: Class 2 contains 6051 members Entering Unmasked Estep Score: -31902284.000000 Penalty: 14544.727539 Iteration 83Q: 3 clusters Score -3.190228e+07 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 137347 members Mstep: Class 2 contains 6032 members Entering Unmasked Estep Score: -31902304.000000 Penalty: 14544.727539 Iteration 84Q: 3 clusters Score -3.19023e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 137363 members Mstep: Class 2 contains 6016 members Entering Unmasked Estep Score: -31902284.000000 Penalty: 14544.727539 Iteration 85Q: 3 clusters Score -3.190228e+07 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 137380 members Mstep: Class 2 contains 5999 members Entering Unmasked Estep Score: -31902300.000000 Penalty: 14544.727539 Iteration 86Q: 3 clusters Score -3.19023e+07 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 137397 members Mstep: Class 2 contains 5982 members Entering Unmasked Estep Score: -31902278.000000 Penalty: 14544.727539 Iteration 87Q: 3 clusters Score -3.190228e+07 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 137419 members Mstep: Class 2 contains 5960 members Entering Unmasked Estep Score: -31902288.000000 Penalty: 14544.727539 Iteration 88Q: 3 clusters Score -3.190229e+07 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 137439 members Mstep: Class 2 contains 5940 members Entering Unmasked Estep Score: -31902292.000000 Penalty: 14544.727539 Iteration 89Q: 3 clusters Score -3.190229e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 137452 members Mstep: Class 2 contains 5927 members Entering Unmasked Estep Score: -31902284.000000 Penalty: 14544.727539 Iteration 90Q: 3 clusters Score -3.190228e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 137465 members Mstep: Class 2 contains 5914 members Entering Unmasked Estep Score: -31902250.000000 Penalty: 14544.727539 Iteration 91Q: 3 clusters Score -3.190225e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 137479 members Mstep: Class 2 contains 5900 members Entering Unmasked Estep Score: -31902244.000000 Penalty: 14544.727539 Iteration 92Q: 3 clusters Score -3.190224e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 137487 members Mstep: Class 2 contains 5892 members Entering Unmasked Estep Score: -31902252.000000 Penalty: 14544.727539 Iteration 93Q: 3 clusters Score -3.190225e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 137502 members Mstep: Class 2 contains 5877 members Entering Unmasked Estep Score: -31902268.000000 Penalty: 14544.727539 Iteration 94Q: 3 clusters Score -3.190227e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 137513 members Mstep: Class 2 contains 5866 members Entering Unmasked Estep Score: -31902292.000000 Penalty: 14544.727539 Iteration 95Q: 3 clusters Score -3.190229e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 137524 members Mstep: Class 2 contains 5855 members Entering Unmasked Estep Score: -31902300.000000 Penalty: 14544.727539 Iteration 96Q: 3 clusters Score -3.19023e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 137538 members Mstep: Class 2 contains 5841 members Entering Unmasked Estep Score: -31902300.000000 Penalty: 14544.727539 Iteration 97Q: 3 clusters Score -3.19023e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 137555 members Mstep: Class 2 contains 5824 members Entering Unmasked Estep Score: -31902278.000000 Penalty: 14544.727539 Iteration 98Q: 3 clusters Score -3.190228e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 137562 members Mstep: Class 2 contains 5817 members Entering Unmasked Estep Score: -31902280.000000 Penalty: 14544.727539 Iteration 99Q: 3 clusters Score -3.190228e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 137572 members Mstep: Class 2 contains 5807 members Entering Unmasked Estep Score: -31902294.000000 Penalty: 14544.727539 Iteration 100F: 3 clusters Score -3.190229e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 137577 members Mstep: Class 2 contains 5802 members Entering Unmasked Estep Score: -31902288.000000 Penalty: 14544.727539 Iteration 101Q: 3 clusters Score -3.190229e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 137579 members Mstep: Class 2 contains 5800 members Entering Unmasked Estep Score: -31902280.000000 Penalty: 14544.727539 Iteration 102Q: 3 clusters Score -3.190228e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 137584 members Mstep: Class 2 contains 5795 members Entering Unmasked Estep Score: -31902298.000000 Penalty: 14544.727539 Iteration 103Q: 3 clusters Score -3.19023e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 137590 members Mstep: Class 2 contains 5789 members Entering Unmasked Estep Score: -31902314.000000 Penalty: 14544.727539 Iteration 104Q: 3 clusters Score -3.190231e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 137598 members Mstep: Class 2 contains 5781 members Entering Unmasked Estep Score: -31902312.000000 Penalty: 14544.727539 Iteration 105Q: 3 clusters Score -3.190231e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 137613 members Mstep: Class 2 contains 5766 members Entering Unmasked Estep Score: -31902294.000000 Penalty: 14544.727539 Iteration 106Q: 3 clusters Score -3.190229e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 137625 members Mstep: Class 2 contains 5754 members Entering Unmasked Estep Score: -31902298.000000 Penalty: 14544.727539 Iteration 107Q: 3 clusters Score -3.19023e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 137635 members Mstep: Class 2 contains 5744 members Entering Unmasked Estep Score: -31902312.000000 Penalty: 14544.727539 Iteration 108Q: 3 clusters Score -3.190231e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 137647 members Mstep: Class 2 contains 5732 members Entering Unmasked Estep Score: -31902304.000000 Penalty: 14544.727539 Iteration 109Q: 3 clusters Score -3.19023e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 137661 members Mstep: Class 2 contains 5718 members Entering Unmasked Estep Score: -31902288.000000 Penalty: 14544.727539 Iteration 110Q: 3 clusters Score -3.190229e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 137675 members Mstep: Class 2 contains 5704 members Entering Unmasked Estep Score: -31902274.000000 Penalty: 14544.727539 Iteration 111Q: 3 clusters Score -3.190227e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 137683 members Mstep: Class 2 contains 5696 members Entering Unmasked Estep Score: -31902282.000000 Penalty: 14544.727539 Iteration 112Q: 3 clusters Score -3.190228e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 137690 members Mstep: Class 2 contains 5689 members Entering Unmasked Estep Score: -31902304.000000 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Entering Unmasked Estep Score: -31902256.000000 Penalty: 14544.727539 Iteration 117Q: 3 clusters Score -3.190226e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 137720 members Mstep: Class 2 contains 5659 members Entering Unmasked Estep Score: -31902258.000000 Penalty: 14544.727539 Iteration 118Q: 3 clusters Score -3.190226e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 137724 members Mstep: Class 2 contains 5655 members Entering Unmasked Estep Score: -31902268.000000 Penalty: 14544.727539 Iteration 119Q: 3 clusters Score -3.190227e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 137727 members Mstep: Class 2 contains 5652 members Entering Unmasked Estep Score: -31902242.000000 Penalty: 14544.727539 Iteration 120F: 3 clusters Score -3.190224e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 137732 members Mstep: Class 2 contains 5647 members Entering Unmasked Estep Score: -31902234.000000 Penalty: 14544.727539 Iteration 121Q: 3 clusters Score -3.190223e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 137735 members Mstep: Class 2 contains 5644 members Entering Unmasked Estep Score: -31902210.000000 Penalty: 14544.727539 Iteration 122Q: 3 clusters Score -3.190221e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 137741 members Mstep: Class 2 contains 5638 members Entering Unmasked Estep Score: -31902236.000000 Penalty: 14544.727539 Iteration 123Q: 3 clusters Score -3.190224e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 137751 members Mstep: Class 2 contains 5628 members Entering Unmasked Estep Score: -31902226.000000 Penalty: 14544.727539 Iteration 124Q: 3 clusters Score -3.190223e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 137761 members Mstep: Class 2 contains 5618 members Entering Unmasked Estep Score: -31902228.000000 Penalty: 14544.727539 Iteration 125Q: 3 clusters Score -3.190223e+07 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 137780 members Mstep: Class 2 contains 5599 members Entering Unmasked Estep Score: -31902270.000000 Penalty: 14544.727539 Iteration 126Q: 3 clusters Score -3.190227e+07 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 137802 members Mstep: Class 2 contains 5577 members Entering Unmasked Estep Score: -31902260.000000 Penalty: 14544.727539 Iteration 127Q: 3 clusters Score -3.190226e+07 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 137816 members Mstep: Class 2 contains 5563 members Entering Unmasked Estep Score: -31902210.000000 Penalty: 14544.727539 Iteration 128Q: 3 clusters Score -3.190221e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 137833 members Mstep: Class 2 contains 5546 members Entering Unmasked Estep Score: -31902234.000000 Penalty: 14544.727539 Iteration 129Q: 3 clusters Score -3.190223e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 137850 members Mstep: Class 2 contains 5529 members Entering Unmasked Estep Score: -31902244.000000 Penalty: 14544.727539 Iteration 130Q: 3 clusters Score -3.190224e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 137860 members Mstep: Class 2 contains 5519 members Entering Unmasked Estep Score: -31902236.000000 Penalty: 14544.727539 Iteration 131Q: 3 clusters Score -3.190224e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 137869 members Mstep: Class 2 contains 5510 members Entering Unmasked Estep Score: -31902260.000000 Penalty: 14544.727539 Iteration 132Q: 3 clusters Score -3.190226e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 137879 members Mstep: Class 2 contains 5500 members Entering Unmasked Estep Score: -31902268.000000 Penalty: 14544.727539 Iteration 133Q: 3 clusters Score -3.190227e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 137886 members Mstep: Class 2 contains 5493 members Entering Unmasked Estep Score: -31902272.000000 Penalty: 14544.727539 Iteration 134Q: 3 clusters Score -3.190227e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 137898 members Mstep: Class 2 contains 5481 members Entering Unmasked Estep Score: -31902272.000000 Penalty: 14544.727539 Iteration 135Q: 3 clusters Score -3.190227e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 137908 members Mstep: Class 2 contains 5471 members Entering Unmasked Estep Score: -31902288.000000 Penalty: 14544.727539 Iteration 136Q: 3 clusters Score -3.190229e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 137917 members Mstep: Class 2 contains 5462 members Entering Unmasked Estep Score: -31902280.000000 Penalty: 14544.727539 Iteration 137Q: 3 clusters Score -3.190228e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 137928 members Mstep: Class 2 contains 5451 members Entering Unmasked Estep Score: -31902268.000000 Penalty: 14544.727539 Iteration 138Q: 3 clusters Score -3.190227e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 137933 members Mstep: Class 2 contains 5446 members Entering Unmasked Estep Score: -31902248.000000 Penalty: 14544.727539 Iteration 139Q: 3 clusters Score -3.190225e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 137940 members Mstep: Class 2 contains 5439 members Entering Unmasked Estep Score: -31902268.000000 Penalty: 14544.727539 Iteration 140F: 3 clusters Score -3.190227e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 137947 members Mstep: Class 2 contains 5432 members Entering Unmasked Estep Score: -31902280.000000 Penalty: 14544.727539 Iteration 141Q: 3 clusters Score -3.190228e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 137951 members Mstep: Class 2 contains 5428 members Entering Unmasked Estep Score: -31902278.000000 Penalty: 14544.727539 Iteration 142Q: 3 clusters Score -3.190228e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 137958 members Mstep: Class 2 contains 5421 members Entering Unmasked Estep Score: -31902292.000000 Penalty: 14544.727539 Iteration 143Q: 3 clusters Score -3.190229e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 137964 members Mstep: Class 2 contains 5415 members Entering Unmasked Estep Score: -31902288.000000 Penalty: 14544.727539 Iteration 144Q: 3 clusters Score -3.190229e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 137971 members Mstep: Class 2 contains 5408 members Entering Unmasked Estep Score: -31902278.000000 Penalty: 14544.727539 Iteration 145Q: 3 clusters Score -3.190228e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 137978 members Mstep: Class 2 contains 5401 members Entering Unmasked Estep Score: -31902282.000000 Penalty: 14544.727539 Iteration 146Q: 3 clusters Score -3.190228e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 137983 members Mstep: Class 2 contains 5396 members Entering Unmasked Estep Score: -31902274.000000 Penalty: 14544.727539 Iteration 147Q: 3 clusters Score -3.190227e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 137991 members Mstep: Class 2 contains 5388 members Entering Unmasked Estep Score: -31902250.000000 Penalty: 14544.727539 Iteration 148Q: 3 clusters Score -3.190225e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 138003 members Mstep: Class 2 contains 5376 members Entering Unmasked Estep Score: -31902258.000000 Penalty: 14544.727539 Iteration 149Q: 3 clusters Score -3.190226e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 138015 members Mstep: Class 2 contains 5364 members Entering Unmasked Estep Score: -31902268.000000 Penalty: 14544.727539 Iteration 150Q: 3 clusters Score -3.190227e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 138030 members Mstep: Class 2 contains 5349 members Entering Unmasked Estep Score: -31902280.000000 Penalty: 14544.727539 Iteration 151Q: 3 clusters Score -3.190228e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 138040 members Mstep: Class 2 contains 5339 members Entering Unmasked Estep Score: -31902290.000000 Penalty: 14544.727539 Iteration 152Q: 3 clusters Score -3.190229e+07 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 138059 members Mstep: Class 2 contains 5320 members Entering Unmasked Estep Score: -31902340.000000 Penalty: 14544.727539 Iteration 153Q: 3 clusters Score -3.190234e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 138070 members Mstep: Class 2 contains 5309 members Entering Unmasked Estep Score: -31902318.000000 Penalty: 14544.727539 Iteration 154Q: 3 clusters Score -3.190232e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 138081 members Mstep: Class 2 contains 5298 members Entering Unmasked Estep Score: -31902304.000000 Penalty: 14544.727539 Iteration 155Q: 3 clusters Score -3.19023e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 138087 members Mstep: Class 2 contains 5292 members Entering Unmasked Estep Score: -31902310.000000 Penalty: 14544.727539 Iteration 156Q: 3 clusters Score -3.190231e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 138090 members Mstep: Class 2 contains 5289 members Entering Unmasked Estep Score: -31902324.000000 Penalty: 14544.727539 Iteration 157Q: 3 clusters Score -3.190232e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 138092 members Mstep: Class 2 contains 5287 members Entering Unmasked Estep Score: -31902332.000000 Penalty: 14544.727539 Iteration 158Q: 3 clusters Score -3.190233e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 138096 members Mstep: Class 2 contains 5283 members Entering Unmasked Estep Score: -31902312.000000 Penalty: 14544.727539 Iteration 159Q: 3 clusters Score -3.190231e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 138106 members Mstep: Class 2 contains 5273 members Entering Unmasked Estep Score: -31902330.000000 Penalty: 14544.727539 Iteration 160F: 3 clusters Score -3.190233e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 138111 members Mstep: Class 2 contains 5268 members Entering Unmasked Estep Score: -31902334.000000 Penalty: 14544.727539 Iteration 161Q: 3 clusters Score -3.190233e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 138119 members Mstep: Class 2 contains 5260 members Entering Unmasked Estep Score: -31902322.000000 Penalty: 14544.727539 Iteration 162Q: 3 clusters Score -3.190232e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 138126 members Mstep: Class 2 contains 5253 members Entering Unmasked Estep Score: -31902344.000000 Penalty: 14544.727539 Iteration 163Q: 3 clusters Score -3.190234e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 138138 members Mstep: Class 2 contains 5241 members Entering Unmasked Estep Score: -31902322.000000 Penalty: 14544.727539 Iteration 164Q: 3 clusters Score -3.190232e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 138150 members Mstep: Class 2 contains 5229 members Entering Unmasked Estep Score: -31902310.000000 Penalty: 14544.727539 Iteration 165Q: 3 clusters Score -3.190231e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 138161 members Mstep: Class 2 contains 5218 members Entering Unmasked Estep Score: -31902336.000000 Penalty: 14544.727539 Iteration 166Q: 3 clusters Score -3.190234e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 138167 members Mstep: Class 2 contains 5212 members Entering Unmasked Estep Score: -31902308.000000 Penalty: 14544.727539 Iteration 167Q: 3 clusters Score -3.190231e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 138174 members Mstep: Class 2 contains 5205 members Entering Unmasked Estep Score: -31902326.000000 Penalty: 14544.727539 Iteration 168Q: 3 clusters Score -3.190233e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 138181 members Mstep: Class 2 contains 5198 members Entering Unmasked Estep Score: -31902320.000000 Penalty: 14544.727539 Iteration 169Q: 3 clusters Score -3.190232e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 138185 members Mstep: Class 2 contains 5194 members Entering Unmasked Estep Score: -31902322.000000 Penalty: 14544.727539 Iteration 170Q: 3 clusters Score -3.190232e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 138188 members Mstep: Class 2 contains 5191 members Entering Unmasked Estep Score: -31902336.000000 Penalty: 14544.727539 Iteration 171Q: 3 clusters Score -3.190234e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 138192 members Mstep: Class 2 contains 5187 members Entering Unmasked Estep Score: -31902330.000000 Penalty: 14544.727539 Iteration 172Q: 3 clusters Score -3.190233e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 138200 members Mstep: Class 2 contains 5179 members Entering Unmasked Estep Score: -31902336.000000 Penalty: 14544.727539 Iteration 173Q: 3 clusters Score -3.190234e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 138208 members Mstep: Class 2 contains 5171 members Entering Unmasked Estep Score: -31902344.000000 Penalty: 14544.727539 Iteration 174Q: 3 clusters Score -3.190234e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 138213 members Mstep: Class 2 contains 5166 members Entering Unmasked Estep Score: -31902352.000000 Penalty: 14544.727539 Iteration 175Q: 3 clusters Score -3.190235e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 138218 members Mstep: Class 2 contains 5161 members Entering Unmasked Estep Score: -31902356.000000 Penalty: 14544.727539 Iteration 176Q: 3 clusters Score -3.190236e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 138220 members Mstep: Class 2 contains 5159 members Entering Unmasked Estep Score: -31902350.000000 Penalty: 14544.727539 Iteration 177Q: 3 clusters Score -3.190235e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 138224 members Mstep: Class 2 contains 5155 members Entering Unmasked Estep Score: -31902358.000000 Penalty: 14544.727539 Iteration 178Q: 3 clusters Score -3.190236e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 138229 members Mstep: Class 2 contains 5150 members Entering Unmasked Estep Score: -31902376.000000 Penalty: 14544.727539 Iteration 179Q: 3 clusters Score -3.190238e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 138236 members Mstep: Class 2 contains 5143 members Entering Unmasked Estep Score: -31902356.000000 Penalty: 14544.727539 Iteration 180F: 3 clusters Score -3.190236e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 138241 members Mstep: Class 2 contains 5138 members Entering Unmasked Estep Score: -31902324.000000 Penalty: 14544.727539 Iteration 181Q: 3 clusters Score -3.190232e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 138241 members Mstep: Class 2 contains 5138 members Entering Unmasked Estep Score: -31902324.000000 Penalty: 14544.727539 Iteration 182F: 3 clusters Score -3.190232e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (2056 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2056 members Entering Unmasked Estep Score: -387715.406250 Penalty: 4672.467285 Iteration 0F: 2 clusters Score -387715.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1077 members Mstep: Class 2 contains 979 members Entering Unmasked Estep Score: -382914.500000 Penalty: 9344.934570 Iteration 0F: 3 clusters Score -382914.5 nChanged 553 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1026 members Mstep: Class 2 contains 1030 members Entering Unmasked Estep Score: -384278.062500 Penalty: 9344.934570 Iteration 1F: 3 clusters Score -384278.1 nChanged 197 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 995 members Mstep: Class 2 contains 1061 members Entering Unmasked Estep Score: -385074.812500 Penalty: 9344.934570 Iteration 2F: 3 clusters Score -385074.8 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 934 members Mstep: Class 2 contains 1122 members Entering Unmasked Estep Score: -385740.656250 Penalty: 9344.934570 Iteration 3F: 3 clusters Score -385740.7 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 881 members Mstep: Class 2 contains 1175 members Entering Unmasked Estep Score: -386537.031250 Penalty: 9344.934570 Iteration 4F: 3 clusters Score -386537 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 867 members Mstep: Class 2 contains 1189 members Entering Unmasked Estep Score: -387757.531250 Penalty: 9344.934570 Iteration 5F: 3 clusters Score -387757.5 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 870 members Mstep: Class 2 contains 1186 members Entering Unmasked Estep Score: -388639.843750 Penalty: 9344.934570 Iteration 6F: 3 clusters Score -388639.8 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 855 members Mstep: Class 2 contains 1201 members Entering Unmasked Estep Score: -388957.375000 Penalty: 9344.934570 Iteration 7Q: 3 clusters Score -388957.4 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 840 members Mstep: Class 2 contains 1216 members Entering Unmasked Estep Score: -389161.406250 Penalty: 9344.934570 Iteration 8Q: 3 clusters Score -389161.4 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 818 members Mstep: Class 2 contains 1238 members Entering Unmasked Estep Score: -389582.312500 Penalty: 9344.934570 Iteration 9Q: 3 clusters Score -389582.3 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 798 members Mstep: Class 2 contains 1258 members Entering Unmasked Estep Score: -390430.375000 Penalty: 9344.934570 Iteration 10Q: 3 clusters Score -390430.4 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 778 members Mstep: Class 2 contains 1278 members Entering Unmasked Estep Score: -391678.656250 Penalty: 9344.934570 Iteration 11Q: 3 clusters Score -391678.7 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 772 members Mstep: Class 2 contains 1284 members Entering Unmasked Estep Score: -392341.281250 Penalty: 9344.934570 Iteration 12Q: 3 clusters Score -392341.3 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 764 members Mstep: Class 2 contains 1292 members Entering Unmasked Estep Score: -392624.375000 Penalty: 9344.934570 Iteration 13Q: 3 clusters Score -392624.4 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 754 members Mstep: Class 2 contains 1302 members Entering Unmasked Estep Score: -392861.312500 Penalty: 9344.934570 Iteration 14Q: 3 clusters Score -392861.3 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 745 members Mstep: Class 2 contains 1311 members Entering Unmasked Estep Score: -393138.906250 Penalty: 9344.934570 Iteration 15Q: 3 clusters Score -393138.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 742 members Mstep: Class 2 contains 1314 members Entering Unmasked Estep Score: -393196.281250 Penalty: 9344.934570 Iteration 16Q: 3 clusters Score -393196.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 741 members Mstep: Class 2 contains 1315 members Entering Unmasked Estep Score: -393226.687500 Penalty: 9344.934570 Iteration 17Q: 3 clusters Score -393226.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 740 members Mstep: Class 2 contains 1316 members Entering Unmasked Estep Score: -393263.031250 Penalty: 9344.934570 Iteration 18Q: 3 clusters Score -393263 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 740 members Mstep: Class 2 contains 1316 members Entering Unmasked Estep Score: -393289.375000 Penalty: 9344.934570 Iteration 19Q: 3 clusters Score -393289.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 739 members Mstep: Class 2 contains 1317 members Entering Unmasked Estep Score: -393424.875000 Penalty: 9344.934570 Iteration 20F: 3 clusters Score -393424.9 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 740 members Mstep: Class 2 contains 1316 members Entering Unmasked Estep Score: -393961.593750 Penalty: 9344.934570 Iteration 21Q: 3 clusters Score -393961.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 736 members Mstep: Class 2 contains 1320 members Entering Unmasked Estep Score: -394930.812500 Penalty: 9344.934570 Iteration 22Q: 3 clusters Score -394930.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 733 members Mstep: Class 2 contains 1323 members Entering Unmasked Estep Score: -394957.281250 Penalty: 9344.934570 Iteration 23Q: 3 clusters Score -394957.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 731 members Mstep: Class 2 contains 1325 members Entering Unmasked Estep Score: -394960.781250 Penalty: 9344.934570 Iteration 24Q: 3 clusters Score -394960.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 730 members Mstep: Class 2 contains 1326 members Entering Unmasked Estep Score: -394962.156250 Penalty: 9344.934570 Iteration 25Q: 3 clusters Score -394962.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 730 members Mstep: Class 2 contains 1326 members Entering Unmasked Estep Score: -394962.156250 Penalty: 9344.934570 Iteration 26F: 3 clusters Score -394962.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 58 members Mstep: Class 1 contains 159374 members Mstep: Class 2 contains 10062 members Mstep: Class 3 contains 157606 members Mstep: Class 4 contains 34979 members Mstep: Class 5 contains 47881 members Mstep: Class 6 contains 910 members Mstep: Class 7 contains 4795 members Mstep: Class 8 contains 28530 members Mstep: Class 9 contains 1326 members Mstep: Class 10 contains 922 members Mstep: Class 12 contains 143379 members Mstep: Class 14 contains 730 members Mstep: Class 15 contains 1490 members Mstep: Class 16 contains 49197 members Mstep: Class 18 contains 13321 members Mstep: Class 19 contains 23713 members Mstep: Class 20 contains 765 members Entering Unmasked Estep Score: -147565152.000000 Penalty: 139823.546875 Splitting cluster 14 changes total score from -147542800.000000 to -147565152.000000 So it's getting split into cluster 9. Entering ConstructFrom: Trying to split cluster 15 (1490 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1490 members Entering Unmasked Estep Score: -282694.656250 Penalty: 4475.250488 Iteration 0F: 2 clusters Score -282694.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 746 members Mstep: Class 2 contains 744 members Entering Unmasked Estep Score: -278340.812500 Penalty: 8950.500977 Iteration 0F: 3 clusters Score -278340.8 nChanged 350 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 836 members Mstep: Class 2 contains 654 members Entering Unmasked Estep Score: -279279.250000 Penalty: 8950.500977 Iteration 1F: 3 clusters Score -279279.2 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 902 members Mstep: Class 2 contains 588 members Entering Unmasked Estep Score: -280105.156250 Penalty: 8950.500977 Iteration 2F: 3 clusters Score -280105.2 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 984 members Mstep: Class 2 contains 506 members Entering Unmasked Estep Score: -280776.906250 Penalty: 8950.500977 Iteration 3F: 3 clusters Score -280776.9 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1061 members Mstep: Class 2 contains 429 members Entering Unmasked Estep Score: -281490.750000 Penalty: 8950.500977 Iteration 4F: 3 clusters Score -281490.8 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1107 members Mstep: Class 2 contains 383 members Entering Unmasked Estep Score: -282297.000000 Penalty: 8950.500977 Iteration 5F: 3 clusters Score -282297 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1152 members Mstep: Class 2 contains 338 members Entering Unmasked Estep Score: -282845.000000 Penalty: 8950.500977 Iteration 6Q: 3 clusters Score -282845 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1158 members Mstep: Class 2 contains 332 members Entering Unmasked Estep Score: -283449.906250 Penalty: 8950.500977 Iteration 7Q: 3 clusters Score -283449.9 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1148 members Mstep: Class 2 contains 342 members Entering Unmasked Estep Score: -283975.093750 Penalty: 8950.500977 Iteration 8Q: 3 clusters Score -283975.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1154 members Mstep: Class 2 contains 336 members Entering Unmasked Estep Score: -284149.156250 Penalty: 8950.500977 Iteration 9Q: 3 clusters Score -284149.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1157 members Mstep: Class 2 contains 333 members Entering Unmasked Estep Score: -284165.968750 Penalty: 8950.500977 Iteration 10Q: 3 clusters Score -284166 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1159 members Mstep: Class 2 contains 331 members Entering Unmasked Estep Score: -284178.343750 Penalty: 8950.500977 Iteration 11Q: 3 clusters Score -284178.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1160 members Mstep: Class 2 contains 330 members Entering Unmasked Estep Score: -284180.656250 Penalty: 8950.500977 Iteration 12Q: 3 clusters Score -284180.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1160 members Mstep: Class 2 contains 330 members Entering Unmasked Estep Score: -284180.656250 Penalty: 8950.500977 Iteration 13F: 3 clusters Score -284180.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 58 members Mstep: Class 1 contains 159374 members Mstep: Class 2 contains 10062 members Mstep: Class 3 contains 157606 members Mstep: Class 4 contains 34979 members Mstep: Class 5 contains 47881 members Mstep: Class 6 contains 910 members Mstep: Class 7 contains 4795 members Mstep: Class 8 contains 28530 members Mstep: Class 9 contains 1326 members Mstep: Class 10 contains 922 members Mstep: Class 11 contains 330 members Mstep: Class 12 contains 143379 members Mstep: Class 14 contains 730 members Mstep: Class 15 contains 1160 members Mstep: Class 16 contains 49197 members Mstep: Class 18 contains 13321 members Mstep: Class 19 contains 23713 members Mstep: Class 20 contains 765 members Entering Unmasked Estep Score: -147562752.000000 Penalty: 148048.468750 Splitting cluster 15 changes total score from -147542800.000000 to -147562752.000000 So it's getting split into cluster 11. Entering ConstructFrom: Trying to split cluster 16 (49197 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49197 members Entering Unmasked Estep Score: -10788151.000000 Penalty: 6617.197754 Iteration 0F: 2 clusters Score -1.078815e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24647 members Mstep: Class 2 contains 24550 members Entering Unmasked Estep Score: -10752971.000000 Penalty: 13234.395508 Iteration 0F: 3 clusters Score -1.075297e+07 nChanged 21698 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25139 members Mstep: Class 2 contains 24058 members Entering Unmasked Estep Score: -10764573.000000 Penalty: 13234.395508 Iteration 1F: 3 clusters Score -1.076457e+07 nChanged 2595 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25496 members Mstep: Class 2 contains 23701 members Entering Unmasked Estep Score: -10765450.000000 Penalty: 13234.395508 Iteration 2F: 3 clusters Score -1.076545e+07 nChanged 2067 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25959 members Mstep: Class 2 contains 23238 members Entering Unmasked Estep Score: -10766069.000000 Penalty: 13234.395508 Iteration 3Q: 3 clusters Score -1.076607e+07 nChanged 1850 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26519 members Mstep: Class 2 contains 22678 members Entering Unmasked Estep Score: -10766598.000000 Penalty: 13234.395508 Iteration 4Q: 3 clusters Score -1.07666e+07 nChanged 1721 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27306 members Mstep: Class 2 contains 21891 members Entering Unmasked Estep Score: -10767184.000000 Penalty: 13234.395508 Iteration 5Q: 3 clusters Score -1.076718e+07 nChanged 1728 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28298 members Mstep: Class 2 contains 20899 members Entering Unmasked Estep Score: -10767785.000000 Penalty: 13234.395508 Iteration 6Q: 3 clusters Score -1.076778e+07 nChanged 1765 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29515 members Mstep: Class 2 contains 19682 members Entering Unmasked Estep Score: -10768451.000000 Penalty: 13234.395508 Iteration 7Q: 3 clusters Score -1.076845e+07 nChanged 1936 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31013 members Mstep: Class 2 contains 18184 members Entering Unmasked Estep Score: -10769355.000000 Penalty: 13234.395508 Iteration 8Q: 3 clusters Score -1.076936e+07 nChanged 2198 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32859 members Mstep: Class 2 contains 16338 members Entering Unmasked Estep Score: -10770561.000000 Penalty: 13234.395508 Iteration 9Q: 3 clusters Score -1.077056e+07 nChanged 2428 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34997 members Mstep: Class 2 contains 14200 members Entering Unmasked Estep Score: -10771980.000000 Penalty: 13234.395508 Iteration 10Q: 3 clusters Score -1.077198e+07 nChanged 2586 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37293 members Mstep: Class 2 contains 11904 members Entering Unmasked Estep Score: -10773660.000000 Penalty: 13234.395508 Iteration 11F: 3 clusters Score -1.077366e+07 nChanged 2543 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39590 members Mstep: Class 2 contains 9607 members Entering Unmasked Estep Score: -10775643.000000 Penalty: 13234.395508 Iteration 12F: 3 clusters Score -1.077564e+07 nChanged 2350 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41740 members Mstep: Class 2 contains 7457 members Entering Unmasked Estep Score: -10777477.000000 Penalty: 13234.395508 Iteration 13Q: 3 clusters Score -1.077748e+07 nChanged 1900 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43458 members Mstep: Class 2 contains 5739 members Entering Unmasked Estep Score: -10779059.000000 Penalty: 13234.395508 Iteration 14Q: 3 clusters Score -1.077906e+07 nChanged 1401 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44675 members Mstep: Class 2 contains 4522 members Entering Unmasked Estep Score: -10780245.000000 Penalty: 13234.395508 Iteration 15Q: 3 clusters Score -1.078024e+07 nChanged 956 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45427 members Mstep: Class 2 contains 3770 members Entering Unmasked Estep Score: -10781144.000000 Penalty: 13234.395508 Iteration 16Q: 3 clusters Score -1.078114e+07 nChanged 634 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45797 members Mstep: Class 2 contains 3400 members Entering Unmasked Estep Score: -10781757.000000 Penalty: 13234.395508 Iteration 17Q: 3 clusters Score -1.078176e+07 nChanged 501 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45970 members Mstep: Class 2 contains 3227 members Entering Unmasked Estep Score: -10782214.000000 Penalty: 13234.395508 Iteration 18Q: 3 clusters Score -1.078221e+07 nChanged 429 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46005 members Mstep: Class 2 contains 3192 members Entering Unmasked Estep Score: -10782593.000000 Penalty: 13234.395508 Iteration 19Q: 3 clusters Score -1.078259e+07 nChanged 421 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45948 members Mstep: Class 2 contains 3249 members Entering Unmasked Estep Score: -10782902.000000 Penalty: 13234.395508 Iteration 20F: 3 clusters Score -1.07829e+07 nChanged 383 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45859 members Mstep: Class 2 contains 3338 members Entering Unmasked Estep Score: -10783141.000000 Penalty: 13234.395508 Iteration 21Q: 3 clusters Score -1.078314e+07 nChanged 375 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45704 members Mstep: Class 2 contains 3493 members Entering Unmasked Estep Score: -10783449.000000 Penalty: 13234.395508 Iteration 22Q: 3 clusters Score -1.078345e+07 nChanged 344 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45532 members Mstep: Class 2 contains 3665 members Entering Unmasked Estep Score: -10783686.000000 Penalty: 13234.395508 Iteration 23Q: 3 clusters Score -1.078369e+07 nChanged 275 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45379 members Mstep: Class 2 contains 3818 members Entering Unmasked Estep Score: -10783837.000000 Penalty: 13234.395508 Iteration 24Q: 3 clusters Score -1.078384e+07 nChanged 252 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45223 members Mstep: Class 2 contains 3974 members Entering Unmasked Estep Score: -10784025.000000 Penalty: 13234.395508 Iteration 25Q: 3 clusters Score -1.078402e+07 nChanged 255 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45046 members Mstep: Class 2 contains 4151 members Entering Unmasked Estep Score: -10784145.000000 Penalty: 13234.395508 Iteration 26Q: 3 clusters Score -1.078414e+07 nChanged 246 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44882 members Mstep: Class 2 contains 4315 members Entering Unmasked Estep Score: -10784311.000000 Penalty: 13234.395508 Iteration 27Q: 3 clusters Score -1.078431e+07 nChanged 216 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44724 members Mstep: Class 2 contains 4473 members Entering Unmasked Estep Score: -10784413.000000 Penalty: 13234.395508 Iteration 28Q: 3 clusters Score -1.078441e+07 nChanged 197 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44563 members Mstep: Class 2 contains 4634 members Entering Unmasked Estep Score: -10784497.000000 Penalty: 13234.395508 Iteration 29Q: 3 clusters Score -1.07845e+07 nChanged 179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44390 members Mstep: Class 2 contains 4807 members Entering Unmasked Estep Score: -10784537.000000 Penalty: 13234.395508 Iteration 30Q: 3 clusters Score -1.078454e+07 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44225 members Mstep: Class 2 contains 4972 members Entering Unmasked Estep Score: -10784618.000000 Penalty: 13234.395508 Iteration 31Q: 3 clusters Score -1.078462e+07 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44074 members Mstep: Class 2 contains 5123 members Entering Unmasked Estep Score: -10784680.000000 Penalty: 13234.395508 Iteration 32Q: 3 clusters Score -1.078468e+07 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43927 members Mstep: Class 2 contains 5270 members Entering Unmasked Estep Score: -10784736.000000 Penalty: 13234.395508 Iteration 33Q: 3 clusters Score -1.078474e+07 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43789 members Mstep: Class 2 contains 5408 members Entering Unmasked Estep Score: -10784762.000000 Penalty: 13234.395508 Iteration 34Q: 3 clusters Score -1.078476e+07 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43651 members Mstep: Class 2 contains 5546 members Entering Unmasked Estep Score: -10784817.000000 Penalty: 13234.395508 Iteration 35Q: 3 clusters Score -1.078482e+07 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43503 members Mstep: Class 2 contains 5694 members Entering Unmasked Estep Score: -10784877.000000 Penalty: 13234.395508 Iteration 36Q: 3 clusters Score -1.078488e+07 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43344 members Mstep: Class 2 contains 5853 members Entering Unmasked Estep Score: -10784937.000000 Penalty: 13234.395508 Iteration 37Q: 3 clusters Score -1.078494e+07 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43190 members Mstep: Class 2 contains 6007 members Entering Unmasked Estep Score: -10784993.000000 Penalty: 13234.395508 Iteration 38Q: 3 clusters Score -1.078499e+07 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43047 members Mstep: Class 2 contains 6150 members Entering Unmasked Estep Score: -10785023.000000 Penalty: 13234.395508 Iteration 39Q: 3 clusters Score -1.078502e+07 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42910 members Mstep: Class 2 contains 6287 members Entering Unmasked Estep Score: -10785044.000000 Penalty: 13234.395508 Iteration 40F: 3 clusters Score -1.078504e+07 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42762 members Mstep: Class 2 contains 6435 members Entering Unmasked Estep Score: -10785090.000000 Penalty: 13234.395508 Iteration 41Q: 3 clusters Score -1.078509e+07 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42616 members Mstep: Class 2 contains 6581 members Entering Unmasked Estep Score: -10785138.000000 Penalty: 13234.395508 Iteration 42Q: 3 clusters Score -1.078514e+07 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42456 members Mstep: Class 2 contains 6741 members Entering Unmasked Estep Score: -10785181.000000 Penalty: 13234.395508 Iteration 43Q: 3 clusters Score -1.078518e+07 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42285 members Mstep: Class 2 contains 6912 members Entering Unmasked Estep Score: -10785244.000000 Penalty: 13234.395508 Iteration 44Q: 3 clusters Score -1.078524e+07 nChanged 174 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42111 members Mstep: Class 2 contains 7086 members Entering Unmasked Estep Score: -10785305.000000 Penalty: 13234.395508 Iteration 45Q: 3 clusters Score -1.07853e+07 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41948 members Mstep: Class 2 contains 7249 members Entering Unmasked Estep Score: -10785335.000000 Penalty: 13234.395508 Iteration 46Q: 3 clusters Score -1.078534e+07 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41803 members Mstep: Class 2 contains 7394 members Entering Unmasked Estep Score: -10785370.000000 Penalty: 13234.395508 Iteration 47Q: 3 clusters Score -1.078537e+07 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41664 members Mstep: Class 2 contains 7533 members Entering Unmasked Estep Score: -10785423.000000 Penalty: 13234.395508 Iteration 48Q: 3 clusters Score -1.078542e+07 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41546 members Mstep: Class 2 contains 7651 members Entering Unmasked Estep Score: -10785449.000000 Penalty: 13234.395508 Iteration 49Q: 3 clusters Score -1.078545e+07 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41447 members Mstep: Class 2 contains 7750 members Entering Unmasked Estep Score: -10785469.000000 Penalty: 13234.395508 Iteration 50Q: 3 clusters Score -1.078547e+07 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41357 members Mstep: Class 2 contains 7840 members Entering Unmasked Estep Score: -10785490.000000 Penalty: 13234.395508 Iteration 51Q: 3 clusters Score -1.078549e+07 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41274 members Mstep: Class 2 contains 7923 members Entering Unmasked Estep Score: -10785519.000000 Penalty: 13234.395508 Iteration 52Q: 3 clusters Score -1.078552e+07 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41195 members Mstep: Class 2 contains 8002 members Entering Unmasked Estep Score: -10785537.000000 Penalty: 13234.395508 Iteration 53Q: 3 clusters Score -1.078554e+07 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41121 members Mstep: Class 2 contains 8076 members Entering Unmasked Estep Score: -10785567.000000 Penalty: 13234.395508 Iteration 54Q: 3 clusters Score -1.078557e+07 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41055 members Mstep: Class 2 contains 8142 members Entering Unmasked Estep Score: -10785546.000000 Penalty: 13234.395508 Iteration 55Q: 3 clusters Score -1.078555e+07 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40989 members Mstep: Class 2 contains 8208 members Entering Unmasked Estep Score: -10785556.000000 Penalty: 13234.395508 Iteration 56Q: 3 clusters Score -1.078556e+07 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40924 members Mstep: Class 2 contains 8273 members Entering Unmasked Estep Score: -10785574.000000 Penalty: 13234.395508 Iteration 57Q: 3 clusters Score -1.078557e+07 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40859 members Mstep: Class 2 contains 8338 members Entering Unmasked Estep Score: -10785600.000000 Penalty: 13234.395508 Iteration 58Q: 3 clusters Score -1.07856e+07 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40792 members Mstep: Class 2 contains 8405 members Entering Unmasked Estep Score: -10785629.000000 Penalty: 13234.395508 Iteration 59Q: 3 clusters Score -1.078563e+07 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40722 members Mstep: Class 2 contains 8475 members Entering Unmasked Estep Score: -10785620.000000 Penalty: 13234.395508 Iteration 60F: 3 clusters Score -1.078562e+07 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40657 members Mstep: Class 2 contains 8540 members Entering Unmasked Estep Score: -10785632.000000 Penalty: 13234.395508 Iteration 61Q: 3 clusters Score -1.078563e+07 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40609 members Mstep: Class 2 contains 8588 members Entering Unmasked Estep Score: -10785636.000000 Penalty: 13234.395508 Iteration 62Q: 3 clusters Score -1.078564e+07 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40565 members Mstep: Class 2 contains 8632 members Entering Unmasked Estep Score: -10785653.000000 Penalty: 13234.395508 Iteration 63Q: 3 clusters Score -1.078565e+07 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40525 members Mstep: Class 2 contains 8672 members Entering Unmasked Estep Score: -10785639.000000 Penalty: 13234.395508 Iteration 64Q: 3 clusters Score -1.078564e+07 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40480 members Mstep: Class 2 contains 8717 members Entering Unmasked Estep Score: -10785644.000000 Penalty: 13234.395508 Iteration 65Q: 3 clusters Score -1.078564e+07 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40430 members Mstep: Class 2 contains 8767 members Entering Unmasked Estep Score: -10785669.000000 Penalty: 13234.395508 Iteration 66Q: 3 clusters Score -1.078567e+07 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40390 members Mstep: Class 2 contains 8807 members Entering Unmasked Estep Score: -10785683.000000 Penalty: 13234.395508 Iteration 67Q: 3 clusters Score -1.078568e+07 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40347 members Mstep: Class 2 contains 8850 members Entering Unmasked Estep Score: -10785691.000000 Penalty: 13234.395508 Iteration 68Q: 3 clusters Score -1.078569e+07 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40312 members Mstep: Class 2 contains 8885 members Entering Unmasked Estep Score: -10785693.000000 Penalty: 13234.395508 Iteration 69Q: 3 clusters Score -1.078569e+07 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40270 members Mstep: Class 2 contains 8927 members Entering Unmasked Estep Score: -10785716.000000 Penalty: 13234.395508 Iteration 70Q: 3 clusters Score -1.078572e+07 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40230 members Mstep: Class 2 contains 8967 members Entering Unmasked Estep Score: -10785741.000000 Penalty: 13234.395508 Iteration 71Q: 3 clusters Score -1.078574e+07 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40197 members Mstep: Class 2 contains 9000 members Entering Unmasked Estep Score: -10785760.000000 Penalty: 13234.395508 Iteration 72Q: 3 clusters Score -1.078576e+07 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40159 members Mstep: Class 2 contains 9038 members Entering Unmasked Estep Score: -10785760.000000 Penalty: 13234.395508 Iteration 73Q: 3 clusters Score -1.078576e+07 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40130 members Mstep: Class 2 contains 9067 members Entering Unmasked Estep Score: -10785786.000000 Penalty: 13234.395508 Iteration 74Q: 3 clusters Score -1.078579e+07 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40107 members Mstep: Class 2 contains 9090 members Entering Unmasked Estep Score: -10785772.000000 Penalty: 13234.395508 Iteration 75Q: 3 clusters Score -1.078577e+07 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40085 members Mstep: Class 2 contains 9112 members Entering Unmasked Estep Score: -10785762.000000 Penalty: 13234.395508 Iteration 76Q: 3 clusters Score -1.078576e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40075 members Mstep: Class 2 contains 9122 members Entering Unmasked Estep Score: -10785767.000000 Penalty: 13234.395508 Iteration 77Q: 3 clusters Score -1.078577e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40067 members Mstep: Class 2 contains 9130 members Entering Unmasked Estep Score: -10785778.000000 Penalty: 13234.395508 Iteration 78Q: 3 clusters Score -1.078578e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40055 members Mstep: Class 2 contains 9142 members Entering Unmasked Estep Score: -10785763.000000 Penalty: 13234.395508 Iteration 79Q: 3 clusters Score -1.078576e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40047 members Mstep: Class 2 contains 9150 members Entering Unmasked Estep Score: -10785755.000000 Penalty: 13234.395508 Iteration 80F: 3 clusters Score -1.078576e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40036 members Mstep: Class 2 contains 9161 members Entering Unmasked Estep Score: -10785748.000000 Penalty: 13234.395508 Iteration 81Q: 3 clusters Score -1.078575e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40029 members Mstep: Class 2 contains 9168 members Entering Unmasked Estep Score: -10785775.000000 Penalty: 13234.395508 Iteration 82Q: 3 clusters Score -1.078578e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40024 members Mstep: Class 2 contains 9173 members Entering Unmasked Estep Score: -10785773.000000 Penalty: 13234.395508 Iteration 83Q: 3 clusters Score -1.078577e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40023 members Mstep: Class 2 contains 9174 members Entering Unmasked Estep Score: -10785774.000000 Penalty: 13234.395508 Iteration 84Q: 3 clusters Score -1.078577e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40022 members Mstep: Class 2 contains 9175 members Entering Unmasked Estep Score: -10785772.000000 Penalty: 13234.395508 Iteration 85Q: 3 clusters Score -1.078577e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40022 members Mstep: Class 2 contains 9175 members Entering Unmasked Estep Score: -10785772.000000 Penalty: 13234.395508 Iteration 86F: 3 clusters Score -1.078577e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (13321 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13321 members Entering Unmasked Estep Score: -2933851.250000 Penalty: 5816.971680 Iteration 0F: 2 clusters Score -2933851 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6648 members Mstep: Class 2 contains 6673 members Entering Unmasked Estep Score: -2921464.750000 Penalty: 11633.943359 Iteration 0F: 3 clusters Score -2921465 nChanged 5159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6541 members Mstep: Class 2 contains 6780 members Entering Unmasked Estep Score: -2924277.500000 Penalty: 11633.943359 Iteration 1F: 3 clusters Score -2924278 nChanged 1002 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6529 members Mstep: Class 2 contains 6792 members Entering Unmasked Estep Score: -2924933.000000 Penalty: 11633.943359 Iteration 2F: 3 clusters Score -2924933 nChanged 783 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6526 members Mstep: Class 2 contains 6795 members Entering Unmasked Estep Score: -2925434.250000 Penalty: 11633.943359 Iteration 3F: 3 clusters Score -2925434 nChanged 551 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6519 members Mstep: Class 2 contains 6802 members Entering Unmasked Estep Score: -2925778.000000 Penalty: 11633.943359 Iteration 4Q: 3 clusters Score -2925778 nChanged 471 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6540 members Mstep: Class 2 contains 6781 members Entering Unmasked Estep Score: -2926072.500000 Penalty: 11633.943359 Iteration 5Q: 3 clusters Score -2926072 nChanged 408 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6578 members Mstep: Class 2 contains 6743 members Entering Unmasked Estep Score: -2926292.000000 Penalty: 11633.943359 Iteration 6Q: 3 clusters Score -2926292 nChanged 382 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6596 members Mstep: Class 2 contains 6725 members Entering Unmasked Estep Score: -2926478.750000 Penalty: 11633.943359 Iteration 7Q: 3 clusters Score -2926479 nChanged 314 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6648 members Mstep: Class 2 contains 6673 members Entering Unmasked Estep Score: -2926637.250000 Penalty: 11633.943359 Iteration 8Q: 3 clusters Score -2926637 nChanged 328 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6716 members Mstep: Class 2 contains 6605 members Entering Unmasked Estep Score: -2926787.750000 Penalty: 11633.943359 Iteration 9Q: 3 clusters Score -2926788 nChanged 304 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6782 members Mstep: Class 2 contains 6539 members Entering Unmasked Estep Score: -2926927.000000 Penalty: 11633.943359 Iteration 10Q: 3 clusters Score -2926927 nChanged 303 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6837 members Mstep: Class 2 contains 6484 members Entering Unmasked Estep Score: -2927051.000000 Penalty: 11633.943359 Iteration 11Q: 3 clusters Score -2927051 nChanged 249 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6886 members Mstep: Class 2 contains 6435 members Entering Unmasked Estep Score: -2927151.500000 Penalty: 11633.943359 Iteration 12Q: 3 clusters Score -2927152 nChanged 230 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6934 members Mstep: Class 2 contains 6387 members Entering Unmasked Estep Score: -2927235.750000 Penalty: 11633.943359 Iteration 13Q: 3 clusters Score -2927236 nChanged 231 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6959 members Mstep: Class 2 contains 6362 members Entering Unmasked Estep Score: -2927333.250000 Penalty: 11633.943359 Iteration 14Q: 3 clusters Score -2927333 nChanged 198 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6993 members Mstep: Class 2 contains 6328 members Entering Unmasked Estep Score: -2927401.750000 Penalty: 11633.943359 Iteration 15Q: 3 clusters Score -2927402 nChanged 184 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7047 members Mstep: Class 2 contains 6274 members Entering Unmasked Estep Score: -2927482.500000 Penalty: 11633.943359 Iteration 16Q: 3 clusters Score -2927482 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7093 members Mstep: Class 2 contains 6228 members Entering Unmasked Estep Score: -2927541.000000 Penalty: 11633.943359 Iteration 17Q: 3 clusters Score -2927541 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7133 members Mstep: Class 2 contains 6188 members Entering Unmasked Estep Score: -2927605.250000 Penalty: 11633.943359 Iteration 18Q: 3 clusters Score -2927605 nChanged 174 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7179 members Mstep: Class 2 contains 6142 members Entering Unmasked Estep Score: -2927672.750000 Penalty: 11633.943359 Iteration 19Q: 3 clusters Score -2927673 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7223 members Mstep: Class 2 contains 6098 members Entering Unmasked Estep Score: -2927718.500000 Penalty: 11633.943359 Iteration 20F: 3 clusters Score -2927718 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7258 members Mstep: Class 2 contains 6063 members Entering Unmasked Estep Score: -2927769.750000 Penalty: 11633.943359 Iteration 21Q: 3 clusters Score -2927770 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7328 members Mstep: Class 2 contains 5993 members Entering Unmasked Estep Score: -2927825.750000 Penalty: 11633.943359 Iteration 22Q: 3 clusters Score -2927826 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7379 members Mstep: Class 2 contains 5942 members Entering Unmasked Estep Score: -2927862.250000 Penalty: 11633.943359 Iteration 23Q: 3 clusters Score -2927862 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7433 members Mstep: Class 2 contains 5888 members Entering Unmasked Estep Score: -2927907.750000 Penalty: 11633.943359 Iteration 24Q: 3 clusters Score -2927908 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7472 members Mstep: Class 2 contains 5849 members Entering Unmasked Estep Score: -2927939.250000 Penalty: 11633.943359 Iteration 25Q: 3 clusters Score -2927939 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7502 members Mstep: Class 2 contains 5819 members Entering Unmasked Estep Score: -2927976.750000 Penalty: 11633.943359 Iteration 26Q: 3 clusters Score -2927977 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7550 members Mstep: Class 2 contains 5771 members Entering Unmasked Estep Score: -2927995.750000 Penalty: 11633.943359 Iteration 27Q: 3 clusters Score -2927996 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7583 members Mstep: Class 2 contains 5738 members Entering Unmasked Estep Score: -2928026.500000 Penalty: 11633.943359 Iteration 28Q: 3 clusters Score -2928026 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7615 members Mstep: Class 2 contains 5706 members Entering Unmasked Estep Score: -2928047.750000 Penalty: 11633.943359 Iteration 29Q: 3 clusters Score -2928048 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7653 members Mstep: Class 2 contains 5668 members Entering Unmasked Estep Score: -2928075.750000 Penalty: 11633.943359 Iteration 30Q: 3 clusters Score -2928076 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7697 members Mstep: Class 2 contains 5624 members Entering Unmasked Estep Score: -2928101.000000 Penalty: 11633.943359 Iteration 31Q: 3 clusters Score -2928101 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7743 members Mstep: Class 2 contains 5578 members Entering Unmasked Estep Score: -2928126.250000 Penalty: 11633.943359 Iteration 32Q: 3 clusters Score -2928126 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7783 members Mstep: Class 2 contains 5538 members Entering Unmasked Estep Score: -2928145.250000 Penalty: 11633.943359 Iteration 33Q: 3 clusters Score -2928145 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7826 members Mstep: Class 2 contains 5495 members Entering Unmasked Estep Score: -2928160.250000 Penalty: 11633.943359 Iteration 34Q: 3 clusters Score -2928160 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7868 members Mstep: Class 2 contains 5453 members Entering Unmasked Estep Score: -2928185.750000 Penalty: 11633.943359 Iteration 35Q: 3 clusters Score -2928186 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7897 members Mstep: Class 2 contains 5424 members Entering Unmasked Estep Score: -2928204.500000 Penalty: 11633.943359 Iteration 36Q: 3 clusters Score -2928204 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7926 members Mstep: Class 2 contains 5395 members Entering Unmasked Estep Score: -2928219.000000 Penalty: 11633.943359 Iteration 37Q: 3 clusters Score -2928219 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7953 members Mstep: Class 2 contains 5368 members Entering Unmasked Estep Score: -2928234.000000 Penalty: 11633.943359 Iteration 38Q: 3 clusters Score -2928234 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7976 members Mstep: Class 2 contains 5345 members Entering Unmasked Estep Score: -2928237.500000 Penalty: 11633.943359 Iteration 39Q: 3 clusters Score -2928238 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7990 members Mstep: Class 2 contains 5331 members Entering Unmasked Estep Score: -2928247.750000 Penalty: 11633.943359 Iteration 40F: 3 clusters Score -2928248 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8004 members Mstep: Class 2 contains 5317 members Entering Unmasked Estep Score: -2928254.250000 Penalty: 11633.943359 Iteration 41Q: 3 clusters Score -2928254 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8019 members Mstep: Class 2 contains 5302 members Entering Unmasked Estep Score: -2928259.500000 Penalty: 11633.943359 Iteration 42Q: 3 clusters Score -2928260 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8048 members Mstep: Class 2 contains 5273 members Entering Unmasked Estep Score: -2928265.250000 Penalty: 11633.943359 Iteration 43Q: 3 clusters Score -2928265 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8069 members Mstep: Class 2 contains 5252 members Entering Unmasked Estep Score: -2928277.250000 Penalty: 11633.943359 Iteration 44Q: 3 clusters Score -2928277 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8094 members Mstep: Class 2 contains 5227 members Entering Unmasked Estep Score: -2928283.250000 Penalty: 11633.943359 Iteration 45Q: 3 clusters Score -2928283 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8116 members Mstep: Class 2 contains 5205 members Entering Unmasked Estep Score: -2928295.250000 Penalty: 11633.943359 Iteration 46Q: 3 clusters Score -2928295 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8147 members Mstep: Class 2 contains 5174 members Entering Unmasked Estep Score: -2928311.250000 Penalty: 11633.943359 Iteration 47Q: 3 clusters Score -2928311 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8179 members Mstep: Class 2 contains 5142 members Entering Unmasked Estep Score: -2928311.500000 Penalty: 11633.943359 Iteration 48Q: 3 clusters Score -2928312 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8204 members Mstep: Class 2 contains 5117 members Entering Unmasked Estep Score: -2928329.250000 Penalty: 11633.943359 Iteration 49Q: 3 clusters Score -2928329 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8223 members Mstep: Class 2 contains 5098 members Entering Unmasked Estep Score: -2928327.000000 Penalty: 11633.943359 Iteration 50Q: 3 clusters Score -2928327 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8239 members Mstep: Class 2 contains 5082 members Entering Unmasked Estep Score: -2928345.000000 Penalty: 11633.943359 Iteration 51Q: 3 clusters Score -2928345 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8258 members Mstep: Class 2 contains 5063 members Entering Unmasked Estep Score: -2928350.250000 Penalty: 11633.943359 Iteration 52Q: 3 clusters Score -2928350 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8273 members Mstep: Class 2 contains 5048 members Entering Unmasked Estep Score: -2928360.750000 Penalty: 11633.943359 Iteration 53Q: 3 clusters Score -2928361 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8291 members Mstep: Class 2 contains 5030 members Entering Unmasked Estep Score: -2928359.250000 Penalty: 11633.943359 Iteration 54Q: 3 clusters Score -2928359 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8315 members Mstep: Class 2 contains 5006 members Entering Unmasked Estep Score: -2928361.750000 Penalty: 11633.943359 Iteration 55Q: 3 clusters Score -2928362 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8336 members Mstep: Class 2 contains 4985 members Entering Unmasked Estep Score: -2928384.000000 Penalty: 11633.943359 Iteration 56Q: 3 clusters Score -2928384 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8360 members Mstep: Class 2 contains 4961 members Entering Unmasked Estep Score: -2928388.750000 Penalty: 11633.943359 Iteration 57Q: 3 clusters Score -2928389 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8384 members Mstep: Class 2 contains 4937 members Entering Unmasked Estep Score: -2928390.500000 Penalty: 11633.943359 Iteration 58Q: 3 clusters Score -2928390 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8410 members Mstep: Class 2 contains 4911 members Entering Unmasked Estep Score: -2928394.500000 Penalty: 11633.943359 Iteration 59Q: 3 clusters Score -2928394 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8443 members Mstep: Class 2 contains 4878 members Entering Unmasked Estep Score: -2928406.750000 Penalty: 11633.943359 Iteration 60F: 3 clusters Score -2928407 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8466 members Mstep: Class 2 contains 4855 members Entering Unmasked Estep Score: -2928423.500000 Penalty: 11633.943359 Iteration 61Q: 3 clusters Score -2928424 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8496 members Mstep: Class 2 contains 4825 members Entering Unmasked Estep Score: -2928432.000000 Penalty: 11633.943359 Iteration 62Q: 3 clusters Score -2928432 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8529 members Mstep: Class 2 contains 4792 members Entering Unmasked Estep Score: -2928449.500000 Penalty: 11633.943359 Iteration 63Q: 3 clusters Score -2928450 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8561 members Mstep: Class 2 contains 4760 members Entering Unmasked Estep Score: -2928464.250000 Penalty: 11633.943359 Iteration 64Q: 3 clusters Score -2928464 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8598 members Mstep: Class 2 contains 4723 members Entering Unmasked Estep Score: -2928472.000000 Penalty: 11633.943359 Iteration 65Q: 3 clusters Score -2928472 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8629 members Mstep: Class 2 contains 4692 members Entering Unmasked Estep Score: -2928480.000000 Penalty: 11633.943359 Iteration 66Q: 3 clusters Score -2928480 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8651 members Mstep: Class 2 contains 4670 members Entering Unmasked Estep Score: -2928485.250000 Penalty: 11633.943359 Iteration 67Q: 3 clusters Score -2928485 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8675 members Mstep: Class 2 contains 4646 members Entering Unmasked Estep Score: -2928497.750000 Penalty: 11633.943359 Iteration 68Q: 3 clusters Score -2928498 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8694 members Mstep: Class 2 contains 4627 members Entering Unmasked Estep Score: -2928517.000000 Penalty: 11633.943359 Iteration 69Q: 3 clusters Score -2928517 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8717 members Mstep: Class 2 contains 4604 members Entering Unmasked Estep Score: -2928526.250000 Penalty: 11633.943359 Iteration 70Q: 3 clusters Score -2928526 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8746 members Mstep: Class 2 contains 4575 members Entering Unmasked Estep Score: -2928531.500000 Penalty: 11633.943359 Iteration 71Q: 3 clusters Score -2928532 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8765 members Mstep: Class 2 contains 4556 members Entering Unmasked Estep Score: -2928543.750000 Penalty: 11633.943359 Iteration 72Q: 3 clusters Score -2928544 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8791 members Mstep: Class 2 contains 4530 members Entering Unmasked Estep Score: -2928558.500000 Penalty: 11633.943359 Iteration 73Q: 3 clusters Score -2928558 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8809 members Mstep: Class 2 contains 4512 members Entering Unmasked Estep Score: -2928554.750000 Penalty: 11633.943359 Iteration 74Q: 3 clusters Score -2928555 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8831 members Mstep: Class 2 contains 4490 members Entering Unmasked Estep Score: -2928565.500000 Penalty: 11633.943359 Iteration 75Q: 3 clusters Score -2928566 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8853 members Mstep: Class 2 contains 4468 members Entering Unmasked Estep Score: -2928574.500000 Penalty: 11633.943359 Iteration 76Q: 3 clusters Score -2928574 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8882 members Mstep: Class 2 contains 4439 members Entering Unmasked Estep Score: -2928584.500000 Penalty: 11633.943359 Iteration 77Q: 3 clusters Score -2928584 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8905 members Mstep: Class 2 contains 4416 members Entering Unmasked Estep Score: -2928601.000000 Penalty: 11633.943359 Iteration 78Q: 3 clusters Score -2928601 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8928 members Mstep: Class 2 contains 4393 members Entering Unmasked Estep Score: -2928602.750000 Penalty: 11633.943359 Iteration 79Q: 3 clusters Score -2928603 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8954 members Mstep: Class 2 contains 4367 members Entering Unmasked Estep Score: -2928607.000000 Penalty: 11633.943359 Iteration 80F: 3 clusters Score -2928607 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8979 members Mstep: Class 2 contains 4342 members Entering Unmasked Estep Score: -2928615.500000 Penalty: 11633.943359 Iteration 81Q: 3 clusters Score -2928616 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8999 members Mstep: Class 2 contains 4322 members Entering Unmasked Estep Score: -2928618.750000 Penalty: 11633.943359 Iteration 82Q: 3 clusters Score -2928619 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9018 members Mstep: Class 2 contains 4303 members Entering Unmasked Estep Score: -2928627.500000 Penalty: 11633.943359 Iteration 83Q: 3 clusters Score -2928628 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9048 members Mstep: Class 2 contains 4273 members Entering Unmasked Estep Score: -2928635.250000 Penalty: 11633.943359 Iteration 84Q: 3 clusters Score -2928635 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9065 members Mstep: Class 2 contains 4256 members Entering Unmasked Estep Score: -2928634.750000 Penalty: 11633.943359 Iteration 85Q: 3 clusters Score -2928635 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9084 members Mstep: Class 2 contains 4237 members Entering Unmasked Estep Score: -2928643.000000 Penalty: 11633.943359 Iteration 86Q: 3 clusters Score -2928643 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9100 members Mstep: Class 2 contains 4221 members Entering Unmasked Estep Score: -2928640.750000 Penalty: 11633.943359 Iteration 87Q: 3 clusters Score -2928641 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9116 members Mstep: Class 2 contains 4205 members Entering Unmasked Estep Score: -2928644.500000 Penalty: 11633.943359 Iteration 88Q: 3 clusters Score -2928644 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9139 members Mstep: Class 2 contains 4182 members Entering Unmasked Estep Score: -2928660.500000 Penalty: 11633.943359 Iteration 89Q: 3 clusters Score -2928660 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9154 members Mstep: Class 2 contains 4167 members Entering Unmasked Estep Score: -2928665.000000 Penalty: 11633.943359 Iteration 90Q: 3 clusters Score -2928665 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9164 members Mstep: Class 2 contains 4157 members Entering Unmasked Estep Score: -2928672.250000 Penalty: 11633.943359 Iteration 91Q: 3 clusters Score -2928672 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9177 members Mstep: Class 2 contains 4144 members Entering Unmasked Estep Score: -2928680.750000 Penalty: 11633.943359 Iteration 92Q: 3 clusters Score -2928681 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9183 members Mstep: Class 2 contains 4138 members Entering Unmasked Estep Score: -2928681.250000 Penalty: 11633.943359 Iteration 93Q: 3 clusters Score -2928681 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 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Class 0 contains 0 members Mstep: Class 1 contains 9255 members Mstep: Class 2 contains 4066 members Entering Unmasked Estep Score: -2928703.500000 Penalty: 11633.943359 Iteration 98Q: 3 clusters Score -2928704 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9271 members Mstep: Class 2 contains 4050 members Entering Unmasked Estep Score: -2928713.000000 Penalty: 11633.943359 Iteration 99Q: 3 clusters Score -2928713 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9296 members Mstep: Class 2 contains 4025 members Entering Unmasked Estep Score: -2928713.000000 Penalty: 11633.943359 Iteration 100F: 3 clusters Score -2928713 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9325 members Mstep: Class 2 contains 3996 members Entering Unmasked Estep Score: -2928727.500000 Penalty: 11633.943359 Iteration 101Q: 3 clusters Score -2928728 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9364 members Mstep: Class 2 contains 3957 members Entering Unmasked Estep Score: -2928741.000000 Penalty: 11633.943359 Iteration 102Q: 3 clusters Score -2928741 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9387 members Mstep: Class 2 contains 3934 members Entering Unmasked Estep Score: -2928757.250000 Penalty: 11633.943359 Iteration 103Q: 3 clusters Score -2928757 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9417 members Mstep: Class 2 contains 3904 members Entering Unmasked Estep Score: -2928761.000000 Penalty: 11633.943359 Iteration 104Q: 3 clusters Score -2928761 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9443 members Mstep: Class 2 contains 3878 members Entering Unmasked Estep Score: -2928769.250000 Penalty: 11633.943359 Iteration 105Q: 3 clusters Score -2928769 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9471 members Mstep: Class 2 contains 3850 members Entering Unmasked Estep Score: -2928782.500000 Penalty: 11633.943359 Iteration 106Q: 3 clusters Score -2928782 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9502 members Mstep: Class 2 contains 3819 members Entering Unmasked Estep Score: -2928789.500000 Penalty: 11633.943359 Iteration 107Q: 3 clusters Score -2928790 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9531 members Mstep: Class 2 contains 3790 members Entering Unmasked Estep Score: -2928795.000000 Penalty: 11633.943359 Iteration 108Q: 3 clusters Score -2928795 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9555 members Mstep: Class 2 contains 3766 members Entering Unmasked Estep Score: -2928806.750000 Penalty: 11633.943359 Iteration 109Q: 3 clusters Score -2928807 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9574 members Mstep: Class 2 contains 3747 members Entering Unmasked Estep Score: -2928813.000000 Penalty: 11633.943359 Iteration 110Q: 3 clusters Score -2928813 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9596 members Mstep: Class 2 contains 3725 members Entering Unmasked Estep Score: -2928817.000000 Penalty: 11633.943359 Iteration 111Q: 3 clusters Score -2928817 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9610 members Mstep: Class 2 contains 3711 members Entering Unmasked Estep Score: -2928828.000000 Penalty: 11633.943359 Iteration 112Q: 3 clusters Score -2928828 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9632 members Mstep: Class 2 contains 3689 members Entering Unmasked Estep Score: -2928832.000000 Penalty: 11633.943359 Iteration 113Q: 3 clusters Score -2928832 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9657 members Mstep: Class 2 contains 3664 members Entering Unmasked Estep Score: -2928847.000000 Penalty: 11633.943359 Iteration 114Q: 3 clusters Score -2928847 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9686 members Mstep: Class 2 contains 3635 members Entering Unmasked Estep Score: -2928856.500000 Penalty: 11633.943359 Iteration 115Q: 3 clusters Score -2928856 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9716 members Mstep: Class 2 contains 3605 members Entering Unmasked Estep Score: -2928864.250000 Penalty: 11633.943359 Iteration 116Q: 3 clusters Score -2928864 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9743 members Mstep: Class 2 contains 3578 members Entering Unmasked Estep Score: -2928876.000000 Penalty: 11633.943359 Iteration 117Q: 3 clusters Score -2928876 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9765 members Mstep: Class 2 contains 3556 members Entering Unmasked Estep Score: -2928878.750000 Penalty: 11633.943359 Iteration 118Q: 3 clusters Score -2928879 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9786 members Mstep: Class 2 contains 3535 members Entering Unmasked Estep Score: -2928884.250000 Penalty: 11633.943359 Iteration 119Q: 3 clusters Score -2928884 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9803 members Mstep: Class 2 contains 3518 members Entering Unmasked Estep Score: -2928889.500000 Penalty: 11633.943359 Iteration 120F: 3 clusters Score -2928890 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9814 members Mstep: Class 2 contains 3507 members Entering Unmasked Estep Score: -2928890.000000 Penalty: 11633.943359 Iteration 121Q: 3 clusters Score -2928890 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9832 members Mstep: Class 2 contains 3489 members Entering Unmasked Estep Score: -2928896.500000 Penalty: 11633.943359 Iteration 122Q: 3 clusters Score -2928896 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9848 members Mstep: Class 2 contains 3473 members Entering Unmasked Estep Score: -2928899.000000 Penalty: 11633.943359 Iteration 123Q: 3 clusters Score -2928899 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9871 members Mstep: Class 2 contains 3450 members Entering Unmasked Estep Score: -2928902.250000 Penalty: 11633.943359 Iteration 124Q: 3 clusters Score -2928902 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9897 members Mstep: Class 2 contains 3424 members Entering Unmasked Estep Score: -2928910.500000 Penalty: 11633.943359 Iteration 125Q: 3 clusters Score -2928910 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9929 members Mstep: Class 2 contains 3392 members Entering Unmasked Estep Score: -2928928.000000 Penalty: 11633.943359 Iteration 126Q: 3 clusters Score -2928928 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9953 members Mstep: Class 2 contains 3368 members Entering Unmasked Estep Score: -2928926.000000 Penalty: 11633.943359 Iteration 127Q: 3 clusters Score -2928926 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9988 members Mstep: Class 2 contains 3333 members Entering Unmasked Estep Score: -2928945.000000 Penalty: 11633.943359 Iteration 128Q: 3 clusters Score -2928945 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10009 members Mstep: Class 2 contains 3312 members Entering Unmasked Estep Score: -2928952.000000 Penalty: 11633.943359 Iteration 129Q: 3 clusters Score -2928952 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10026 members Mstep: Class 2 contains 3295 members Entering Unmasked Estep Score: -2928965.250000 Penalty: 11633.943359 Iteration 130Q: 3 clusters Score -2928965 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10045 members Mstep: Class 2 contains 3276 members Entering Unmasked Estep Score: -2928965.750000 Penalty: 11633.943359 Iteration 131Q: 3 clusters Score -2928966 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10059 members Mstep: Class 2 contains 3262 members Entering Unmasked Estep Score: -2928971.500000 Penalty: 11633.943359 Iteration 132Q: 3 clusters Score -2928972 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10073 members Mstep: Class 2 contains 3248 members Entering Unmasked Estep Score: -2928979.000000 Penalty: 11633.943359 Iteration 133Q: 3 clusters Score -2928979 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10086 members Mstep: Class 2 contains 3235 members Entering Unmasked Estep Score: -2928978.000000 Penalty: 11633.943359 Iteration 134Q: 3 clusters Score -2928978 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10103 members Mstep: Class 2 contains 3218 members Entering Unmasked Estep Score: -2928978.750000 Penalty: 11633.943359 Iteration 135Q: 3 clusters Score -2928979 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10125 members Mstep: Class 2 contains 3196 members Entering Unmasked Estep Score: -2928984.000000 Penalty: 11633.943359 Iteration 136Q: 3 clusters Score -2928984 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10143 members Mstep: Class 2 contains 3178 members Entering Unmasked Estep Score: -2928995.250000 Penalty: 11633.943359 Iteration 137Q: 3 clusters Score -2928995 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10156 members Mstep: Class 2 contains 3165 members Entering Unmasked Estep Score: -2929000.500000 Penalty: 11633.943359 Iteration 138Q: 3 clusters Score -2929000 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10169 members Mstep: Class 2 contains 3152 members Entering Unmasked Estep Score: -2929005.750000 Penalty: 11633.943359 Iteration 139Q: 3 clusters Score -2929006 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10182 members Mstep: Class 2 contains 3139 members Entering Unmasked Estep Score: -2929012.000000 Penalty: 11633.943359 Iteration 140F: 3 clusters Score -2929012 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10192 members Mstep: Class 2 contains 3129 members Entering Unmasked Estep Score: -2929022.000000 Penalty: 11633.943359 Iteration 141Q: 3 clusters Score -2929022 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10199 members Mstep: Class 2 contains 3122 members Entering Unmasked Estep Score: -2929027.250000 Penalty: 11633.943359 Iteration 142Q: 3 clusters Score -2929027 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10204 members Mstep: Class 2 contains 3117 members Entering Unmasked Estep Score: -2929021.250000 Penalty: 11633.943359 Iteration 143Q: 3 clusters Score -2929021 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10209 members Mstep: Class 2 contains 3112 members Entering Unmasked Estep Score: -2929019.250000 Penalty: 11633.943359 Iteration 144Q: 3 clusters Score -2929019 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10211 members Mstep: Class 2 contains 3110 members Entering Unmasked Estep Score: -2929017.250000 Penalty: 11633.943359 Iteration 145Q: 3 clusters Score -2929017 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10210 members Mstep: Class 2 contains 3111 members Entering Unmasked Estep Score: -2929020.750000 Penalty: 11633.943359 Iteration 146Q: 3 clusters Score -2929021 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10212 members Mstep: Class 2 contains 3109 members Entering Unmasked Estep Score: -2929023.750000 Penalty: 11633.943359 Iteration 147Q: 3 clusters Score -2929024 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10213 members Mstep: Class 2 contains 3108 members Entering Unmasked Estep Score: -2929024.500000 Penalty: 11633.943359 Iteration 148Q: 3 clusters Score -2929024 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10213 members Mstep: Class 2 contains 3108 members Entering Unmasked Estep Score: -2929024.500000 Penalty: 11633.943359 Iteration 149F: 3 clusters Score -2929024 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (23713 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23713 members Entering Unmasked Estep Score: -5104367.000000 Penalty: 6170.189941 Iteration 0F: 2 clusters Score -5104367 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11785 members Mstep: Class 2 contains 11928 members Entering Unmasked Estep Score: -5085466.000000 Penalty: 12340.379883 Iteration 0F: 3 clusters Score -5085466 nChanged 9894 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11827 members Mstep: Class 2 contains 11886 members Entering Unmasked Estep Score: -5093326.500000 Penalty: 12340.379883 Iteration 1F: 3 clusters Score -5093326 nChanged 2491 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12808 members Mstep: Class 2 contains 10905 members Entering Unmasked Estep Score: -5098385.500000 Penalty: 12340.379883 Iteration 2F: 3 clusters Score -5098386 nChanged 3297 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15133 members Mstep: Class 2 contains 8580 members Entering Unmasked Estep Score: -5102749.500000 Penalty: 12340.379883 Iteration 3F: 3 clusters Score -5102750 nChanged 2850 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17625 members Mstep: Class 2 contains 6088 members Entering Unmasked Estep Score: -5106684.000000 Penalty: 12340.379883 Iteration 4F: 3 clusters Score -5106684 nChanged 1997 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19498 members Mstep: Class 2 contains 4215 members Entering Unmasked Estep Score: -5109420.500000 Penalty: 12340.379883 Iteration 5F: 3 clusters Score -5109420 nChanged 1106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20584 members Mstep: Class 2 contains 3129 members Entering Unmasked Estep Score: -5111199.500000 Penalty: 12340.379883 Iteration 6Q: 3 clusters Score -5111200 nChanged 561 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21139 members Mstep: Class 2 contains 2574 members Entering Unmasked Estep Score: -5112248.000000 Penalty: 12340.379883 Iteration 7Q: 3 clusters Score -5112248 nChanged 330 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21463 members Mstep: Class 2 contains 2250 members Entering Unmasked Estep Score: -5112865.000000 Penalty: 12340.379883 Iteration 8Q: 3 clusters Score -5112865 nChanged 194 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21657 members Mstep: Class 2 contains 2056 members Entering Unmasked Estep Score: -5113293.500000 Penalty: 12340.379883 Iteration 9Q: 3 clusters Score -5113294 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21768 members Mstep: Class 2 contains 1945 members Entering Unmasked Estep Score: -5113491.500000 Penalty: 12340.379883 Iteration 10Q: 3 clusters Score -5113492 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21841 members Mstep: Class 2 contains 1872 members Entering Unmasked Estep Score: -5113624.500000 Penalty: 12340.379883 Iteration 11Q: 3 clusters Score -5113624 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21890 members Mstep: Class 2 contains 1823 members Entering Unmasked Estep Score: -5113706.500000 Penalty: 12340.379883 Iteration 12Q: 3 clusters Score -5113706 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21924 members Mstep: Class 2 contains 1789 members Entering Unmasked Estep Score: -5113783.500000 Penalty: 12340.379883 Iteration 13Q: 3 clusters Score -5113784 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21942 members Mstep: Class 2 contains 1771 members Entering Unmasked Estep Score: -5113828.500000 Penalty: 12340.379883 Iteration 14Q: 3 clusters Score -5113828 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21958 members Mstep: Class 2 contains 1755 members Entering Unmasked Estep Score: -5113848.000000 Penalty: 12340.379883 Iteration 15Q: 3 clusters Score -5113848 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21965 members Mstep: Class 2 contains 1748 members Entering Unmasked Estep Score: -5113848.500000 Penalty: 12340.379883 Iteration 16Q: 3 clusters Score -5113848 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21970 members Mstep: Class 2 contains 1743 members Entering Unmasked Estep Score: -5113845.000000 Penalty: 12340.379883 Iteration 17Q: 3 clusters Score -5113845 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21972 members Mstep: Class 2 contains 1741 members Entering Unmasked Estep Score: -5113843.000000 Penalty: 12340.379883 Iteration 18Q: 3 clusters Score -5113843 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21972 members Mstep: Class 2 contains 1741 members Entering Unmasked Estep Score: -5113843.000000 Penalty: 12340.379883 Iteration 19F: 3 clusters Score -5113843 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 58 members Mstep: Class 1 contains 159374 members Mstep: Class 2 contains 10062 members Mstep: Class 3 contains 157606 members Mstep: Class 4 contains 34979 members Mstep: Class 5 contains 47881 members Mstep: Class 6 contains 910 members Mstep: Class 7 contains 4795 members Mstep: Class 8 contains 28530 members Mstep: Class 9 contains 1326 members Mstep: Class 10 contains 922 members Mstep: Class 11 contains 330 members Mstep: Class 12 contains 143379 members Mstep: Class 13 contains 1741 members Mstep: Class 14 contains 730 members Mstep: Class 15 contains 1160 members Mstep: Class 16 contains 49197 members Mstep: Class 18 contains 13321 members Mstep: Class 19 contains 21972 members Mstep: Class 20 contains 765 members Entering Unmasked Estep Score: -147570192.000000 Penalty: 156273.375000 Splitting cluster 19 changes total score from -147542800.000000 to -147570192.000000 So it's getting split into cluster 13. Entering ConstructFrom: Trying to split cluster 20 (765 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 765 members Entering Unmasked Estep Score: -140952.906250 Penalty: 4066.924072 Iteration 0F: 2 clusters Score -140952.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 381 members Mstep: Class 2 contains 384 members Entering Unmasked Estep Score: -137546.734375 Penalty: 8133.848145 Iteration 0F: 3 clusters Score -137546.7 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 339 members Mstep: Class 2 contains 426 members Entering Unmasked Estep Score: -138536.421875 Penalty: 8133.848145 Iteration 1F: 3 clusters Score -138536.4 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 288 members Mstep: Class 2 contains 477 members Entering Unmasked Estep Score: -139668.078125 Penalty: 8133.848145 Iteration 2F: 3 clusters Score -139668.1 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 231 members Mstep: Class 2 contains 534 members Entering Unmasked Estep Score: -140687.546875 Penalty: 8133.848145 Iteration 3F: 3 clusters Score -140687.5 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 211 members Mstep: Class 2 contains 554 members Entering Unmasked Estep Score: -141600.578125 Penalty: 8133.848145 Iteration 4F: 3 clusters Score -141600.6 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 215 members Mstep: Class 2 contains 550 members Entering Unmasked Estep Score: -142082.281250 Penalty: 8133.848145 Iteration 5Q: 3 clusters Score -142082.3 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 223 members Mstep: Class 2 contains 542 members Entering Unmasked Estep Score: -142346.687500 Penalty: 8133.848145 Iteration 6Q: 3 clusters Score -142346.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 232 members Mstep: Class 2 contains 533 members Entering Unmasked Estep Score: -142552.218750 Penalty: 8133.848145 Iteration 7Q: 3 clusters Score -142552.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 240 members Mstep: Class 2 contains 525 members Entering Unmasked Estep Score: -142717.921875 Penalty: 8133.848145 Iteration 8Q: 3 clusters Score -142717.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 244 members Mstep: Class 2 contains 521 members Entering Unmasked Estep Score: -142827.843750 Penalty: 8133.848145 Iteration 9Q: 3 clusters Score -142827.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 249 members Mstep: Class 2 contains 516 members Entering Unmasked Estep Score: -142939.593750 Penalty: 8133.848145 Iteration 10Q: 3 clusters Score -142939.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 252 members Mstep: Class 2 contains 513 members Entering Unmasked Estep Score: -142978.453125 Penalty: 8133.848145 Iteration 11Q: 3 clusters Score -142978.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 253 members Mstep: Class 2 contains 512 members Entering Unmasked Estep Score: -143003.656250 Penalty: 8133.848145 Iteration 12Q: 3 clusters Score -143003.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 253 members Mstep: Class 2 contains 512 members Entering Unmasked Estep Score: -143019.031250 Penalty: 8133.848145 Iteration 13Q: 3 clusters Score -143019 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 253 members Mstep: Class 2 contains 512 members Entering Unmasked Estep Score: -143070.062500 Penalty: 8133.848145 Iteration 14F: 3 clusters Score -143070.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 259 members Mstep: Class 2 contains 506 members Entering Unmasked Estep Score: -143301.875000 Penalty: 8133.848145 Iteration 15Q: 3 clusters Score -143301.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 262 members Mstep: Class 2 contains 503 members Entering Unmasked Estep Score: -143327.734375 Penalty: 8133.848145 Iteration 16Q: 3 clusters Score -143327.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 265 members Mstep: Class 2 contains 500 members Entering Unmasked Estep Score: -143346.562500 Penalty: 8133.848145 Iteration 17Q: 3 clusters Score -143346.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 266 members Mstep: Class 2 contains 499 members Entering Unmasked Estep Score: -143359.203125 Penalty: 8133.848145 Iteration 18Q: 3 clusters Score -143359.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 266 members Mstep: Class 2 contains 499 members Entering Unmasked Estep Score: -143359.203125 Penalty: 8133.848145 Iteration 19F: 3 clusters Score -143359.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 58 members Mstep: Class 1 contains 159374 members Mstep: Class 2 contains 10062 members Mstep: Class 3 contains 157606 members Mstep: Class 4 contains 34979 members Mstep: Class 5 contains 47881 members Mstep: Class 6 contains 910 members Mstep: Class 7 contains 4795 members Mstep: Class 8 contains 28530 members Mstep: Class 9 contains 1326 members Mstep: Class 10 contains 922 members Mstep: Class 11 contains 330 members Mstep: Class 12 contains 143379 members Mstep: Class 13 contains 1741 members Mstep: Class 14 contains 730 members Mstep: Class 15 contains 1160 members Mstep: Class 16 contains 49197 members Mstep: Class 17 contains 499 members Mstep: Class 18 contains 13321 members Mstep: Class 19 contains 21972 members Mstep: Class 20 contains 266 members Entering Unmasked Estep Score: -147568352.000000 Penalty: 164498.296875 Splitting cluster 20 changes total score from -147542800.000000 to -147568352.000000 So it's getting split into cluster 17. Entering Unmasked Mstep Mstep: Class 0 contains 58 members Mstep: Class 1 contains 159374 members Mstep: Class 2 contains 10062 members Mstep: Class 3 contains 157606 members Mstep: Class 4 contains 34979 members Mstep: Class 5 contains 47881 members Mstep: Class 7 contains 4795 members Mstep: Class 8 contains 28530 members Mstep: Class 10 contains 922 members Mstep: Class 12 contains 143379 members Mstep: Class 14 contains 730 members Mstep: Class 15 contains 1160 members Mstep: Class 16 contains 49197 members Mstep: Class 18 contains 13321 members Mstep: Class 19 contains 21972 members Mstep: Class 20 contains 266 members Entering Unmasked Estep ConsiderDeletion Score: -147570208.000000 Penalty: 164498.296875 Iteration 39Q: 21 clusters Score -1.475702e+08 nChanged 2132 Entering Unmasked Mstep Mstep: Class 0 contains 58 members Mstep: Class 1 contains 158797 members Mstep: Class 2 contains 10067 members Mstep: Class 3 contains 157616 members Mstep: Class 4 contains 34981 members Mstep: Class 5 contains 47878 members Mstep: Class 6 contains 910 members Mstep: Class 7 contains 4798 members Mstep: Class 8 contains 28533 members Mstep: Class 9 contains 1324 members Mstep: Class 10 contains 922 members Mstep: Class 11 contains 330 members Mstep: Class 12 contains 143346 members Mstep: Class 13 contains 1783 members Mstep: Class 14 contains 737 members Mstep: Class 15 contains 1160 members Mstep: Class 16 contains 49198 members Mstep: Class 17 contains 536 members Mstep: Class 18 contains 13308 members Mstep: Class 19 contains 22490 members Mstep: Class 20 contains 266 members Entering Unmasked Estep ConsiderDeletion Score: -147573248.000000 Penalty: 164498.296875 Iteration 40F: 21 clusters Score -1.475732e+08 nChanged 1242 Entering Unmasked Mstep Mstep: Class 0 contains 29 members Mstep: Class 1 contains 158367 members Mstep: Class 2 contains 10075 members Mstep: Class 3 contains 157628 members Mstep: Class 4 contains 34981 members Mstep: Class 5 contains 47843 members Mstep: Class 6 contains 932 members Mstep: Class 7 contains 4797 members Mstep: Class 8 contains 28539 members Mstep: Class 9 contains 1323 members Mstep: Class 10 contains 894 members Mstep: Class 11 contains 341 members Mstep: Class 12 contains 143272 members Mstep: Class 13 contains 1821 members Mstep: Class 14 contains 768 members Mstep: Class 15 contains 1160 members Mstep: Class 16 contains 49191 members Mstep: Class 17 contains 610 members Mstep: Class 18 contains 13277 members Mstep: Class 19 contains 22921 members Mstep: Class 20 contains 269 members Entering Unmasked Estep ConsiderDeletion Score: -147574832.000000 Penalty: 164498.296875 Iteration 41Q: 21 clusters Score -1.475748e+08 nChanged 866 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 158017 members Mstep: Class 2 contains 10061 members Mstep: Class 3 contains 157643 members Mstep: Class 4 contains 34979 members Mstep: Class 5 contains 47824 members Mstep: Class 6 contains 933 members Mstep: Class 7 contains 4795 members Mstep: Class 8 contains 28558 members Mstep: Class 9 contains 1323 members Mstep: Class 10 contains 871 members Mstep: Class 11 contains 339 members Mstep: Class 12 contains 143213 members Mstep: Class 13 contains 1832 members Mstep: Class 14 contains 797 members Mstep: Class 15 contains 1161 members Mstep: Class 16 contains 49193 members Mstep: Class 17 contains 634 members Mstep: Class 18 contains 13253 members Mstep: Class 19 contains 23314 members Mstep: Class 20 contains 270 members Entering Unmasked Estep ConsiderDeletion Score: -147575680.000000 Penalty: 164498.296875 Iteration 42Q: 21 clusters Score -1.475757e+08 nChanged 644 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 157793 members Mstep: Class 2 contains 10044 members Mstep: Class 3 contains 157659 members Mstep: Class 4 contains 34981 members Mstep: Class 5 contains 47804 members Mstep: Class 6 contains 931 members Mstep: Class 7 contains 4794 members Mstep: Class 8 contains 28574 members Mstep: Class 9 contains 1323 members Mstep: Class 10 contains 853 members Mstep: Class 11 contains 338 members Mstep: Class 12 contains 143146 members Mstep: Class 13 contains 1838 members Mstep: Class 14 contains 819 members Mstep: Class 15 contains 1162 members Mstep: Class 16 contains 49181 members Mstep: Class 17 contains 637 members Mstep: Class 18 contains 13238 members Mstep: Class 19 contains 23622 members Mstep: Class 20 contains 273 members Entering Unmasked Estep ConsiderDeletion Score: -147575712.000000 Penalty: 164498.296875 Iteration 43Q: 21 clusters Score -1.475757e+08 nChanged 510 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 157644 members Mstep: Class 2 contains 10036 members Mstep: Class 3 contains 157668 members Mstep: Class 4 contains 34984 members Mstep: Class 5 contains 47796 members Mstep: Class 6 contains 931 members Mstep: Class 7 contains 4793 members Mstep: Class 8 contains 28585 members Mstep: Class 9 contains 1323 members Mstep: Class 10 contains 844 members Mstep: Class 11 contains 338 members Mstep: Class 12 contains 143066 members Mstep: Class 13 contains 1839 members Mstep: Class 14 contains 829 members Mstep: Class 15 contains 1162 members Mstep: Class 16 contains 49166 members Mstep: Class 17 contains 638 members Mstep: Class 18 contains 13221 members Mstep: Class 19 contains 23873 members Mstep: Class 20 contains 274 members Entering Unmasked Estep ConsiderDeletion Score: -147575904.000000 Penalty: 164498.296875 Iteration 44Q: 21 clusters Score -1.475759e+08 nChanged 428 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 157534 members Mstep: Class 2 contains 10032 members Mstep: Class 3 contains 157681 members Mstep: Class 4 contains 34983 members Mstep: Class 5 contains 47784 members Mstep: Class 6 contains 931 members Mstep: Class 7 contains 4792 members Mstep: Class 8 contains 28589 members Mstep: Class 9 contains 1323 members Mstep: Class 10 contains 840 members Mstep: Class 11 contains 338 members Mstep: Class 12 contains 142993 members Mstep: Class 13 contains 1842 members Mstep: Class 14 contains 833 members Mstep: Class 15 contains 1162 members Mstep: Class 16 contains 49157 members Mstep: Class 17 contains 637 members Mstep: Class 18 contains 13206 members Mstep: Class 19 contains 24078 members Mstep: Class 20 contains 275 members Entering Unmasked Estep ConsiderDeletion Score: -147575904.000000 Penalty: 164498.296875 Iteration 45Q: 21 clusters Score -1.475759e+08 nChanged 357 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 157440 members Mstep: Class 2 contains 10023 members Mstep: Class 3 contains 157686 members Mstep: Class 4 contains 34983 members Mstep: Class 5 contains 47769 members Mstep: Class 6 contains 931 members Mstep: Class 7 contains 4791 members Mstep: Class 8 contains 28607 members Mstep: Class 9 contains 1323 members Mstep: Class 10 contains 840 members Mstep: Class 11 contains 338 members Mstep: Class 12 contains 142928 members Mstep: Class 13 contains 1841 members Mstep: Class 14 contains 833 members Mstep: Class 15 contains 1162 members Mstep: Class 16 contains 49153 members Mstep: Class 17 contains 638 members Mstep: Class 18 contains 13199 members Mstep: Class 19 contains 24250 members Mstep: Class 20 contains 275 members Entering Unmasked Estep ConsiderDeletion Score: -147576016.000000 Penalty: 164498.296875 Iteration 46Q: 21 clusters Score -1.47576e+08 nChanged 296 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 157371 members Mstep: Class 2 contains 10012 members Mstep: Class 3 contains 157693 members Mstep: Class 4 contains 34978 members Mstep: Class 5 contains 47768 members Mstep: Class 6 contains 931 members Mstep: Class 7 contains 4789 members Mstep: Class 8 contains 28627 members Mstep: Class 9 contains 1323 members Mstep: Class 10 contains 840 members Mstep: Class 11 contains 338 members Mstep: Class 12 contains 142865 members Mstep: Class 13 contains 1841 members Mstep: Class 14 contains 833 members Mstep: Class 15 contains 1162 members Mstep: Class 16 contains 49144 members Mstep: Class 17 contains 638 members Mstep: Class 18 contains 13188 members Mstep: Class 19 contains 24394 members Mstep: Class 20 contains 275 members Entering Unmasked Estep ConsiderDeletion Score: -147576048.000000 Penalty: 164498.296875 Iteration 47Q: 21 clusters Score -1.47576e+08 nChanged 252 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 157330 members Mstep: Class 2 contains 10004 members Mstep: Class 3 contains 157701 members Mstep: Class 4 contains 34974 members Mstep: Class 5 contains 47762 members Mstep: Class 6 contains 931 members Mstep: Class 7 contains 4789 members Mstep: Class 8 contains 28631 members Mstep: Class 9 contains 1323 members Mstep: Class 10 contains 840 members Mstep: Class 11 contains 338 members Mstep: Class 12 contains 142813 members Mstep: Class 13 contains 1841 members Mstep: Class 14 contains 833 members Mstep: Class 15 contains 1162 members Mstep: Class 16 contains 49140 members Mstep: Class 17 contains 638 members Mstep: Class 18 contains 13176 members Mstep: Class 19 contains 24509 members Mstep: Class 20 contains 275 members Entering Unmasked Estep ConsiderDeletion Score: -147576128.000000 Penalty: 164498.296875 Iteration 48Q: 21 clusters Score -1.475761e+08 nChanged 214 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 157279 members Mstep: Class 2 contains 10001 members Mstep: Class 3 contains 157706 members Mstep: Class 4 contains 34970 members Mstep: Class 5 contains 47754 members Mstep: Class 6 contains 931 members Mstep: Class 7 contains 4790 members Mstep: Class 8 contains 28631 members Mstep: Class 9 contains 1323 members Mstep: Class 10 contains 840 members Mstep: Class 11 contains 338 members Mstep: Class 12 contains 142771 members Mstep: Class 13 contains 1841 members Mstep: Class 14 contains 833 members Mstep: Class 15 contains 1162 members Mstep: Class 16 contains 49140 members Mstep: Class 17 contains 638 members Mstep: Class 18 contains 13174 members Mstep: Class 19 contains 24613 members Mstep: Class 20 contains 275 members Entering Unmasked Estep ConsiderDeletion Score: -147576080.000000 Penalty: 164498.296875 Iteration 49Q: 21 clusters Score -1.475761e+08 nChanged 169 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 157249 members Mstep: Class 2 contains 9998 members Mstep: Class 3 contains 157709 members Mstep: Class 4 contains 34968 members Mstep: Class 5 contains 47745 members Mstep: Class 6 contains 931 members Mstep: Class 7 contains 4791 members Mstep: Class 8 contains 28633 members Mstep: Class 9 contains 1323 members Mstep: Class 10 contains 840 members Mstep: Class 11 contains 338 members Mstep: Class 12 contains 142729 members Mstep: Class 13 contains 1841 members Mstep: Class 14 contains 833 members Mstep: Class 15 contains 1162 members Mstep: Class 16 contains 49141 members Mstep: Class 17 contains 638 members Mstep: Class 18 contains 13174 members Mstep: Class 19 contains 24692 members Mstep: Class 20 contains 275 members Entering Unmasked Estep ConsiderDeletion Score: -147576208.000000 Penalty: 164498.296875 Iteration 50Q: 21 clusters Score -1.475762e+08 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 157229 members Mstep: Class 2 contains 9988 members Mstep: Class 3 contains 157713 members Mstep: Class 4 contains 34968 members Mstep: Class 5 contains 47736 members Mstep: Class 6 contains 931 members Mstep: Class 7 contains 4792 members Mstep: Class 8 contains 28636 members Mstep: Class 9 contains 1323 members Mstep: Class 10 contains 840 members Mstep: Class 11 contains 338 members Mstep: Class 12 contains 142694 members Mstep: Class 13 contains 1841 members Mstep: Class 14 contains 833 members Mstep: Class 15 contains 1162 members Mstep: Class 16 contains 49142 members Mstep: Class 17 contains 638 members Mstep: Class 18 contains 13174 members Mstep: Class 19 contains 24757 members Mstep: Class 20 contains 275 members Entering Unmasked Estep ConsiderDeletion Score: -147576176.000000 Penalty: 164498.296875 Iteration 51Q: 21 clusters Score -1.475762e+08 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 157214 members Mstep: Class 2 contains 9985 members Mstep: Class 3 contains 157715 members Mstep: Class 4 contains 34969 members Mstep: Class 5 contains 47730 members Mstep: Class 6 contains 931 members Mstep: Class 7 contains 4791 members Mstep: Class 8 contains 28637 members Mstep: Class 9 contains 1323 members Mstep: Class 10 contains 840 members Mstep: Class 11 contains 338 members Mstep: Class 12 contains 142663 members Mstep: Class 13 contains 1841 members Mstep: Class 14 contains 833 members Mstep: Class 15 contains 1162 members Mstep: Class 16 contains 49141 members Mstep: Class 17 contains 638 members Mstep: Class 18 contains 13173 members Mstep: Class 19 contains 24811 members Mstep: Class 20 contains 275 members Entering Unmasked Estep ConsiderDeletion Score: -147576192.000000 Penalty: 164498.296875 Iteration 52Q: 21 clusters Score -1.475762e+08 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 157212 members Mstep: Class 2 contains 9980 members Mstep: Class 3 contains 157717 members Mstep: Class 4 contains 34969 members Mstep: Class 5 contains 47728 members Mstep: Class 6 contains 931 members Mstep: Class 7 contains 4791 members Mstep: Class 8 contains 28640 members Mstep: Class 9 contains 1323 members Mstep: Class 10 contains 840 members Mstep: Class 11 contains 338 members Mstep: Class 12 contains 142633 members Mstep: Class 13 contains 1841 members Mstep: Class 14 contains 833 members Mstep: Class 15 contains 1162 members Mstep: Class 16 contains 49142 members Mstep: Class 17 contains 638 members Mstep: Class 18 contains 13171 members Mstep: Class 19 contains 24846 members Mstep: Class 20 contains 275 members Entering Unmasked Estep ConsiderDeletion Score: -147576192.000000 Penalty: 164498.296875 Iteration 53Q: 21 clusters Score -1.475762e+08 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 157201 members Mstep: Class 2 contains 9980 members Mstep: Class 3 contains 157717 members Mstep: Class 4 contains 34966 members Mstep: Class 5 contains 47731 members Mstep: Class 6 contains 931 members Mstep: Class 7 contains 4791 members Mstep: Class 8 contains 28644 members Mstep: Class 9 contains 1323 members Mstep: Class 10 contains 840 members Mstep: Class 11 contains 338 members Mstep: Class 12 contains 142613 members Mstep: Class 13 contains 1841 members Mstep: Class 14 contains 833 members Mstep: Class 15 contains 1162 members Mstep: Class 16 contains 49139 members Mstep: Class 17 contains 638 members Mstep: Class 18 contains 13170 members Mstep: Class 19 contains 24877 members Mstep: Class 20 contains 275 members Entering Unmasked Estep ConsiderDeletion Score: -147576208.000000 Penalty: 164498.296875 Iteration 54Q: 21 clusters Score -1.475762e+08 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 157183 members Mstep: Class 2 contains 9981 members Mstep: Class 3 contains 157718 members Mstep: Class 4 contains 34965 members Mstep: Class 5 contains 47733 members Mstep: Class 6 contains 931 members Mstep: Class 7 contains 4791 members Mstep: Class 8 contains 28646 members Mstep: Class 9 contains 1323 members Mstep: Class 10 contains 840 members Mstep: Class 11 contains 338 members Mstep: Class 12 contains 142587 members Mstep: Class 13 contains 1841 members Mstep: Class 14 contains 833 members Mstep: Class 15 contains 1162 members Mstep: Class 16 contains 49138 members Mstep: Class 17 contains 638 members Mstep: Class 18 contains 13170 members Mstep: Class 19 contains 24917 members Mstep: Class 20 contains 275 members Entering Unmasked Estep ConsiderDeletion Score: -147576192.000000 Penalty: 164498.296875 Iteration 55Q: 21 clusters Score -1.475762e+08 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 157174 members Mstep: Class 2 contains 9981 members Mstep: Class 3 contains 157718 members Mstep: Class 4 contains 34965 members Mstep: Class 5 contains 47733 members Mstep: Class 6 contains 931 members Mstep: Class 7 contains 4791 members Mstep: Class 8 contains 28648 members Mstep: Class 9 contains 1323 members Mstep: Class 10 contains 840 members Mstep: Class 11 contains 338 members Mstep: Class 12 contains 142571 members Mstep: Class 13 contains 1841 members Mstep: Class 14 contains 833 members Mstep: Class 15 contains 1162 members Mstep: Class 16 contains 49137 members Mstep: Class 17 contains 638 members Mstep: Class 18 contains 13170 members Mstep: Class 19 contains 24941 members Mstep: Class 20 contains 275 members Entering Unmasked Estep ConsiderDeletion Score: -147576160.000000 Penalty: 164498.296875 Iteration 56Q: 21 clusters Score -1.475762e+08 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 157170 members Mstep: Class 2 contains 9982 members Mstep: Class 3 contains 157718 members Mstep: Class 4 contains 34965 members Mstep: Class 5 contains 47733 members Mstep: Class 6 contains 931 members Mstep: Class 7 contains 4791 members Mstep: Class 8 contains 28649 members Mstep: Class 9 contains 1323 members Mstep: Class 10 contains 840 members Mstep: Class 11 contains 338 members Mstep: Class 12 contains 142552 members Mstep: Class 13 contains 1841 members Mstep: Class 14 contains 833 members Mstep: Class 15 contains 1162 members Mstep: Class 16 contains 49135 members Mstep: Class 17 contains 638 members Mstep: Class 18 contains 13171 members Mstep: Class 19 contains 24963 members Mstep: Class 20 contains 275 members Entering Unmasked Estep ConsiderDeletion Score: -147576176.000000 Penalty: 164498.296875 Iteration 57Q: 21 clusters Score -1.475762e+08 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 157164 members Mstep: Class 2 contains 9983 members Mstep: Class 3 contains 157718 members Mstep: Class 4 contains 34965 members Mstep: Class 5 contains 47732 members Mstep: Class 6 contains 931 members Mstep: Class 7 contains 4791 members Mstep: Class 8 contains 28648 members Mstep: Class 9 contains 1323 members Mstep: Class 10 contains 840 members Mstep: Class 11 contains 338 members Mstep: Class 12 contains 142540 members Mstep: Class 13 contains 1841 members Mstep: Class 14 contains 833 members Mstep: Class 15 contains 1162 members Mstep: Class 16 contains 49135 members Mstep: Class 17 contains 638 members Mstep: Class 18 contains 13169 members Mstep: Class 19 contains 24984 members Mstep: Class 20 contains 275 members Entering Unmasked Estep ConsiderDeletion Score: -147576128.000000 Penalty: 164498.296875 Iteration 58Q: 21 clusters Score -1.475761e+08 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 157167 members Mstep: Class 2 contains 9983 members Mstep: Class 3 contains 157718 members Mstep: Class 4 contains 34964 members Mstep: Class 5 contains 47733 members Mstep: Class 6 contains 931 members Mstep: Class 7 contains 4791 members Mstep: Class 8 contains 28648 members Mstep: Class 9 contains 1323 members Mstep: Class 10 contains 840 members Mstep: Class 11 contains 338 members Mstep: Class 12 contains 142524 members Mstep: Class 13 contains 1841 members Mstep: Class 14 contains 833 members Mstep: Class 15 contains 1162 members Mstep: Class 16 contains 49134 members Mstep: Class 17 contains 638 members Mstep: Class 18 contains 13169 members Mstep: Class 19 contains 24998 members Mstep: Class 20 contains 275 members Entering Unmasked Estep ConsiderDeletion Score: -147576128.000000 Penalty: 164498.296875 Iteration 59Q: 21 clusters Score -1.475761e+08 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 157156 members Mstep: Class 2 contains 9981 members Mstep: Class 3 contains 157720 members Mstep: Class 4 contains 34965 members Mstep: Class 5 contains 47733 members Mstep: Class 6 contains 931 members Mstep: Class 7 contains 4791 members Mstep: Class 8 contains 28650 members Mstep: Class 9 contains 1323 members Mstep: Class 10 contains 840 members Mstep: Class 11 contains 338 members Mstep: Class 12 contains 142515 members Mstep: Class 13 contains 1841 members Mstep: Class 14 contains 833 members Mstep: Class 15 contains 1162 members Mstep: Class 16 contains 49134 members Mstep: Class 17 contains 638 members Mstep: Class 18 contains 13167 members Mstep: Class 19 contains 25017 members Mstep: Class 20 contains 275 members Entering Unmasked Estep ConsiderDeletion Score: -147576336.000000 Penalty: 164498.296875 Iteration 60F: 21 clusters Score -1.475763e+08 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 157154 members Mstep: Class 2 contains 9980 members Mstep: Class 3 contains 157720 members Mstep: Class 4 contains 34965 members Mstep: Class 5 contains 47732 members Mstep: Class 6 contains 932 members Mstep: Class 7 contains 4791 members Mstep: Class 8 contains 28651 members Mstep: Class 9 contains 1323 members Mstep: Class 10 contains 824 members Mstep: Class 11 contains 339 members Mstep: Class 12 contains 142505 members Mstep: Class 13 contains 1841 members Mstep: Class 14 contains 849 members Mstep: Class 15 contains 1162 members Mstep: Class 16 contains 49133 members Mstep: Class 17 contains 638 members Mstep: Class 18 contains 13167 members Mstep: Class 19 contains 25031 members Mstep: Class 20 contains 275 members Entering Unmasked Estep ConsiderDeletion Score: -147576416.000000 Penalty: 164498.296875 Iteration 61Q: 21 clusters Score -1.475764e+08 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 157147 members Mstep: Class 2 contains 9981 members Mstep: Class 3 contains 157720 members Mstep: Class 4 contains 34965 members Mstep: Class 5 contains 47732 members Mstep: Class 6 contains 932 members Mstep: Class 7 contains 4791 members Mstep: Class 8 contains 28651 members Mstep: Class 9 contains 1323 members Mstep: Class 10 contains 802 members Mstep: Class 11 contains 339 members Mstep: Class 12 contains 142497 members Mstep: Class 13 contains 1841 members Mstep: Class 14 contains 871 members Mstep: Class 15 contains 1162 members Mstep: Class 16 contains 49131 members Mstep: Class 17 contains 638 members Mstep: Class 18 contains 13167 members Mstep: Class 19 contains 25047 members Mstep: Class 20 contains 275 members Entering Unmasked Estep ConsiderDeletion Score: -147576656.000000 Penalty: 164498.296875 Iteration 62Q: 21 clusters Score -1.475767e+08 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 157141 members Mstep: Class 2 contains 9980 members Mstep: Class 3 contains 157720 members Mstep: Class 4 contains 34965 members Mstep: Class 5 contains 47732 members Mstep: Class 6 contains 932 members Mstep: Class 7 contains 4791 members Mstep: Class 8 contains 28652 members Mstep: Class 9 contains 1324 members Mstep: Class 10 contains 785 members Mstep: Class 11 contains 339 members Mstep: Class 12 contains 142491 members Mstep: Class 13 contains 1841 members Mstep: Class 14 contains 887 members Mstep: Class 15 contains 1162 members Mstep: Class 16 contains 49130 members Mstep: Class 17 contains 638 members Mstep: Class 18 contains 13167 members Mstep: Class 19 contains 25060 members Mstep: Class 20 contains 275 members Entering Unmasked Estep ConsiderDeletion Score: -147576784.000000 Penalty: 164498.296875 Iteration 63Q: 21 clusters Score -1.475768e+08 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 157133 members Mstep: Class 2 contains 9981 members Mstep: Class 3 contains 157721 members Mstep: Class 4 contains 34964 members Mstep: Class 5 contains 47732 members Mstep: Class 6 contains 932 members Mstep: Class 7 contains 4791 members Mstep: Class 8 contains 28651 members Mstep: Class 9 contains 1324 members Mstep: Class 10 contains 777 members Mstep: Class 11 contains 339 members Mstep: Class 12 contains 142489 members Mstep: Class 13 contains 1841 members Mstep: Class 14 contains 894 members Mstep: Class 15 contains 1162 members Mstep: Class 16 contains 49129 members Mstep: Class 17 contains 638 members Mstep: Class 18 contains 13167 members Mstep: Class 19 contains 25072 members Mstep: Class 20 contains 275 members Entering Unmasked Estep ConsiderDeletion Score: -147576896.000000 Penalty: 164498.296875 Iteration 64Q: 21 clusters Score -1.475769e+08 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 157128 members Mstep: Class 2 contains 9980 members Mstep: Class 3 contains 157722 members Mstep: Class 4 contains 34963 members Mstep: Class 5 contains 47731 members Mstep: Class 6 contains 932 members Mstep: Class 7 contains 4791 members Mstep: Class 8 contains 28652 members Mstep: Class 9 contains 1324 members Mstep: Class 10 contains 775 members Mstep: Class 11 contains 339 members Mstep: Class 12 contains 142487 members Mstep: Class 13 contains 1841 members Mstep: Class 14 contains 896 members Mstep: Class 15 contains 1162 members Mstep: Class 16 contains 49128 members Mstep: Class 17 contains 638 members Mstep: Class 18 contains 13167 members Mstep: Class 19 contains 25081 members Mstep: Class 20 contains 275 members Entering Unmasked Estep ConsiderDeletion Score: -147576928.000000 Penalty: 164498.296875 Iteration 65Q: 21 clusters Score -1.475769e+08 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 157127 members Mstep: Class 2 contains 9980 members Mstep: Class 3 contains 157723 members Mstep: Class 4 contains 34962 members Mstep: Class 5 contains 47733 members Mstep: Class 6 contains 932 members Mstep: Class 7 contains 4791 members Mstep: Class 8 contains 28654 members Mstep: Class 9 contains 1324 members Mstep: Class 10 contains 775 members Mstep: Class 11 contains 339 members Mstep: Class 12 contains 142478 members Mstep: Class 13 contains 1841 members Mstep: Class 14 contains 896 members Mstep: Class 15 contains 1162 members Mstep: Class 16 contains 49127 members Mstep: Class 17 contains 638 members Mstep: Class 18 contains 13169 members Mstep: Class 19 contains 25086 members Mstep: Class 20 contains 275 members Entering Unmasked Estep ConsiderDeletion Score: -147577088.000000 Penalty: 164498.296875 Iteration 66Q: 21 clusters Score -1.475771e+08 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 157129 members Mstep: Class 2 contains 9980 members Mstep: Class 3 contains 157723 members Mstep: Class 4 contains 34962 members Mstep: Class 5 contains 47736 members Mstep: Class 6 contains 932 members Mstep: Class 7 contains 4791 members Mstep: Class 8 contains 28654 members Mstep: Class 9 contains 1324 members Mstep: Class 10 contains 775 members Mstep: Class 11 contains 339 members Mstep: Class 12 contains 142472 members Mstep: Class 13 contains 1841 members Mstep: Class 14 contains 896 members Mstep: Class 15 contains 1162 members Mstep: Class 16 contains 49125 members Mstep: Class 17 contains 638 members Mstep: Class 18 contains 13167 members Mstep: Class 19 contains 25091 members Mstep: Class 20 contains 275 members Entering Unmasked Estep ConsiderDeletion Score: -147577088.000000 Penalty: 164498.296875 Iteration 67Q: 21 clusters Score -1.475771e+08 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 157135 members Mstep: Class 2 contains 9979 members Mstep: Class 3 contains 157723 members Mstep: Class 4 contains 34962 members Mstep: Class 5 contains 47734 members Mstep: Class 6 contains 932 members Mstep: Class 7 contains 4791 members Mstep: Class 8 contains 28654 members Mstep: Class 9 contains 1324 members Mstep: Class 10 contains 775 members Mstep: Class 11 contains 339 members Mstep: Class 12 contains 142466 members Mstep: Class 13 contains 1841 members Mstep: Class 14 contains 896 members Mstep: Class 15 contains 1162 members Mstep: Class 16 contains 49126 members Mstep: Class 17 contains 638 members Mstep: Class 18 contains 13168 members Mstep: Class 19 contains 25092 members Mstep: Class 20 contains 275 members Entering Unmasked Estep ConsiderDeletion Score: -147577104.000000 Penalty: 164498.296875 Iteration 68Q: 21 clusters Score -1.475771e+08 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 157140 members Mstep: Class 2 contains 9978 members Mstep: Class 3 contains 157724 members Mstep: Class 4 contains 34962 members Mstep: Class 5 contains 47734 members Mstep: Class 6 contains 932 members Mstep: Class 7 contains 4791 members Mstep: Class 8 contains 28654 members Mstep: Class 9 contains 1324 members Mstep: Class 10 contains 775 members Mstep: Class 11 contains 339 members Mstep: Class 12 contains 142458 members Mstep: Class 13 contains 1841 members Mstep: Class 14 contains 896 members Mstep: Class 15 contains 1162 members Mstep: Class 16 contains 49126 members Mstep: Class 17 contains 638 members Mstep: Class 18 contains 13169 members Mstep: Class 19 contains 25094 members Mstep: Class 20 contains 275 members Entering Unmasked Estep ConsiderDeletion Score: -147577152.000000 Penalty: 164498.296875 Iteration 69Q: 21 clusters Score -1.475772e+08 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 157141 members Mstep: Class 2 contains 9978 members Mstep: Class 3 contains 157724 members Mstep: Class 4 contains 34962 members Mstep: Class 5 contains 47734 members Mstep: Class 6 contains 932 members Mstep: Class 7 contains 4791 members Mstep: Class 8 contains 28654 members Mstep: Class 9 contains 1324 members Mstep: Class 10 contains 775 members Mstep: Class 11 contains 339 members Mstep: Class 12 contains 142453 members Mstep: Class 13 contains 1841 members Mstep: Class 14 contains 896 members Mstep: Class 15 contains 1162 members Mstep: Class 16 contains 49126 members Mstep: Class 17 contains 638 members Mstep: Class 18 contains 13169 members Mstep: Class 19 contains 25098 members Mstep: Class 20 contains 275 members Entering Unmasked Estep ConsiderDeletion Score: -147577232.000000 Penalty: 164498.296875 Iteration 70Q: 21 clusters Score -1.475772e+08 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 157142 members Mstep: Class 2 contains 9978 members Mstep: Class 3 contains 157724 members Mstep: Class 4 contains 34962 members Mstep: Class 5 contains 47734 members Mstep: Class 6 contains 932 members Mstep: Class 7 contains 4791 members Mstep: Class 8 contains 28654 members Mstep: Class 9 contains 1324 members Mstep: Class 10 contains 775 members Mstep: Class 11 contains 339 members Mstep: Class 12 contains 142448 members Mstep: Class 13 contains 1841 members Mstep: Class 14 contains 896 members Mstep: Class 15 contains 1162 members Mstep: Class 16 contains 49125 members Mstep: Class 17 contains 638 members Mstep: Class 18 contains 13169 members Mstep: Class 19 contains 25103 members Mstep: Class 20 contains 275 members Entering Unmasked Estep ConsiderDeletion Score: -147577248.000000 Penalty: 164498.296875 Iteration 71Q: 21 clusters Score -1.475772e+08 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 157144 members Mstep: Class 2 contains 9978 members Mstep: Class 3 contains 157724 members Mstep: Class 4 contains 34962 members Mstep: Class 5 contains 47734 members Mstep: Class 6 contains 932 members Mstep: Class 7 contains 4791 members Mstep: Class 8 contains 28654 members Mstep: Class 9 contains 1324 members Mstep: Class 10 contains 775 members Mstep: Class 11 contains 339 members Mstep: Class 12 contains 142446 members Mstep: Class 13 contains 1841 members Mstep: Class 14 contains 896 members Mstep: Class 15 contains 1162 members Mstep: Class 16 contains 49123 members Mstep: Class 17 contains 638 members Mstep: Class 18 contains 13169 members Mstep: Class 19 contains 25105 members Mstep: Class 20 contains 275 members Entering Unmasked Estep ConsiderDeletion Score: -147577232.000000 Penalty: 164498.296875 Iteration 72Q: 21 clusters Score -1.475772e+08 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 157141 members Mstep: Class 2 contains 9978 members Mstep: Class 3 contains 157724 members Mstep: Class 4 contains 34962 members Mstep: Class 5 contains 47734 members Mstep: Class 6 contains 932 members Mstep: Class 7 contains 4791 members Mstep: Class 8 contains 28654 members Mstep: Class 9 contains 1324 members Mstep: Class 10 contains 775 members Mstep: Class 11 contains 339 members Mstep: Class 12 contains 142444 members Mstep: Class 13 contains 1841 members Mstep: Class 14 contains 896 members Mstep: Class 15 contains 1162 members Mstep: Class 16 contains 49123 members Mstep: Class 17 contains 638 members Mstep: Class 18 contains 13169 members Mstep: Class 19 contains 25110 members Mstep: Class 20 contains 275 members Entering Unmasked Estep ConsiderDeletion Score: -147577232.000000 Penalty: 164498.296875 Iteration 73Q: 21 clusters Score -1.475772e+08 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 157137 members Mstep: Class 2 contains 9978 members Mstep: Class 3 contains 157724 members Mstep: Class 4 contains 34962 members Mstep: Class 5 contains 47734 members Mstep: Class 6 contains 932 members Mstep: Class 7 contains 4791 members Mstep: Class 8 contains 28654 members Mstep: Class 9 contains 1324 members Mstep: Class 10 contains 775 members Mstep: Class 11 contains 339 members Mstep: Class 12 contains 142443 members Mstep: Class 13 contains 1841 members Mstep: Class 14 contains 896 members Mstep: Class 15 contains 1162 members Mstep: Class 16 contains 49123 members Mstep: Class 17 contains 638 members Mstep: Class 18 contains 13169 members Mstep: Class 19 contains 25115 members Mstep: Class 20 contains 275 members Entering Unmasked Estep ConsiderDeletion Score: -147577216.000000 Penalty: 164498.296875 Iteration 74Q: 21 clusters Score -1.475772e+08 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 157133 members Mstep: Class 2 contains 9978 members Mstep: Class 3 contains 157724 members Mstep: Class 4 contains 34962 members Mstep: Class 5 contains 47734 members Mstep: Class 6 contains 932 members Mstep: Class 7 contains 4791 members Mstep: Class 8 contains 28654 members Mstep: Class 9 contains 1324 members Mstep: Class 10 contains 775 members Mstep: Class 11 contains 339 members Mstep: Class 12 contains 142443 members Mstep: Class 13 contains 1841 members Mstep: Class 14 contains 896 members Mstep: Class 15 contains 1162 members Mstep: Class 16 contains 49123 members Mstep: Class 17 contains 638 members Mstep: Class 18 contains 13169 members Mstep: Class 19 contains 25119 members Mstep: Class 20 contains 275 members Entering Unmasked Estep ConsiderDeletion Score: -147577200.000000 Penalty: 164498.296875 Iteration 75Q: 21 clusters Score -1.475772e+08 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 157131 members Mstep: Class 2 contains 9978 members Mstep: Class 3 contains 157724 members Mstep: Class 4 contains 34962 members Mstep: Class 5 contains 47734 members Mstep: Class 6 contains 932 members Mstep: Class 7 contains 4791 members Mstep: Class 8 contains 28654 members Mstep: Class 9 contains 1324 members Mstep: Class 10 contains 775 members Mstep: Class 11 contains 339 members Mstep: Class 12 contains 142442 members Mstep: Class 13 contains 1841 members Mstep: Class 14 contains 896 members Mstep: Class 15 contains 1162 members Mstep: Class 16 contains 49123 members Mstep: Class 17 contains 638 members Mstep: Class 18 contains 13169 members Mstep: Class 19 contains 25122 members Mstep: Class 20 contains 275 members Entering Unmasked Estep ConsiderDeletion Score: -147577120.000000 Penalty: 164498.296875 Iteration 76Q: 21 clusters Score -1.475771e+08 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 157132 members Mstep: Class 2 contains 9978 members Mstep: Class 3 contains 157724 members Mstep: Class 4 contains 34962 members Mstep: Class 5 contains 47734 members Mstep: Class 6 contains 932 members Mstep: Class 7 contains 4791 members Mstep: Class 8 contains 28654 members Mstep: Class 9 contains 1324 members Mstep: Class 10 contains 775 members Mstep: Class 11 contains 339 members Mstep: Class 12 contains 142440 members Mstep: Class 13 contains 1841 members Mstep: Class 14 contains 896 members Mstep: Class 15 contains 1162 members Mstep: Class 16 contains 49123 members Mstep: Class 17 contains 638 members Mstep: Class 18 contains 13169 members Mstep: Class 19 contains 25123 members Mstep: Class 20 contains 275 members Entering Unmasked Estep ConsiderDeletion Score: -147577104.000000 Penalty: 164498.296875 Iteration 77Q: 21 clusters Score -1.475771e+08 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 157130 members Mstep: Class 2 contains 9978 members Mstep: Class 3 contains 157724 members Mstep: Class 4 contains 34962 members Mstep: Class 5 contains 47734 members Mstep: Class 6 contains 932 members Mstep: Class 7 contains 4791 members Mstep: Class 8 contains 28654 members Mstep: Class 9 contains 1324 members Mstep: Class 10 contains 775 members Mstep: Class 11 contains 339 members Mstep: Class 12 contains 142441 members Mstep: Class 13 contains 1841 members Mstep: Class 14 contains 896 members Mstep: Class 15 contains 1162 members Mstep: Class 16 contains 49123 members Mstep: Class 17 contains 638 members Mstep: Class 18 contains 13168 members Mstep: Class 19 contains 25125 members Mstep: Class 20 contains 275 members Entering Unmasked Estep ConsiderDeletion Score: -147577120.000000 Penalty: 164498.296875 Iteration 78Q: 21 clusters Score -1.475771e+08 nChanged 3 Entering ConstructFrom: Score: -147577120.000000 Penalty: 164498.296875 Entering ConstructFrom: Trying to split cluster 1 (157130 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 157130 members Entering Unmasked Estep Score: -34495980.000000 Penalty: 7328.457520 Iteration 0F: 2 clusters Score -3.449598e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 78800 members Mstep: Class 2 contains 78330 members Entering Unmasked Estep Score: -34389968.000000 Penalty: 14656.915039 Iteration 0F: 3 clusters Score -3.438997e+07 nChanged 73019 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81177 members Mstep: Class 2 contains 75953 members Entering Unmasked Estep Score: -34430180.000000 Penalty: 14656.915039 Iteration 1F: 3 clusters Score -3.443018e+07 nChanged 5425 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 82706 members Mstep: Class 2 contains 74424 members Entering Unmasked Estep Score: -34431528.000000 Penalty: 14656.915039 Iteration 2Q: 3 clusters Score -3.443153e+07 nChanged 5247 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 85117 members Mstep: Class 2 contains 72013 members Entering Unmasked Estep Score: -34432876.000000 Penalty: 14656.915039 Iteration 3Q: 3 clusters Score -3.443288e+07 nChanged 5371 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 88568 members Mstep: Class 2 contains 68562 members Entering Unmasked Estep Score: -34434424.000000 Penalty: 14656.915039 Iteration 4Q: 3 clusters Score -3.443442e+07 nChanged 5948 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 93460 members Mstep: Class 2 contains 63670 members Entering Unmasked Estep Score: -34436528.000000 Penalty: 14656.915039 Iteration 5Q: 3 clusters Score -3.443653e+07 nChanged 7307 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100363 members Mstep: Class 2 contains 56767 members Entering Unmasked Estep Score: -34439972.000000 Penalty: 14656.915039 Iteration 6Q: 3 clusters Score -3.443997e+07 nChanged 9478 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 109681 members Mstep: Class 2 contains 47449 members Entering Unmasked Estep Score: -34445688.000000 Penalty: 14656.915039 Iteration 7F: 3 clusters Score -3.444569e+07 nChanged 12192 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 121825 members Mstep: Class 2 contains 35305 members Entering Unmasked Estep Score: -34455256.000000 Penalty: 14656.915039 Iteration 8F: 3 clusters Score -3.445526e+07 nChanged 13358 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 135169 members Mstep: Class 2 contains 21961 members Entering Unmasked Estep Score: -34467956.000000 Penalty: 14656.915039 Iteration 9F: 3 clusters Score -3.446796e+07 nChanged 11114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 146279 members Mstep: Class 2 contains 10851 members Entering Unmasked Estep Score: -34479172.000000 Penalty: 14656.915039 Iteration 10F: 3 clusters Score -3.447917e+07 nChanged 6446 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 152717 members Mstep: Class 2 contains 4413 members Entering Unmasked Estep Score: -34485560.000000 Penalty: 14656.915039 Iteration 11Q: 3 clusters Score -3.448556e+07 nChanged 2617 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 155324 members Mstep: Class 2 contains 1806 members Entering Unmasked Estep Score: -34487992.000000 Penalty: 14656.915039 Iteration 12Q: 3 clusters Score -3.448799e+07 nChanged 802 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 156098 members Mstep: Class 2 contains 1032 members Entering Unmasked Estep Score: -34488852.000000 Penalty: 14656.915039 Iteration 13Q: 3 clusters Score -3.448885e+07 nChanged 304 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 156362 members Mstep: Class 2 contains 768 members Entering Unmasked Estep Score: -34489196.000000 Penalty: 14656.915039 Iteration 14Q: 3 clusters Score -3.44892e+07 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 156456 members Mstep: Class 2 contains 674 members Entering Unmasked Estep Score: -34489288.000000 Penalty: 14656.915039 Iteration 15Q: 3 clusters Score -3.448929e+07 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 156498 members Mstep: Class 2 contains 632 members Entering Unmasked Estep Score: -34489368.000000 Penalty: 14656.915039 Iteration 16Q: 3 clusters Score -3.448937e+07 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 156513 members Mstep: Class 2 contains 617 members Entering Unmasked Estep Score: -34489428.000000 Penalty: 14656.915039 Iteration 17Q: 3 clusters Score -3.448943e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 156525 members Mstep: Class 2 contains 605 members Entering Unmasked Estep Score: -34489432.000000 Penalty: 14656.915039 Iteration 18Q: 3 clusters Score -3.448943e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 156527 members Mstep: Class 2 contains 603 members Entering Unmasked Estep Score: -34489464.000000 Penalty: 14656.915039 Iteration 19Q: 3 clusters Score -3.448946e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 156530 members Mstep: Class 2 contains 600 members Entering Unmasked Estep Score: -34489468.000000 Penalty: 14656.915039 Iteration 20F: 3 clusters Score -3.448947e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 156534 members Mstep: Class 2 contains 596 members Entering Unmasked Estep Score: -34489472.000000 Penalty: 14656.915039 Iteration 21Q: 3 clusters Score -3.448947e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 156538 members Mstep: Class 2 contains 592 members Entering Unmasked Estep Score: -34489480.000000 Penalty: 14656.915039 Iteration 22Q: 3 clusters Score -3.448948e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 156541 members Mstep: Class 2 contains 589 members Entering Unmasked Estep Score: -34489480.000000 Penalty: 14656.915039 Iteration 23Q: 3 clusters Score -3.448948e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 156542 members Mstep: Class 2 contains 588 members Entering Unmasked Estep Score: -34489476.000000 Penalty: 14656.915039 Iteration 24Q: 3 clusters Score -3.448948e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 156542 members Mstep: Class 2 contains 588 members Entering Unmasked Estep Score: -34489476.000000 Penalty: 14656.915039 Iteration 25F: 3 clusters Score -3.448948e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (9978 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9978 members Entering Unmasked Estep Score: -2102801.000000 Penalty: 5639.984375 Iteration 0F: 2 clusters Score -2102801 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5048 members Mstep: Class 2 contains 4930 members Entering Unmasked Estep Score: -2092587.625000 Penalty: 11279.968750 Iteration 0F: 3 clusters Score -2092588 nChanged 3615 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5117 members Mstep: Class 2 contains 4861 members Entering Unmasked Estep Score: -2094761.875000 Penalty: 11279.968750 Iteration 1F: 3 clusters Score -2094762 nChanged 791 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5108 members Mstep: Class 2 contains 4870 members Entering Unmasked Estep Score: -2095299.625000 Penalty: 11279.968750 Iteration 2F: 3 clusters Score -2095300 nChanged 525 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5059 members Mstep: Class 2 contains 4919 members Entering Unmasked Estep Score: -2095672.000000 Penalty: 11279.968750 Iteration 3F: 3 clusters Score -2095672 nChanged 430 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5031 members Mstep: Class 2 contains 4947 members Entering Unmasked Estep Score: -2095939.875000 Penalty: 11279.968750 Iteration 4Q: 3 clusters Score -2095940 nChanged 330 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4983 members Mstep: Class 2 contains 4995 members Entering Unmasked Estep Score: -2096142.625000 Penalty: 11279.968750 Iteration 5Q: 3 clusters Score -2096143 nChanged 310 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4897 members Mstep: Class 2 contains 5081 members Entering Unmasked Estep Score: -2096326.500000 Penalty: 11279.968750 Iteration 6Q: 3 clusters Score -2096326 nChanged 281 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4802 members Mstep: Class 2 contains 5176 members Entering Unmasked Estep Score: -2096511.875000 Penalty: 11279.968750 Iteration 7Q: 3 clusters Score -2096512 nChanged 267 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4711 members Mstep: Class 2 contains 5267 members Entering Unmasked Estep Score: -2096671.000000 Penalty: 11279.968750 Iteration 8Q: 3 clusters Score -2096671 nChanged 261 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4600 members Mstep: Class 2 contains 5378 members Entering Unmasked Estep Score: -2096828.375000 Penalty: 11279.968750 Iteration 9Q: 3 clusters Score -2096828 nChanged 219 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4525 members Mstep: Class 2 contains 5453 members Entering Unmasked Estep Score: -2096962.875000 Penalty: 11279.968750 Iteration 10Q: 3 clusters Score -2096963 nChanged 241 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4424 members Mstep: Class 2 contains 5554 members Entering Unmasked Estep Score: -2097107.750000 Penalty: 11279.968750 Iteration 11Q: 3 clusters Score -2097108 nChanged 250 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4308 members Mstep: Class 2 contains 5670 members Entering Unmasked Estep Score: -2097252.250000 Penalty: 11279.968750 Iteration 12Q: 3 clusters Score -2097252 nChanged 224 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4180 members Mstep: Class 2 contains 5798 members Entering Unmasked Estep Score: -2097386.750000 Penalty: 11279.968750 Iteration 13Q: 3 clusters Score -2097387 nChanged 224 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4060 members Mstep: Class 2 contains 5918 members Entering Unmasked Estep Score: -2097518.500000 Penalty: 11279.968750 Iteration 14Q: 3 clusters Score -2097518 nChanged 215 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3947 members Mstep: Class 2 contains 6031 members Entering Unmasked Estep Score: -2097664.250000 Penalty: 11279.968750 Iteration 15Q: 3 clusters Score -2097664 nChanged 226 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3841 members Mstep: Class 2 contains 6137 members Entering Unmasked Estep Score: -2097818.250000 Penalty: 11279.968750 Iteration 16Q: 3 clusters Score -2097818 nChanged 244 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3709 members Mstep: Class 2 contains 6269 members Entering Unmasked Estep Score: -2097981.000000 Penalty: 11279.968750 Iteration 17Q: 3 clusters Score -2097981 nChanged 227 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3600 members Mstep: Class 2 contains 6378 members Entering Unmasked Estep Score: -2098147.250000 Penalty: 11279.968750 Iteration 18Q: 3 clusters Score -2098147 nChanged 215 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3477 members Mstep: Class 2 contains 6501 members Entering Unmasked Estep Score: -2098304.750000 Penalty: 11279.968750 Iteration 19Q: 3 clusters Score -2098305 nChanged 230 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3369 members Mstep: Class 2 contains 6609 members Entering Unmasked Estep Score: -2098494.000000 Penalty: 11279.968750 Iteration 20F: 3 clusters Score -2098494 nChanged 221 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3262 members Mstep: Class 2 contains 6716 members Entering Unmasked Estep Score: -2098684.750000 Penalty: 11279.968750 Iteration 21Q: 3 clusters Score -2098685 nChanged 217 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3163 members Mstep: Class 2 contains 6815 members Entering Unmasked Estep Score: -2098860.000000 Penalty: 11279.968750 Iteration 22Q: 3 clusters Score -2098860 nChanged 209 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3092 members Mstep: Class 2 contains 6886 members Entering Unmasked Estep Score: -2099041.500000 Penalty: 11279.968750 Iteration 23Q: 3 clusters Score -2099042 nChanged 177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3029 members Mstep: Class 2 contains 6949 members Entering Unmasked Estep Score: -2099202.250000 Penalty: 11279.968750 Iteration 24Q: 3 clusters Score -2099202 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2983 members Mstep: Class 2 contains 6995 members Entering Unmasked Estep Score: -2099360.750000 Penalty: 11279.968750 Iteration 25Q: 3 clusters Score -2099361 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2947 members Mstep: Class 2 contains 7031 members Entering Unmasked Estep Score: -2099513.500000 Penalty: 11279.968750 Iteration 26Q: 3 clusters Score -2099514 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2941 members Mstep: Class 2 contains 7037 members Entering Unmasked Estep Score: -2099653.000000 Penalty: 11279.968750 Iteration 27Q: 3 clusters Score -2099653 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2969 members Mstep: Class 2 contains 7009 members Entering Unmasked Estep Score: -2099805.500000 Penalty: 11279.968750 Iteration 28Q: 3 clusters Score -2099806 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3016 members Mstep: Class 2 contains 6962 members Entering Unmasked Estep Score: -2099931.750000 Penalty: 11279.968750 Iteration 29Q: 3 clusters Score -2099932 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3070 members Mstep: Class 2 contains 6908 members Entering Unmasked Estep Score: -2100010.250000 Penalty: 11279.968750 Iteration 30Q: 3 clusters Score -2100010 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3131 members Mstep: Class 2 contains 6847 members Entering Unmasked Estep Score: -2100078.500000 Penalty: 11279.968750 Iteration 31Q: 3 clusters Score -2100078 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3204 members Mstep: Class 2 contains 6774 members Entering Unmasked Estep Score: -2100131.000000 Penalty: 11279.968750 Iteration 32Q: 3 clusters Score -2100131 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3249 members Mstep: Class 2 contains 6729 members Entering Unmasked Estep Score: -2100161.000000 Penalty: 11279.968750 Iteration 33Q: 3 clusters Score -2100161 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3284 members Mstep: Class 2 contains 6694 members Entering Unmasked Estep Score: -2100184.250000 Penalty: 11279.968750 Iteration 34Q: 3 clusters Score -2100184 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3326 members Mstep: Class 2 contains 6652 members Entering Unmasked Estep Score: -2100205.250000 Penalty: 11279.968750 Iteration 35Q: 3 clusters Score -2100205 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3365 members Mstep: Class 2 contains 6613 members Entering Unmasked Estep Score: -2100229.500000 Penalty: 11279.968750 Iteration 36Q: 3 clusters Score -2100230 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3403 members Mstep: Class 2 contains 6575 members Entering Unmasked Estep Score: -2100249.250000 Penalty: 11279.968750 Iteration 37Q: 3 clusters Score -2100249 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3445 members Mstep: Class 2 contains 6533 members Entering Unmasked Estep Score: -2100266.750000 Penalty: 11279.968750 Iteration 38Q: 3 clusters Score -2100267 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3482 members Mstep: Class 2 contains 6496 members Entering Unmasked Estep Score: -2100291.750000 Penalty: 11279.968750 Iteration 39Q: 3 clusters Score -2100292 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3510 members Mstep: Class 2 contains 6468 members Entering Unmasked Estep Score: -2100310.750000 Penalty: 11279.968750 Iteration 40F: 3 clusters Score -2100311 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3524 members Mstep: Class 2 contains 6454 members Entering Unmasked Estep Score: -2100315.750000 Penalty: 11279.968750 Iteration 41Q: 3 clusters Score -2100316 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3538 members Mstep: Class 2 contains 6440 members Entering Unmasked Estep Score: -2100318.250000 Penalty: 11279.968750 Iteration 42Q: 3 clusters Score -2100318 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3547 members Mstep: Class 2 contains 6431 members Entering Unmasked Estep Score: -2100323.000000 Penalty: 11279.968750 Iteration 43Q: 3 clusters Score -2100323 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3554 members Mstep: Class 2 contains 6424 members Entering Unmasked Estep Score: -2100319.750000 Penalty: 11279.968750 Iteration 44Q: 3 clusters Score -2100320 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3559 members Mstep: Class 2 contains 6419 members Entering Unmasked Estep Score: -2100324.750000 Penalty: 11279.968750 Iteration 45Q: 3 clusters Score -2100325 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3561 members Mstep: Class 2 contains 6417 members Entering Unmasked Estep Score: -2100322.750000 Penalty: 11279.968750 Iteration 46Q: 3 clusters Score -2100323 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3563 members Mstep: Class 2 contains 6415 members Entering Unmasked Estep Score: -2100327.000000 Penalty: 11279.968750 Iteration 47Q: 3 clusters Score -2100327 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3563 members Mstep: Class 2 contains 6415 members Entering Unmasked Estep Score: -2100327.000000 Penalty: 11279.968750 Iteration 48F: 3 clusters Score -2100327 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (157724 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 157724 members Entering Unmasked Estep Score: -34709056.000000 Penalty: 7330.769043 Iteration 0F: 2 clusters Score -3.470906e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 78629 members Mstep: Class 2 contains 79095 members Entering Unmasked Estep Score: -34607664.000000 Penalty: 14661.538086 Iteration 0F: 3 clusters Score -3.460766e+07 nChanged 73340 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 76349 members Mstep: Class 2 contains 81375 members Entering Unmasked Estep Score: -34648656.000000 Penalty: 14661.538086 Iteration 1F: 3 clusters Score -3.464866e+07 nChanged 5504 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74865 members Mstep: Class 2 contains 82859 members Entering Unmasked Estep Score: -34650236.000000 Penalty: 14661.538086 Iteration 2Q: 3 clusters Score -3.465024e+07 nChanged 5302 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72763 members Mstep: Class 2 contains 84961 members Entering Unmasked Estep Score: -34651596.000000 Penalty: 14661.538086 Iteration 3Q: 3 clusters Score -3.46516e+07 nChanged 5233 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 69762 members Mstep: Class 2 contains 87962 members Entering Unmasked Estep Score: -34653336.000000 Penalty: 14661.538086 Iteration 4Q: 3 clusters Score -3.465334e+07 nChanged 5669 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65459 members Mstep: Class 2 contains 92265 members Entering Unmasked Estep Score: -34655196.000000 Penalty: 14661.538086 Iteration 5Q: 3 clusters Score -3.46552e+07 nChanged 6909 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59308 members Mstep: Class 2 contains 98416 members Entering Unmasked Estep Score: -34658380.000000 Penalty: 14661.538086 Iteration 6Q: 3 clusters Score -3.465838e+07 nChanged 8856 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50814 members Mstep: Class 2 contains 106910 members Entering Unmasked Estep Score: -34663416.000000 Penalty: 14661.538086 Iteration 7F: 3 clusters Score -3.466342e+07 nChanged 11187 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39775 members Mstep: Class 2 contains 117949 members Entering Unmasked Estep Score: -34671784.000000 Penalty: 14661.538086 Iteration 8F: 3 clusters Score -3.467178e+07 nChanged 12822 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27023 members Mstep: Class 2 contains 130701 members Entering Unmasked Estep Score: -34682248.000000 Penalty: 14661.538086 Iteration 9F: 3 clusters Score -3.468225e+07 nChanged 11690 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15367 members Mstep: Class 2 contains 142357 members Entering Unmasked Estep Score: -34691772.000000 Penalty: 14661.538086 Iteration 10F: 3 clusters Score -3.469177e+07 nChanged 7723 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7674 members Mstep: Class 2 contains 150050 members Entering Unmasked Estep Score: -34697736.000000 Penalty: 14661.538086 Iteration 11Q: 3 clusters Score -3.469774e+07 nChanged 3773 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3927 members Mstep: Class 2 contains 153797 members Entering Unmasked Estep Score: -34700464.000000 Penalty: 14661.538086 Iteration 12Q: 3 clusters Score -3.470046e+07 nChanged 1675 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2280 members Mstep: Class 2 contains 155444 members Entering Unmasked Estep Score: -34701540.000000 Penalty: 14661.538086 Iteration 13Q: 3 clusters Score -3.470154e+07 nChanged 704 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1616 members Mstep: Class 2 contains 156108 members Entering Unmasked Estep Score: -34702092.000000 Penalty: 14661.538086 Iteration 14Q: 3 clusters Score -3.470209e+07 nChanged 326 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1326 members Mstep: Class 2 contains 156398 members Entering Unmasked Estep Score: -34702312.000000 Penalty: 14661.538086 Iteration 15Q: 3 clusters Score -3.470231e+07 nChanged 191 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1181 members Mstep: Class 2 contains 156543 members Entering Unmasked Estep Score: -34702484.000000 Penalty: 14661.538086 Iteration 16Q: 3 clusters Score -3.470248e+07 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1092 members Mstep: Class 2 contains 156632 members Entering Unmasked Estep Score: -34702572.000000 Penalty: 14661.538086 Iteration 17Q: 3 clusters Score -3.470257e+07 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1030 members Mstep: Class 2 contains 156694 members Entering Unmasked Estep Score: -34702632.000000 Penalty: 14661.538086 Iteration 18Q: 3 clusters Score -3.470263e+07 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 985 members Mstep: Class 2 contains 156739 members Entering Unmasked Estep Score: -34702680.000000 Penalty: 14661.538086 Iteration 19Q: 3 clusters Score -3.470268e+07 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 957 members Mstep: Class 2 contains 156767 members Entering Unmasked Estep Score: -34702680.000000 Penalty: 14661.538086 Iteration 20F: 3 clusters Score -3.470268e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 951 members Mstep: Class 2 contains 156773 members Entering Unmasked Estep Score: -34702708.000000 Penalty: 14661.538086 Iteration 21Q: 3 clusters Score -3.470271e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 939 members Mstep: Class 2 contains 156785 members Entering Unmasked Estep Score: -34702724.000000 Penalty: 14661.538086 Iteration 22Q: 3 clusters Score -3.470272e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 928 members Mstep: Class 2 contains 156796 members Entering Unmasked Estep Score: -34702720.000000 Penalty: 14661.538086 Iteration 23Q: 3 clusters Score -3.470272e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 919 members Mstep: Class 2 contains 156805 members Entering Unmasked Estep Score: -34702736.000000 Penalty: 14661.538086 Iteration 24Q: 3 clusters Score -3.470274e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 912 members Mstep: Class 2 contains 156812 members Entering Unmasked Estep Score: -34702748.000000 Penalty: 14661.538086 Iteration 25Q: 3 clusters Score -3.470275e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 901 members Mstep: Class 2 contains 156823 members Entering Unmasked Estep Score: -34702768.000000 Penalty: 14661.538086 Iteration 26Q: 3 clusters Score -3.470277e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 890 members Mstep: Class 2 contains 156834 members Entering Unmasked Estep Score: -34702748.000000 Penalty: 14661.538086 Iteration 27Q: 3 clusters Score -3.470275e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 883 members Mstep: Class 2 contains 156841 members Entering Unmasked Estep Score: -34702744.000000 Penalty: 14661.538086 Iteration 28Q: 3 clusters Score -3.470274e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 882 members Mstep: Class 2 contains 156842 members Entering Unmasked Estep Score: -34702784.000000 Penalty: 14661.538086 Iteration 29Q: 3 clusters Score -3.470278e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 880 members Mstep: Class 2 contains 156844 members Entering Unmasked Estep Score: -34702780.000000 Penalty: 14661.538086 Iteration 30Q: 3 clusters Score -3.470278e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 874 members Mstep: Class 2 contains 156850 members Entering Unmasked Estep Score: -34702788.000000 Penalty: 14661.538086 Iteration 31Q: 3 clusters Score -3.470279e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 871 members Mstep: Class 2 contains 156853 members Entering Unmasked Estep Score: -34702800.000000 Penalty: 14661.538086 Iteration 32Q: 3 clusters Score -3.47028e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 866 members Mstep: Class 2 contains 156858 members Entering Unmasked Estep Score: -34702792.000000 Penalty: 14661.538086 Iteration 33Q: 3 clusters Score -3.470279e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 860 members Mstep: Class 2 contains 156864 members Entering Unmasked Estep Score: -34702792.000000 Penalty: 14661.538086 Iteration 34Q: 3 clusters Score -3.470279e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 854 members Mstep: Class 2 contains 156870 members Entering Unmasked Estep Score: -34702796.000000 Penalty: 14661.538086 Iteration 35Q: 3 clusters Score -3.47028e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 850 members Mstep: Class 2 contains 156874 members Entering Unmasked Estep Score: -34702780.000000 Penalty: 14661.538086 Iteration 36Q: 3 clusters Score -3.470278e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 845 members Mstep: Class 2 contains 156879 members Entering Unmasked Estep Score: -34702792.000000 Penalty: 14661.538086 Iteration 37Q: 3 clusters Score -3.470279e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 844 members Mstep: Class 2 contains 156880 members Entering Unmasked Estep Score: -34702788.000000 Penalty: 14661.538086 Iteration 38Q: 3 clusters Score -3.470279e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 844 members Mstep: Class 2 contains 156880 members Entering Unmasked Estep Score: -34702788.000000 Penalty: 14661.538086 Iteration 39F: 3 clusters Score -3.470279e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (34962 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34962 members Entering Unmasked Estep Score: -7688338.000000 Penalty: 6407.985352 Iteration 0F: 2 clusters Score -7688338 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17468 members Mstep: Class 2 contains 17494 members Entering Unmasked Estep Score: -7662425.000000 Penalty: 12815.970703 Iteration 0F: 3 clusters Score -7662425 nChanged 14820 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17346 members Mstep: Class 2 contains 17616 members Entering Unmasked Estep Score: -7670218.500000 Penalty: 12815.970703 Iteration 1F: 3 clusters Score -7670218 nChanged 2045 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17215 members Mstep: Class 2 contains 17747 members Entering Unmasked Estep Score: -7671088.000000 Penalty: 12815.970703 Iteration 2F: 3 clusters Score -7671088 nChanged 1734 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17035 members Mstep: Class 2 contains 17927 members Entering Unmasked Estep Score: -7671990.500000 Penalty: 12815.970703 Iteration 3Q: 3 clusters Score -7671990 nChanged 1771 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16818 members Mstep: Class 2 contains 18144 members Entering Unmasked Estep Score: -7673158.500000 Penalty: 12815.970703 Iteration 4F: 3 clusters Score -7673158 nChanged 1847 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16641 members Mstep: Class 2 contains 18321 members Entering Unmasked Estep Score: -7674699.500000 Penalty: 12815.970703 Iteration 5F: 3 clusters Score -7674700 nChanged 1998 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16725 members Mstep: Class 2 contains 18237 members Entering Unmasked Estep Score: -7676342.500000 Penalty: 12815.970703 Iteration 6F: 3 clusters Score -7676342 nChanged 2078 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17187 members Mstep: Class 2 contains 17775 members Entering Unmasked Estep Score: -7677778.000000 Penalty: 12815.970703 Iteration 7F: 3 clusters Score -7677778 nChanged 2032 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18097 members Mstep: Class 2 contains 16865 members Entering Unmasked Estep Score: -7679094.000000 Penalty: 12815.970703 Iteration 8F: 3 clusters Score -7679094 nChanged 1921 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19360 members Mstep: Class 2 contains 15602 members Entering Unmasked Estep Score: -7680449.000000 Penalty: 12815.970703 Iteration 9F: 3 clusters Score -7680449 nChanged 1933 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20791 members Mstep: Class 2 contains 14171 members Entering Unmasked Estep Score: -7682017.500000 Penalty: 12815.970703 Iteration 10F: 3 clusters Score -7682018 nChanged 1805 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22184 members Mstep: Class 2 contains 12778 members Entering Unmasked Estep Score: -7683655.500000 Penalty: 12815.970703 Iteration 11F: 3 clusters Score -7683656 nChanged 1502 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23340 members Mstep: Class 2 contains 11622 members Entering Unmasked Estep Score: -7685239.000000 Penalty: 12815.970703 Iteration 12Q: 3 clusters Score -7685239 nChanged 1173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24243 members Mstep: Class 2 contains 10719 members Entering Unmasked Estep Score: -7686691.500000 Penalty: 12815.970703 Iteration 13Q: 3 clusters Score -7686692 nChanged 841 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24904 members Mstep: Class 2 contains 10058 members Entering Unmasked Estep Score: -7687430.000000 Penalty: 12815.970703 Iteration 14Q: 3 clusters Score -7687430 nChanged 550 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25332 members Mstep: Class 2 contains 9630 members Entering Unmasked Estep Score: -7687743.500000 Penalty: 12815.970703 Iteration 15Q: 3 clusters Score -7687744 nChanged 326 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25604 members Mstep: Class 2 contains 9358 members Entering Unmasked Estep Score: -7687904.500000 Penalty: 12815.970703 Iteration 16Q: 3 clusters Score -7687904 nChanged 184 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25768 members Mstep: Class 2 contains 9194 members Entering Unmasked Estep Score: -7687941.500000 Penalty: 12815.970703 Iteration 17Q: 3 clusters Score -7687942 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25864 members Mstep: Class 2 contains 9098 members Entering Unmasked Estep Score: -7687953.000000 Penalty: 12815.970703 Iteration 18Q: 3 clusters Score -7687953 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25926 members Mstep: Class 2 contains 9036 members Entering Unmasked Estep Score: -7687958.000000 Penalty: 12815.970703 Iteration 19Q: 3 clusters Score -7687958 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25965 members Mstep: Class 2 contains 8997 members Entering Unmasked Estep Score: -7687960.500000 Penalty: 12815.970703 Iteration 20F: 3 clusters Score -7687960 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25994 members Mstep: Class 2 contains 8968 members Entering Unmasked Estep Score: -7687971.000000 Penalty: 12815.970703 Iteration 21Q: 3 clusters Score -7687971 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26012 members Mstep: Class 2 contains 8950 members Entering Unmasked Estep Score: -7687978.000000 Penalty: 12815.970703 Iteration 22Q: 3 clusters Score -7687978 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26026 members Mstep: Class 2 contains 8936 members Entering Unmasked Estep Score: -7687983.500000 Penalty: 12815.970703 Iteration 23Q: 3 clusters Score -7687984 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26037 members Mstep: Class 2 contains 8925 members Entering Unmasked Estep Score: -7687986.000000 Penalty: 12815.970703 Iteration 24Q: 3 clusters Score -7687986 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26044 members Mstep: Class 2 contains 8918 members Entering Unmasked Estep Score: -7687973.500000 Penalty: 12815.970703 Iteration 25Q: 3 clusters Score -7687974 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26047 members Mstep: Class 2 contains 8915 members Entering Unmasked Estep Score: -7687984.500000 Penalty: 12815.970703 Iteration 26Q: 3 clusters Score -7687984 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26048 members Mstep: Class 2 contains 8914 members Entering Unmasked Estep Score: -7687984.500000 Penalty: 12815.970703 Iteration 27Q: 3 clusters Score -7687984 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26049 members Mstep: Class 2 contains 8913 members Entering Unmasked Estep Score: -7687989.500000 Penalty: 12815.970703 Iteration 28Q: 3 clusters Score -7687990 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26049 members Mstep: Class 2 contains 8913 members Entering Unmasked Estep Score: -7687989.500000 Penalty: 12815.970703 Iteration 29F: 3 clusters Score -7687990 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (47734 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47734 members Entering Unmasked Estep Score: -10533565.000000 Penalty: 6598.707031 Iteration 0F: 2 clusters Score -1.053356e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23909 members Mstep: Class 2 contains 23825 members Entering Unmasked Estep Score: -10499379.000000 Penalty: 13197.414062 Iteration 0F: 3 clusters Score -1.049938e+07 nChanged 20843 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23846 members Mstep: Class 2 contains 23888 members Entering Unmasked Estep Score: -10510542.000000 Penalty: 13197.414062 Iteration 1F: 3 clusters Score -1.051054e+07 nChanged 2499 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23717 members Mstep: Class 2 contains 24017 members Entering Unmasked Estep Score: -10511428.000000 Penalty: 13197.414062 Iteration 2F: 3 clusters Score -1.051143e+07 nChanged 2074 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23577 members Mstep: Class 2 contains 24157 members Entering Unmasked Estep Score: -10512112.000000 Penalty: 13197.414062 Iteration 3Q: 3 clusters Score -1.051211e+07 nChanged 1842 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23389 members Mstep: Class 2 contains 24345 members Entering Unmasked Estep Score: -10512785.000000 Penalty: 13197.414062 Iteration 4Q: 3 clusters Score -1.051278e+07 nChanged 1858 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23149 members Mstep: Class 2 contains 24585 members Entering Unmasked Estep Score: -10513516.000000 Penalty: 13197.414062 Iteration 5Q: 3 clusters Score -1.051352e+07 nChanged 1968 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22823 members Mstep: Class 2 contains 24911 members Entering Unmasked Estep Score: -10514535.000000 Penalty: 13197.414062 Iteration 6Q: 3 clusters Score -1.051454e+07 nChanged 2211 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22334 members Mstep: Class 2 contains 25400 members Entering Unmasked Estep Score: -10515893.000000 Penalty: 13197.414062 Iteration 7Q: 3 clusters Score -1.051589e+07 nChanged 2719 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21731 members Mstep: Class 2 contains 26003 members Entering Unmasked Estep Score: -10518169.000000 Penalty: 13197.414062 Iteration 8F: 3 clusters Score -1.051817e+07 nChanged 3266 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21065 members Mstep: Class 2 contains 26669 members Entering Unmasked Estep Score: -10521386.000000 Penalty: 13197.414062 Iteration 9F: 3 clusters Score -1.052139e+07 nChanged 3499 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20172 members Mstep: Class 2 contains 27562 members Entering Unmasked Estep Score: -10524773.000000 Penalty: 13197.414062 Iteration 10F: 3 clusters Score -1.052477e+07 nChanged 3036 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19204 members Mstep: Class 2 contains 28530 members Entering Unmasked Estep Score: -10527342.000000 Penalty: 13197.414062 Iteration 11F: 3 clusters Score -1.052734e+07 nChanged 2331 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18223 members Mstep: Class 2 contains 29511 members Entering Unmasked Estep Score: -10529290.000000 Penalty: 13197.414062 Iteration 12Q: 3 clusters Score -1.052929e+07 nChanged 1689 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17250 members Mstep: Class 2 contains 30484 members Entering Unmasked Estep Score: -10530817.000000 Penalty: 13197.414062 Iteration 13Q: 3 clusters Score -1.053082e+07 nChanged 1257 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16271 members Mstep: Class 2 contains 31463 members Entering Unmasked Estep Score: -10531992.000000 Penalty: 13197.414062 Iteration 14Q: 3 clusters Score -1.053199e+07 nChanged 970 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15405 members Mstep: Class 2 contains 32329 members Entering Unmasked Estep Score: -10532815.000000 Penalty: 13197.414062 Iteration 15Q: 3 clusters Score -1.053282e+07 nChanged 806 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14611 members Mstep: Class 2 contains 33123 members Entering Unmasked Estep Score: -10533404.000000 Penalty: 13197.414062 Iteration 16Q: 3 clusters Score -1.05334e+07 nChanged 650 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13965 members Mstep: Class 2 contains 33769 members Entering Unmasked Estep Score: -10533828.000000 Penalty: 13197.414062 Iteration 17Q: 3 clusters Score -1.053383e+07 nChanged 561 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13404 members Mstep: Class 2 contains 34330 members Entering Unmasked Estep Score: -10534108.000000 Penalty: 13197.414062 Iteration 18Q: 3 clusters Score -1.053411e+07 nChanged 465 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12939 members Mstep: Class 2 contains 34795 members Entering Unmasked Estep Score: -10534276.000000 Penalty: 13197.414062 Iteration 19Q: 3 clusters Score -1.053428e+07 nChanged 383 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12558 members Mstep: Class 2 contains 35176 members Entering Unmasked Estep Score: -10534468.000000 Penalty: 13197.414062 Iteration 20F: 3 clusters Score -1.053447e+07 nChanged 293 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12265 members Mstep: Class 2 contains 35469 members Entering Unmasked Estep Score: -10534590.000000 Penalty: 13197.414062 Iteration 21Q: 3 clusters Score -1.053459e+07 nChanged 223 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12042 members Mstep: Class 2 contains 35692 members Entering Unmasked Estep Score: -10534617.000000 Penalty: 13197.414062 Iteration 22Q: 3 clusters Score -1.053462e+07 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11867 members Mstep: Class 2 contains 35867 members Entering Unmasked Estep Score: -10534690.000000 Penalty: 13197.414062 Iteration 23Q: 3 clusters Score -1.053469e+07 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11737 members Mstep: Class 2 contains 35997 members Entering Unmasked Estep Score: -10534740.000000 Penalty: 13197.414062 Iteration 24Q: 3 clusters Score -1.053474e+07 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11637 members Mstep: Class 2 contains 36097 members Entering Unmasked Estep Score: -10534743.000000 Penalty: 13197.414062 Iteration 25Q: 3 clusters Score -1.053474e+07 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11556 members Mstep: Class 2 contains 36178 members Entering Unmasked Estep Score: -10534755.000000 Penalty: 13197.414062 Iteration 26Q: 3 clusters Score -1.053476e+07 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11497 members Mstep: Class 2 contains 36237 members Entering Unmasked Estep Score: -10534760.000000 Penalty: 13197.414062 Iteration 27Q: 3 clusters Score -1.053476e+07 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11456 members Mstep: Class 2 contains 36278 members Entering Unmasked Estep Score: -10534753.000000 Penalty: 13197.414062 Iteration 28Q: 3 clusters Score -1.053475e+07 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11426 members Mstep: Class 2 contains 36308 members Entering Unmasked Estep Score: -10534768.000000 Penalty: 13197.414062 Iteration 29Q: 3 clusters Score -1.053477e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11409 members Mstep: Class 2 contains 36325 members Entering Unmasked Estep Score: -10534766.000000 Penalty: 13197.414062 Iteration 30Q: 3 clusters Score -1.053477e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11407 members Mstep: Class 2 contains 36327 members Entering Unmasked Estep Score: -10534759.000000 Penalty: 13197.414062 Iteration 31Q: 3 clusters Score -1.053476e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11406 members Mstep: Class 2 contains 36328 members Entering Unmasked Estep Score: -10534760.000000 Penalty: 13197.414062 Iteration 32Q: 3 clusters Score -1.053476e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11406 members Mstep: Class 2 contains 36328 members Entering Unmasked Estep Score: -10534760.000000 Penalty: 13197.414062 Iteration 33F: 3 clusters Score -1.053476e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 157130 members Mstep: Class 2 contains 9978 members Mstep: Class 3 contains 157724 members Mstep: Class 4 contains 34962 members Mstep: Class 5 contains 11406 members Mstep: Class 6 contains 932 members Mstep: Class 7 contains 4791 members Mstep: Class 8 contains 28654 members Mstep: Class 9 contains 1324 members Mstep: Class 10 contains 775 members Mstep: Class 11 contains 339 members Mstep: Class 12 contains 142440 members Mstep: Class 13 contains 1841 members Mstep: Class 14 contains 896 members Mstep: Class 15 contains 1162 members Mstep: Class 16 contains 49124 members Mstep: Class 17 contains 638 members Mstep: Class 18 contains 13167 members Mstep: Class 19 contains 25126 members Mstep: Class 20 contains 275 members Mstep: Class 21 contains 36328 members Entering Unmasked Estep Score: -147576720.000000 Penalty: 172723.218750 Splitting cluster 5 changes total score from -147577120.000000 to -147576720.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 6 (932 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 932 members Entering Unmasked Estep Score: -132220.984375 Penalty: 4187.866211 Iteration 0F: 2 clusters Score -132221 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 493 members Mstep: Class 2 contains 439 members Entering Unmasked Estep Score: -129509.414062 Penalty: 8375.732422 Iteration 0F: 3 clusters Score -129509.4 nChanged 281 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 288 members Mstep: Class 2 contains 644 members Entering Unmasked Estep Score: -131845.765625 Penalty: 8375.732422 Iteration 1F: 3 clusters Score -131845.8 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 232 members Mstep: Class 2 contains 700 members Entering Unmasked Estep Score: -133322.906250 Penalty: 8375.732422 Iteration 2F: 3 clusters Score -133322.9 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 238 members Mstep: Class 2 contains 694 members Entering Unmasked Estep Score: -134373.250000 Penalty: 8375.732422 Iteration 3F: 3 clusters Score -134373.2 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 260 members Mstep: Class 2 contains 672 members Entering Unmasked Estep Score: -135305.359375 Penalty: 8375.732422 Iteration 4Q: 3 clusters Score -135305.4 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 276 members Mstep: Class 2 contains 656 members Entering Unmasked Estep Score: -135840.296875 Penalty: 8375.732422 Iteration 5Q: 3 clusters Score -135840.3 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 285 members Mstep: Class 2 contains 647 members Entering Unmasked Estep Score: -136117.562500 Penalty: 8375.732422 Iteration 6Q: 3 clusters Score -136117.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 288 members Mstep: Class 2 contains 644 members Entering Unmasked Estep Score: -136202.531250 Penalty: 8375.732422 Iteration 7Q: 3 clusters Score -136202.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 290 members Mstep: Class 2 contains 642 members Entering Unmasked Estep Score: -136211.390625 Penalty: 8375.732422 Iteration 8Q: 3 clusters Score -136211.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 290 members Mstep: Class 2 contains 642 members Entering Unmasked Estep Score: -136237.515625 Penalty: 8375.732422 Iteration 9F: 3 clusters Score -136237.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 291 members Mstep: Class 2 contains 641 members Entering Unmasked Estep Score: -136308.640625 Penalty: 8375.732422 Iteration 10Q: 3 clusters Score -136308.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 291 members Mstep: Class 2 contains 641 members Entering Unmasked Estep Score: -136308.640625 Penalty: 8375.732422 Iteration 11F: 3 clusters Score -136308.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 157130 members Mstep: Class 2 contains 9978 members Mstep: Class 3 contains 157724 members Mstep: Class 4 contains 34962 members Mstep: Class 5 contains 47734 members Mstep: Class 6 contains 291 members Mstep: Class 7 contains 4791 members Mstep: Class 8 contains 28654 members Mstep: Class 9 contains 1324 members Mstep: Class 10 contains 775 members Mstep: Class 11 contains 339 members Mstep: Class 12 contains 142440 members Mstep: Class 13 contains 1841 members Mstep: Class 14 contains 896 members Mstep: Class 15 contains 1162 members Mstep: Class 16 contains 49124 members Mstep: Class 17 contains 638 members Mstep: Class 18 contains 13167 members Mstep: Class 19 contains 25126 members Mstep: Class 20 contains 275 members Mstep: Class 21 contains 641 members Entering Unmasked Estep Score: -147577312.000000 Penalty: 172723.218750 Splitting cluster 6 changes total score from -147577120.000000 to -147577312.000000 So it's getting split into cluster 21. Entering ConstructFrom: Trying to split cluster 7 (4791 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4791 members Entering Unmasked Estep Score: -1045816.125000 Penalty: 5190.627441 Iteration 0F: 2 clusters Score -1045816 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2400 members Mstep: Class 2 contains 2391 members Entering Unmasked Estep Score: -1038873.250000 Penalty: 10381.254883 Iteration 0F: 3 clusters Score -1038873 nChanged 1426 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2416 members Mstep: Class 2 contains 2375 members Entering Unmasked Estep Score: -1039938.312500 Penalty: 10381.254883 Iteration 1F: 3 clusters Score -1039938 nChanged 367 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2457 members Mstep: Class 2 contains 2334 members Entering Unmasked Estep Score: -1040261.375000 Penalty: 10381.254883 Iteration 2F: 3 clusters Score -1040261 nChanged 214 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2475 members Mstep: Class 2 contains 2316 members Entering Unmasked Estep Score: -1040457.375000 Penalty: 10381.254883 Iteration 3Q: 3 clusters Score -1040457 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2466 members Mstep: Class 2 contains 2325 members Entering Unmasked Estep Score: -1040582.500000 Penalty: 10381.254883 Iteration 4Q: 3 clusters Score -1040582 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2464 members Mstep: Class 2 contains 2327 members Entering Unmasked Estep Score: -1040684.375000 Penalty: 10381.254883 Iteration 5Q: 3 clusters Score -1040684 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2456 members Mstep: Class 2 contains 2335 members Entering Unmasked Estep Score: -1040758.812500 Penalty: 10381.254883 Iteration 6Q: 3 clusters Score -1040759 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2444 members Mstep: Class 2 contains 2347 members Entering Unmasked Estep Score: -1040820.937500 Penalty: 10381.254883 Iteration 7Q: 3 clusters Score -1040821 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2426 members Mstep: Class 2 contains 2365 members Entering Unmasked Estep Score: -1040864.125000 Penalty: 10381.254883 Iteration 8Q: 3 clusters Score -1040864 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2408 members Mstep: Class 2 contains 2383 members Entering Unmasked Estep Score: -1040898.187500 Penalty: 10381.254883 Iteration 9Q: 3 clusters Score -1040898 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2395 members Mstep: Class 2 contains 2396 members Entering Unmasked Estep Score: -1040924.687500 Penalty: 10381.254883 Iteration 10Q: 3 clusters Score -1040925 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2389 members Mstep: Class 2 contains 2402 members Entering Unmasked Estep Score: -1040941.687500 Penalty: 10381.254883 Iteration 11Q: 3 clusters Score -1040942 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2384 members Mstep: Class 2 contains 2407 members Entering Unmasked Estep Score: -1040959.750000 Penalty: 10381.254883 Iteration 12Q: 3 clusters Score -1040960 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2373 members Mstep: Class 2 contains 2418 members Entering Unmasked Estep Score: -1040976.687500 Penalty: 10381.254883 Iteration 13Q: 3 clusters Score -1040977 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2362 members Mstep: Class 2 contains 2429 members Entering Unmasked Estep Score: -1040983.062500 Penalty: 10381.254883 Iteration 14Q: 3 clusters Score -1040983 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2359 members Mstep: Class 2 contains 2432 members Entering Unmasked Estep Score: -1040989.812500 Penalty: 10381.254883 Iteration 15Q: 3 clusters Score -1040990 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2353 members Mstep: Class 2 contains 2438 members Entering Unmasked Estep Score: -1041000.375000 Penalty: 10381.254883 Iteration 16Q: 3 clusters Score -1041000 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2353 members Mstep: Class 2 contains 2438 members Entering Unmasked Estep Score: -1041005.812500 Penalty: 10381.254883 Iteration 17Q: 3 clusters Score -1041006 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2357 members Mstep: Class 2 contains 2434 members Entering Unmasked Estep Score: -1041013.750000 Penalty: 10381.254883 Iteration 18Q: 3 clusters Score -1041014 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2362 members Mstep: Class 2 contains 2429 members Entering Unmasked Estep Score: -1041024.062500 Penalty: 10381.254883 Iteration 19Q: 3 clusters Score -1041024 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2359 members Mstep: Class 2 contains 2432 members Entering Unmasked Estep Score: -1041026.625000 Penalty: 10381.254883 Iteration 20F: 3 clusters Score -1041027 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2359 members Mstep: Class 2 contains 2432 members Entering Unmasked Estep Score: -1041034.187500 Penalty: 10381.254883 Iteration 21Q: 3 clusters Score -1041034 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2361 members Mstep: Class 2 contains 2430 members Entering Unmasked Estep Score: -1041042.500000 Penalty: 10381.254883 Iteration 22Q: 3 clusters Score -1041042 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2359 members Mstep: Class 2 contains 2432 members Entering Unmasked Estep Score: -1041049.000000 Penalty: 10381.254883 Iteration 23Q: 3 clusters Score -1041049 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2362 members Mstep: Class 2 contains 2429 members Entering Unmasked Estep Score: -1041052.875000 Penalty: 10381.254883 Iteration 24Q: 3 clusters Score -1041053 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2362 members Mstep: Class 2 contains 2429 members Entering Unmasked Estep Score: -1041058.562500 Penalty: 10381.254883 Iteration 25Q: 3 clusters Score -1041059 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2362 members Mstep: Class 2 contains 2429 members Entering Unmasked Estep Score: -1041061.187500 Penalty: 10381.254883 Iteration 26Q: 3 clusters Score -1041061 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2359 members Mstep: Class 2 contains 2432 members Entering Unmasked Estep Score: -1041060.937500 Penalty: 10381.254883 Iteration 27Q: 3 clusters Score -1041061 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2361 members Mstep: Class 2 contains 2430 members Entering Unmasked Estep Score: -1041065.250000 Penalty: 10381.254883 Iteration 28Q: 3 clusters Score -1041065 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2363 members Mstep: Class 2 contains 2428 members Entering Unmasked Estep Score: -1041066.437500 Penalty: 10381.254883 Iteration 29Q: 3 clusters Score -1041066 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2363 members Mstep: Class 2 contains 2428 members Entering Unmasked Estep Score: -1041069.312500 Penalty: 10381.254883 Iteration 30Q: 3 clusters Score -1041069 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2360 members Mstep: Class 2 contains 2431 members Entering Unmasked Estep Score: -1041070.062500 Penalty: 10381.254883 Iteration 31Q: 3 clusters Score -1041070 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2359 members Mstep: Class 2 contains 2432 members Entering Unmasked Estep Score: -1041073.000000 Penalty: 10381.254883 Iteration 32Q: 3 clusters Score -1041073 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2359 members Mstep: Class 2 contains 2432 members Entering Unmasked Estep Score: -1041073.000000 Penalty: 10381.254883 Iteration 33F: 3 clusters Score -1041073 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (28654 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28654 members Entering Unmasked Estep Score: -6035465.000000 Penalty: 6286.117188 Iteration 0F: 2 clusters Score -6035465 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14318 members Mstep: Class 2 contains 14336 members Entering Unmasked Estep Score: -6013508.500000 Penalty: 12572.234375 Iteration 0F: 3 clusters Score -6013508 nChanged 12060 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14274 members Mstep: Class 2 contains 14380 members Entering Unmasked Estep Score: -6019927.000000 Penalty: 12572.234375 Iteration 1F: 3 clusters Score -6019927 nChanged 1841 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14179 members Mstep: Class 2 contains 14475 members Entering Unmasked Estep Score: -6020670.000000 Penalty: 12572.234375 Iteration 2F: 3 clusters Score -6020670 nChanged 1352 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14027 members Mstep: Class 2 contains 14627 members Entering Unmasked Estep Score: -6021176.000000 Penalty: 12572.234375 Iteration 3Q: 3 clusters Score -6021176 nChanged 1117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13886 members Mstep: Class 2 contains 14768 members Entering Unmasked Estep Score: -6021655.000000 Penalty: 12572.234375 Iteration 4Q: 3 clusters Score -6021655 nChanged 1018 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13680 members Mstep: Class 2 contains 14974 members Entering Unmasked Estep Score: -6022065.500000 Penalty: 12572.234375 Iteration 5Q: 3 clusters Score -6022066 nChanged 966 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13400 members Mstep: Class 2 contains 15254 members Entering Unmasked Estep Score: -6022500.500000 Penalty: 12572.234375 Iteration 6Q: 3 clusters Score -6022500 nChanged 916 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13056 members Mstep: Class 2 contains 15598 members Entering Unmasked Estep Score: -6022859.500000 Penalty: 12572.234375 Iteration 7Q: 3 clusters Score -6022860 nChanged 871 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12651 members Mstep: Class 2 contains 16003 members Entering Unmasked Estep Score: -6023245.000000 Penalty: 12572.234375 Iteration 8Q: 3 clusters Score -6023245 nChanged 863 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12154 members Mstep: Class 2 contains 16500 members Entering Unmasked Estep Score: -6023611.500000 Penalty: 12572.234375 Iteration 9Q: 3 clusters Score -6023612 nChanged 909 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11547 members Mstep: Class 2 contains 17107 members Entering Unmasked Estep Score: -6024074.000000 Penalty: 12572.234375 Iteration 10Q: 3 clusters Score -6024074 nChanged 951 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10876 members Mstep: Class 2 contains 17778 members Entering Unmasked Estep Score: -6024571.500000 Penalty: 12572.234375 Iteration 11Q: 3 clusters Score -6024572 nChanged 998 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10122 members Mstep: Class 2 contains 18532 members Entering Unmasked Estep Score: -6025088.000000 Penalty: 12572.234375 Iteration 12Q: 3 clusters Score -6025088 nChanged 981 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9289 members Mstep: Class 2 contains 19365 members Entering Unmasked Estep Score: -6025660.500000 Penalty: 12572.234375 Iteration 13Q: 3 clusters Score -6025660 nChanged 989 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8456 members Mstep: Class 2 contains 20198 members Entering Unmasked Estep Score: -6026204.500000 Penalty: 12572.234375 Iteration 14Q: 3 clusters Score -6026204 nChanged 925 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7631 members Mstep: Class 2 contains 21023 members Entering Unmasked Estep Score: -6026745.000000 Penalty: 12572.234375 Iteration 15Q: 3 clusters Score -6026745 nChanged 877 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6832 members Mstep: Class 2 contains 21822 members Entering Unmasked Estep Score: -6027227.500000 Penalty: 12572.234375 Iteration 16Q: 3 clusters Score -6027228 nChanged 807 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6077 members Mstep: Class 2 contains 22577 members Entering Unmasked Estep Score: -6027722.000000 Penalty: 12572.234375 Iteration 17Q: 3 clusters Score -6027722 nChanged 729 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5388 members Mstep: Class 2 contains 23266 members Entering Unmasked Estep Score: -6028165.500000 Penalty: 12572.234375 Iteration 18Q: 3 clusters Score -6028166 nChanged 644 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4784 members Mstep: Class 2 contains 23870 members Entering Unmasked Estep Score: -6028533.500000 Penalty: 12572.234375 Iteration 19Q: 3 clusters Score -6028534 nChanged 577 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4237 members Mstep: Class 2 contains 24417 members Entering Unmasked Estep Score: -6028894.000000 Penalty: 12572.234375 Iteration 20F: 3 clusters Score -6028894 nChanged 517 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3732 members Mstep: Class 2 contains 24922 members Entering Unmasked Estep Score: -6029219.500000 Penalty: 12572.234375 Iteration 21Q: 3 clusters Score -6029220 nChanged 427 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3319 members Mstep: Class 2 contains 25335 members Entering Unmasked Estep Score: -6029491.000000 Penalty: 12572.234375 Iteration 22Q: 3 clusters Score -6029491 nChanged 347 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2988 members Mstep: Class 2 contains 25666 members Entering Unmasked Estep Score: -6029722.000000 Penalty: 12572.234375 Iteration 23Q: 3 clusters Score -6029722 nChanged 282 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2720 members Mstep: Class 2 contains 25934 members Entering Unmasked Estep Score: -6029879.500000 Penalty: 12572.234375 Iteration 24Q: 3 clusters Score -6029880 nChanged 226 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2506 members Mstep: Class 2 contains 26148 members Entering Unmasked Estep Score: -6030012.500000 Penalty: 12572.234375 Iteration 25Q: 3 clusters Score -6030012 nChanged 187 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2331 members Mstep: Class 2 contains 26323 members Entering Unmasked Estep Score: -6030158.000000 Penalty: 12572.234375 Iteration 26Q: 3 clusters Score -6030158 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2196 members Mstep: Class 2 contains 26458 members Entering Unmasked Estep Score: -6030264.000000 Penalty: 12572.234375 Iteration 27Q: 3 clusters Score -6030264 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2099 members Mstep: Class 2 contains 26555 members Entering Unmasked Estep Score: -6030324.000000 Penalty: 12572.234375 Iteration 28Q: 3 clusters Score -6030324 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2032 members Mstep: Class 2 contains 26622 members Entering Unmasked Estep Score: -6030371.000000 Penalty: 12572.234375 Iteration 29Q: 3 clusters Score -6030371 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1974 members Mstep: Class 2 contains 26680 members Entering Unmasked Estep Score: -6030410.500000 Penalty: 12572.234375 Iteration 30Q: 3 clusters Score -6030410 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1929 members Mstep: Class 2 contains 26725 members Entering Unmasked Estep Score: -6030451.500000 Penalty: 12572.234375 Iteration 31Q: 3 clusters Score -6030452 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1901 members Mstep: Class 2 contains 26753 members Entering Unmasked Estep Score: -6030468.500000 Penalty: 12572.234375 Iteration 32Q: 3 clusters Score -6030468 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1868 members Mstep: Class 2 contains 26786 members Entering Unmasked Estep Score: -6030489.500000 Penalty: 12572.234375 Iteration 33Q: 3 clusters Score -6030490 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1836 members Mstep: Class 2 contains 26818 members Entering Unmasked Estep Score: -6030504.000000 Penalty: 12572.234375 Iteration 34Q: 3 clusters Score -6030504 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1819 members Mstep: Class 2 contains 26835 members Entering Unmasked Estep Score: -6030526.500000 Penalty: 12572.234375 Iteration 35Q: 3 clusters Score -6030526 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1804 members Mstep: Class 2 contains 26850 members Entering Unmasked Estep Score: -6030537.000000 Penalty: 12572.234375 Iteration 36Q: 3 clusters Score -6030537 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1792 members Mstep: Class 2 contains 26862 members Entering Unmasked Estep Score: -6030535.500000 Penalty: 12572.234375 Iteration 37Q: 3 clusters Score -6030536 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1778 members Mstep: Class 2 contains 26876 members Entering Unmasked Estep Score: -6030547.000000 Penalty: 12572.234375 Iteration 38Q: 3 clusters Score -6030547 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1775 members Mstep: Class 2 contains 26879 members Entering Unmasked Estep Score: -6030549.000000 Penalty: 12572.234375 Iteration 39Q: 3 clusters Score -6030549 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1766 members Mstep: Class 2 contains 26888 members Entering Unmasked Estep Score: -6030552.500000 Penalty: 12572.234375 Iteration 40F: 3 clusters Score -6030552 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1758 members Mstep: Class 2 contains 26896 members Entering Unmasked Estep Score: -6030550.500000 Penalty: 12572.234375 Iteration 41Q: 3 clusters Score -6030550 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1753 members Mstep: Class 2 contains 26901 members Entering Unmasked Estep Score: -6030552.500000 Penalty: 12572.234375 Iteration 42Q: 3 clusters Score -6030552 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1748 members Mstep: Class 2 contains 26906 members Entering Unmasked Estep Score: -6030553.000000 Penalty: 12572.234375 Iteration 43Q: 3 clusters Score -6030553 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1744 members Mstep: Class 2 contains 26910 members Entering Unmasked Estep Score: -6030559.500000 Penalty: 12572.234375 Iteration 44Q: 3 clusters Score -6030560 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1743 members Mstep: Class 2 contains 26911 members Entering Unmasked Estep Score: -6030563.000000 Penalty: 12572.234375 Iteration 45Q: 3 clusters Score -6030563 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1743 members Mstep: Class 2 contains 26911 members Entering Unmasked Estep Score: -6030560.500000 Penalty: 12572.234375 Iteration 46Q: 3 clusters Score -6030560 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1741 members Mstep: Class 2 contains 26913 members Entering Unmasked Estep Score: -6030564.500000 Penalty: 12572.234375 Iteration 47Q: 3 clusters Score -6030564 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1741 members Mstep: Class 2 contains 26913 members Entering Unmasked Estep Score: -6030567.000000 Penalty: 12572.234375 Iteration 48Q: 3 clusters Score -6030567 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1740 members Mstep: Class 2 contains 26914 members Entering Unmasked Estep Score: -6030569.500000 Penalty: 12572.234375 Iteration 49Q: 3 clusters Score -6030570 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1738 members Mstep: Class 2 contains 26916 members Entering Unmasked Estep Score: -6030571.000000 Penalty: 12572.234375 Iteration 50Q: 3 clusters Score -6030571 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1737 members Mstep: Class 2 contains 26917 members Entering Unmasked Estep Score: -6030567.000000 Penalty: 12572.234375 Iteration 51Q: 3 clusters Score -6030567 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1734 members Mstep: Class 2 contains 26920 members Entering Unmasked Estep Score: -6030567.500000 Penalty: 12572.234375 Iteration 52Q: 3 clusters Score -6030568 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1730 members Mstep: Class 2 contains 26924 members Entering Unmasked Estep Score: -6030571.500000 Penalty: 12572.234375 Iteration 53Q: 3 clusters Score -6030572 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1724 members Mstep: Class 2 contains 26930 members Entering Unmasked Estep Score: -6030581.000000 Penalty: 12572.234375 Iteration 54Q: 3 clusters Score -6030581 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1719 members Mstep: Class 2 contains 26935 members Entering Unmasked Estep Score: -6030581.000000 Penalty: 12572.234375 Iteration 55Q: 3 clusters Score -6030581 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1717 members Mstep: Class 2 contains 26937 members Entering Unmasked Estep Score: -6030584.500000 Penalty: 12572.234375 Iteration 56Q: 3 clusters Score -6030584 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1715 members Mstep: Class 2 contains 26939 members Entering Unmasked Estep Score: -6030588.500000 Penalty: 12572.234375 Iteration 57Q: 3 clusters Score -6030588 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1712 members Mstep: Class 2 contains 26942 members Entering Unmasked Estep Score: -6030578.000000 Penalty: 12572.234375 Iteration 58Q: 3 clusters Score -6030578 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1710 members Mstep: Class 2 contains 26944 members Entering Unmasked Estep Score: -6030587.500000 Penalty: 12572.234375 Iteration 59Q: 3 clusters Score -6030588 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1707 members Mstep: Class 2 contains 26947 members Entering Unmasked Estep Score: -6030595.000000 Penalty: 12572.234375 Iteration 60F: 3 clusters Score -6030595 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1705 members Mstep: Class 2 contains 26949 members Entering Unmasked Estep Score: -6030590.500000 Penalty: 12572.234375 Iteration 61Q: 3 clusters Score -6030590 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1704 members Mstep: Class 2 contains 26950 members Entering Unmasked Estep Score: -6030590.000000 Penalty: 12572.234375 Iteration 62Q: 3 clusters Score -6030590 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1700 members Mstep: Class 2 contains 26954 members Entering Unmasked Estep Score: -6030590.500000 Penalty: 12572.234375 Iteration 63Q: 3 clusters Score -6030590 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1698 members Mstep: Class 2 contains 26956 members Entering Unmasked Estep Score: -6030590.500000 Penalty: 12572.234375 Iteration 64Q: 3 clusters Score -6030590 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1695 members Mstep: Class 2 contains 26959 members Entering Unmasked Estep Score: -6030602.000000 Penalty: 12572.234375 Iteration 65Q: 3 clusters Score -6030602 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1693 members Mstep: Class 2 contains 26961 members Entering Unmasked Estep Score: -6030588.000000 Penalty: 12572.234375 Iteration 66Q: 3 clusters Score -6030588 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1692 members Mstep: Class 2 contains 26962 members Entering Unmasked Estep Score: -6030585.500000 Penalty: 12572.234375 Iteration 67Q: 3 clusters Score -6030586 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1692 members Mstep: Class 2 contains 26962 members Entering Unmasked Estep Score: -6030585.500000 Penalty: 12572.234375 Iteration 68F: 3 clusters Score -6030586 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (1324 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1324 members Entering Unmasked Estep Score: -252349.500000 Penalty: 4402.902832 Iteration 0F: 2 clusters Score -252349.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 645 members Mstep: Class 2 contains 679 members Entering Unmasked Estep Score: -248065.046875 Penalty: 8805.805664 Iteration 0F: 3 clusters Score -248065 nChanged 275 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 630 members Mstep: Class 2 contains 694 members Entering Unmasked Estep Score: -248946.234375 Penalty: 8805.805664 Iteration 1F: 3 clusters Score -248946.2 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 630 members Mstep: Class 2 contains 694 members Entering Unmasked Estep Score: -249435.703125 Penalty: 8805.805664 Iteration 2F: 3 clusters Score -249435.7 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 635 members Mstep: Class 2 contains 689 members Entering Unmasked Estep Score: -249695.859375 Penalty: 8805.805664 Iteration 3Q: 3 clusters Score -249695.9 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 613 members Mstep: Class 2 contains 711 members Entering Unmasked Estep Score: -250007.703125 Penalty: 8805.805664 Iteration 4F: 3 clusters Score -250007.7 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 589 members Mstep: Class 2 contains 735 members Entering Unmasked Estep Score: -250441.625000 Penalty: 8805.805664 Iteration 5F: 3 clusters Score -250441.6 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 578 members Mstep: Class 2 contains 746 members Entering Unmasked Estep Score: -250856.171875 Penalty: 8805.805664 Iteration 6Q: 3 clusters Score -250856.2 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 592 members Mstep: Class 2 contains 732 members Entering Unmasked Estep Score: -251394.625000 Penalty: 8805.805664 Iteration 7Q: 3 clusters Score -251394.6 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 624 members Mstep: Class 2 contains 700 members Entering Unmasked Estep Score: -251581.078125 Penalty: 8805.805664 Iteration 8Q: 3 clusters Score -251581.1 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 657 members Mstep: Class 2 contains 667 members Entering Unmasked Estep Score: -251784.375000 Penalty: 8805.805664 Iteration 9Q: 3 clusters Score -251784.4 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 683 members Mstep: Class 2 contains 641 members Entering Unmasked Estep Score: -252114.312500 Penalty: 8805.805664 Iteration 10Q: 3 clusters Score -252114.3 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 699 members Mstep: Class 2 contains 625 members Entering Unmasked Estep Score: -252309.234375 Penalty: 8805.805664 Iteration 11Q: 3 clusters Score -252309.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 707 members Mstep: Class 2 contains 617 members Entering Unmasked Estep Score: -252378.328125 Penalty: 8805.805664 Iteration 12Q: 3 clusters Score -252378.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 717 members Mstep: Class 2 contains 607 members Entering Unmasked Estep Score: -252422.609375 Penalty: 8805.805664 Iteration 13Q: 3 clusters Score -252422.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 726 members Mstep: Class 2 contains 598 members Entering Unmasked Estep Score: -252459.593750 Penalty: 8805.805664 Iteration 14Q: 3 clusters Score -252459.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 733 members Mstep: Class 2 contains 591 members Entering Unmasked Estep Score: -252481.281250 Penalty: 8805.805664 Iteration 15Q: 3 clusters Score -252481.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 738 members Mstep: Class 2 contains 586 members Entering Unmasked Estep Score: -252499.375000 Penalty: 8805.805664 Iteration 16Q: 3 clusters Score -252499.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 743 members Mstep: Class 2 contains 581 members Entering Unmasked Estep Score: -252510.625000 Penalty: 8805.805664 Iteration 17Q: 3 clusters Score -252510.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 743 members Mstep: Class 2 contains 581 members Entering Unmasked Estep Score: -252510.625000 Penalty: 8805.805664 Iteration 18F: 3 clusters Score -252510.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 157130 members Mstep: Class 2 contains 9978 members Mstep: Class 3 contains 157724 members Mstep: Class 4 contains 34962 members Mstep: Class 5 contains 47734 members Mstep: Class 6 contains 291 members Mstep: Class 7 contains 4791 members Mstep: Class 8 contains 28654 members Mstep: Class 9 contains 743 members Mstep: Class 10 contains 775 members Mstep: Class 11 contains 339 members Mstep: Class 12 contains 142440 members Mstep: Class 13 contains 1841 members Mstep: Class 14 contains 896 members Mstep: Class 15 contains 1162 members Mstep: Class 16 contains 49124 members Mstep: Class 17 contains 638 members Mstep: Class 18 contains 13167 members Mstep: Class 19 contains 25126 members Mstep: Class 20 contains 275 members Mstep: Class 21 contains 641 members Mstep: Class 22 contains 581 members Entering Unmasked Estep Score: -147573376.000000 Penalty: 180948.125000 Splitting cluster 9 changes total score from -147577120.000000 to -147573376.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 10 (775 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 775 members Entering Unmasked Estep Score: -141393.734375 Penalty: 4074.878662 Iteration 0F: 2 clusters Score -141393.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 400 members Mstep: Class 2 contains 375 members Entering Unmasked Estep Score: -137732.937500 Penalty: 8149.757324 Iteration 0F: 3 clusters Score -137732.9 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 426 members Mstep: Class 2 contains 349 members Entering Unmasked Estep Score: -138437.187500 Penalty: 8149.757324 Iteration 1F: 3 clusters Score -138437.2 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 449 members Mstep: Class 2 contains 326 members Entering Unmasked Estep Score: -138772.093750 Penalty: 8149.757324 Iteration 2F: 3 clusters Score -138772.1 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 447 members Mstep: Class 2 contains 328 members Entering Unmasked Estep Score: -138953.843750 Penalty: 8149.757324 Iteration 3Q: 3 clusters Score -138953.8 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 450 members Mstep: Class 2 contains 325 members Entering Unmasked Estep Score: -139202.203125 Penalty: 8149.757324 Iteration 4Q: 3 clusters Score -139202.2 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 454 members Mstep: Class 2 contains 321 members Entering Unmasked Estep Score: -139492.859375 Penalty: 8149.757324 Iteration 5Q: 3 clusters Score -139492.9 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 440 members Mstep: Class 2 contains 335 members Entering Unmasked Estep Score: -139909.796875 Penalty: 8149.757324 Iteration 6Q: 3 clusters Score -139909.8 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 424 members Mstep: Class 2 contains 351 members Entering Unmasked Estep Score: -140414.187500 Penalty: 8149.757324 Iteration 7F: 3 clusters Score -140414.2 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 406 members Mstep: Class 2 contains 369 members Entering Unmasked Estep Score: -141098.187500 Penalty: 8149.757324 Iteration 8Q: 3 clusters Score -141098.2 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 392 members Mstep: Class 2 contains 383 members Entering Unmasked Estep Score: -141657.656250 Penalty: 8149.757324 Iteration 9Q: 3 clusters Score -141657.7 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 388 members Mstep: Class 2 contains 387 members Entering Unmasked Estep Score: -142685.390625 Penalty: 8149.757324 Iteration 10Q: 3 clusters Score -142685.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 394 members Mstep: Class 2 contains 381 members Entering Unmasked Estep Score: -142783.468750 Penalty: 8149.757324 Iteration 11Q: 3 clusters Score -142783.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 398 members Mstep: Class 2 contains 377 members Entering Unmasked Estep Score: -142859.953125 Penalty: 8149.757324 Iteration 12Q: 3 clusters Score -142860 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 399 members Mstep: Class 2 contains 376 members Entering Unmasked Estep Score: -142867.859375 Penalty: 8149.757324 Iteration 13Q: 3 clusters Score -142867.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 399 members Mstep: Class 2 contains 376 members Entering Unmasked Estep Score: -142885.484375 Penalty: 8149.757324 Iteration 14F: 3 clusters Score -142885.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 403 members Mstep: Class 2 contains 372 members Entering Unmasked Estep Score: -142977.031250 Penalty: 8149.757324 Iteration 15Q: 3 clusters Score -142977 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 406 members Mstep: Class 2 contains 369 members Entering Unmasked Estep Score: -143024.468750 Penalty: 8149.757324 Iteration 16Q: 3 clusters Score -143024.5 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 419 members Mstep: Class 2 contains 356 members Entering Unmasked Estep Score: -143282.671875 Penalty: 8149.757324 Iteration 17Q: 3 clusters Score -143282.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 421 members Mstep: Class 2 contains 354 members Entering Unmasked Estep Score: -143365.312500 Penalty: 8149.757324 Iteration 18Q: 3 clusters Score -143365.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 425 members Mstep: Class 2 contains 350 members Entering Unmasked Estep Score: -143471.328125 Penalty: 8149.757324 Iteration 19Q: 3 clusters Score -143471.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 426 members Mstep: Class 2 contains 349 members Entering Unmasked Estep Score: -143532.578125 Penalty: 8149.757324 Iteration 20F: 3 clusters Score -143532.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 432 members Mstep: Class 2 contains 343 members Entering Unmasked Estep Score: -143773.140625 Penalty: 8149.757324 Iteration 21Q: 3 clusters Score -143773.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 433 members Mstep: Class 2 contains 342 members Entering Unmasked Estep Score: -143819.750000 Penalty: 8149.757324 Iteration 22Q: 3 clusters Score -143819.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 433 members Mstep: Class 2 contains 342 members Entering Unmasked Estep Score: -143819.750000 Penalty: 8149.757324 Iteration 23F: 3 clusters Score -143819.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 157130 members Mstep: Class 2 contains 9978 members Mstep: Class 3 contains 157724 members Mstep: Class 4 contains 34962 members Mstep: Class 5 contains 47734 members Mstep: Class 6 contains 291 members Mstep: Class 7 contains 4791 members Mstep: Class 8 contains 28654 members Mstep: Class 9 contains 1324 members Mstep: Class 10 contains 433 members Mstep: Class 11 contains 339 members Mstep: Class 12 contains 142440 members Mstep: Class 13 contains 1841 members Mstep: Class 14 contains 896 members Mstep: Class 15 contains 1162 members Mstep: Class 16 contains 49124 members Mstep: Class 17 contains 638 members Mstep: Class 18 contains 13167 members Mstep: Class 19 contains 25126 members Mstep: Class 20 contains 275 members Mstep: Class 21 contains 641 members Mstep: Class 22 contains 342 members Entering Unmasked Estep Score: -147575056.000000 Penalty: 180948.125000 Splitting cluster 10 changes total score from -147577120.000000 to -147575056.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 11 (339 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 339 members Entering Unmasked Estep Score: -60918.828125 Penalty: 3568.425049 Iteration 0F: 2 clusters Score -60918.83 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 175 members Mstep: Class 2 contains 164 members Entering Unmasked Estep Score: -58057.917969 Penalty: 7136.850098 Iteration 0F: 3 clusters Score -58057.92 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 183 members Mstep: Class 2 contains 156 members Entering Unmasked Estep Score: -58190.832031 Penalty: 7136.850098 Iteration 1F: 3 clusters Score -58190.83 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 188 members Mstep: Class 2 contains 151 members Entering Unmasked Estep Score: -58226.480469 Penalty: 7136.850098 Iteration 2Q: 3 clusters Score -58226.48 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 192 members Mstep: Class 2 contains 147 members Entering Unmasked Estep Score: -58258.238281 Penalty: 7136.850098 Iteration 3Q: 3 clusters Score -58258.24 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 192 members Mstep: Class 2 contains 147 members Entering Unmasked Estep Score: -58258.238281 Penalty: 7136.850098 Iteration 4F: 3 clusters Score -58258.24 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (142440 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 142440 members Entering Unmasked Estep Score: -31703146.000000 Penalty: 7268.339355 Iteration 0F: 2 clusters Score -3.170315e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71057 members Mstep: Class 2 contains 71383 members Entering Unmasked Estep Score: -31608570.000000 Penalty: 14536.678711 Iteration 0F: 3 clusters Score -3.160857e+07 nChanged 65927 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 68580 members Mstep: Class 2 contains 73860 members Entering Unmasked Estep Score: -31646124.000000 Penalty: 14536.678711 Iteration 1F: 3 clusters Score -3.164612e+07 nChanged 6955 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66711 members Mstep: Class 2 contains 75729 members Entering Unmasked Estep Score: -31649216.000000 Penalty: 14536.678711 Iteration 2Q: 3 clusters Score -3.164922e+07 nChanged 8139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63898 members Mstep: Class 2 contains 78542 members Entering Unmasked Estep Score: -31653736.000000 Penalty: 14536.678711 Iteration 3F: 3 clusters Score -3.165374e+07 nChanged 9456 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60064 members Mstep: Class 2 contains 82376 members Entering Unmasked Estep Score: -31659724.000000 Penalty: 14536.678711 Iteration 4F: 3 clusters Score -3.165972e+07 nChanged 10381 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55359 members Mstep: Class 2 contains 87081 members Entering Unmasked Estep Score: -31666592.000000 Penalty: 14536.678711 Iteration 5F: 3 clusters Score -3.166659e+07 nChanged 10225 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50198 members Mstep: Class 2 contains 92242 members Entering Unmasked Estep Score: -31673338.000000 Penalty: 14536.678711 Iteration 6F: 3 clusters Score -3.167334e+07 nChanged 8936 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45074 members Mstep: Class 2 contains 97366 members Entering Unmasked Estep Score: -31679330.000000 Penalty: 14536.678711 Iteration 7F: 3 clusters Score -3.167933e+07 nChanged 7096 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40380 members Mstep: Class 2 contains 102060 members Entering Unmasked Estep Score: -31683670.000000 Penalty: 14536.678711 Iteration 8Q: 3 clusters Score -3.168367e+07 nChanged 5458 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36236 members Mstep: Class 2 contains 106204 members Entering Unmasked Estep Score: -31686974.000000 Penalty: 14536.678711 Iteration 9Q: 3 clusters Score -3.168697e+07 nChanged 4358 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32782 members Mstep: Class 2 contains 109658 members Entering Unmasked Estep Score: -31689696.000000 Penalty: 14536.678711 Iteration 10Q: 3 clusters Score -3.16897e+07 nChanged 3466 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29984 members Mstep: Class 2 contains 112456 members Entering Unmasked Estep Score: -31691550.000000 Penalty: 14536.678711 Iteration 11Q: 3 clusters Score -3.169155e+07 nChanged 2761 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27703 members Mstep: Class 2 contains 114737 members Entering Unmasked Estep Score: -31692862.000000 Penalty: 14536.678711 Iteration 12Q: 3 clusters Score -3.169286e+07 nChanged 2353 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25688 members Mstep: Class 2 contains 116752 members Entering Unmasked Estep Score: -31693974.000000 Penalty: 14536.678711 Iteration 13Q: 3 clusters Score -3.169397e+07 nChanged 1911 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23933 members Mstep: Class 2 contains 118507 members Entering Unmasked Estep Score: -31694860.000000 Penalty: 14536.678711 Iteration 14Q: 3 clusters Score -3.169486e+07 nChanged 1738 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22291 members Mstep: Class 2 contains 120149 members Entering Unmasked Estep Score: -31695850.000000 Penalty: 14536.678711 Iteration 15Q: 3 clusters Score -3.169585e+07 nChanged 1540 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20821 members Mstep: Class 2 contains 121619 members Entering Unmasked Estep Score: -31696592.000000 Penalty: 14536.678711 Iteration 16Q: 3 clusters Score -3.169659e+07 nChanged 1401 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19500 members Mstep: Class 2 contains 122940 members Entering Unmasked Estep Score: -31697364.000000 Penalty: 14536.678711 Iteration 17Q: 3 clusters Score -3.169736e+07 nChanged 1353 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18283 members Mstep: Class 2 contains 124157 members Entering Unmasked Estep Score: -31698238.000000 Penalty: 14536.678711 Iteration 18Q: 3 clusters Score -3.169824e+07 nChanged 1199 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17294 members Mstep: Class 2 contains 125146 members Entering Unmasked Estep Score: -31699010.000000 Penalty: 14536.678711 Iteration 19Q: 3 clusters Score -3.169901e+07 nChanged 1049 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16465 members Mstep: Class 2 contains 125975 members Entering Unmasked Estep Score: -31699502.000000 Penalty: 14536.678711 Iteration 20F: 3 clusters Score -3.16995e+07 nChanged 829 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15820 members Mstep: Class 2 contains 126620 members Entering Unmasked Estep Score: -31699788.000000 Penalty: 14536.678711 Iteration 21Q: 3 clusters Score -3.169979e+07 nChanged 622 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15316 members Mstep: Class 2 contains 127124 members Entering Unmasked Estep Score: -31699874.000000 Penalty: 14536.678711 Iteration 22Q: 3 clusters Score -3.169987e+07 nChanged 496 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14896 members Mstep: Class 2 contains 127544 members Entering Unmasked Estep Score: -31699930.000000 Penalty: 14536.678711 Iteration 23Q: 3 clusters Score -3.169993e+07 nChanged 399 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14523 members Mstep: Class 2 contains 127917 members Entering Unmasked Estep Score: -31700020.000000 Penalty: 14536.678711 Iteration 24Q: 3 clusters Score -3.170002e+07 nChanged 337 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14212 members Mstep: Class 2 contains 128228 members Entering Unmasked Estep Score: -31700048.000000 Penalty: 14536.678711 Iteration 25Q: 3 clusters Score -3.170005e+07 nChanged 305 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13937 members Mstep: Class 2 contains 128503 members Entering Unmasked Estep Score: -31700164.000000 Penalty: 14536.678711 Iteration 26Q: 3 clusters Score -3.170016e+07 nChanged 282 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13683 members Mstep: Class 2 contains 128757 members Entering Unmasked Estep Score: -31700266.000000 Penalty: 14536.678711 Iteration 27Q: 3 clusters Score -3.170027e+07 nChanged 304 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13393 members Mstep: Class 2 contains 129047 members Entering Unmasked Estep Score: -31700334.000000 Penalty: 14536.678711 Iteration 28Q: 3 clusters Score -3.170033e+07 nChanged 301 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13114 members Mstep: Class 2 contains 129326 members Entering Unmasked Estep Score: -31700368.000000 Penalty: 14536.678711 Iteration 29Q: 3 clusters Score -3.170037e+07 nChanged 325 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12815 members Mstep: Class 2 contains 129625 members Entering Unmasked Estep Score: -31700490.000000 Penalty: 14536.678711 Iteration 30Q: 3 clusters Score -3.170049e+07 nChanged 321 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12522 members Mstep: Class 2 contains 129918 members Entering Unmasked Estep Score: -31700566.000000 Penalty: 14536.678711 Iteration 31Q: 3 clusters Score -3.170057e+07 nChanged 350 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12200 members Mstep: Class 2 contains 130240 members Entering Unmasked Estep Score: -31700690.000000 Penalty: 14536.678711 Iteration 32Q: 3 clusters Score -3.170069e+07 nChanged 382 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11872 members Mstep: Class 2 contains 130568 members Entering Unmasked Estep Score: -31700856.000000 Penalty: 14536.678711 Iteration 33Q: 3 clusters Score -3.170086e+07 nChanged 441 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11525 members Mstep: Class 2 contains 130915 members Entering Unmasked Estep Score: -31701062.000000 Penalty: 14536.678711 Iteration 34Q: 3 clusters Score -3.170106e+07 nChanged 464 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11155 members Mstep: Class 2 contains 131285 members Entering Unmasked Estep Score: -31701346.000000 Penalty: 14536.678711 Iteration 35Q: 3 clusters Score -3.170135e+07 nChanged 513 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10776 members Mstep: Class 2 contains 131664 members Entering Unmasked Estep Score: -31701704.000000 Penalty: 14536.678711 Iteration 36Q: 3 clusters Score -3.17017e+07 nChanged 529 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10449 members Mstep: Class 2 contains 131991 members Entering Unmasked Estep Score: -31702016.000000 Penalty: 14536.678711 Iteration 37Q: 3 clusters Score -3.170202e+07 nChanged 458 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10235 members Mstep: Class 2 contains 132205 members Entering Unmasked Estep Score: -31702188.000000 Penalty: 14536.678711 Iteration 38Q: 3 clusters Score -3.170219e+07 nChanged 367 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10062 members Mstep: Class 2 contains 132378 members Entering Unmasked Estep Score: -31702300.000000 Penalty: 14536.678711 Iteration 39Q: 3 clusters Score -3.17023e+07 nChanged 251 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9937 members Mstep: Class 2 contains 132503 members Entering Unmasked Estep Score: -31702410.000000 Penalty: 14536.678711 Iteration 40F: 3 clusters Score -3.170241e+07 nChanged 174 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9847 members Mstep: Class 2 contains 132593 members Entering Unmasked Estep Score: -31702436.000000 Penalty: 14536.678711 Iteration 41Q: 3 clusters Score -3.170244e+07 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9780 members Mstep: Class 2 contains 132660 members Entering Unmasked Estep Score: -31702432.000000 Penalty: 14536.678711 Iteration 42Q: 3 clusters Score -3.170243e+07 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9737 members Mstep: Class 2 contains 132703 members Entering Unmasked Estep Score: -31702462.000000 Penalty: 14536.678711 Iteration 43Q: 3 clusters Score -3.170246e+07 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9709 members Mstep: Class 2 contains 132731 members Entering Unmasked Estep Score: -31702428.000000 Penalty: 14536.678711 Iteration 44Q: 3 clusters Score -3.170243e+07 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9687 members Mstep: Class 2 contains 132753 members Entering Unmasked Estep Score: -31702442.000000 Penalty: 14536.678711 Iteration 45Q: 3 clusters Score -3.170244e+07 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9674 members Mstep: Class 2 contains 132766 members Entering Unmasked Estep Score: -31702464.000000 Penalty: 14536.678711 Iteration 46Q: 3 clusters Score -3.170246e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9672 members Mstep: Class 2 contains 132768 members Entering Unmasked Estep Score: -31702450.000000 Penalty: 14536.678711 Iteration 47Q: 3 clusters Score -3.170245e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9664 members Mstep: Class 2 contains 132776 members Entering Unmasked Estep Score: -31702426.000000 Penalty: 14536.678711 Iteration 48Q: 3 clusters Score -3.170243e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9659 members Mstep: Class 2 contains 132781 members Entering Unmasked Estep Score: -31702426.000000 Penalty: 14536.678711 Iteration 49Q: 3 clusters Score -3.170243e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9658 members Mstep: Class 2 contains 132782 members Entering Unmasked Estep Score: -31702446.000000 Penalty: 14536.678711 Iteration 50Q: 3 clusters Score -3.170245e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9659 members Mstep: Class 2 contains 132781 members Entering Unmasked Estep Score: -31702466.000000 Penalty: 14536.678711 Iteration 51Q: 3 clusters Score -3.170247e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9661 members Mstep: Class 2 contains 132779 members Entering Unmasked Estep Score: -31702466.000000 Penalty: 14536.678711 Iteration 52Q: 3 clusters Score -3.170247e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9662 members Mstep: Class 2 contains 132778 members Entering Unmasked Estep Score: -31702474.000000 Penalty: 14536.678711 Iteration 53Q: 3 clusters Score -3.170247e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9662 members Mstep: Class 2 contains 132778 members Entering Unmasked Estep Score: -31702474.000000 Penalty: 14536.678711 Iteration 54F: 3 clusters Score -3.170247e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (1841 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1841 members Entering Unmasked Estep Score: -398209.562500 Penalty: 4604.814453 Iteration 0F: 2 clusters Score -398209.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 926 members Mstep: Class 2 contains 915 members Entering Unmasked Estep Score: -393316.750000 Penalty: 9209.628906 Iteration 0F: 3 clusters Score -393316.8 nChanged 382 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 900 members Mstep: Class 2 contains 941 members Entering Unmasked Estep Score: -393879.218750 Penalty: 9209.628906 Iteration 1F: 3 clusters Score -393879.2 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 890 members Mstep: Class 2 contains 951 members Entering Unmasked Estep Score: -394040.500000 Penalty: 9209.628906 Iteration 2F: 3 clusters Score -394040.5 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 882 members Mstep: Class 2 contains 959 members Entering Unmasked Estep Score: -394116.500000 Penalty: 9209.628906 Iteration 3Q: 3 clusters Score -394116.5 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 874 members Mstep: Class 2 contains 967 members Entering Unmasked Estep Score: -394149.937500 Penalty: 9209.628906 Iteration 4Q: 3 clusters Score -394149.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 868 members Mstep: Class 2 contains 973 members Entering Unmasked Estep Score: -394160.343750 Penalty: 9209.628906 Iteration 5Q: 3 clusters Score -394160.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 867 members Mstep: Class 2 contains 974 members Entering Unmasked Estep Score: -394166.531250 Penalty: 9209.628906 Iteration 6Q: 3 clusters Score -394166.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 864 members Mstep: Class 2 contains 977 members Entering Unmasked Estep Score: -394173.843750 Penalty: 9209.628906 Iteration 7Q: 3 clusters Score -394173.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 860 members Mstep: Class 2 contains 981 members Entering Unmasked Estep Score: -394186.687500 Penalty: 9209.628906 Iteration 8Q: 3 clusters Score -394186.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 856 members Mstep: Class 2 contains 985 members Entering Unmasked Estep Score: -394194.312500 Penalty: 9209.628906 Iteration 9Q: 3 clusters Score -394194.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 854 members Mstep: Class 2 contains 987 members Entering Unmasked Estep Score: -394198.312500 Penalty: 9209.628906 Iteration 10Q: 3 clusters Score -394198.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 852 members Mstep: Class 2 contains 989 members Entering Unmasked Estep Score: -394201.562500 Penalty: 9209.628906 Iteration 11Q: 3 clusters Score -394201.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 852 members Mstep: Class 2 contains 989 members Entering Unmasked Estep Score: -394201.562500 Penalty: 9209.628906 Iteration 12F: 3 clusters Score -394201.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (896 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 896 members Entering Unmasked Estep Score: -176471.062500 Penalty: 4163.738281 Iteration 0F: 2 clusters Score -176471.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 464 members Mstep: Class 2 contains 432 members Entering Unmasked Estep Score: -172546.296875 Penalty: 8327.476562 Iteration 0F: 3 clusters Score -172546.3 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 476 members Mstep: Class 2 contains 420 members Entering Unmasked Estep Score: -172916.171875 Penalty: 8327.476562 Iteration 1F: 3 clusters Score -172916.2 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 480 members Mstep: Class 2 contains 416 members Entering Unmasked Estep Score: -173119.609375 Penalty: 8327.476562 Iteration 2F: 3 clusters Score -173119.6 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 494 members Mstep: Class 2 contains 402 members Entering Unmasked Estep Score: -173275.671875 Penalty: 8327.476562 Iteration 3Q: 3 clusters Score -173275.7 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 502 members Mstep: Class 2 contains 394 members Entering Unmasked Estep Score: -173403.281250 Penalty: 8327.476562 Iteration 4Q: 3 clusters Score -173403.3 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 503 members Mstep: Class 2 contains 393 members Entering Unmasked Estep Score: -173567.328125 Penalty: 8327.476562 Iteration 5Q: 3 clusters Score -173567.3 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 507 members Mstep: Class 2 contains 389 members Entering Unmasked Estep Score: -173701.328125 Penalty: 8327.476562 Iteration 6Q: 3 clusters Score -173701.3 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 511 members Mstep: Class 2 contains 385 members Entering Unmasked Estep Score: -173862.796875 Penalty: 8327.476562 Iteration 7Q: 3 clusters Score -173862.8 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 512 members Mstep: Class 2 contains 384 members Entering Unmasked Estep Score: -174033.203125 Penalty: 8327.476562 Iteration 8Q: 3 clusters Score -174033.2 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 505 members Mstep: Class 2 contains 391 members Entering Unmasked Estep Score: -174113.187500 Penalty: 8327.476562 Iteration 9Q: 3 clusters Score -174113.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 500 members Mstep: Class 2 contains 396 members Entering Unmasked Estep Score: -174187.890625 Penalty: 8327.476562 Iteration 10Q: 3 clusters Score -174187.9 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 493 members Mstep: Class 2 contains 403 members Entering Unmasked Estep Score: -174251.218750 Penalty: 8327.476562 Iteration 11Q: 3 clusters Score -174251.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 484 members Mstep: Class 2 contains 412 members Entering Unmasked Estep Score: -174325.984375 Penalty: 8327.476562 Iteration 12Q: 3 clusters Score -174326 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 479 members Mstep: Class 2 contains 417 members Entering Unmasked Estep Score: -174376.609375 Penalty: 8327.476562 Iteration 13Q: 3 clusters Score -174376.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 477 members Mstep: Class 2 contains 419 members Entering Unmasked Estep Score: -174405.312500 Penalty: 8327.476562 Iteration 14Q: 3 clusters Score -174405.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 475 members Mstep: Class 2 contains 421 members Entering Unmasked Estep Score: -174454.687500 Penalty: 8327.476562 Iteration 15Q: 3 clusters Score -174454.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 474 members Mstep: Class 2 contains 422 members Entering Unmasked Estep Score: -174491.125000 Penalty: 8327.476562 Iteration 16Q: 3 clusters Score -174491.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 474 members Mstep: Class 2 contains 422 members Entering Unmasked Estep Score: -174547.984375 Penalty: 8327.476562 Iteration 17Q: 3 clusters Score -174548 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 480 members Mstep: Class 2 contains 416 members Entering Unmasked Estep Score: -174618.921875 Penalty: 8327.476562 Iteration 18Q: 3 clusters Score -174618.9 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 488 members Mstep: Class 2 contains 408 members Entering Unmasked Estep Score: -174826.625000 Penalty: 8327.476562 Iteration 19Q: 3 clusters Score -174826.6 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 482 members Mstep: Class 2 contains 414 members Entering Unmasked Estep Score: -175059.937500 Penalty: 8327.476562 Iteration 20F: 3 clusters Score -175059.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 482 members Mstep: Class 2 contains 414 members Entering Unmasked Estep Score: -175200.093750 Penalty: 8327.476562 Iteration 21Q: 3 clusters Score -175200.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 476 members Mstep: Class 2 contains 420 members Entering Unmasked Estep Score: -175269.546875 Penalty: 8327.476562 Iteration 22Q: 3 clusters Score -175269.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 475 members Mstep: Class 2 contains 421 members Entering Unmasked Estep Score: -175299.843750 Penalty: 8327.476562 Iteration 23Q: 3 clusters Score -175299.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 474 members Mstep: Class 2 contains 422 members Entering Unmasked Estep Score: -175315.296875 Penalty: 8327.476562 Iteration 24Q: 3 clusters Score -175315.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 468 members Mstep: Class 2 contains 428 members Entering Unmasked Estep Score: -175350.484375 Penalty: 8327.476562 Iteration 25Q: 3 clusters Score -175350.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 466 members Mstep: Class 2 contains 430 members Entering Unmasked Estep Score: -175358.625000 Penalty: 8327.476562 Iteration 26Q: 3 clusters Score -175358.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 465 members Mstep: Class 2 contains 431 members Entering Unmasked Estep Score: -175370.015625 Penalty: 8327.476562 Iteration 27Q: 3 clusters Score -175370 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 464 members Mstep: Class 2 contains 432 members Entering Unmasked Estep Score: -175376.140625 Penalty: 8327.476562 Iteration 28Q: 3 clusters Score -175376.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 461 members Mstep: Class 2 contains 435 members Entering Unmasked Estep Score: -175403.953125 Penalty: 8327.476562 Iteration 29Q: 3 clusters Score -175404 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 456 members Mstep: Class 2 contains 440 members Entering Unmasked Estep Score: -175434.734375 Penalty: 8327.476562 Iteration 30Q: 3 clusters Score -175434.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 450 members Mstep: Class 2 contains 446 members Entering Unmasked Estep Score: -175458.546875 Penalty: 8327.476562 Iteration 31Q: 3 clusters Score -175458.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 446 members Mstep: Class 2 contains 450 members Entering Unmasked Estep Score: -175485.000000 Penalty: 8327.476562 Iteration 32Q: 3 clusters Score -175485 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 443 members Mstep: Class 2 contains 453 members Entering Unmasked Estep Score: -175508.453125 Penalty: 8327.476562 Iteration 33Q: 3 clusters Score -175508.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 439 members Mstep: Class 2 contains 457 members Entering Unmasked Estep Score: -175543.359375 Penalty: 8327.476562 Iteration 34Q: 3 clusters Score -175543.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 438 members Mstep: Class 2 contains 458 members Entering Unmasked Estep Score: -175565.890625 Penalty: 8327.476562 Iteration 35Q: 3 clusters Score -175565.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 435 members Mstep: Class 2 contains 461 members Entering Unmasked Estep Score: -175591.937500 Penalty: 8327.476562 Iteration 36Q: 3 clusters Score -175591.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 433 members Mstep: Class 2 contains 463 members Entering Unmasked Estep Score: -175600.468750 Penalty: 8327.476562 Iteration 37Q: 3 clusters Score -175600.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 431 members Mstep: Class 2 contains 465 members Entering Unmasked Estep Score: -175615.578125 Penalty: 8327.476562 Iteration 38Q: 3 clusters Score -175615.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 430 members Mstep: Class 2 contains 466 members Entering Unmasked Estep Score: -175626.015625 Penalty: 8327.476562 Iteration 39Q: 3 clusters Score -175626 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 429 members Mstep: Class 2 contains 467 members Entering Unmasked Estep Score: -175632.203125 Penalty: 8327.476562 Iteration 40F: 3 clusters Score -175632.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 428 members Mstep: Class 2 contains 468 members Entering Unmasked Estep Score: -175636.671875 Penalty: 8327.476562 Iteration 41Q: 3 clusters Score -175636.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 428 members Mstep: Class 2 contains 468 members Entering Unmasked Estep Score: -175636.671875 Penalty: 8327.476562 Iteration 42F: 3 clusters Score -175636.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (1162 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1162 members Entering Unmasked Estep Score: -226871.296875 Penalty: 4322.962402 Iteration 0F: 2 clusters Score -226871.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 579 members Mstep: Class 2 contains 583 members Entering Unmasked Estep Score: -222690.750000 Penalty: 8645.924805 Iteration 0F: 3 clusters Score -222690.8 nChanged 204 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 577 members Mstep: Class 2 contains 585 members Entering Unmasked Estep Score: -223266.953125 Penalty: 8645.924805 Iteration 1F: 3 clusters Score -223267 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 594 members Mstep: Class 2 contains 568 members Entering Unmasked Estep Score: -223696.031250 Penalty: 8645.924805 Iteration 2F: 3 clusters Score -223696 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 600 members Mstep: Class 2 contains 562 members Entering Unmasked Estep Score: -224023.265625 Penalty: 8645.924805 Iteration 3F: 3 clusters Score -224023.3 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 602 members Mstep: Class 2 contains 560 members Entering Unmasked Estep Score: -224483.390625 Penalty: 8645.924805 Iteration 4F: 3 clusters Score -224483.4 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 620 members Mstep: Class 2 contains 542 members Entering Unmasked Estep Score: -225129.921875 Penalty: 8645.924805 Iteration 5F: 3 clusters Score -225129.9 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 648 members Mstep: Class 2 contains 514 members Entering Unmasked Estep Score: -226313.406250 Penalty: 8645.924805 Iteration 6F: 3 clusters Score -226313.4 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 703 members Mstep: Class 2 contains 459 members Entering Unmasked Estep Score: -226557.609375 Penalty: 8645.924805 Iteration 7Q: 3 clusters Score -226557.6 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 733 members Mstep: Class 2 contains 429 members Entering Unmasked Estep Score: -226684.500000 Penalty: 8645.924805 Iteration 8Q: 3 clusters Score -226684.5 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 756 members Mstep: Class 2 contains 406 members Entering Unmasked Estep Score: -226825.031250 Penalty: 8645.924805 Iteration 9Q: 3 clusters Score -226825 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 775 members Mstep: Class 2 contains 387 members Entering Unmasked Estep Score: -226953.828125 Penalty: 8645.924805 Iteration 10Q: 3 clusters Score -226953.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 787 members Mstep: Class 2 contains 375 members Entering Unmasked Estep Score: -227029.484375 Penalty: 8645.924805 Iteration 11Q: 3 clusters Score -227029.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 792 members Mstep: Class 2 contains 370 members Entering Unmasked Estep Score: -227071.875000 Penalty: 8645.924805 Iteration 12Q: 3 clusters Score -227071.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 801 members Mstep: Class 2 contains 361 members Entering Unmasked Estep Score: -227141.671875 Penalty: 8645.924805 Iteration 13Q: 3 clusters Score -227141.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 806 members Mstep: Class 2 contains 356 members Entering Unmasked Estep Score: -227201.187500 Penalty: 8645.924805 Iteration 14Q: 3 clusters Score -227201.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 813 members Mstep: Class 2 contains 349 members Entering Unmasked Estep Score: -227317.093750 Penalty: 8645.924805 Iteration 15Q: 3 clusters Score -227317.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 817 members Mstep: Class 2 contains 345 members Entering Unmasked Estep Score: -227415.125000 Penalty: 8645.924805 Iteration 16Q: 3 clusters Score -227415.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 819 members Mstep: Class 2 contains 343 members Entering Unmasked Estep Score: -227460.609375 Penalty: 8645.924805 Iteration 17Q: 3 clusters Score -227460.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 820 members Mstep: Class 2 contains 342 members Entering Unmasked Estep Score: -227509.593750 Penalty: 8645.924805 Iteration 18Q: 3 clusters Score -227509.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 820 members Mstep: Class 2 contains 342 members Entering Unmasked Estep Score: -227509.593750 Penalty: 8645.924805 Iteration 19F: 3 clusters Score -227509.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 157130 members Mstep: Class 2 contains 9978 members Mstep: Class 3 contains 157724 members Mstep: Class 4 contains 34962 members Mstep: Class 5 contains 47734 members Mstep: Class 6 contains 291 members Mstep: Class 7 contains 4791 members Mstep: Class 8 contains 28654 members Mstep: Class 9 contains 1324 members Mstep: Class 10 contains 775 members Mstep: Class 11 contains 339 members Mstep: Class 12 contains 142440 members Mstep: Class 13 contains 1841 members Mstep: Class 14 contains 896 members Mstep: Class 15 contains 820 members Mstep: Class 16 contains 49124 members Mstep: Class 17 contains 638 members Mstep: Class 18 contains 13167 members Mstep: Class 19 contains 25126 members Mstep: Class 20 contains 275 members Mstep: Class 21 contains 641 members Mstep: Class 22 contains 342 members Entering Unmasked Estep Score: -147574224.000000 Penalty: 180948.125000 Splitting cluster 15 changes total score from -147577120.000000 to -147574224.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 16 (49124 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49124 members Entering Unmasked Estep Score: -10772187.000000 Penalty: 6616.288086 Iteration 0F: 2 clusters Score -1.077219e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24399 members Mstep: Class 2 contains 24725 members Entering Unmasked Estep Score: -10737048.000000 Penalty: 13232.576172 Iteration 0F: 3 clusters Score -1.073705e+07 nChanged 21597 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23648 members Mstep: Class 2 contains 25476 members Entering Unmasked Estep Score: -10748500.000000 Penalty: 13232.576172 Iteration 1F: 3 clusters Score -1.07485e+07 nChanged 2471 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23231 members Mstep: Class 2 contains 25893 members Entering Unmasked Estep Score: -10749313.000000 Penalty: 13232.576172 Iteration 2F: 3 clusters Score -1.074931e+07 nChanged 2032 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22697 members Mstep: Class 2 contains 26427 members Entering Unmasked Estep Score: -10749944.000000 Penalty: 13232.576172 Iteration 3Q: 3 clusters Score -1.074994e+07 nChanged 1772 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21989 members Mstep: Class 2 contains 27135 members Entering Unmasked Estep Score: -10750531.000000 Penalty: 13232.576172 Iteration 4Q: 3 clusters Score -1.075053e+07 nChanged 1723 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21042 members Mstep: Class 2 contains 28082 members Entering Unmasked Estep Score: -10751115.000000 Penalty: 13232.576172 Iteration 5Q: 3 clusters Score -1.075112e+07 nChanged 1706 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19840 members Mstep: Class 2 contains 29284 members Entering Unmasked Estep Score: -10751854.000000 Penalty: 13232.576172 Iteration 6Q: 3 clusters Score -1.075185e+07 nChanged 1831 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18317 members Mstep: Class 2 contains 30807 members Entering Unmasked Estep Score: -10752683.000000 Penalty: 13232.576172 Iteration 7Q: 3 clusters Score -1.075268e+07 nChanged 2102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16435 members Mstep: Class 2 contains 32689 members Entering Unmasked Estep Score: -10753804.000000 Penalty: 13232.576172 Iteration 8Q: 3 clusters Score -1.07538e+07 nChanged 2378 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14169 members Mstep: Class 2 contains 34955 members Entering Unmasked Estep Score: -10755259.000000 Penalty: 13232.576172 Iteration 9Q: 3 clusters Score -1.075526e+07 nChanged 2658 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11577 members Mstep: Class 2 contains 37547 members Entering Unmasked Estep Score: -10757336.000000 Penalty: 13232.576172 Iteration 10F: 3 clusters Score -1.075734e+07 nChanged 2703 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8930 members Mstep: Class 2 contains 40194 members Entering Unmasked Estep Score: -10759535.000000 Penalty: 13232.576172 Iteration 11F: 3 clusters Score -1.075954e+07 nChanged 2401 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6575 members Mstep: Class 2 contains 42549 members Entering Unmasked Estep Score: -10761584.000000 Penalty: 13232.576172 Iteration 12Q: 3 clusters Score -1.076158e+07 nChanged 1846 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4775 members Mstep: Class 2 contains 44349 members Entering Unmasked Estep Score: -10763262.000000 Penalty: 13232.576172 Iteration 13Q: 3 clusters Score -1.076326e+07 nChanged 1321 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3518 members Mstep: Class 2 contains 45606 members Entering Unmasked Estep Score: -10764349.000000 Penalty: 13232.576172 Iteration 14Q: 3 clusters Score -1.076435e+07 nChanged 855 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2727 members Mstep: Class 2 contains 46397 members Entering Unmasked Estep Score: -10765021.000000 Penalty: 13232.576172 Iteration 15Q: 3 clusters Score -1.076502e+07 nChanged 570 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2243 members Mstep: Class 2 contains 46881 members Entering Unmasked Estep Score: -10765480.000000 Penalty: 13232.576172 Iteration 16Q: 3 clusters Score -1.076548e+07 nChanged 374 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1939 members Mstep: Class 2 contains 47185 members Entering Unmasked Estep Score: -10765774.000000 Penalty: 13232.576172 Iteration 17Q: 3 clusters Score -1.076577e+07 nChanged 251 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1740 members Mstep: Class 2 contains 47384 members Entering Unmasked Estep Score: -10765948.000000 Penalty: 13232.576172 Iteration 18Q: 3 clusters Score -1.076595e+07 nChanged 178 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1600 members Mstep: Class 2 contains 47524 members Entering Unmasked Estep Score: -10766082.000000 Penalty: 13232.576172 Iteration 19Q: 3 clusters Score -1.076608e+07 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1514 members Mstep: Class 2 contains 47610 members Entering Unmasked Estep Score: -10766185.000000 Penalty: 13232.576172 Iteration 20F: 3 clusters Score -1.076618e+07 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1437 members Mstep: Class 2 contains 47687 members Entering Unmasked Estep Score: -10766251.000000 Penalty: 13232.576172 Iteration 21Q: 3 clusters Score -1.076625e+07 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1384 members Mstep: Class 2 contains 47740 members Entering Unmasked Estep Score: -10766291.000000 Penalty: 13232.576172 Iteration 22Q: 3 clusters Score -1.076629e+07 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1349 members Mstep: Class 2 contains 47775 members Entering Unmasked Estep Score: -10766382.000000 Penalty: 13232.576172 Iteration 23Q: 3 clusters Score -1.076638e+07 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1319 members Mstep: Class 2 contains 47805 members Entering Unmasked Estep Score: -10766411.000000 Penalty: 13232.576172 Iteration 24Q: 3 clusters Score -1.076641e+07 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1302 members Mstep: Class 2 contains 47822 members Entering Unmasked Estep Score: -10766452.000000 Penalty: 13232.576172 Iteration 25Q: 3 clusters Score -1.076645e+07 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1286 members Mstep: Class 2 contains 47838 members Entering Unmasked Estep Score: -10766477.000000 Penalty: 13232.576172 Iteration 26Q: 3 clusters Score -1.076648e+07 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1266 members Mstep: Class 2 contains 47858 members Entering Unmasked Estep Score: -10766508.000000 Penalty: 13232.576172 Iteration 27Q: 3 clusters Score -1.076651e+07 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1243 members Mstep: Class 2 contains 47881 members Entering Unmasked Estep Score: -10766517.000000 Penalty: 13232.576172 Iteration 28Q: 3 clusters Score -1.076652e+07 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1222 members Mstep: Class 2 contains 47902 members Entering Unmasked Estep Score: -10766547.000000 Penalty: 13232.576172 Iteration 29Q: 3 clusters Score -1.076655e+07 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1210 members Mstep: Class 2 contains 47914 members Entering Unmasked Estep Score: -10766571.000000 Penalty: 13232.576172 Iteration 30Q: 3 clusters Score -1.076657e+07 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1196 members Mstep: Class 2 contains 47928 members Entering Unmasked Estep Score: -10766613.000000 Penalty: 13232.576172 Iteration 31Q: 3 clusters Score -1.076661e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1194 members Mstep: Class 2 contains 47930 members Entering Unmasked Estep Score: -10766618.000000 Penalty: 13232.576172 Iteration 32Q: 3 clusters Score -1.076662e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1188 members Mstep: Class 2 contains 47936 members Entering Unmasked Estep Score: -10766635.000000 Penalty: 13232.576172 Iteration 33Q: 3 clusters Score -1.076664e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1182 members Mstep: Class 2 contains 47942 members Entering Unmasked Estep Score: -10766617.000000 Penalty: 13232.576172 Iteration 34Q: 3 clusters Score -1.076662e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1177 members Mstep: Class 2 contains 47947 members Entering Unmasked Estep Score: -10766637.000000 Penalty: 13232.576172 Iteration 35Q: 3 clusters Score -1.076664e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1170 members Mstep: Class 2 contains 47954 members Entering Unmasked Estep Score: -10766640.000000 Penalty: 13232.576172 Iteration 36Q: 3 clusters Score -1.076664e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1168 members Mstep: Class 2 contains 47956 members Entering Unmasked Estep Score: -10766647.000000 Penalty: 13232.576172 Iteration 37Q: 3 clusters Score -1.076665e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1165 members Mstep: Class 2 contains 47959 members Entering Unmasked Estep Score: -10766652.000000 Penalty: 13232.576172 Iteration 38Q: 3 clusters Score -1.076665e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1166 members Mstep: Class 2 contains 47958 members Entering Unmasked Estep Score: -10766657.000000 Penalty: 13232.576172 Iteration 39Q: 3 clusters Score -1.076666e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1167 members Mstep: Class 2 contains 47957 members Entering Unmasked Estep Score: -10766661.000000 Penalty: 13232.576172 Iteration 40F: 3 clusters Score -1.076666e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1167 members Mstep: Class 2 contains 47957 members Entering Unmasked Estep Score: -10766659.000000 Penalty: 13232.576172 Iteration 41Q: 3 clusters Score -1.076666e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1165 members Mstep: Class 2 contains 47959 members Entering Unmasked Estep Score: -10766657.000000 Penalty: 13232.576172 Iteration 42Q: 3 clusters Score -1.076666e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1163 members Mstep: Class 2 contains 47961 members Entering Unmasked Estep Score: -10766653.000000 Penalty: 13232.576172 Iteration 43Q: 3 clusters Score -1.076665e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1164 members Mstep: Class 2 contains 47960 members Entering Unmasked Estep Score: -10766666.000000 Penalty: 13232.576172 Iteration 44Q: 3 clusters Score -1.076667e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1163 members Mstep: Class 2 contains 47961 members Entering Unmasked Estep Score: -10766656.000000 Penalty: 13232.576172 Iteration 45Q: 3 clusters Score -1.076666e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1163 members Mstep: Class 2 contains 47961 members Entering Unmasked Estep Score: -10766663.000000 Penalty: 13232.576172 Iteration 46Q: 3 clusters Score -1.076666e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1162 members Mstep: Class 2 contains 47962 members Entering Unmasked Estep Score: -10766672.000000 Penalty: 13232.576172 Iteration 47Q: 3 clusters Score -1.076667e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1161 members Mstep: Class 2 contains 47963 members Entering Unmasked Estep Score: -10766672.000000 Penalty: 13232.576172 Iteration 48Q: 3 clusters Score -1.076667e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1161 members Mstep: Class 2 contains 47963 members Entering Unmasked Estep Score: -10766672.000000 Penalty: 13232.576172 Iteration 49F: 3 clusters Score -1.076667e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (638 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 638 members Entering Unmasked Estep Score: -127849.125000 Penalty: 3955.732178 Iteration 0F: 2 clusters Score -127849.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 325 members Mstep: Class 2 contains 313 members Entering Unmasked Estep Score: -124359.210938 Penalty: 7911.464355 Iteration 0F: 3 clusters Score -124359.2 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 350 members Mstep: Class 2 contains 288 members Entering Unmasked Estep Score: -124771.898438 Penalty: 7911.464355 Iteration 1F: 3 clusters Score -124771.9 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 362 members Mstep: Class 2 contains 276 members Entering Unmasked Estep Score: -125003.867188 Penalty: 7911.464355 Iteration 2Q: 3 clusters Score -125003.9 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 374 members Mstep: Class 2 contains 264 members Entering Unmasked Estep Score: -125125.085938 Penalty: 7911.464355 Iteration 3Q: 3 clusters Score -125125.1 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 381 members Mstep: Class 2 contains 257 members Entering Unmasked Estep Score: -125203.281250 Penalty: 7911.464355 Iteration 4Q: 3 clusters Score -125203.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 388 members Mstep: Class 2 contains 250 members Entering Unmasked Estep Score: -125237.937500 Penalty: 7911.464355 Iteration 5Q: 3 clusters Score -125237.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 390 members Mstep: Class 2 contains 248 members Entering Unmasked Estep Score: -125264.593750 Penalty: 7911.464355 Iteration 6Q: 3 clusters Score -125264.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 391 members Mstep: Class 2 contains 247 members Entering Unmasked Estep Score: -125284.343750 Penalty: 7911.464355 Iteration 7Q: 3 clusters Score -125284.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 392 members Mstep: Class 2 contains 246 members Entering Unmasked Estep Score: -125297.179688 Penalty: 7911.464355 Iteration 8Q: 3 clusters Score -125297.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 394 members Mstep: Class 2 contains 244 members Entering Unmasked Estep Score: -125302.000000 Penalty: 7911.464355 Iteration 9Q: 3 clusters Score -125302 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 397 members Mstep: Class 2 contains 241 members Entering Unmasked Estep Score: -125312.648438 Penalty: 7911.464355 Iteration 10Q: 3 clusters Score -125312.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 397 members Mstep: Class 2 contains 241 members Entering Unmasked Estep Score: -125318.031250 Penalty: 7911.464355 Iteration 11Q: 3 clusters Score -125318 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 396 members Mstep: Class 2 contains 242 members Entering Unmasked Estep Score: -125321.750000 Penalty: 7911.464355 Iteration 12Q: 3 clusters Score -125321.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 396 members Mstep: Class 2 contains 242 members Entering Unmasked Estep Score: -125321.750000 Penalty: 7911.464355 Iteration 13F: 3 clusters Score -125321.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (13167 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13167 members Entering Unmasked Estep Score: -2900977.250000 Penalty: 5809.849609 Iteration 0F: 2 clusters Score -2900977 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6624 members Mstep: Class 2 contains 6543 members Entering Unmasked Estep Score: -2888742.250000 Penalty: 11619.699219 Iteration 0F: 3 clusters Score -2888742 nChanged 5043 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6771 members Mstep: Class 2 contains 6396 members Entering Unmasked Estep Score: -2891508.750000 Penalty: 11619.699219 Iteration 1F: 3 clusters Score -2891509 nChanged 1008 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6887 members Mstep: Class 2 contains 6280 members Entering Unmasked Estep Score: -2892176.500000 Penalty: 11619.699219 Iteration 2F: 3 clusters Score -2892176 nChanged 758 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7075 members Mstep: Class 2 contains 6092 members Entering Unmasked Estep Score: -2892649.000000 Penalty: 11619.699219 Iteration 3F: 3 clusters Score -2892649 nChanged 625 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7298 members Mstep: Class 2 contains 5869 members Entering Unmasked Estep Score: -2893025.250000 Penalty: 11619.699219 Iteration 4Q: 3 clusters Score -2893025 nChanged 548 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7562 members Mstep: Class 2 contains 5605 members Entering Unmasked Estep Score: -2893350.750000 Penalty: 11619.699219 Iteration 5Q: 3 clusters Score -2893351 nChanged 509 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7851 members Mstep: Class 2 contains 5316 members Entering Unmasked Estep Score: -2893660.750000 Penalty: 11619.699219 Iteration 6Q: 3 clusters Score -2893661 nChanged 517 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8204 members Mstep: Class 2 contains 4963 members Entering Unmasked Estep Score: -2893995.500000 Penalty: 11619.699219 Iteration 7Q: 3 clusters Score -2893996 nChanged 534 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8578 members Mstep: Class 2 contains 4589 members Entering Unmasked Estep Score: -2894372.250000 Penalty: 11619.699219 Iteration 8Q: 3 clusters Score -2894372 nChanged 547 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8967 members Mstep: Class 2 contains 4200 members Entering Unmasked Estep Score: -2894786.750000 Penalty: 11619.699219 Iteration 9Q: 3 clusters Score -2894787 nChanged 556 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9363 members Mstep: Class 2 contains 3804 members Entering Unmasked Estep Score: -2895199.250000 Penalty: 11619.699219 Iteration 10Q: 3 clusters Score -2895199 nChanged 483 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9700 members Mstep: Class 2 contains 3467 members Entering Unmasked Estep Score: -2895543.000000 Penalty: 11619.699219 Iteration 11Q: 3 clusters Score -2895543 nChanged 433 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10027 members Mstep: Class 2 contains 3140 members Entering Unmasked Estep Score: -2895869.000000 Penalty: 11619.699219 Iteration 12Q: 3 clusters Score -2895869 nChanged 349 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10286 members Mstep: Class 2 contains 2881 members Entering Unmasked Estep Score: -2896097.000000 Penalty: 11619.699219 Iteration 13Q: 3 clusters Score -2896097 nChanged 256 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10492 members Mstep: Class 2 contains 2675 members Entering Unmasked Estep Score: -2896248.750000 Penalty: 11619.699219 Iteration 14Q: 3 clusters Score -2896249 nChanged 177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10629 members Mstep: Class 2 contains 2538 members Entering Unmasked Estep Score: -2896372.750000 Penalty: 11619.699219 Iteration 15Q: 3 clusters Score -2896373 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10753 members Mstep: Class 2 contains 2414 members Entering Unmasked Estep Score: -2896476.750000 Penalty: 11619.699219 Iteration 16Q: 3 clusters Score -2896477 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10854 members Mstep: Class 2 contains 2313 members Entering Unmasked Estep Score: -2896553.250000 Penalty: 11619.699219 Iteration 17Q: 3 clusters Score -2896553 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10925 members Mstep: Class 2 contains 2242 members Entering Unmasked Estep Score: -2896594.750000 Penalty: 11619.699219 Iteration 18Q: 3 clusters Score -2896595 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10988 members Mstep: Class 2 contains 2179 members Entering Unmasked Estep Score: -2896630.500000 Penalty: 11619.699219 Iteration 19Q: 3 clusters Score -2896630 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11038 members Mstep: Class 2 contains 2129 members Entering Unmasked Estep Score: -2896658.000000 Penalty: 11619.699219 Iteration 20F: 3 clusters Score -2896658 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11073 members Mstep: Class 2 contains 2094 members Entering Unmasked Estep Score: -2896684.000000 Penalty: 11619.699219 Iteration 21Q: 3 clusters Score -2896684 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11102 members Mstep: Class 2 contains 2065 members Entering Unmasked Estep Score: -2896718.250000 Penalty: 11619.699219 Iteration 22Q: 3 clusters Score -2896718 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11133 members Mstep: Class 2 contains 2034 members Entering Unmasked Estep Score: -2896730.250000 Penalty: 11619.699219 Iteration 23Q: 3 clusters Score -2896730 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11161 members Mstep: Class 2 contains 2006 members Entering Unmasked Estep Score: -2896743.750000 Penalty: 11619.699219 Iteration 24Q: 3 clusters Score -2896744 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11192 members Mstep: Class 2 contains 1975 members Entering Unmasked Estep Score: -2896764.500000 Penalty: 11619.699219 Iteration 25Q: 3 clusters Score -2896764 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11213 members Mstep: Class 2 contains 1954 members Entering Unmasked Estep Score: -2896775.000000 Penalty: 11619.699219 Iteration 26Q: 3 clusters Score -2896775 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11227 members Mstep: Class 2 contains 1940 members Entering Unmasked Estep Score: -2896790.000000 Penalty: 11619.699219 Iteration 27Q: 3 clusters Score -2896790 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11243 members Mstep: Class 2 contains 1924 members Entering Unmasked Estep Score: -2896799.250000 Penalty: 11619.699219 Iteration 28Q: 3 clusters Score -2896799 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11262 members Mstep: Class 2 contains 1905 members Entering Unmasked Estep Score: -2896810.500000 Penalty: 11619.699219 Iteration 29Q: 3 clusters Score -2896810 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11269 members Mstep: Class 2 contains 1898 members Entering Unmasked Estep Score: -2896815.000000 Penalty: 11619.699219 Iteration 30Q: 3 clusters Score -2896815 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11272 members Mstep: Class 2 contains 1895 members Entering Unmasked Estep Score: -2896819.500000 Penalty: 11619.699219 Iteration 31Q: 3 clusters Score -2896820 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11280 members Mstep: Class 2 contains 1887 members Entering Unmasked Estep Score: -2896830.000000 Penalty: 11619.699219 Iteration 32Q: 3 clusters Score -2896830 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11285 members Mstep: Class 2 contains 1882 members Entering Unmasked Estep Score: -2896828.000000 Penalty: 11619.699219 Iteration 33Q: 3 clusters Score -2896828 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11287 members Mstep: Class 2 contains 1880 members Entering Unmasked Estep Score: -2896823.000000 Penalty: 11619.699219 Iteration 34Q: 3 clusters Score -2896823 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11289 members Mstep: Class 2 contains 1878 members Entering Unmasked Estep Score: -2896824.750000 Penalty: 11619.699219 Iteration 35Q: 3 clusters Score -2896825 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11290 members Mstep: Class 2 contains 1877 members Entering Unmasked Estep Score: -2896828.250000 Penalty: 11619.699219 Iteration 36Q: 3 clusters Score -2896828 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11291 members Mstep: Class 2 contains 1876 members Entering Unmasked Estep Score: -2896826.750000 Penalty: 11619.699219 Iteration 37Q: 3 clusters Score -2896827 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11292 members Mstep: Class 2 contains 1875 members Entering Unmasked Estep Score: -2896827.250000 Penalty: 11619.699219 Iteration 38Q: 3 clusters Score -2896827 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11292 members Mstep: Class 2 contains 1875 members Entering Unmasked Estep Score: -2896827.250000 Penalty: 11619.699219 Iteration 39F: 3 clusters Score -2896827 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (25126 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25126 members Entering Unmasked Estep Score: -5439364.000000 Penalty: 6205.640625 Iteration 0F: 2 clusters Score -5439364 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12566 members Mstep: Class 2 contains 12560 members Entering Unmasked Estep Score: -5419726.000000 Penalty: 12411.281250 Iteration 0F: 3 clusters Score -5419726 nChanged 10469 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12643 members Mstep: Class 2 contains 12483 members Entering Unmasked Estep Score: -5425342.000000 Penalty: 12411.281250 Iteration 1F: 3 clusters Score -5425342 nChanged 1655 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12720 members Mstep: Class 2 contains 12406 members Entering Unmasked Estep Score: -5426377.000000 Penalty: 12411.281250 Iteration 2F: 3 clusters Score -5426377 nChanged 1489 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12983 members Mstep: Class 2 contains 12143 members Entering Unmasked Estep Score: -5427462.500000 Penalty: 12411.281250 Iteration 3F: 3 clusters Score -5427462 nChanged 1483 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13466 members Mstep: Class 2 contains 11660 members Entering Unmasked Estep Score: -5428538.000000 Penalty: 12411.281250 Iteration 4F: 3 clusters Score -5428538 nChanged 1536 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14256 members Mstep: Class 2 contains 10870 members Entering Unmasked Estep Score: -5429607.000000 Penalty: 12411.281250 Iteration 5F: 3 clusters Score -5429607 nChanged 1592 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15276 members Mstep: Class 2 contains 9850 members Entering Unmasked Estep Score: -5430739.000000 Penalty: 12411.281250 Iteration 6F: 3 clusters Score -5430739 nChanged 1529 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16377 members Mstep: Class 2 contains 8749 members Entering Unmasked Estep Score: -5431787.500000 Penalty: 12411.281250 Iteration 7F: 3 clusters Score -5431788 nChanged 1394 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17467 members Mstep: Class 2 contains 7659 members Entering Unmasked Estep Score: -5432750.000000 Penalty: 12411.281250 Iteration 8F: 3 clusters Score -5432750 nChanged 1185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18448 members Mstep: Class 2 contains 6678 members Entering Unmasked Estep Score: -5433537.000000 Penalty: 12411.281250 Iteration 9Q: 3 clusters Score -5433537 nChanged 945 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19271 members Mstep: Class 2 contains 5855 members Entering Unmasked Estep Score: -5434160.000000 Penalty: 12411.281250 Iteration 10Q: 3 clusters Score -5434160 nChanged 813 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19998 members Mstep: Class 2 contains 5128 members Entering Unmasked Estep Score: -5434701.500000 Penalty: 12411.281250 Iteration 11Q: 3 clusters Score -5434702 nChanged 652 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20582 members Mstep: Class 2 contains 4544 members Entering Unmasked Estep Score: -5435059.500000 Penalty: 12411.281250 Iteration 12Q: 3 clusters Score -5435060 nChanged 477 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21021 members Mstep: Class 2 contains 4105 members Entering Unmasked Estep Score: -5435348.500000 Penalty: 12411.281250 Iteration 13Q: 3 clusters Score -5435348 nChanged 390 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21401 members Mstep: Class 2 contains 3725 members Entering Unmasked Estep Score: -5435587.500000 Penalty: 12411.281250 Iteration 14Q: 3 clusters Score -5435588 nChanged 358 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21737 members Mstep: Class 2 contains 3389 members Entering Unmasked Estep Score: -5435798.000000 Penalty: 12411.281250 Iteration 15Q: 3 clusters Score -5435798 nChanged 255 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21968 members Mstep: Class 2 contains 3158 members Entering Unmasked Estep Score: -5435943.000000 Penalty: 12411.281250 Iteration 16Q: 3 clusters Score -5435943 nChanged 198 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22156 members Mstep: Class 2 contains 2970 members Entering Unmasked Estep Score: -5436017.500000 Penalty: 12411.281250 Iteration 17Q: 3 clusters Score -5436018 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22295 members Mstep: Class 2 contains 2831 members Entering Unmasked Estep Score: -5436098.500000 Penalty: 12411.281250 Iteration 18Q: 3 clusters Score -5436098 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22434 members Mstep: Class 2 contains 2692 members Entering Unmasked Estep Score: -5436171.000000 Penalty: 12411.281250 Iteration 19Q: 3 clusters Score -5436171 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22545 members Mstep: Class 2 contains 2581 members Entering Unmasked Estep Score: -5436220.000000 Penalty: 12411.281250 Iteration 20F: 3 clusters Score -5436220 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22625 members Mstep: Class 2 contains 2501 members Entering Unmasked Estep Score: -5436256.000000 Penalty: 12411.281250 Iteration 21Q: 3 clusters Score -5436256 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22701 members Mstep: Class 2 contains 2425 members Entering Unmasked Estep Score: -5436291.500000 Penalty: 12411.281250 Iteration 22Q: 3 clusters Score -5436292 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22758 members Mstep: Class 2 contains 2368 members Entering Unmasked Estep Score: -5436313.500000 Penalty: 12411.281250 Iteration 23Q: 3 clusters Score -5436314 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22798 members Mstep: Class 2 contains 2328 members Entering Unmasked Estep Score: -5436345.000000 Penalty: 12411.281250 Iteration 24Q: 3 clusters Score -5436345 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22834 members Mstep: Class 2 contains 2292 members Entering Unmasked Estep Score: -5436368.500000 Penalty: 12411.281250 Iteration 25Q: 3 clusters Score -5436368 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22869 members Mstep: Class 2 contains 2257 members Entering Unmasked Estep Score: -5436373.000000 Penalty: 12411.281250 Iteration 26Q: 3 clusters Score -5436373 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22897 members Mstep: Class 2 contains 2229 members Entering Unmasked Estep Score: -5436368.500000 Penalty: 12411.281250 Iteration 27Q: 3 clusters Score -5436368 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22921 members Mstep: Class 2 contains 2205 members Entering Unmasked Estep Score: -5436388.500000 Penalty: 12411.281250 Iteration 28Q: 3 clusters Score -5436388 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22940 members Mstep: Class 2 contains 2186 members Entering Unmasked Estep Score: -5436387.000000 Penalty: 12411.281250 Iteration 29Q: 3 clusters Score -5436387 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22954 members Mstep: Class 2 contains 2172 members Entering Unmasked Estep Score: -5436384.500000 Penalty: 12411.281250 Iteration 30Q: 3 clusters Score -5436384 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22965 members Mstep: Class 2 contains 2161 members Entering Unmasked Estep Score: -5436388.000000 Penalty: 12411.281250 Iteration 31Q: 3 clusters Score -5436388 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22972 members Mstep: Class 2 contains 2154 members Entering Unmasked Estep Score: -5436389.500000 Penalty: 12411.281250 Iteration 32Q: 3 clusters Score -5436390 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22980 members Mstep: Class 2 contains 2146 members Entering Unmasked Estep Score: -5436393.000000 Penalty: 12411.281250 Iteration 33Q: 3 clusters Score -5436393 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22984 members Mstep: Class 2 contains 2142 members Entering Unmasked Estep Score: -5436398.000000 Penalty: 12411.281250 Iteration 34Q: 3 clusters Score -5436398 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22985 members Mstep: Class 2 contains 2141 members Entering Unmasked Estep Score: -5436404.500000 Penalty: 12411.281250 Iteration 35Q: 3 clusters Score -5436404 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22986 members Mstep: Class 2 contains 2140 members Entering Unmasked Estep Score: -5436403.500000 Penalty: 12411.281250 Iteration 36Q: 3 clusters Score -5436404 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22989 members Mstep: Class 2 contains 2137 members Entering Unmasked Estep Score: -5436407.000000 Penalty: 12411.281250 Iteration 37Q: 3 clusters Score -5436407 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22993 members Mstep: Class 2 contains 2133 members Entering Unmasked Estep Score: -5436406.500000 Penalty: 12411.281250 Iteration 38Q: 3 clusters Score -5436406 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22994 members Mstep: Class 2 contains 2132 members Entering Unmasked Estep Score: -5436405.000000 Penalty: 12411.281250 Iteration 39Q: 3 clusters Score -5436405 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22995 members Mstep: Class 2 contains 2131 members Entering Unmasked Estep Score: -5436408.000000 Penalty: 12411.281250 Iteration 40F: 3 clusters Score -5436408 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22996 members Mstep: Class 2 contains 2130 members Entering Unmasked Estep Score: -5436408.500000 Penalty: 12411.281250 Iteration 41Q: 3 clusters Score -5436408 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22999 members Mstep: Class 2 contains 2127 members Entering Unmasked Estep Score: -5436405.000000 Penalty: 12411.281250 Iteration 42Q: 3 clusters Score -5436405 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22998 members Mstep: Class 2 contains 2128 members Entering Unmasked Estep Score: -5436398.000000 Penalty: 12411.281250 Iteration 43Q: 3 clusters Score -5436398 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22999 members Mstep: Class 2 contains 2127 members Entering Unmasked Estep Score: -5436405.000000 Penalty: 12411.281250 Iteration 44Q: 3 clusters Score -5436405 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23000 members Mstep: Class 2 contains 2126 members Entering Unmasked Estep Score: -5436405.500000 Penalty: 12411.281250 Iteration 45Q: 3 clusters Score -5436406 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23003 members Mstep: Class 2 contains 2123 members Entering Unmasked Estep Score: -5436406.500000 Penalty: 12411.281250 Iteration 46Q: 3 clusters Score -5436406 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23006 members Mstep: Class 2 contains 2120 members Entering Unmasked Estep Score: -5436412.500000 Penalty: 12411.281250 Iteration 47Q: 3 clusters Score -5436412 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23010 members Mstep: Class 2 contains 2116 members Entering Unmasked Estep Score: -5436414.000000 Penalty: 12411.281250 Iteration 48Q: 3 clusters Score -5436414 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23014 members Mstep: Class 2 contains 2112 members Entering Unmasked Estep Score: -5436418.000000 Penalty: 12411.281250 Iteration 49Q: 3 clusters Score -5436418 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23019 members Mstep: Class 2 contains 2107 members Entering Unmasked Estep Score: -5436417.000000 Penalty: 12411.281250 Iteration 50Q: 3 clusters Score -5436417 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23022 members Mstep: Class 2 contains 2104 members Entering Unmasked Estep Score: -5436417.000000 Penalty: 12411.281250 Iteration 51Q: 3 clusters Score -5436417 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23023 members Mstep: Class 2 contains 2103 members Entering Unmasked Estep Score: -5436416.000000 Penalty: 12411.281250 Iteration 52Q: 3 clusters Score -5436416 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23025 members Mstep: Class 2 contains 2101 members Entering Unmasked Estep Score: -5436419.000000 Penalty: 12411.281250 Iteration 53Q: 3 clusters Score -5436419 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23026 members Mstep: Class 2 contains 2100 members Entering Unmasked Estep Score: -5436416.500000 Penalty: 12411.281250 Iteration 54Q: 3 clusters Score -5436416 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23027 members Mstep: Class 2 contains 2099 members Entering Unmasked Estep Score: -5436416.500000 Penalty: 12411.281250 Iteration 55Q: 3 clusters Score -5436416 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23027 members Mstep: Class 2 contains 2099 members Entering Unmasked Estep Score: -5436416.500000 Penalty: 12411.281250 Iteration 56F: 3 clusters Score -5436416 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (275 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 275 members Entering Unmasked Estep Score: -48004.289062 Penalty: 3440.272461 Iteration 0F: 2 clusters Score -48004.29 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 133 members Mstep: Class 2 contains 142 members Entering Unmasked Estep Score: -45347.039062 Penalty: 6880.544922 Iteration 0F: 3 clusters Score -45347.04 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 126 members Mstep: Class 2 contains 149 members Entering Unmasked Estep Score: -45451.457031 Penalty: 6880.544922 Iteration 1Q: 3 clusters Score -45451.46 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 126 members Mstep: Class 2 contains 149 members Entering Unmasked Estep Score: -45451.457031 Penalty: 6880.544922 Iteration 2F: 3 clusters Score -45451.46 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 157130 members Mstep: Class 2 contains 9978 members Mstep: Class 3 contains 157724 members Mstep: Class 4 contains 34962 members Mstep: Class 5 contains 47734 members Mstep: Class 6 contains 291 members Mstep: Class 7 contains 4791 members Mstep: Class 8 contains 28654 members Mstep: Class 9 contains 1324 members Mstep: Class 10 contains 775 members Mstep: Class 11 contains 339 members Mstep: Class 12 contains 142440 members Mstep: Class 13 contains 1841 members Mstep: Class 14 contains 896 members Mstep: Class 15 contains 1162 members Mstep: Class 16 contains 49124 members Mstep: Class 17 contains 638 members Mstep: Class 18 contains 13167 members Mstep: Class 19 contains 25126 members Mstep: Class 20 contains 275 members Entering Unmasked Estep ConsiderDeletion Score: -147577312.000000 Penalty: 172723.218750 Iteration 79Q: 22 clusters Score -1.475773e+08 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 157127 members Mstep: Class 2 contains 9978 members Mstep: Class 3 contains 157724 members Mstep: Class 4 contains 34962 members Mstep: Class 5 contains 47734 members Mstep: Class 6 contains 291 members Mstep: Class 7 contains 4791 members Mstep: Class 8 contains 28654 members Mstep: Class 9 contains 1324 members Mstep: Class 10 contains 775 members Mstep: Class 11 contains 339 members Mstep: Class 12 contains 142438 members Mstep: Class 13 contains 1841 members Mstep: Class 14 contains 896 members Mstep: Class 15 contains 1162 members Mstep: Class 16 contains 49124 members Mstep: Class 17 contains 638 members Mstep: Class 18 contains 13168 members Mstep: Class 19 contains 25130 members Mstep: Class 20 contains 275 members Mstep: Class 21 contains 641 members Entering Unmasked Estep ConsiderDeletion Score: -147577488.000000 Penalty: 172723.218750 Iteration 80F: 22 clusters Score -1.475775e+08 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 20 members Mstep: Class 1 contains 157126 members Mstep: Class 2 contains 9978 members Mstep: Class 3 contains 157724 members Mstep: Class 4 contains 34962 members Mstep: Class 5 contains 47734 members Mstep: Class 6 contains 296 members Mstep: Class 7 contains 4791 members Mstep: Class 8 contains 28654 members Mstep: Class 9 contains 1324 members Mstep: Class 10 contains 774 members Mstep: Class 11 contains 340 members Mstep: Class 12 contains 142436 members Mstep: Class 13 contains 1841 members Mstep: Class 14 contains 897 members Mstep: Class 15 contains 1162 members Mstep: Class 16 contains 49124 members Mstep: Class 17 contains 638 members Mstep: Class 18 contains 13168 members Mstep: Class 19 contains 25133 members Mstep: Class 20 contains 275 members Mstep: Class 21 contains 641 members Entering Unmasked Estep ConsiderDeletion Score: -147577856.000000 Penalty: 172723.218750 Iteration 81Q: 22 clusters Score -1.475779e+08 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 157126 members Mstep: Class 2 contains 9979 members Mstep: Class 3 contains 157724 members Mstep: Class 4 contains 34962 members Mstep: Class 5 contains 47734 members Mstep: Class 6 contains 295 members Mstep: Class 7 contains 4791 members Mstep: Class 8 contains 28654 members Mstep: Class 9 contains 1324 members Mstep: Class 10 contains 774 members Mstep: Class 11 contains 339 members Mstep: Class 12 contains 142435 members Mstep: Class 13 contains 1841 members Mstep: Class 14 contains 897 members Mstep: Class 15 contains 1162 members Mstep: Class 16 contains 49124 members Mstep: Class 17 contains 638 members Mstep: Class 18 contains 13168 members Mstep: Class 19 contains 25134 members Mstep: Class 20 contains 275 members Mstep: Class 21 contains 643 members Entering Unmasked Estep ConsiderDeletion Score: -147577920.000000 Penalty: 172723.218750 Iteration 82Q: 22 clusters Score -1.475779e+08 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 157127 members Mstep: Class 2 contains 9980 members Mstep: Class 3 contains 157724 members Mstep: Class 4 contains 34962 members Mstep: Class 5 contains 47734 members Mstep: Class 6 contains 295 members Mstep: Class 7 contains 4791 members Mstep: Class 8 contains 28654 members Mstep: Class 9 contains 1324 members Mstep: Class 10 contains 774 members Mstep: Class 11 contains 338 members Mstep: Class 12 contains 142434 members Mstep: Class 13 contains 1841 members Mstep: Class 14 contains 897 members Mstep: Class 15 contains 1162 members Mstep: Class 16 contains 49124 members Mstep: Class 17 contains 638 members Mstep: Class 18 contains 13168 members Mstep: Class 19 contains 25134 members Mstep: Class 20 contains 275 members Mstep: Class 21 contains 643 members Entering Unmasked Estep ConsiderDeletion Score: -147577840.000000 Penalty: 172723.218750 Iteration 83Q: 22 clusters Score -1.475778e+08 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 157129 members Mstep: Class 2 contains 9979 members Mstep: Class 3 contains 157724 members Mstep: Class 4 contains 34962 members Mstep: Class 5 contains 47734 members Mstep: Class 6 contains 295 members Mstep: Class 7 contains 4791 members Mstep: Class 8 contains 28654 members Mstep: Class 9 contains 1324 members Mstep: Class 10 contains 774 members Mstep: Class 11 contains 338 members Mstep: Class 12 contains 142433 members Mstep: Class 13 contains 1841 members Mstep: Class 14 contains 897 members Mstep: Class 15 contains 1162 members Mstep: Class 16 contains 49124 members Mstep: Class 17 contains 638 members Mstep: Class 18 contains 13168 members Mstep: Class 19 contains 25134 members Mstep: Class 20 contains 275 members Mstep: Class 21 contains 643 members Entering Unmasked Estep ConsiderDeletion Score: -147577872.000000 Penalty: 172723.218750 Iteration 84Q: 22 clusters Score -1.475779e+08 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 157129 members Mstep: Class 2 contains 9979 members Mstep: Class 3 contains 157724 members Mstep: Class 4 contains 34962 members Mstep: Class 5 contains 47734 members Mstep: Class 6 contains 295 members Mstep: Class 7 contains 4791 members Mstep: Class 8 contains 28654 members Mstep: Class 9 contains 1324 members Mstep: Class 10 contains 774 members Mstep: Class 11 contains 338 members Mstep: Class 12 contains 142433 members Mstep: Class 13 contains 1841 members Mstep: Class 14 contains 897 members Mstep: Class 15 contains 1162 members Mstep: Class 16 contains 49124 members Mstep: Class 17 contains 638 members Mstep: Class 18 contains 13168 members Mstep: Class 19 contains 25134 members Mstep: Class 20 contains 275 members Mstep: Class 21 contains 643 members Entering Unmasked Estep ConsiderDeletion Score: -147577904.000000 Penalty: 172723.218750 Iteration 85F: 22 clusters Score -1.475779e+08 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 157129 members Mstep: Class 2 contains 9979 members Mstep: Class 3 contains 157724 members Mstep: Class 4 contains 34962 members Mstep: Class 5 contains 47734 members Mstep: Class 6 contains 298 members Mstep: Class 7 contains 4791 members Mstep: Class 8 contains 28654 members Mstep: Class 9 contains 1324 members Mstep: Class 10 contains 774 members Mstep: Class 11 contains 338 members Mstep: Class 12 contains 142433 members Mstep: Class 13 contains 1841 members Mstep: Class 14 contains 897 members Mstep: Class 15 contains 1162 members Mstep: Class 16 contains 49124 members Mstep: Class 17 contains 638 members Mstep: Class 18 contains 13168 members Mstep: Class 19 contains 25134 members Mstep: Class 20 contains 275 members Mstep: Class 21 contains 643 members Entering Unmasked Estep ConsiderDeletion Score: -147578112.000000 Penalty: 172723.218750 Iteration 86Q: 22 clusters Score -1.475781e+08 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 157129 members Mstep: Class 2 contains 9979 members Mstep: Class 3 contains 157724 members Mstep: Class 4 contains 34962 members Mstep: Class 5 contains 47734 members Mstep: Class 6 contains 299 members Mstep: Class 7 contains 4791 members Mstep: Class 8 contains 28654 members Mstep: Class 9 contains 1324 members Mstep: Class 10 contains 774 members Mstep: Class 11 contains 338 members Mstep: Class 12 contains 142433 members Mstep: Class 13 contains 1841 members Mstep: Class 14 contains 897 members Mstep: Class 15 contains 1162 members Mstep: Class 16 contains 49124 members Mstep: Class 17 contains 638 members Mstep: Class 18 contains 13168 members Mstep: Class 19 contains 25134 members Mstep: Class 20 contains 275 members Mstep: Class 21 contains 643 members Entering Unmasked Estep ConsiderDeletion Score: -147578176.000000 Penalty: 172723.218750 Iteration 87Q: 22 clusters Score -1.475782e+08 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 157129 members Mstep: Class 2 contains 9979 members Mstep: Class 3 contains 157724 members Mstep: Class 4 contains 34962 members Mstep: Class 5 contains 47734 members Mstep: Class 6 contains 299 members Mstep: Class 7 contains 4791 members Mstep: Class 8 contains 28654 members Mstep: Class 9 contains 1324 members Mstep: Class 10 contains 774 members Mstep: Class 11 contains 338 members Mstep: Class 12 contains 142433 members Mstep: Class 13 contains 1841 members Mstep: Class 14 contains 897 members Mstep: Class 15 contains 1162 members Mstep: Class 16 contains 49124 members Mstep: Class 17 contains 638 members Mstep: Class 18 contains 13168 members Mstep: Class 19 contains 25134 members Mstep: Class 20 contains 275 members Mstep: Class 21 contains 643 members Entering Unmasked Estep ConsiderDeletion Score: -147578176.000000 Penalty: 172723.218750 Iteration 88F: 22 clusters Score -1.475782e+08 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 14 members Mstep: Class 1 contains 157129 members Mstep: Class 2 contains 9979 members Mstep: Class 3 contains 157724 members Mstep: Class 4 contains 34962 members Mstep: Class 5 contains 47734 members Mstep: Class 6 contains 300 members Mstep: Class 7 contains 4791 members Mstep: Class 8 contains 28654 members Mstep: Class 9 contains 1324 members Mstep: Class 10 contains 774 members Mstep: Class 11 contains 338 members Mstep: Class 12 contains 142433 members Mstep: Class 13 contains 1841 members Mstep: Class 14 contains 897 members Mstep: Class 15 contains 1162 members Mstep: Class 16 contains 49124 members Mstep: Class 17 contains 638 members Mstep: Class 18 contains 13168 members Mstep: Class 19 contains 25134 members Mstep: Class 20 contains 275 members Mstep: Class 21 contains 643 members Entering Unmasked Estep ConsiderDeletion Score: -147578192.000000 Penalty: 172723.218750 Iteration 89Q: 22 clusters Score -1.475782e+08 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 14 members Mstep: Class 1 contains 157129 members Mstep: Class 2 contains 9979 members Mstep: Class 3 contains 157724 members Mstep: Class 4 contains 34962 members Mstep: Class 5 contains 47734 members Mstep: Class 6 contains 300 members Mstep: Class 7 contains 4791 members Mstep: Class 8 contains 28654 members Mstep: Class 9 contains 1324 members Mstep: Class 10 contains 774 members Mstep: Class 11 contains 338 members Mstep: Class 12 contains 142433 members Mstep: Class 13 contains 1841 members Mstep: Class 14 contains 897 members Mstep: Class 15 contains 1162 members Mstep: Class 16 contains 49124 members Mstep: Class 17 contains 638 members Mstep: Class 18 contains 13168 members Mstep: Class 19 contains 25134 members Mstep: Class 20 contains 275 members Mstep: Class 21 contains 643 members Entering Unmasked Estep ConsiderDeletion Score: -147578208.000000 Penalty: 172723.218750 Iteration 90F: 22 clusters Score -1.475782e+08 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 157129 members Mstep: Class 2 contains 9979 members Mstep: Class 3 contains 157724 members Mstep: Class 4 contains 34962 members Mstep: Class 5 contains 47734 members Mstep: Class 6 contains 301 members Mstep: Class 7 contains 4791 members Mstep: Class 8 contains 28654 members Mstep: Class 9 contains 1324 members Mstep: Class 10 contains 774 members Mstep: Class 11 contains 338 members Mstep: Class 12 contains 142433 members Mstep: Class 13 contains 1841 members Mstep: Class 14 contains 897 members Mstep: Class 15 contains 1162 members Mstep: Class 16 contains 49124 members Mstep: Class 17 contains 638 members Mstep: Class 18 contains 13168 members Mstep: Class 19 contains 25134 members Mstep: Class 20 contains 275 members Mstep: Class 21 contains 643 members Entering Unmasked Estep ConsiderDeletion Score: -147578272.000000 Penalty: 172723.218750 Iteration 91Q: 22 clusters Score -1.475783e+08 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 157129 members Mstep: Class 2 contains 9979 members Mstep: Class 3 contains 157724 members Mstep: Class 4 contains 34962 members Mstep: Class 5 contains 47734 members Mstep: Class 6 contains 301 members Mstep: Class 7 contains 4791 members Mstep: Class 8 contains 28654 members Mstep: Class 9 contains 1324 members Mstep: Class 10 contains 774 members Mstep: Class 11 contains 338 members Mstep: Class 12 contains 142433 members Mstep: Class 13 contains 1841 members Mstep: Class 14 contains 897 members Mstep: Class 15 contains 1162 members Mstep: Class 16 contains 49124 members Mstep: Class 17 contains 638 members Mstep: Class 18 contains 13168 members Mstep: Class 19 contains 25134 members Mstep: Class 20 contains 275 members Mstep: Class 21 contains 643 members Entering Unmasked Estep ConsiderDeletion Score: -147578272.000000 Penalty: 172723.218750 Iteration 92F: 22 clusters Score -1.475783e+08 nChanged 0 Entering ConstructFrom: Score: -147578272.000000 Penalty: 172723.218750 Entering ConstructFrom: Trying to split cluster 1 (157129 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 157129 members Entering Unmasked Estep Score: -34495792.000000 Penalty: 7328.454102 Iteration 0F: 2 clusters Score -3.449579e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 78682 members Mstep: Class 2 contains 78447 members Entering Unmasked Estep Score: -34389680.000000 Penalty: 14656.908203 Iteration 0F: 3 clusters Score -3.438968e+07 nChanged 73126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80374 members Mstep: Class 2 contains 76755 members Entering Unmasked Estep Score: -34430652.000000 Penalty: 14656.908203 Iteration 1F: 3 clusters Score -3.443065e+07 nChanged 5327 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81287 members Mstep: Class 2 contains 75842 members Entering Unmasked Estep Score: -34431992.000000 Penalty: 14656.908203 Iteration 2Q: 3 clusters Score -3.443199e+07 nChanged 5066 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 82717 members Mstep: Class 2 contains 74412 members Entering Unmasked Estep Score: -34433020.000000 Penalty: 14656.908203 Iteration 3Q: 3 clusters Score -3.443302e+07 nChanged 4971 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 84848 members Mstep: Class 2 contains 72281 members Entering Unmasked Estep Score: -34434368.000000 Penalty: 14656.908203 Iteration 4Q: 3 clusters Score -3.443437e+07 nChanged 5112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87882 members Mstep: Class 2 contains 69247 members Entering Unmasked Estep Score: -34435896.000000 Penalty: 14656.908203 Iteration 5Q: 3 clusters Score -3.44359e+07 nChanged 5914 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 92316 members Mstep: Class 2 contains 64813 members Entering Unmasked Estep Score: -34438056.000000 Penalty: 14656.908203 Iteration 6Q: 3 clusters Score -3.443806e+07 nChanged 7257 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98541 members Mstep: Class 2 contains 58588 members Entering Unmasked Estep Score: -34441372.000000 Penalty: 14656.908203 Iteration 7Q: 3 clusters Score -3.444137e+07 nChanged 9004 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 106953 members Mstep: Class 2 contains 50176 members Entering Unmasked Estep Score: -34446588.000000 Penalty: 14656.908203 Iteration 8F: 3 clusters Score -3.444659e+07 nChanged 11030 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 117669 members Mstep: Class 2 contains 39460 members Entering Unmasked Estep Score: -34454580.000000 Penalty: 14656.908203 Iteration 9F: 3 clusters Score -3.445458e+07 nChanged 12230 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 129689 members Mstep: Class 2 contains 27440 members Entering Unmasked Estep Score: -34465016.000000 Penalty: 14656.908203 Iteration 10F: 3 clusters Score -3.446502e+07 nChanged 11012 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 140603 members Mstep: Class 2 contains 16526 members Entering Unmasked Estep Score: -34475156.000000 Penalty: 14656.908203 Iteration 11F: 3 clusters Score -3.447516e+07 nChanged 7796 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 148337 members Mstep: Class 2 contains 8792 members Entering Unmasked Estep Score: -34482448.000000 Penalty: 14656.908203 Iteration 12Q: 3 clusters Score -3.448245e+07 nChanged 4236 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 152531 members Mstep: Class 2 contains 4598 members Entering Unmasked Estep Score: -34486184.000000 Penalty: 14656.908203 Iteration 13Q: 3 clusters Score -3.448618e+07 nChanged 1999 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 154508 members Mstep: Class 2 contains 2621 members Entering Unmasked Estep Score: -34487772.000000 Penalty: 14656.908203 Iteration 14Q: 3 clusters Score -3.448777e+07 nChanged 837 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 155313 members Mstep: Class 2 contains 1816 members Entering Unmasked Estep Score: -34488504.000000 Penalty: 14656.908203 Iteration 15Q: 3 clusters Score -3.44885e+07 nChanged 402 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 155703 members Mstep: Class 2 contains 1426 members Entering Unmasked Estep Score: -34488928.000000 Penalty: 14656.908203 Iteration 16Q: 3 clusters Score -3.448893e+07 nChanged 217 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 155902 members Mstep: Class 2 contains 1227 members Entering Unmasked Estep Score: -34489080.000000 Penalty: 14656.908203 Iteration 17Q: 3 clusters Score -3.448908e+07 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 155987 members Mstep: Class 2 contains 1142 members Entering Unmasked Estep Score: -34489196.000000 Penalty: 14656.908203 Iteration 18Q: 3 clusters Score -3.44892e+07 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 156046 members Mstep: Class 2 contains 1083 members Entering Unmasked Estep Score: -34489248.000000 Penalty: 14656.908203 Iteration 19Q: 3 clusters Score -3.448925e+07 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 156085 members Mstep: Class 2 contains 1044 members Entering Unmasked Estep Score: -34489284.000000 Penalty: 14656.908203 Iteration 20F: 3 clusters Score -3.448928e+07 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 156109 members Mstep: Class 2 contains 1020 members Entering Unmasked Estep Score: -34489252.000000 Penalty: 14656.908203 Iteration 21Q: 3 clusters Score -3.448925e+07 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 156129 members Mstep: Class 2 contains 1000 members Entering Unmasked Estep Score: -34489308.000000 Penalty: 14656.908203 Iteration 22Q: 3 clusters Score -3.448931e+07 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 156148 members Mstep: Class 2 contains 981 members Entering Unmasked Estep Score: -34489316.000000 Penalty: 14656.908203 Iteration 23Q: 3 clusters Score -3.448932e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 156158 members Mstep: Class 2 contains 971 members Entering Unmasked Estep Score: -34489300.000000 Penalty: 14656.908203 Iteration 24Q: 3 clusters Score -3.44893e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 156162 members Mstep: Class 2 contains 967 members Entering Unmasked Estep Score: -34489336.000000 Penalty: 14656.908203 Iteration 25Q: 3 clusters Score -3.448934e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 156163 members Mstep: Class 2 contains 966 members Entering Unmasked Estep Score: -34489320.000000 Penalty: 14656.908203 Iteration 26Q: 3 clusters Score -3.448932e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 156165 members Mstep: Class 2 contains 964 members Entering Unmasked Estep Score: -34489328.000000 Penalty: 14656.908203 Iteration 27Q: 3 clusters Score -3.448933e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 156166 members Mstep: Class 2 contains 963 members Entering Unmasked Estep Score: -34489332.000000 Penalty: 14656.908203 Iteration 28Q: 3 clusters Score -3.448933e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 156169 members Mstep: Class 2 contains 960 members Entering Unmasked Estep Score: -34489312.000000 Penalty: 14656.908203 Iteration 29Q: 3 clusters Score -3.448931e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 156170 members Mstep: Class 2 contains 959 members Entering Unmasked Estep Score: -34489324.000000 Penalty: 14656.908203 Iteration 30Q: 3 clusters Score -3.448932e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 156169 members Mstep: Class 2 contains 960 members Entering Unmasked Estep Score: -34489328.000000 Penalty: 14656.908203 Iteration 31Q: 3 clusters Score -3.448933e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 156169 members Mstep: Class 2 contains 960 members Entering Unmasked Estep Score: -34489328.000000 Penalty: 14656.908203 Iteration 32F: 3 clusters Score -3.448933e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (9979 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9979 members Entering Unmasked Estep Score: -2102987.000000 Penalty: 5640.046387 Iteration 0F: 2 clusters Score -2102987 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4987 members Mstep: Class 2 contains 4992 members Entering Unmasked Estep Score: -2092848.500000 Penalty: 11280.092773 Iteration 0F: 3 clusters Score -2092848 nChanged 3675 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4940 members Mstep: Class 2 contains 5039 members Entering Unmasked Estep Score: -2095137.875000 Penalty: 11280.092773 Iteration 1F: 3 clusters Score -2095138 nChanged 794 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4854 members Mstep: Class 2 contains 5125 members Entering Unmasked Estep Score: -2095705.750000 Penalty: 11280.092773 Iteration 2F: 3 clusters Score -2095706 nChanged 545 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4711 members Mstep: Class 2 contains 5268 members Entering Unmasked Estep Score: -2096066.125000 Penalty: 11280.092773 Iteration 3F: 3 clusters Score -2096066 nChanged 421 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4560 members Mstep: Class 2 contains 5419 members Entering Unmasked Estep Score: -2096337.500000 Penalty: 11280.092773 Iteration 4Q: 3 clusters Score -2096338 nChanged 363 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4393 members Mstep: Class 2 contains 5586 members Entering Unmasked Estep Score: -2096571.750000 Penalty: 11280.092773 Iteration 5Q: 3 clusters Score -2096572 nChanged 336 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4189 members Mstep: Class 2 contains 5790 members Entering Unmasked Estep Score: -2096793.750000 Penalty: 11280.092773 Iteration 6Q: 3 clusters Score -2096794 nChanged 336 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3965 members Mstep: Class 2 contains 6014 members Entering Unmasked Estep Score: -2097049.875000 Penalty: 11280.092773 Iteration 7Q: 3 clusters Score -2097050 nChanged 398 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3723 members Mstep: Class 2 contains 6256 members Entering Unmasked Estep Score: -2097355.250000 Penalty: 11280.092773 Iteration 8Q: 3 clusters Score -2097355 nChanged 376 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3467 members Mstep: Class 2 contains 6512 members Entering Unmasked Estep Score: -2097653.500000 Penalty: 11280.092773 Iteration 9Q: 3 clusters Score -2097654 nChanged 356 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3231 members Mstep: Class 2 contains 6748 members Entering Unmasked Estep Score: -2097964.250000 Penalty: 11280.092773 Iteration 10Q: 3 clusters Score -2097964 nChanged 340 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3025 members Mstep: Class 2 contains 6954 members Entering Unmasked Estep Score: -2098262.500000 Penalty: 11280.092773 Iteration 11Q: 3 clusters Score -2098262 nChanged 314 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2853 members Mstep: Class 2 contains 7126 members Entering Unmasked Estep Score: -2098564.250000 Penalty: 11280.092773 Iteration 12Q: 3 clusters Score -2098564 nChanged 300 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2699 members Mstep: Class 2 contains 7280 members Entering Unmasked Estep Score: -2098871.750000 Penalty: 11280.092773 Iteration 13Q: 3 clusters Score -2098872 nChanged 276 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2567 members Mstep: Class 2 contains 7412 members Entering Unmasked Estep Score: -2099167.750000 Penalty: 11280.092773 Iteration 14Q: 3 clusters Score -2099168 nChanged 243 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2484 members Mstep: Class 2 contains 7495 members Entering Unmasked Estep Score: -2099389.000000 Penalty: 11280.092773 Iteration 15Q: 3 clusters Score -2099389 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2451 members Mstep: Class 2 contains 7528 members Entering Unmasked Estep Score: -2099524.500000 Penalty: 11280.092773 Iteration 16Q: 3 clusters Score -2099524 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2451 members Mstep: Class 2 contains 7528 members Entering Unmasked Estep Score: -2099642.500000 Penalty: 11280.092773 Iteration 17Q: 3 clusters Score -2099642 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2471 members Mstep: Class 2 contains 7508 members Entering Unmasked Estep Score: -2099720.250000 Penalty: 11280.092773 Iteration 18Q: 3 clusters Score -2099720 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2484 members Mstep: Class 2 contains 7495 members Entering Unmasked Estep Score: -2099772.250000 Penalty: 11280.092773 Iteration 19Q: 3 clusters Score -2099772 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2496 members Mstep: Class 2 contains 7483 members Entering Unmasked Estep Score: -2099801.000000 Penalty: 11280.092773 Iteration 20F: 3 clusters Score -2099801 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2507 members Mstep: Class 2 contains 7472 members Entering Unmasked Estep Score: -2099829.750000 Penalty: 11280.092773 Iteration 21Q: 3 clusters Score -2099830 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2530 members Mstep: Class 2 contains 7449 members Entering Unmasked Estep Score: -2099838.500000 Penalty: 11280.092773 Iteration 22Q: 3 clusters Score -2099838 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2550 members Mstep: Class 2 contains 7429 members Entering Unmasked Estep Score: -2099858.500000 Penalty: 11280.092773 Iteration 23Q: 3 clusters Score -2099858 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2577 members Mstep: Class 2 contains 7402 members Entering Unmasked Estep Score: -2099876.000000 Penalty: 11280.092773 Iteration 24Q: 3 clusters Score -2099876 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2606 members Mstep: Class 2 contains 7373 members Entering Unmasked Estep Score: -2099899.000000 Penalty: 11280.092773 Iteration 25Q: 3 clusters Score -2099899 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2630 members Mstep: Class 2 contains 7349 members Entering Unmasked Estep Score: -2099924.250000 Penalty: 11280.092773 Iteration 26Q: 3 clusters Score -2099924 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2663 members Mstep: Class 2 contains 7316 members Entering Unmasked Estep Score: -2099944.250000 Penalty: 11280.092773 Iteration 27Q: 3 clusters Score -2099944 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2714 members Mstep: Class 2 contains 7265 members Entering Unmasked Estep Score: -2099987.250000 Penalty: 11280.092773 Iteration 28Q: 3 clusters Score -2099987 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2755 members Mstep: Class 2 contains 7224 members Entering Unmasked Estep Score: -2100014.000000 Penalty: 11280.092773 Iteration 29Q: 3 clusters Score -2100014 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2813 members Mstep: Class 2 contains 7166 members Entering Unmasked Estep Score: -2100072.500000 Penalty: 11280.092773 Iteration 30Q: 3 clusters Score -2100072 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2879 members Mstep: Class 2 contains 7100 members Entering Unmasked Estep Score: -2100141.000000 Penalty: 11280.092773 Iteration 31Q: 3 clusters Score -2100141 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2947 members Mstep: Class 2 contains 7032 members Entering Unmasked Estep Score: -2100212.500000 Penalty: 11280.092773 Iteration 32Q: 3 clusters Score -2100212 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3010 members Mstep: Class 2 contains 6969 members Entering Unmasked Estep Score: -2100261.500000 Penalty: 11280.092773 Iteration 33Q: 3 clusters Score -2100262 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3083 members Mstep: Class 2 contains 6896 members Entering Unmasked Estep Score: -2100319.250000 Penalty: 11280.092773 Iteration 34Q: 3 clusters Score -2100319 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3151 members Mstep: Class 2 contains 6828 members Entering Unmasked Estep Score: -2100352.250000 Penalty: 11280.092773 Iteration 35Q: 3 clusters Score -2100352 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3204 members Mstep: Class 2 contains 6775 members Entering Unmasked Estep Score: -2100391.000000 Penalty: 11280.092773 Iteration 36Q: 3 clusters Score -2100391 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3256 members Mstep: Class 2 contains 6723 members Entering Unmasked Estep Score: -2100417.000000 Penalty: 11280.092773 Iteration 37Q: 3 clusters Score -2100417 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3303 members Mstep: Class 2 contains 6676 members Entering Unmasked Estep Score: -2100441.250000 Penalty: 11280.092773 Iteration 38Q: 3 clusters Score -2100441 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3345 members Mstep: Class 2 contains 6634 members Entering Unmasked Estep Score: -2100457.250000 Penalty: 11280.092773 Iteration 39Q: 3 clusters Score -2100457 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3382 members Mstep: Class 2 contains 6597 members Entering Unmasked Estep Score: -2100472.250000 Penalty: 11280.092773 Iteration 40F: 3 clusters Score -2100472 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3416 members Mstep: Class 2 contains 6563 members Entering Unmasked Estep Score: -2100486.000000 Penalty: 11280.092773 Iteration 41Q: 3 clusters Score -2100486 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3440 members Mstep: Class 2 contains 6539 members Entering Unmasked Estep Score: -2100491.500000 Penalty: 11280.092773 Iteration 42Q: 3 clusters Score -2100492 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3460 members Mstep: Class 2 contains 6519 members Entering Unmasked Estep Score: -2100500.000000 Penalty: 11280.092773 Iteration 43Q: 3 clusters Score -2100500 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3474 members Mstep: Class 2 contains 6505 members Entering Unmasked Estep Score: -2100501.000000 Penalty: 11280.092773 Iteration 44Q: 3 clusters Score -2100501 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3482 members Mstep: Class 2 contains 6497 members Entering Unmasked Estep Score: -2100512.250000 Penalty: 11280.092773 Iteration 45Q: 3 clusters Score -2100512 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3492 members Mstep: Class 2 contains 6487 members Entering Unmasked Estep Score: -2100512.250000 Penalty: 11280.092773 Iteration 46Q: 3 clusters Score -2100512 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3500 members Mstep: Class 2 contains 6479 members Entering Unmasked Estep Score: -2100515.250000 Penalty: 11280.092773 Iteration 47Q: 3 clusters Score -2100515 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3504 members Mstep: Class 2 contains 6475 members Entering Unmasked Estep Score: -2100516.500000 Penalty: 11280.092773 Iteration 48Q: 3 clusters Score -2100516 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3506 members Mstep: Class 2 contains 6473 members Entering Unmasked Estep Score: -2100517.500000 Penalty: 11280.092773 Iteration 49Q: 3 clusters Score -2100518 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3506 members Mstep: Class 2 contains 6473 members Entering Unmasked Estep Score: -2100517.500000 Penalty: 11280.092773 Iteration 50F: 3 clusters Score -2100518 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (157724 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 157724 members Entering Unmasked Estep Score: -34709056.000000 Penalty: 7330.769043 Iteration 0F: 2 clusters Score -3.470906e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 79054 members Mstep: Class 2 contains 78670 members Entering Unmasked Estep Score: -34608024.000000 Penalty: 14661.538086 Iteration 0F: 3 clusters Score -3.460802e+07 nChanged 73348 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80674 members Mstep: Class 2 contains 77050 members Entering Unmasked Estep Score: -34648704.000000 Penalty: 14661.538086 Iteration 1F: 3 clusters Score -3.46487e+07 nChanged 5630 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81832 members Mstep: Class 2 contains 75892 members Entering Unmasked Estep Score: -34650176.000000 Penalty: 14661.538086 Iteration 2Q: 3 clusters Score -3.465018e+07 nChanged 5371 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 83515 members Mstep: Class 2 contains 74209 members Entering Unmasked Estep Score: -34651572.000000 Penalty: 14661.538086 Iteration 3Q: 3 clusters Score -3.465157e+07 nChanged 5256 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 85943 members Mstep: Class 2 contains 71781 members Entering Unmasked Estep Score: -34653156.000000 Penalty: 14661.538086 Iteration 4Q: 3 clusters Score -3.465316e+07 nChanged 5522 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 89459 members Mstep: Class 2 contains 68265 members Entering Unmasked Estep Score: -34655100.000000 Penalty: 14661.538086 Iteration 5Q: 3 clusters Score -3.46551e+07 nChanged 6046 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94213 members Mstep: Class 2 contains 63511 members Entering Unmasked Estep Score: -34657556.000000 Penalty: 14661.538086 Iteration 6Q: 3 clusters Score -3.465756e+07 nChanged 7144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100677 members Mstep: Class 2 contains 57047 members Entering Unmasked Estep Score: -34660988.000000 Penalty: 14661.538086 Iteration 7Q: 3 clusters Score -3.466099e+07 nChanged 8848 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 109259 members Mstep: Class 2 contains 48465 members Entering Unmasked Estep Score: -34665984.000000 Penalty: 14661.538086 Iteration 8F: 3 clusters Score -3.466598e+07 nChanged 10905 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 120074 members Mstep: Class 2 contains 37650 members Entering Unmasked Estep Score: -34673680.000000 Penalty: 14661.538086 Iteration 9F: 3 clusters Score -3.467368e+07 nChanged 12179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 132235 members Mstep: Class 2 contains 25489 members Entering Unmasked Estep Score: -34683380.000000 Penalty: 14661.538086 Iteration 10F: 3 clusters Score -3.468338e+07 nChanged 10980 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143203 members Mstep: Class 2 contains 14521 members Entering Unmasked Estep Score: -34692168.000000 Penalty: 14661.538086 Iteration 11F: 3 clusters Score -3.469217e+07 nChanged 7447 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 150634 members Mstep: Class 2 contains 7090 members Entering Unmasked Estep Score: -34697920.000000 Penalty: 14661.538086 Iteration 12Q: 3 clusters Score -3.469792e+07 nChanged 3697 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 154313 members Mstep: Class 2 contains 3411 members Entering Unmasked Estep Score: -34700752.000000 Penalty: 14661.538086 Iteration 13Q: 3 clusters Score -3.470075e+07 nChanged 1506 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 155795 members Mstep: Class 2 contains 1929 members Entering Unmasked Estep Score: -34701820.000000 Penalty: 14661.538086 Iteration 14Q: 3 clusters Score -3.470182e+07 nChanged 599 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 156330 members Mstep: Class 2 contains 1394 members Entering Unmasked Estep Score: -34702236.000000 Penalty: 14661.538086 Iteration 15Q: 3 clusters Score -3.470224e+07 nChanged 276 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 156560 members Mstep: Class 2 contains 1164 members Entering Unmasked Estep Score: -34702472.000000 Penalty: 14661.538086 Iteration 16Q: 3 clusters Score -3.470247e+07 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 156662 members Mstep: Class 2 contains 1062 members Entering Unmasked Estep Score: -34702560.000000 Penalty: 14661.538086 Iteration 17Q: 3 clusters Score -3.470256e+07 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 156729 members Mstep: Class 2 contains 995 members Entering Unmasked Estep Score: -34702664.000000 Penalty: 14661.538086 Iteration 18Q: 3 clusters Score -3.470266e+07 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 156768 members Mstep: Class 2 contains 956 members Entering Unmasked Estep Score: -34702708.000000 Penalty: 14661.538086 Iteration 19Q: 3 clusters Score -3.470271e+07 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 156788 members Mstep: Class 2 contains 936 members Entering Unmasked Estep Score: -34702720.000000 Penalty: 14661.538086 Iteration 20F: 3 clusters Score -3.470272e+07 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 156807 members Mstep: Class 2 contains 917 members Entering Unmasked Estep Score: -34702688.000000 Penalty: 14661.538086 Iteration 21Q: 3 clusters Score -3.470269e+07 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 156825 members Mstep: Class 2 contains 899 members Entering Unmasked Estep Score: -34702716.000000 Penalty: 14661.538086 Iteration 22Q: 3 clusters Score -3.470272e+07 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 156831 members Mstep: Class 2 contains 893 members Entering Unmasked Estep Score: -34702728.000000 Penalty: 14661.538086 Iteration 23Q: 3 clusters Score -3.470273e+07 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 156842 members Mstep: Class 2 contains 882 members Entering Unmasked Estep Score: -34702744.000000 Penalty: 14661.538086 Iteration 24Q: 3 clusters Score -3.470274e+07 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 156856 members Mstep: Class 2 contains 868 members Entering Unmasked Estep Score: -34702748.000000 Penalty: 14661.538086 Iteration 25Q: 3 clusters Score -3.470275e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 156863 members Mstep: Class 2 contains 861 members Entering Unmasked Estep Score: -34702748.000000 Penalty: 14661.538086 Iteration 26Q: 3 clusters Score -3.470275e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 156866 members Mstep: Class 2 contains 858 members Entering Unmasked Estep Score: -34702760.000000 Penalty: 14661.538086 Iteration 27Q: 3 clusters Score -3.470276e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 156874 members Mstep: Class 2 contains 850 members Entering Unmasked Estep Score: -34702784.000000 Penalty: 14661.538086 Iteration 28Q: 3 clusters Score -3.470278e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 156871 members Mstep: Class 2 contains 853 members Entering Unmasked Estep Score: -34702784.000000 Penalty: 14661.538086 Iteration 29Q: 3 clusters Score -3.470278e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 156871 members Mstep: Class 2 contains 853 members Entering Unmasked Estep Score: -34702784.000000 Penalty: 14661.538086 Iteration 30F: 3 clusters Score -3.470278e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (34962 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34962 members Entering Unmasked Estep Score: -7688338.000000 Penalty: 6407.985352 Iteration 0F: 2 clusters Score -7688338 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17588 members Mstep: Class 2 contains 17374 members Entering Unmasked Estep Score: -7662385.500000 Penalty: 12815.970703 Iteration 0F: 3 clusters Score -7662386 nChanged 15054 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18138 members Mstep: Class 2 contains 16824 members Entering Unmasked Estep Score: -7670283.000000 Penalty: 12815.970703 Iteration 1F: 3 clusters Score -7670283 nChanged 2053 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18487 members Mstep: Class 2 contains 16475 members Entering Unmasked Estep Score: -7671107.000000 Penalty: 12815.970703 Iteration 2F: 3 clusters Score -7671107 nChanged 1685 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18948 members Mstep: Class 2 contains 16014 members Entering Unmasked Estep Score: -7671773.500000 Penalty: 12815.970703 Iteration 3Q: 3 clusters Score -7671774 nChanged 1556 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19518 members Mstep: Class 2 contains 15444 members Entering Unmasked Estep Score: -7672487.500000 Penalty: 12815.970703 Iteration 4Q: 3 clusters Score -7672488 nChanged 1565 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20235 members Mstep: Class 2 contains 14727 members Entering Unmasked Estep Score: -7673317.000000 Penalty: 12815.970703 Iteration 5Q: 3 clusters Score -7673317 nChanged 1568 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21109 members Mstep: Class 2 contains 13853 members Entering Unmasked Estep Score: -7674291.000000 Penalty: 12815.970703 Iteration 6Q: 3 clusters Score -7674291 nChanged 1559 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21998 members Mstep: Class 2 contains 12964 members Entering Unmasked Estep Score: -7675281.000000 Penalty: 12815.970703 Iteration 7Q: 3 clusters Score -7675281 nChanged 1508 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22882 members Mstep: Class 2 contains 12080 members Entering Unmasked Estep Score: -7676278.000000 Penalty: 12815.970703 Iteration 8Q: 3 clusters Score -7676278 nChanged 1349 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23657 members Mstep: Class 2 contains 11305 members Entering Unmasked Estep Score: -7677048.500000 Penalty: 12815.970703 Iteration 9Q: 3 clusters Score -7677048 nChanged 1193 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24358 members Mstep: Class 2 contains 10604 members Entering Unmasked Estep Score: -7677705.000000 Penalty: 12815.970703 Iteration 10Q: 3 clusters Score -7677705 nChanged 1021 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24985 members Mstep: Class 2 contains 9977 members Entering Unmasked Estep Score: -7678197.000000 Penalty: 12815.970703 Iteration 11Q: 3 clusters Score -7678197 nChanged 916 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25575 members Mstep: Class 2 contains 9387 members Entering Unmasked Estep Score: -7678584.000000 Penalty: 12815.970703 Iteration 12Q: 3 clusters Score -7678584 nChanged 805 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26172 members Mstep: Class 2 contains 8790 members Entering Unmasked Estep Score: -7678877.500000 Penalty: 12815.970703 Iteration 13Q: 3 clusters Score -7678878 nChanged 757 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26777 members Mstep: Class 2 contains 8185 members Entering Unmasked Estep Score: -7679190.000000 Penalty: 12815.970703 Iteration 14Q: 3 clusters Score -7679190 nChanged 676 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27371 members Mstep: Class 2 contains 7591 members Entering Unmasked Estep Score: -7679484.500000 Penalty: 12815.970703 Iteration 15Q: 3 clusters Score -7679484 nChanged 659 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27952 members Mstep: Class 2 contains 7010 members Entering Unmasked Estep Score: -7679768.000000 Penalty: 12815.970703 Iteration 16Q: 3 clusters Score -7679768 nChanged 609 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28517 members Mstep: Class 2 contains 6445 members Entering Unmasked Estep Score: -7680018.000000 Penalty: 12815.970703 Iteration 17Q: 3 clusters Score -7680018 nChanged 592 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29057 members Mstep: Class 2 contains 5905 members Entering Unmasked Estep Score: -7680272.000000 Penalty: 12815.970703 Iteration 18Q: 3 clusters Score -7680272 nChanged 549 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29552 members Mstep: Class 2 contains 5410 members Entering Unmasked Estep Score: -7680505.000000 Penalty: 12815.970703 Iteration 19Q: 3 clusters Score -7680505 nChanged 505 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30017 members Mstep: Class 2 contains 4945 members Entering Unmasked Estep Score: -7680733.000000 Penalty: 12815.970703 Iteration 20F: 3 clusters Score -7680733 nChanged 498 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30497 members Mstep: Class 2 contains 4465 members Entering Unmasked Estep Score: -7680960.500000 Penalty: 12815.970703 Iteration 21Q: 3 clusters Score -7680960 nChanged 450 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30933 members Mstep: Class 2 contains 4029 members Entering Unmasked Estep Score: -7681168.000000 Penalty: 12815.970703 Iteration 22Q: 3 clusters Score -7681168 nChanged 401 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31322 members Mstep: Class 2 contains 3640 members Entering Unmasked Estep Score: -7681344.000000 Penalty: 12815.970703 Iteration 23Q: 3 clusters Score -7681344 nChanged 352 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31644 members Mstep: Class 2 contains 3318 members Entering Unmasked Estep Score: -7681528.000000 Penalty: 12815.970703 Iteration 24Q: 3 clusters Score -7681528 nChanged 322 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31952 members Mstep: Class 2 contains 3010 members Entering Unmasked Estep Score: -7681699.000000 Penalty: 12815.970703 Iteration 25Q: 3 clusters Score -7681699 nChanged 280 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32212 members Mstep: Class 2 contains 2750 members Entering Unmasked Estep Score: -7681843.500000 Penalty: 12815.970703 Iteration 26Q: 3 clusters Score -7681844 nChanged 249 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32441 members Mstep: Class 2 contains 2521 members Entering Unmasked Estep Score: -7681976.000000 Penalty: 12815.970703 Iteration 27Q: 3 clusters Score -7681976 nChanged 196 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32617 members Mstep: Class 2 contains 2345 members Entering Unmasked Estep Score: -7682114.500000 Penalty: 12815.970703 Iteration 28Q: 3 clusters Score -7682114 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32755 members Mstep: Class 2 contains 2207 members Entering Unmasked Estep Score: -7682206.000000 Penalty: 12815.970703 Iteration 29Q: 3 clusters Score -7682206 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32868 members Mstep: Class 2 contains 2094 members Entering Unmasked Estep Score: -7682282.000000 Penalty: 12815.970703 Iteration 30Q: 3 clusters Score -7682282 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32969 members Mstep: Class 2 contains 1993 members Entering Unmasked Estep Score: -7682340.500000 Penalty: 12815.970703 Iteration 31Q: 3 clusters Score -7682340 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33041 members Mstep: Class 2 contains 1921 members Entering Unmasked Estep Score: -7682384.000000 Penalty: 12815.970703 Iteration 32Q: 3 clusters Score -7682384 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33101 members Mstep: Class 2 contains 1861 members Entering Unmasked Estep Score: -7682418.500000 Penalty: 12815.970703 Iteration 33Q: 3 clusters Score -7682418 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33156 members Mstep: Class 2 contains 1806 members Entering Unmasked Estep Score: -7682475.000000 Penalty: 12815.970703 Iteration 34Q: 3 clusters Score -7682475 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33208 members Mstep: Class 2 contains 1754 members Entering Unmasked Estep Score: -7682511.500000 Penalty: 12815.970703 Iteration 35Q: 3 clusters Score -7682512 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33248 members Mstep: Class 2 contains 1714 members Entering Unmasked Estep Score: -7682524.500000 Penalty: 12815.970703 Iteration 36Q: 3 clusters Score -7682524 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33294 members Mstep: Class 2 contains 1668 members Entering Unmasked Estep Score: -7682548.000000 Penalty: 12815.970703 Iteration 37Q: 3 clusters Score -7682548 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33323 members Mstep: Class 2 contains 1639 members Entering Unmasked Estep Score: -7682556.000000 Penalty: 12815.970703 Iteration 38Q: 3 clusters Score -7682556 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33356 members Mstep: Class 2 contains 1606 members Entering Unmasked Estep Score: -7682579.500000 Penalty: 12815.970703 Iteration 39Q: 3 clusters Score -7682580 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33385 members Mstep: Class 2 contains 1577 members Entering Unmasked Estep Score: -7682596.500000 Penalty: 12815.970703 Iteration 40F: 3 clusters Score -7682596 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33412 members Mstep: Class 2 contains 1550 members Entering Unmasked Estep Score: -7682607.000000 Penalty: 12815.970703 Iteration 41Q: 3 clusters Score -7682607 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33432 members Mstep: Class 2 contains 1530 members Entering Unmasked Estep Score: -7682626.500000 Penalty: 12815.970703 Iteration 42Q: 3 clusters Score -7682626 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33456 members Mstep: Class 2 contains 1506 members Entering Unmasked Estep Score: -7682647.000000 Penalty: 12815.970703 Iteration 43Q: 3 clusters Score -7682647 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33474 members Mstep: Class 2 contains 1488 members Entering Unmasked Estep Score: -7682653.000000 Penalty: 12815.970703 Iteration 44Q: 3 clusters Score -7682653 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33491 members Mstep: Class 2 contains 1471 members Entering Unmasked Estep Score: -7682661.000000 Penalty: 12815.970703 Iteration 45Q: 3 clusters Score -7682661 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33500 members Mstep: Class 2 contains 1462 members Entering Unmasked Estep Score: -7682651.000000 Penalty: 12815.970703 Iteration 46Q: 3 clusters Score -7682651 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33510 members Mstep: Class 2 contains 1452 members Entering Unmasked Estep Score: -7682662.500000 Penalty: 12815.970703 Iteration 47Q: 3 clusters Score -7682662 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33527 members Mstep: Class 2 contains 1435 members Entering Unmasked Estep Score: -7682673.000000 Penalty: 12815.970703 Iteration 48Q: 3 clusters Score -7682673 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33539 members Mstep: Class 2 contains 1423 members Entering Unmasked Estep Score: -7682674.000000 Penalty: 12815.970703 Iteration 49Q: 3 clusters Score -7682674 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33545 members Mstep: Class 2 contains 1417 members Entering Unmasked Estep Score: -7682672.000000 Penalty: 12815.970703 Iteration 50Q: 3 clusters Score -7682672 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33549 members Mstep: Class 2 contains 1413 members Entering Unmasked Estep Score: -7682685.500000 Penalty: 12815.970703 Iteration 51Q: 3 clusters Score -7682686 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33552 members Mstep: Class 2 contains 1410 members Entering Unmasked Estep Score: -7682687.500000 Penalty: 12815.970703 Iteration 52Q: 3 clusters Score -7682688 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33559 members Mstep: Class 2 contains 1403 members Entering Unmasked Estep Score: -7682691.000000 Penalty: 12815.970703 Iteration 53Q: 3 clusters Score -7682691 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33564 members Mstep: Class 2 contains 1398 members Entering Unmasked Estep Score: -7682699.000000 Penalty: 12815.970703 Iteration 54Q: 3 clusters Score -7682699 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33570 members Mstep: Class 2 contains 1392 members Entering Unmasked Estep Score: -7682700.000000 Penalty: 12815.970703 Iteration 55Q: 3 clusters Score -7682700 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33576 members Mstep: Class 2 contains 1386 members Entering Unmasked Estep Score: -7682704.000000 Penalty: 12815.970703 Iteration 56Q: 3 clusters Score -7682704 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33582 members Mstep: Class 2 contains 1380 members Entering Unmasked Estep Score: -7682705.500000 Penalty: 12815.970703 Iteration 57Q: 3 clusters Score -7682706 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33586 members Mstep: Class 2 contains 1376 members Entering Unmasked Estep Score: -7682711.000000 Penalty: 12815.970703 Iteration 58Q: 3 clusters Score -7682711 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33593 members Mstep: Class 2 contains 1369 members Entering Unmasked Estep Score: -7682712.500000 Penalty: 12815.970703 Iteration 59Q: 3 clusters Score -7682712 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33603 members Mstep: Class 2 contains 1359 members Entering Unmasked Estep Score: -7682714.000000 Penalty: 12815.970703 Iteration 60F: 3 clusters Score -7682714 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33609 members Mstep: Class 2 contains 1353 members Entering Unmasked Estep Score: -7682719.000000 Penalty: 12815.970703 Iteration 61Q: 3 clusters Score -7682719 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33611 members Mstep: Class 2 contains 1351 members Entering Unmasked Estep Score: -7682725.500000 Penalty: 12815.970703 Iteration 62Q: 3 clusters Score -7682726 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33611 members Mstep: Class 2 contains 1351 members Entering Unmasked Estep Score: -7682730.500000 Penalty: 12815.970703 Iteration 63Q: 3 clusters Score -7682730 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33612 members Mstep: Class 2 contains 1350 members Entering Unmasked Estep Score: -7682727.000000 Penalty: 12815.970703 Iteration 64Q: 3 clusters Score -7682727 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33615 members Mstep: Class 2 contains 1347 members Entering Unmasked Estep Score: -7682725.000000 Penalty: 12815.970703 Iteration 65Q: 3 clusters Score -7682725 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33615 members Mstep: Class 2 contains 1347 members Entering Unmasked Estep Score: -7682725.000000 Penalty: 12815.970703 Iteration 66F: 3 clusters Score -7682725 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (47734 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47734 members Entering Unmasked Estep Score: -10533565.000000 Penalty: 6598.707031 Iteration 0F: 2 clusters Score -1.053356e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23855 members Mstep: Class 2 contains 23879 members Entering Unmasked Estep Score: -10499483.000000 Penalty: 13197.414062 Iteration 0F: 3 clusters Score -1.049948e+07 nChanged 20957 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23746 members Mstep: Class 2 contains 23988 members Entering Unmasked Estep Score: -10510774.000000 Penalty: 13197.414062 Iteration 1F: 3 clusters Score -1.051077e+07 nChanged 2525 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23813 members Mstep: Class 2 contains 23921 members Entering Unmasked Estep Score: -10511778.000000 Penalty: 13197.414062 Iteration 2F: 3 clusters Score -1.051178e+07 nChanged 2223 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23958 members Mstep: Class 2 contains 23776 members Entering Unmasked Estep Score: -10512532.000000 Penalty: 13197.414062 Iteration 3Q: 3 clusters Score -1.051253e+07 nChanged 1969 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24173 members Mstep: Class 2 contains 23561 members Entering Unmasked Estep Score: -10513245.000000 Penalty: 13197.414062 Iteration 4Q: 3 clusters Score -1.051324e+07 nChanged 1839 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24574 members Mstep: Class 2 contains 23160 members Entering Unmasked Estep Score: -10514008.000000 Penalty: 13197.414062 Iteration 5Q: 3 clusters Score -1.051401e+07 nChanged 2040 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25172 members Mstep: Class 2 contains 22562 members Entering Unmasked Estep Score: -10515055.000000 Penalty: 13197.414062 Iteration 6Q: 3 clusters Score -1.051506e+07 nChanged 2282 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25970 members Mstep: Class 2 contains 21764 members Entering Unmasked Estep Score: -10516362.000000 Penalty: 13197.414062 Iteration 7Q: 3 clusters Score -1.051636e+07 nChanged 2664 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26954 members Mstep: Class 2 contains 20780 members Entering Unmasked Estep Score: -10518169.000000 Penalty: 13197.414062 Iteration 8F: 3 clusters Score -1.051817e+07 nChanged 2967 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27999 members Mstep: Class 2 contains 19735 members Entering Unmasked Estep Score: -10520575.000000 Penalty: 13197.414062 Iteration 9F: 3 clusters Score -1.052058e+07 nChanged 3096 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29001 members Mstep: Class 2 contains 18733 members Entering Unmasked Estep Score: -10523629.000000 Penalty: 13197.414062 Iteration 10F: 3 clusters Score -1.052363e+07 nChanged 2976 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29813 members Mstep: Class 2 contains 17921 members Entering Unmasked Estep Score: -10526506.000000 Penalty: 13197.414062 Iteration 11F: 3 clusters Score -1.052651e+07 nChanged 2553 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30568 members Mstep: Class 2 contains 17166 members Entering Unmasked Estep Score: -10528944.000000 Penalty: 13197.414062 Iteration 12F: 3 clusters Score -1.052894e+07 nChanged 1874 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31288 members Mstep: Class 2 contains 16446 members Entering Unmasked Estep Score: -10530496.000000 Penalty: 13197.414062 Iteration 13Q: 3 clusters Score -1.05305e+07 nChanged 1336 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31996 members Mstep: Class 2 contains 15738 members Entering Unmasked Estep Score: -10531687.000000 Penalty: 13197.414062 Iteration 14Q: 3 clusters Score -1.053169e+07 nChanged 981 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32725 members Mstep: Class 2 contains 15009 members Entering Unmasked Estep Score: -10532640.000000 Penalty: 13197.414062 Iteration 15Q: 3 clusters Score -1.053264e+07 nChanged 738 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33389 members Mstep: Class 2 contains 14345 members Entering Unmasked Estep Score: -10533353.000000 Penalty: 13197.414062 Iteration 16Q: 3 clusters Score -1.053335e+07 nChanged 619 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33970 members Mstep: Class 2 contains 13764 members Entering Unmasked Estep Score: -10533820.000000 Penalty: 13197.414062 Iteration 17Q: 3 clusters Score -1.053382e+07 nChanged 533 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34491 members Mstep: Class 2 contains 13243 members Entering Unmasked Estep Score: -10534161.000000 Penalty: 13197.414062 Iteration 18Q: 3 clusters Score -1.053416e+07 nChanged 447 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34934 members Mstep: Class 2 contains 12800 members Entering Unmasked Estep Score: -10534361.000000 Penalty: 13197.414062 Iteration 19Q: 3 clusters Score -1.053436e+07 nChanged 359 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35293 members Mstep: Class 2 contains 12441 members Entering Unmasked Estep Score: -10534509.000000 Penalty: 13197.414062 Iteration 20F: 3 clusters Score -1.053451e+07 nChanged 268 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35559 members Mstep: Class 2 contains 12175 members Entering Unmasked Estep Score: -10534591.000000 Penalty: 13197.414062 Iteration 21Q: 3 clusters Score -1.053459e+07 nChanged 210 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35769 members Mstep: Class 2 contains 11965 members Entering Unmasked Estep Score: -10534666.000000 Penalty: 13197.414062 Iteration 22Q: 3 clusters Score -1.053467e+07 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35921 members Mstep: Class 2 contains 11813 members Entering Unmasked Estep Score: -10534708.000000 Penalty: 13197.414062 Iteration 23Q: 3 clusters Score -1.053471e+07 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36038 members Mstep: Class 2 contains 11696 members Entering Unmasked Estep Score: -10534725.000000 Penalty: 13197.414062 Iteration 24Q: 3 clusters Score -1.053472e+07 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36125 members Mstep: Class 2 contains 11609 members Entering Unmasked Estep Score: -10534740.000000 Penalty: 13197.414062 Iteration 25Q: 3 clusters Score -1.053474e+07 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36196 members Mstep: Class 2 contains 11538 members Entering Unmasked Estep Score: -10534764.000000 Penalty: 13197.414062 Iteration 26Q: 3 clusters Score -1.053476e+07 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36250 members Mstep: Class 2 contains 11484 members Entering Unmasked Estep Score: -10534762.000000 Penalty: 13197.414062 Iteration 27Q: 3 clusters Score -1.053476e+07 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36289 members Mstep: Class 2 contains 11445 members Entering Unmasked Estep Score: -10534753.000000 Penalty: 13197.414062 Iteration 28Q: 3 clusters Score -1.053475e+07 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36312 members Mstep: Class 2 contains 11422 members Entering Unmasked Estep Score: -10534769.000000 Penalty: 13197.414062 Iteration 29Q: 3 clusters Score -1.053477e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36322 members Mstep: Class 2 contains 11412 members Entering Unmasked Estep Score: -10534773.000000 Penalty: 13197.414062 Iteration 30Q: 3 clusters Score -1.053477e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36328 members Mstep: Class 2 contains 11406 members Entering Unmasked Estep Score: -10534760.000000 Penalty: 13197.414062 Iteration 31Q: 3 clusters Score -1.053476e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36330 members Mstep: Class 2 contains 11404 members Entering Unmasked Estep Score: -10534760.000000 Penalty: 13197.414062 Iteration 32Q: 3 clusters Score -1.053476e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36331 members Mstep: Class 2 contains 11403 members Entering Unmasked Estep Score: -10534763.000000 Penalty: 13197.414062 Iteration 33Q: 3 clusters Score -1.053476e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36332 members Mstep: Class 2 contains 11402 members Entering Unmasked Estep Score: -10534757.000000 Penalty: 13197.414062 Iteration 34Q: 3 clusters Score -1.053476e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36333 members Mstep: Class 2 contains 11401 members Entering Unmasked Estep Score: -10534752.000000 Penalty: 13197.414062 Iteration 35Q: 3 clusters Score -1.053475e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36334 members Mstep: Class 2 contains 11400 members Entering Unmasked Estep Score: -10534749.000000 Penalty: 13197.414062 Iteration 36Q: 3 clusters Score -1.053475e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36335 members Mstep: Class 2 contains 11399 members Entering Unmasked Estep Score: -10534753.000000 Penalty: 13197.414062 Iteration 37Q: 3 clusters Score -1.053475e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36335 members Mstep: Class 2 contains 11399 members Entering Unmasked Estep Score: -10534753.000000 Penalty: 13197.414062 Iteration 38F: 3 clusters Score -1.053475e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 157129 members Mstep: Class 2 contains 9979 members Mstep: Class 3 contains 157724 members Mstep: Class 4 contains 34962 members Mstep: Class 5 contains 36335 members Mstep: Class 6 contains 301 members Mstep: Class 7 contains 4791 members Mstep: Class 8 contains 28654 members Mstep: Class 9 contains 1324 members Mstep: Class 10 contains 774 members Mstep: Class 11 contains 338 members Mstep: Class 12 contains 142433 members Mstep: Class 13 contains 1841 members Mstep: Class 14 contains 897 members Mstep: Class 15 contains 1162 members Mstep: Class 16 contains 49124 members Mstep: Class 17 contains 638 members Mstep: Class 18 contains 13168 members Mstep: Class 19 contains 25134 members Mstep: Class 20 contains 275 members Mstep: Class 21 contains 643 members Mstep: Class 22 contains 11399 members Entering Unmasked Estep Score: -147577872.000000 Penalty: 180948.125000 Splitting cluster 5 changes total score from -147578272.000000 to -147577872.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 6 (301 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 301 members Entering Unmasked Estep Score: -37393.867188 Penalty: 3495.605225 Iteration 0F: 2 clusters Score -37393.87 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 138 members Mstep: Class 2 contains 163 members Entering Unmasked Estep Score: -34642.964844 Penalty: 6991.210449 Iteration 0F: 3 clusters Score -34642.96 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 132 members Mstep: Class 2 contains 169 members Entering Unmasked Estep Score: -34840.695312 Penalty: 6991.210449 Iteration 1F: 3 clusters Score -34840.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 130 members Mstep: Class 2 contains 171 members Entering Unmasked Estep Score: -34868.617188 Penalty: 6991.210449 Iteration 2Q: 3 clusters Score -34868.62 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 130 members Mstep: Class 2 contains 171 members Entering Unmasked Estep Score: -34875.058594 Penalty: 6991.210449 Iteration 3Q: 3 clusters Score -34875.06 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 129 members Mstep: Class 2 contains 172 members Entering Unmasked Estep Score: -34881.820312 Penalty: 6991.210449 Iteration 4Q: 3 clusters Score -34881.82 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 130 members Mstep: Class 2 contains 171 members Entering Unmasked Estep Score: -34885.183594 Penalty: 6991.210449 Iteration 5Q: 3 clusters Score -34885.18 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 130 members Mstep: Class 2 contains 171 members Entering Unmasked Estep Score: -34885.183594 Penalty: 6991.210449 Iteration 6F: 3 clusters Score -34885.18 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (4791 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4791 members Entering Unmasked Estep Score: -1045816.125000 Penalty: 5190.627441 Iteration 0F: 2 clusters Score -1045816 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2398 members Mstep: Class 2 contains 2393 members Entering Unmasked Estep Score: -1038898.875000 Penalty: 10381.254883 Iteration 0F: 3 clusters Score -1038899 nChanged 1501 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2431 members Mstep: Class 2 contains 2360 members Entering Unmasked Estep Score: -1039996.875000 Penalty: 10381.254883 Iteration 1F: 3 clusters Score -1039997 nChanged 326 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2433 members Mstep: Class 2 contains 2358 members Entering Unmasked Estep Score: -1040293.125000 Penalty: 10381.254883 Iteration 2F: 3 clusters Score -1040293 nChanged 188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2457 members Mstep: Class 2 contains 2334 members Entering Unmasked Estep Score: -1040460.375000 Penalty: 10381.254883 Iteration 3Q: 3 clusters Score -1040460 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2495 members Mstep: Class 2 contains 2296 members Entering Unmasked Estep Score: -1040569.000000 Penalty: 10381.254883 Iteration 4Q: 3 clusters Score -1040569 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2538 members Mstep: Class 2 contains 2253 members Entering Unmasked Estep Score: -1040644.250000 Penalty: 10381.254883 Iteration 5Q: 3 clusters Score -1040644 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2566 members Mstep: Class 2 contains 2225 members Entering Unmasked Estep Score: -1040694.000000 Penalty: 10381.254883 Iteration 6Q: 3 clusters Score -1040694 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2578 members Mstep: Class 2 contains 2213 members Entering Unmasked Estep Score: -1040740.312500 Penalty: 10381.254883 Iteration 7Q: 3 clusters Score -1040740 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2579 members Mstep: Class 2 contains 2212 members Entering Unmasked Estep Score: -1040785.562500 Penalty: 10381.254883 Iteration 8Q: 3 clusters Score -1040786 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2587 members Mstep: Class 2 contains 2204 members Entering Unmasked Estep Score: -1040814.000000 Penalty: 10381.254883 Iteration 9Q: 3 clusters Score -1040814 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2593 members Mstep: Class 2 contains 2198 members Entering Unmasked Estep Score: -1040844.000000 Penalty: 10381.254883 Iteration 10Q: 3 clusters Score -1040844 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2602 members Mstep: Class 2 contains 2189 members Entering Unmasked Estep Score: -1040879.125000 Penalty: 10381.254883 Iteration 11Q: 3 clusters Score -1040879 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2619 members Mstep: Class 2 contains 2172 members Entering Unmasked Estep Score: -1040909.375000 Penalty: 10381.254883 Iteration 12Q: 3 clusters Score -1040909 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2632 members Mstep: Class 2 contains 2159 members Entering Unmasked Estep Score: -1040935.625000 Penalty: 10381.254883 Iteration 13Q: 3 clusters Score -1040936 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2648 members Mstep: Class 2 contains 2143 members Entering Unmasked Estep Score: -1040960.812500 Penalty: 10381.254883 Iteration 14Q: 3 clusters Score -1040961 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2655 members Mstep: Class 2 contains 2136 members Entering Unmasked Estep Score: -1040987.187500 Penalty: 10381.254883 Iteration 15Q: 3 clusters Score -1040987 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2662 members Mstep: Class 2 contains 2129 members Entering Unmasked Estep Score: -1041012.750000 Penalty: 10381.254883 Iteration 16Q: 3 clusters Score -1041013 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2667 members Mstep: Class 2 contains 2124 members Entering Unmasked Estep Score: -1041040.500000 Penalty: 10381.254883 Iteration 17Q: 3 clusters Score -1041040 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2683 members Mstep: Class 2 contains 2108 members Entering Unmasked Estep Score: -1041063.875000 Penalty: 10381.254883 Iteration 18Q: 3 clusters Score -1041064 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2693 members Mstep: Class 2 contains 2098 members Entering Unmasked Estep Score: -1041081.500000 Penalty: 10381.254883 Iteration 19Q: 3 clusters Score -1041082 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2701 members Mstep: Class 2 contains 2090 members Entering Unmasked Estep Score: -1041103.812500 Penalty: 10381.254883 Iteration 20F: 3 clusters Score -1041104 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2717 members Mstep: Class 2 contains 2074 members Entering Unmasked Estep Score: -1041124.625000 Penalty: 10381.254883 Iteration 21Q: 3 clusters Score -1041125 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2728 members Mstep: Class 2 contains 2063 members Entering Unmasked Estep Score: -1041139.625000 Penalty: 10381.254883 Iteration 22Q: 3 clusters Score -1041140 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2750 members Mstep: Class 2 contains 2041 members Entering Unmasked Estep Score: -1041163.687500 Penalty: 10381.254883 Iteration 23Q: 3 clusters Score -1041164 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2772 members Mstep: Class 2 contains 2019 members Entering Unmasked Estep Score: -1041193.375000 Penalty: 10381.254883 Iteration 24Q: 3 clusters Score -1041193 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2799 members Mstep: Class 2 contains 1992 members Entering Unmasked Estep Score: -1041218.875000 Penalty: 10381.254883 Iteration 25Q: 3 clusters Score -1041219 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2817 members Mstep: Class 2 contains 1974 members Entering Unmasked Estep Score: -1041242.437500 Penalty: 10381.254883 Iteration 26Q: 3 clusters Score -1041242 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2829 members Mstep: Class 2 contains 1962 members Entering Unmasked Estep Score: -1041267.250000 Penalty: 10381.254883 Iteration 27Q: 3 clusters Score -1041267 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2847 members Mstep: Class 2 contains 1944 members Entering Unmasked Estep Score: -1041290.375000 Penalty: 10381.254883 Iteration 28Q: 3 clusters Score -1041290 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2864 members Mstep: Class 2 contains 1927 members Entering Unmasked Estep Score: -1041308.812500 Penalty: 10381.254883 Iteration 29Q: 3 clusters Score -1041309 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2878 members Mstep: Class 2 contains 1913 members Entering Unmasked Estep Score: -1041327.875000 Penalty: 10381.254883 Iteration 30Q: 3 clusters Score -1041328 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2890 members Mstep: Class 2 contains 1901 members Entering Unmasked Estep Score: -1041341.312500 Penalty: 10381.254883 Iteration 31Q: 3 clusters Score -1041341 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2899 members Mstep: Class 2 contains 1892 members Entering Unmasked Estep Score: -1041353.312500 Penalty: 10381.254883 Iteration 32Q: 3 clusters Score -1041353 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2908 members Mstep: Class 2 contains 1883 members Entering Unmasked Estep Score: -1041369.750000 Penalty: 10381.254883 Iteration 33Q: 3 clusters Score -1041370 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2922 members Mstep: Class 2 contains 1869 members Entering Unmasked Estep Score: -1041380.937500 Penalty: 10381.254883 Iteration 34Q: 3 clusters Score -1041381 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2931 members Mstep: Class 2 contains 1860 members Entering Unmasked Estep Score: -1041394.562500 Penalty: 10381.254883 Iteration 35Q: 3 clusters Score -1041395 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2936 members Mstep: Class 2 contains 1855 members Entering Unmasked Estep Score: -1041405.812500 Penalty: 10381.254883 Iteration 36Q: 3 clusters Score -1041406 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2943 members Mstep: Class 2 contains 1848 members Entering Unmasked Estep Score: -1041412.187500 Penalty: 10381.254883 Iteration 37Q: 3 clusters Score -1041412 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2955 members Mstep: Class 2 contains 1836 members Entering Unmasked Estep Score: -1041421.562500 Penalty: 10381.254883 Iteration 38Q: 3 clusters Score -1041422 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2961 members Mstep: Class 2 contains 1830 members Entering Unmasked Estep Score: -1041427.875000 Penalty: 10381.254883 Iteration 39Q: 3 clusters Score -1041428 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2965 members Mstep: Class 2 contains 1826 members Entering Unmasked Estep Score: -1041434.062500 Penalty: 10381.254883 Iteration 40F: 3 clusters Score -1041434 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2966 members Mstep: Class 2 contains 1825 members Entering Unmasked Estep Score: -1041438.750000 Penalty: 10381.254883 Iteration 41Q: 3 clusters Score -1041439 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2971 members Mstep: Class 2 contains 1820 members Entering Unmasked Estep Score: -1041445.062500 Penalty: 10381.254883 Iteration 42Q: 3 clusters Score -1041445 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2972 members Mstep: Class 2 contains 1819 members Entering Unmasked Estep Score: -1041444.875000 Penalty: 10381.254883 Iteration 43Q: 3 clusters Score -1041445 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2973 members Mstep: Class 2 contains 1818 members Entering Unmasked Estep Score: -1041446.687500 Penalty: 10381.254883 Iteration 44Q: 3 clusters Score -1041447 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2975 members Mstep: Class 2 contains 1816 members Entering Unmasked Estep Score: -1041452.062500 Penalty: 10381.254883 Iteration 45Q: 3 clusters Score -1041452 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2978 members Mstep: Class 2 contains 1813 members Entering Unmasked Estep Score: -1041454.312500 Penalty: 10381.254883 Iteration 46Q: 3 clusters Score -1041454 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2982 members Mstep: Class 2 contains 1809 members Entering Unmasked Estep Score: -1041457.625000 Penalty: 10381.254883 Iteration 47Q: 3 clusters Score -1041458 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2986 members Mstep: Class 2 contains 1805 members Entering Unmasked Estep Score: -1041457.250000 Penalty: 10381.254883 Iteration 48Q: 3 clusters Score -1041457 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2991 members Mstep: Class 2 contains 1800 members Entering Unmasked Estep Score: -1041462.000000 Penalty: 10381.254883 Iteration 49Q: 3 clusters Score -1041462 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2994 members Mstep: Class 2 contains 1797 members Entering Unmasked Estep Score: -1041464.812500 Penalty: 10381.254883 Iteration 50Q: 3 clusters Score -1041465 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2997 members Mstep: Class 2 contains 1794 members Entering Unmasked Estep Score: -1041466.562500 Penalty: 10381.254883 Iteration 51Q: 3 clusters Score -1041467 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3001 members Mstep: Class 2 contains 1790 members Entering Unmasked Estep Score: -1041468.500000 Penalty: 10381.254883 Iteration 52Q: 3 clusters Score -1041468 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3006 members Mstep: Class 2 contains 1785 members Entering Unmasked Estep Score: -1041470.500000 Penalty: 10381.254883 Iteration 53Q: 3 clusters Score -1041470 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3008 members Mstep: Class 2 contains 1783 members Entering Unmasked Estep Score: -1041471.937500 Penalty: 10381.254883 Iteration 54Q: 3 clusters Score -1041472 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3010 members Mstep: Class 2 contains 1781 members Entering Unmasked Estep Score: -1041473.125000 Penalty: 10381.254883 Iteration 55Q: 3 clusters Score -1041473 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3012 members Mstep: Class 2 contains 1779 members Entering Unmasked Estep Score: -1041476.062500 Penalty: 10381.254883 Iteration 56Q: 3 clusters Score -1041476 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3017 members Mstep: Class 2 contains 1774 members Entering Unmasked Estep Score: -1041480.125000 Penalty: 10381.254883 Iteration 57Q: 3 clusters Score -1041480 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3020 members Mstep: Class 2 contains 1771 members Entering Unmasked Estep Score: -1041482.687500 Penalty: 10381.254883 Iteration 58Q: 3 clusters Score -1041483 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3024 members Mstep: Class 2 contains 1767 members Entering Unmasked Estep Score: -1041486.812500 Penalty: 10381.254883 Iteration 59Q: 3 clusters Score -1041487 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3031 members Mstep: Class 2 contains 1760 members Entering Unmasked Estep Score: -1041490.937500 Penalty: 10381.254883 Iteration 60F: 3 clusters Score -1041491 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3036 members Mstep: Class 2 contains 1755 members Entering Unmasked Estep Score: -1041495.187500 Penalty: 10381.254883 Iteration 61Q: 3 clusters Score -1041495 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3038 members Mstep: Class 2 contains 1753 members Entering Unmasked Estep Score: -1041495.562500 Penalty: 10381.254883 Iteration 62Q: 3 clusters Score -1041496 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3041 members Mstep: Class 2 contains 1750 members Entering Unmasked Estep Score: -1041499.250000 Penalty: 10381.254883 Iteration 63Q: 3 clusters Score -1041499 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3043 members Mstep: Class 2 contains 1748 members Entering Unmasked Estep Score: -1041500.625000 Penalty: 10381.254883 Iteration 64Q: 3 clusters Score -1041501 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3045 members Mstep: Class 2 contains 1746 members Entering Unmasked Estep Score: -1041500.250000 Penalty: 10381.254883 Iteration 65Q: 3 clusters Score -1041500 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3047 members Mstep: Class 2 contains 1744 members Entering Unmasked Estep Score: -1041500.750000 Penalty: 10381.254883 Iteration 66Q: 3 clusters Score -1041501 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3049 members Mstep: Class 2 contains 1742 members Entering Unmasked Estep Score: -1041502.812500 Penalty: 10381.254883 Iteration 67Q: 3 clusters Score -1041503 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3053 members Mstep: Class 2 contains 1738 members Entering Unmasked Estep Score: -1041505.687500 Penalty: 10381.254883 Iteration 68Q: 3 clusters Score -1041506 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3059 members Mstep: Class 2 contains 1732 members Entering Unmasked Estep Score: -1041509.812500 Penalty: 10381.254883 Iteration 69Q: 3 clusters Score -1041510 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3061 members Mstep: Class 2 contains 1730 members Entering Unmasked Estep Score: -1041515.812500 Penalty: 10381.254883 Iteration 70Q: 3 clusters Score -1041516 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3063 members Mstep: Class 2 contains 1728 members Entering Unmasked Estep Score: -1041518.687500 Penalty: 10381.254883 Iteration 71Q: 3 clusters Score -1041519 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3068 members Mstep: Class 2 contains 1723 members Entering Unmasked Estep Score: -1041520.750000 Penalty: 10381.254883 Iteration 72Q: 3 clusters Score -1041521 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3074 members Mstep: Class 2 contains 1717 members Entering Unmasked Estep Score: -1041524.500000 Penalty: 10381.254883 Iteration 73Q: 3 clusters Score -1041524 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3077 members Mstep: Class 2 contains 1714 members Entering Unmasked Estep Score: -1041527.312500 Penalty: 10381.254883 Iteration 74Q: 3 clusters Score -1041527 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3078 members Mstep: Class 2 contains 1713 members Entering Unmasked Estep Score: -1041530.812500 Penalty: 10381.254883 Iteration 75Q: 3 clusters Score -1041531 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3077 members Mstep: Class 2 contains 1714 members Entering Unmasked Estep Score: -1041530.500000 Penalty: 10381.254883 Iteration 76Q: 3 clusters Score -1041530 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3075 members Mstep: Class 2 contains 1716 members Entering Unmasked Estep Score: -1041531.062500 Penalty: 10381.254883 Iteration 77Q: 3 clusters Score -1041531 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3075 members Mstep: Class 2 contains 1716 members Entering Unmasked Estep Score: -1041531.062500 Penalty: 10381.254883 Iteration 78F: 3 clusters Score -1041531 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (28654 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28654 members Entering Unmasked Estep Score: -6035465.000000 Penalty: 6286.117188 Iteration 0F: 2 clusters Score -6035465 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14296 members Mstep: Class 2 contains 14358 members Entering Unmasked Estep Score: -6013473.500000 Penalty: 12572.234375 Iteration 0F: 3 clusters Score -6013474 nChanged 11996 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14148 members Mstep: Class 2 contains 14506 members Entering Unmasked Estep Score: -6019857.500000 Penalty: 12572.234375 Iteration 1F: 3 clusters Score -6019858 nChanged 1807 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14055 members Mstep: Class 2 contains 14599 members Entering Unmasked Estep Score: -6020675.500000 Penalty: 12572.234375 Iteration 2F: 3 clusters Score -6020676 nChanged 1395 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14062 members Mstep: Class 2 contains 14592 members Entering Unmasked Estep Score: -6021257.500000 Penalty: 12572.234375 Iteration 3Q: 3 clusters Score -6021258 nChanged 1138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14136 members Mstep: Class 2 contains 14518 members Entering Unmasked Estep Score: -6021652.000000 Penalty: 12572.234375 Iteration 4Q: 3 clusters Score -6021652 nChanged 958 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14244 members Mstep: Class 2 contains 14410 members Entering Unmasked Estep Score: -6021969.500000 Penalty: 12572.234375 Iteration 5Q: 3 clusters Score -6021970 nChanged 832 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14350 members Mstep: Class 2 contains 14304 members Entering Unmasked Estep Score: -6022270.000000 Penalty: 12572.234375 Iteration 6Q: 3 clusters Score -6022270 nChanged 685 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14485 members Mstep: Class 2 contains 14169 members Entering Unmasked Estep Score: -6022433.500000 Penalty: 12572.234375 Iteration 7Q: 3 clusters Score -6022434 nChanged 664 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14613 members Mstep: Class 2 contains 14041 members Entering Unmasked Estep Score: -6022656.000000 Penalty: 12572.234375 Iteration 8Q: 3 clusters Score -6022656 nChanged 641 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14786 members Mstep: Class 2 contains 13868 members Entering Unmasked Estep Score: -6022866.500000 Penalty: 12572.234375 Iteration 9Q: 3 clusters Score -6022866 nChanged 637 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14977 members Mstep: Class 2 contains 13677 members Entering Unmasked Estep Score: -6023090.000000 Penalty: 12572.234375 Iteration 10Q: 3 clusters Score -6023090 nChanged 657 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15146 members Mstep: Class 2 contains 13508 members Entering Unmasked Estep Score: -6023295.500000 Penalty: 12572.234375 Iteration 11Q: 3 clusters Score -6023296 nChanged 651 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15335 members Mstep: Class 2 contains 13319 members Entering Unmasked Estep Score: -6023527.000000 Penalty: 12572.234375 Iteration 12Q: 3 clusters Score -6023527 nChanged 627 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15558 members Mstep: Class 2 contains 13096 members Entering Unmasked Estep Score: -6023767.500000 Penalty: 12572.234375 Iteration 13Q: 3 clusters Score -6023768 nChanged 669 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15833 members Mstep: Class 2 contains 12821 members Entering Unmasked Estep Score: -6024033.500000 Penalty: 12572.234375 Iteration 14Q: 3 clusters Score -6024034 nChanged 697 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16152 members Mstep: Class 2 contains 12502 members Entering Unmasked Estep Score: -6024305.000000 Penalty: 12572.234375 Iteration 15Q: 3 clusters Score -6024305 nChanged 720 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16518 members Mstep: Class 2 contains 12136 members Entering Unmasked Estep Score: -6024594.500000 Penalty: 12572.234375 Iteration 16Q: 3 clusters Score -6024594 nChanged 739 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16941 members Mstep: Class 2 contains 11713 members Entering Unmasked Estep Score: -6024901.000000 Penalty: 12572.234375 Iteration 17Q: 3 clusters Score -6024901 nChanged 732 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17385 members Mstep: Class 2 contains 11269 members Entering Unmasked Estep Score: -6025214.500000 Penalty: 12572.234375 Iteration 18Q: 3 clusters Score -6025214 nChanged 717 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17832 members Mstep: Class 2 contains 10822 members Entering Unmasked Estep Score: -6025539.500000 Penalty: 12572.234375 Iteration 19Q: 3 clusters Score -6025540 nChanged 719 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18237 members Mstep: Class 2 contains 10417 members Entering Unmasked Estep Score: -6025848.500000 Penalty: 12572.234375 Iteration 20F: 3 clusters Score -6025848 nChanged 692 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18661 members Mstep: Class 2 contains 9993 members Entering Unmasked Estep Score: -6026179.000000 Penalty: 12572.234375 Iteration 21Q: 3 clusters Score -6026179 nChanged 674 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19127 members Mstep: Class 2 contains 9527 members Entering Unmasked Estep Score: -6026498.000000 Penalty: 12572.234375 Iteration 22Q: 3 clusters Score -6026498 nChanged 693 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19616 members Mstep: Class 2 contains 9038 members Entering Unmasked Estep Score: -6026817.000000 Penalty: 12572.234375 Iteration 23Q: 3 clusters Score -6026817 nChanged 644 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20126 members Mstep: Class 2 contains 8528 members Entering Unmasked Estep Score: -6027194.500000 Penalty: 12572.234375 Iteration 24Q: 3 clusters Score -6027194 nChanged 626 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20608 members Mstep: Class 2 contains 8046 members Entering Unmasked Estep Score: -6027525.000000 Penalty: 12572.234375 Iteration 25Q: 3 clusters Score -6027525 nChanged 588 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21052 members Mstep: Class 2 contains 7602 members Entering Unmasked Estep Score: -6027823.000000 Penalty: 12572.234375 Iteration 26Q: 3 clusters Score -6027823 nChanged 521 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21459 members Mstep: Class 2 contains 7195 members Entering Unmasked Estep Score: -6028093.000000 Penalty: 12572.234375 Iteration 27Q: 3 clusters Score -6028093 nChanged 483 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21824 members Mstep: Class 2 contains 6830 members Entering Unmasked Estep Score: -6028364.000000 Penalty: 12572.234375 Iteration 28Q: 3 clusters Score -6028364 nChanged 429 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22187 members Mstep: Class 2 contains 6467 members Entering Unmasked Estep Score: -6028582.500000 Penalty: 12572.234375 Iteration 29Q: 3 clusters Score -6028582 nChanged 393 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22532 members Mstep: Class 2 contains 6122 members Entering Unmasked Estep Score: -6028807.500000 Penalty: 12572.234375 Iteration 30Q: 3 clusters Score -6028808 nChanged 351 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22833 members Mstep: Class 2 contains 5821 members Entering Unmasked Estep Score: -6028981.000000 Penalty: 12572.234375 Iteration 31Q: 3 clusters Score -6028981 nChanged 310 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23101 members Mstep: Class 2 contains 5553 members Entering Unmasked Estep Score: -6029108.000000 Penalty: 12572.234375 Iteration 32Q: 3 clusters Score -6029108 nChanged 297 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23368 members Mstep: Class 2 contains 5286 members Entering Unmasked Estep Score: -6029217.000000 Penalty: 12572.234375 Iteration 33Q: 3 clusters Score -6029217 nChanged 250 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23594 members Mstep: Class 2 contains 5060 members Entering Unmasked Estep Score: -6029329.000000 Penalty: 12572.234375 Iteration 34Q: 3 clusters Score -6029329 nChanged 223 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23787 members Mstep: Class 2 contains 4867 members Entering Unmasked Estep Score: -6029426.500000 Penalty: 12572.234375 Iteration 35Q: 3 clusters Score -6029426 nChanged 219 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23992 members Mstep: Class 2 contains 4662 members Entering Unmasked Estep Score: -6029516.500000 Penalty: 12572.234375 Iteration 36Q: 3 clusters Score -6029516 nChanged 201 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24163 members Mstep: Class 2 contains 4491 members Entering Unmasked Estep Score: -6029611.000000 Penalty: 12572.234375 Iteration 37Q: 3 clusters Score -6029611 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24312 members Mstep: Class 2 contains 4342 members Entering Unmasked Estep Score: -6029694.000000 Penalty: 12572.234375 Iteration 38Q: 3 clusters Score -6029694 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24459 members Mstep: Class 2 contains 4195 members Entering Unmasked Estep Score: -6029741.500000 Penalty: 12572.234375 Iteration 39Q: 3 clusters Score -6029742 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24604 members Mstep: Class 2 contains 4050 members Entering Unmasked Estep Score: -6029808.000000 Penalty: 12572.234375 Iteration 40F: 3 clusters Score -6029808 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24754 members Mstep: Class 2 contains 3900 members Entering Unmasked Estep Score: -6029877.000000 Penalty: 12572.234375 Iteration 41Q: 3 clusters Score -6029877 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24896 members Mstep: Class 2 contains 3758 members Entering Unmasked Estep Score: -6029933.500000 Penalty: 12572.234375 Iteration 42Q: 3 clusters Score -6029934 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25013 members Mstep: Class 2 contains 3641 members Entering Unmasked Estep Score: -6029992.000000 Penalty: 12572.234375 Iteration 43Q: 3 clusters Score -6029992 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25126 members Mstep: Class 2 contains 3528 members Entering Unmasked Estep Score: -6030019.500000 Penalty: 12572.234375 Iteration 44Q: 3 clusters Score -6030020 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25214 members Mstep: Class 2 contains 3440 members Entering Unmasked Estep Score: -6030063.000000 Penalty: 12572.234375 Iteration 45Q: 3 clusters Score -6030063 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25285 members Mstep: Class 2 contains 3369 members Entering Unmasked Estep Score: -6030094.000000 Penalty: 12572.234375 Iteration 46Q: 3 clusters Score -6030094 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25359 members Mstep: Class 2 contains 3295 members Entering Unmasked Estep Score: -6030133.500000 Penalty: 12572.234375 Iteration 47Q: 3 clusters Score -6030134 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25426 members Mstep: Class 2 contains 3228 members Entering Unmasked Estep Score: -6030147.500000 Penalty: 12572.234375 Iteration 48Q: 3 clusters Score -6030148 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25492 members Mstep: Class 2 contains 3162 members Entering Unmasked Estep Score: -6030180.500000 Penalty: 12572.234375 Iteration 49Q: 3 clusters Score -6030180 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25557 members Mstep: Class 2 contains 3097 members Entering Unmasked Estep Score: -6030219.500000 Penalty: 12572.234375 Iteration 50Q: 3 clusters Score -6030220 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25619 members Mstep: Class 2 contains 3035 members Entering Unmasked Estep Score: -6030232.000000 Penalty: 12572.234375 Iteration 51Q: 3 clusters Score -6030232 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25682 members Mstep: Class 2 contains 2972 members Entering Unmasked Estep Score: -6030251.000000 Penalty: 12572.234375 Iteration 52Q: 3 clusters Score -6030251 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25739 members Mstep: Class 2 contains 2915 members Entering Unmasked Estep Score: -6030280.500000 Penalty: 12572.234375 Iteration 53Q: 3 clusters Score -6030280 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25802 members Mstep: Class 2 contains 2852 members Entering Unmasked Estep Score: -6030303.500000 Penalty: 12572.234375 Iteration 54Q: 3 clusters Score -6030304 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25842 members Mstep: Class 2 contains 2812 members Entering Unmasked Estep Score: -6030306.500000 Penalty: 12572.234375 Iteration 55Q: 3 clusters Score -6030306 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25895 members Mstep: Class 2 contains 2759 members Entering Unmasked Estep Score: -6030344.500000 Penalty: 12572.234375 Iteration 56Q: 3 clusters Score -6030344 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25931 members Mstep: Class 2 contains 2723 members Entering Unmasked Estep Score: -6030369.500000 Penalty: 12572.234375 Iteration 57Q: 3 clusters Score -6030370 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25971 members Mstep: Class 2 contains 2683 members Entering Unmasked Estep Score: -6030382.500000 Penalty: 12572.234375 Iteration 58Q: 3 clusters Score -6030382 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26008 members Mstep: Class 2 contains 2646 members Entering Unmasked Estep Score: -6030387.000000 Penalty: 12572.234375 Iteration 59Q: 3 clusters Score -6030387 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26044 members Mstep: Class 2 contains 2610 members Entering Unmasked Estep Score: -6030392.500000 Penalty: 12572.234375 Iteration 60F: 3 clusters Score -6030392 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26081 members Mstep: Class 2 contains 2573 members Entering Unmasked Estep Score: -6030417.500000 Penalty: 12572.234375 Iteration 61Q: 3 clusters Score -6030418 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26114 members Mstep: Class 2 contains 2540 members Entering Unmasked Estep Score: -6030435.500000 Penalty: 12572.234375 Iteration 62Q: 3 clusters Score -6030436 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26155 members Mstep: Class 2 contains 2499 members Entering Unmasked Estep Score: -6030450.500000 Penalty: 12572.234375 Iteration 63Q: 3 clusters Score -6030450 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26194 members Mstep: Class 2 contains 2460 members Entering Unmasked Estep Score: -6030467.000000 Penalty: 12572.234375 Iteration 64Q: 3 clusters Score -6030467 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26230 members Mstep: Class 2 contains 2424 members Entering Unmasked Estep Score: -6030492.500000 Penalty: 12572.234375 Iteration 65Q: 3 clusters Score -6030492 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26260 members Mstep: Class 2 contains 2394 members Entering Unmasked Estep Score: -6030512.000000 Penalty: 12572.234375 Iteration 66Q: 3 clusters Score -6030512 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26275 members Mstep: Class 2 contains 2379 members Entering Unmasked Estep Score: -6030535.500000 Penalty: 12572.234375 Iteration 67Q: 3 clusters Score -6030536 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26296 members Mstep: Class 2 contains 2358 members Entering Unmasked Estep Score: -6030535.000000 Penalty: 12572.234375 Iteration 68Q: 3 clusters Score -6030535 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26307 members Mstep: Class 2 contains 2347 members Entering Unmasked Estep Score: -6030546.500000 Penalty: 12572.234375 Iteration 69Q: 3 clusters Score -6030546 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26310 members Mstep: Class 2 contains 2344 members Entering Unmasked Estep Score: -6030550.500000 Penalty: 12572.234375 Iteration 70Q: 3 clusters Score -6030550 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26315 members Mstep: Class 2 contains 2339 members Entering Unmasked Estep Score: -6030560.500000 Penalty: 12572.234375 Iteration 71Q: 3 clusters Score -6030560 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26319 members Mstep: Class 2 contains 2335 members Entering Unmasked Estep Score: -6030557.500000 Penalty: 12572.234375 Iteration 72Q: 3 clusters Score -6030558 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26323 members Mstep: Class 2 contains 2331 members Entering Unmasked Estep Score: -6030557.500000 Penalty: 12572.234375 Iteration 73Q: 3 clusters Score -6030558 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26328 members Mstep: Class 2 contains 2326 members Entering Unmasked Estep Score: -6030566.000000 Penalty: 12572.234375 Iteration 74Q: 3 clusters Score -6030566 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26333 members Mstep: Class 2 contains 2321 members Entering Unmasked Estep Score: -6030561.500000 Penalty: 12572.234375 Iteration 75Q: 3 clusters Score -6030562 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26334 members Mstep: Class 2 contains 2320 members Entering Unmasked Estep Score: -6030562.500000 Penalty: 12572.234375 Iteration 76Q: 3 clusters Score -6030562 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26338 members Mstep: Class 2 contains 2316 members Entering Unmasked Estep Score: -6030561.500000 Penalty: 12572.234375 Iteration 77Q: 3 clusters Score -6030562 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26341 members Mstep: Class 2 contains 2313 members Entering Unmasked Estep Score: -6030564.000000 Penalty: 12572.234375 Iteration 78Q: 3 clusters Score -6030564 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26341 members Mstep: Class 2 contains 2313 members Entering Unmasked Estep Score: -6030567.500000 Penalty: 12572.234375 Iteration 79Q: 3 clusters Score -6030568 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26343 members Mstep: Class 2 contains 2311 members Entering Unmasked Estep Score: -6030566.500000 Penalty: 12572.234375 Iteration 80F: 3 clusters Score -6030566 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26346 members Mstep: Class 2 contains 2308 members Entering Unmasked Estep Score: -6030569.000000 Penalty: 12572.234375 Iteration 81Q: 3 clusters Score -6030569 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26346 members Mstep: Class 2 contains 2308 members Entering Unmasked Estep Score: -6030575.000000 Penalty: 12572.234375 Iteration 82Q: 3 clusters Score -6030575 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26348 members Mstep: Class 2 contains 2306 members Entering Unmasked Estep Score: -6030572.500000 Penalty: 12572.234375 Iteration 83Q: 3 clusters Score -6030572 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26353 members Mstep: Class 2 contains 2301 members Entering Unmasked Estep Score: -6030579.500000 Penalty: 12572.234375 Iteration 84Q: 3 clusters Score -6030580 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26359 members Mstep: Class 2 contains 2295 members Entering Unmasked Estep Score: -6030578.500000 Penalty: 12572.234375 Iteration 85Q: 3 clusters Score -6030578 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26361 members Mstep: Class 2 contains 2293 members Entering Unmasked Estep Score: -6030581.000000 Penalty: 12572.234375 Iteration 86Q: 3 clusters Score -6030581 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26366 members Mstep: Class 2 contains 2288 members Entering Unmasked Estep Score: -6030584.000000 Penalty: 12572.234375 Iteration 87Q: 3 clusters Score -6030584 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26375 members Mstep: Class 2 contains 2279 members Entering Unmasked Estep Score: -6030580.000000 Penalty: 12572.234375 Iteration 88Q: 3 clusters Score -6030580 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26383 members Mstep: Class 2 contains 2271 members Entering Unmasked Estep Score: -6030592.000000 Penalty: 12572.234375 Iteration 89Q: 3 clusters Score -6030592 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26385 members Mstep: Class 2 contains 2269 members Entering Unmasked Estep Score: -6030593.500000 Penalty: 12572.234375 Iteration 90Q: 3 clusters Score -6030594 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26390 members Mstep: Class 2 contains 2264 members Entering Unmasked Estep Score: -6030598.000000 Penalty: 12572.234375 Iteration 91Q: 3 clusters Score -6030598 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26394 members Mstep: Class 2 contains 2260 members Entering Unmasked Estep Score: -6030596.000000 Penalty: 12572.234375 Iteration 92Q: 3 clusters Score -6030596 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26395 members Mstep: Class 2 contains 2259 members Entering Unmasked Estep Score: -6030600.500000 Penalty: 12572.234375 Iteration 93Q: 3 clusters Score -6030600 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26396 members Mstep: Class 2 contains 2258 members Entering Unmasked Estep Score: -6030600.500000 Penalty: 12572.234375 Iteration 94Q: 3 clusters Score -6030600 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26396 members Mstep: Class 2 contains 2258 members Entering Unmasked Estep Score: -6030599.000000 Penalty: 12572.234375 Iteration 95Q: 3 clusters Score -6030599 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26396 members Mstep: Class 2 contains 2258 members Entering Unmasked Estep Score: -6030599.000000 Penalty: 12572.234375 Iteration 96F: 3 clusters Score -6030599 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (1324 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1324 members Entering Unmasked Estep Score: -252349.500000 Penalty: 4402.902832 Iteration 0F: 2 clusters Score -252349.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 640 members Mstep: Class 2 contains 684 members Entering Unmasked Estep Score: -248054.765625 Penalty: 8805.805664 Iteration 0F: 3 clusters Score -248054.8 nChanged 280 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 650 members Mstep: Class 2 contains 674 members Entering Unmasked Estep Score: -248809.062500 Penalty: 8805.805664 Iteration 1F: 3 clusters Score -248809.1 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 676 members Mstep: Class 2 contains 648 members Entering Unmasked Estep Score: -249081.031250 Penalty: 8805.805664 Iteration 2F: 3 clusters Score -249081 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 720 members Mstep: Class 2 contains 604 members Entering Unmasked Estep Score: -249308.515625 Penalty: 8805.805664 Iteration 3F: 3 clusters Score -249308.5 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 741 members Mstep: Class 2 contains 583 members Entering Unmasked Estep Score: -249587.734375 Penalty: 8805.805664 Iteration 4Q: 3 clusters Score -249587.7 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 780 members Mstep: Class 2 contains 544 members Entering Unmasked Estep Score: -249932.906250 Penalty: 8805.805664 Iteration 5F: 3 clusters Score -249932.9 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 822 members Mstep: Class 2 contains 502 members Entering Unmasked Estep Score: -250365.500000 Penalty: 8805.805664 Iteration 6F: 3 clusters Score -250365.5 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 837 members Mstep: Class 2 contains 487 members Entering Unmasked Estep Score: -250835.296875 Penalty: 8805.805664 Iteration 7F: 3 clusters Score -250835.3 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 829 members Mstep: Class 2 contains 495 members Entering Unmasked Estep Score: -251304.218750 Penalty: 8805.805664 Iteration 8Q: 3 clusters Score -251304.2 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 821 members Mstep: Class 2 contains 503 members Entering Unmasked Estep Score: -251508.500000 Penalty: 8805.805664 Iteration 9Q: 3 clusters Score -251508.5 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 811 members Mstep: Class 2 contains 513 members Entering Unmasked Estep Score: -251578.265625 Penalty: 8805.805664 Iteration 10Q: 3 clusters Score -251578.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 807 members Mstep: Class 2 contains 517 members Entering Unmasked Estep Score: -251611.859375 Penalty: 8805.805664 Iteration 11Q: 3 clusters Score -251611.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 805 members Mstep: Class 2 contains 519 members Entering Unmasked Estep Score: -251635.078125 Penalty: 8805.805664 Iteration 12Q: 3 clusters Score -251635.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 803 members Mstep: Class 2 contains 521 members Entering Unmasked Estep Score: -251648.609375 Penalty: 8805.805664 Iteration 13Q: 3 clusters Score -251648.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 804 members Mstep: Class 2 contains 520 members Entering Unmasked Estep Score: -251670.765625 Penalty: 8805.805664 Iteration 14Q: 3 clusters Score -251670.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 804 members Mstep: Class 2 contains 520 members Entering Unmasked Estep Score: -251674.843750 Penalty: 8805.805664 Iteration 15Q: 3 clusters Score -251674.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 803 members Mstep: Class 2 contains 521 members Entering Unmasked Estep Score: -251676.468750 Penalty: 8805.805664 Iteration 16Q: 3 clusters Score -251676.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 803 members Mstep: Class 2 contains 521 members Entering Unmasked Estep Score: -251676.468750 Penalty: 8805.805664 Iteration 17F: 3 clusters Score -251676.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (774 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 774 members Entering Unmasked Estep Score: -141216.656250 Penalty: 4074.087646 Iteration 0F: 2 clusters Score -141216.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 384 members Mstep: Class 2 contains 390 members Entering Unmasked Estep Score: -137597.546875 Penalty: 8148.175293 Iteration 0F: 3 clusters Score -137597.5 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 385 members Mstep: Class 2 contains 389 members Entering Unmasked Estep Score: -138085.031250 Penalty: 8148.175293 Iteration 1F: 3 clusters Score -138085 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 379 members Mstep: Class 2 contains 395 members Entering Unmasked Estep Score: -138311.656250 Penalty: 8148.175293 Iteration 2Q: 3 clusters Score -138311.7 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 375 members Mstep: Class 2 contains 399 members Entering Unmasked Estep Score: -138459.546875 Penalty: 8148.175293 Iteration 3Q: 3 clusters Score -138459.5 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 379 members Mstep: Class 2 contains 395 members Entering Unmasked Estep Score: -138588.234375 Penalty: 8148.175293 Iteration 4Q: 3 clusters Score -138588.2 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 378 members Mstep: Class 2 contains 396 members Entering Unmasked Estep Score: -138684.500000 Penalty: 8148.175293 Iteration 5Q: 3 clusters Score -138684.5 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 382 members Mstep: Class 2 contains 392 members Entering Unmasked Estep Score: -138822.968750 Penalty: 8148.175293 Iteration 6Q: 3 clusters Score -138823 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 377 members Mstep: Class 2 contains 397 members Entering Unmasked Estep Score: -139030.468750 Penalty: 8148.175293 Iteration 7Q: 3 clusters Score -139030.5 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 371 members Mstep: Class 2 contains 403 members Entering Unmasked Estep Score: -139210.671875 Penalty: 8148.175293 Iteration 8Q: 3 clusters Score -139210.7 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 368 members Mstep: Class 2 contains 406 members Entering Unmasked Estep Score: -139338.140625 Penalty: 8148.175293 Iteration 9Q: 3 clusters Score -139338.1 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 373 members Mstep: Class 2 contains 401 members Entering Unmasked Estep Score: -139461.968750 Penalty: 8148.175293 Iteration 10Q: 3 clusters Score -139462 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 382 members Mstep: Class 2 contains 392 members Entering Unmasked Estep Score: -139664.140625 Penalty: 8148.175293 Iteration 11Q: 3 clusters Score -139664.1 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 403 members Mstep: Class 2 contains 371 members Entering Unmasked Estep Score: -139898.343750 Penalty: 8148.175293 Iteration 12Q: 3 clusters Score -139898.3 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 418 members Mstep: Class 2 contains 356 members Entering Unmasked Estep Score: -140331.890625 Penalty: 8148.175293 Iteration 13Q: 3 clusters Score -140331.9 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 421 members Mstep: Class 2 contains 353 members Entering Unmasked Estep Score: -140684.140625 Penalty: 8148.175293 Iteration 14Q: 3 clusters Score -140684.1 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 424 members Mstep: Class 2 contains 350 members Entering Unmasked Estep Score: -140869.343750 Penalty: 8148.175293 Iteration 15Q: 3 clusters Score -140869.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 425 members Mstep: Class 2 contains 349 members Entering Unmasked Estep Score: -140947.453125 Penalty: 8148.175293 Iteration 16Q: 3 clusters Score -140947.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 420 members Mstep: Class 2 contains 354 members Entering Unmasked Estep Score: -140976.078125 Penalty: 8148.175293 Iteration 17Q: 3 clusters Score -140976.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 414 members Mstep: Class 2 contains 360 members Entering Unmasked Estep Score: -141085.593750 Penalty: 8148.175293 Iteration 18Q: 3 clusters Score -141085.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 413 members Mstep: Class 2 contains 361 members Entering Unmasked Estep Score: -141296.375000 Penalty: 8148.175293 Iteration 19Q: 3 clusters Score -141296.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 412 members Mstep: Class 2 contains 362 members Entering Unmasked Estep Score: -141376.859375 Penalty: 8148.175293 Iteration 20F: 3 clusters Score -141376.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 412 members Mstep: Class 2 contains 362 members Entering Unmasked Estep Score: -141475.156250 Penalty: 8148.175293 Iteration 21Q: 3 clusters Score -141475.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 408 members Mstep: Class 2 contains 366 members Entering Unmasked Estep Score: -141668.265625 Penalty: 8148.175293 Iteration 22Q: 3 clusters Score -141668.3 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 403 members Mstep: Class 2 contains 371 members Entering Unmasked Estep Score: -141845.546875 Penalty: 8148.175293 Iteration 23Q: 3 clusters Score -141845.5 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 404 members Mstep: Class 2 contains 370 members Entering Unmasked Estep Score: -141979.140625 Penalty: 8148.175293 Iteration 24Q: 3 clusters Score -141979.1 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 404 members Mstep: Class 2 contains 370 members Entering Unmasked Estep Score: -142118.609375 Penalty: 8148.175293 Iteration 25Q: 3 clusters Score -142118.6 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 399 members Mstep: Class 2 contains 375 members Entering Unmasked Estep Score: -142306.625000 Penalty: 8148.175293 Iteration 26Q: 3 clusters Score -142306.6 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 397 members Mstep: Class 2 contains 377 members Entering Unmasked Estep Score: -142877.093750 Penalty: 8148.175293 Iteration 27Q: 3 clusters Score -142877.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 392 members Mstep: Class 2 contains 382 members Entering Unmasked Estep Score: -143351.156250 Penalty: 8148.175293 Iteration 28Q: 3 clusters Score -143351.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 389 members Mstep: Class 2 contains 385 members Entering Unmasked Estep Score: -143393.984375 Penalty: 8148.175293 Iteration 29Q: 3 clusters Score -143394 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 384 members Mstep: Class 2 contains 390 members Entering Unmasked Estep Score: -143447.218750 Penalty: 8148.175293 Iteration 30Q: 3 clusters Score -143447.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 381 members Mstep: Class 2 contains 393 members Entering Unmasked Estep Score: -143476.609375 Penalty: 8148.175293 Iteration 31Q: 3 clusters Score -143476.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 378 members Mstep: Class 2 contains 396 members Entering Unmasked Estep Score: -143517.593750 Penalty: 8148.175293 Iteration 32Q: 3 clusters Score -143517.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 376 members Mstep: Class 2 contains 398 members Entering Unmasked Estep Score: -143533.000000 Penalty: 8148.175293 Iteration 33Q: 3 clusters Score -143533 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 376 members Mstep: Class 2 contains 398 members Entering Unmasked Estep Score: -143584.500000 Penalty: 8148.175293 Iteration 34F: 3 clusters Score -143584.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 367 members Mstep: Class 2 contains 407 members Entering Unmasked Estep Score: -143780.328125 Penalty: 8148.175293 Iteration 35Q: 3 clusters Score -143780.3 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 356 members Mstep: Class 2 contains 418 members Entering Unmasked Estep Score: -144174.406250 Penalty: 8148.175293 Iteration 36Q: 3 clusters Score -144174.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 355 members Mstep: Class 2 contains 419 members Entering Unmasked Estep Score: -144262.750000 Penalty: 8148.175293 Iteration 37Q: 3 clusters Score -144262.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 354 members Mstep: Class 2 contains 420 members Entering Unmasked Estep Score: -144347.843750 Penalty: 8148.175293 Iteration 38Q: 3 clusters Score -144347.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 354 members Mstep: Class 2 contains 420 members Entering Unmasked Estep Score: -144347.843750 Penalty: 8148.175293 Iteration 39F: 3 clusters Score -144347.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 157129 members Mstep: Class 2 contains 9979 members Mstep: Class 3 contains 157724 members Mstep: Class 4 contains 34962 members Mstep: Class 5 contains 47734 members Mstep: Class 6 contains 301 members Mstep: Class 7 contains 4791 members Mstep: Class 8 contains 28654 members Mstep: Class 9 contains 1324 members Mstep: Class 10 contains 354 members Mstep: Class 11 contains 338 members Mstep: Class 12 contains 142433 members Mstep: Class 13 contains 1841 members Mstep: Class 14 contains 897 members Mstep: Class 15 contains 1162 members Mstep: Class 16 contains 49124 members Mstep: Class 17 contains 638 members Mstep: Class 18 contains 13168 members Mstep: Class 19 contains 25134 members Mstep: Class 20 contains 275 members Mstep: Class 21 contains 643 members Mstep: Class 22 contains 420 members Entering Unmasked Estep Score: -147576960.000000 Penalty: 180948.125000 Splitting cluster 10 changes total score from -147578272.000000 to -147576960.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 11 (338 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 338 members Entering Unmasked Estep Score: -60628.722656 Penalty: 3566.615479 Iteration 0F: 2 clusters Score -60628.72 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 169 members Mstep: Class 2 contains 169 members Entering Unmasked Estep Score: -57610.023438 Penalty: 7133.230957 Iteration 0F: 3 clusters Score -57610.02 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 170 members Mstep: Class 2 contains 168 members Entering Unmasked Estep Score: -57710.941406 Penalty: 7133.230957 Iteration 1F: 3 clusters Score -57710.94 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 171 members Mstep: Class 2 contains 167 members Entering Unmasked Estep Score: -57750.542969 Penalty: 7133.230957 Iteration 2Q: 3 clusters Score -57750.54 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 175 members Mstep: Class 2 contains 163 members Entering Unmasked Estep Score: -57775.703125 Penalty: 7133.230957 Iteration 3Q: 3 clusters Score -57775.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 175 members Mstep: Class 2 contains 163 members Entering Unmasked Estep Score: -57775.703125 Penalty: 7133.230957 Iteration 4F: 3 clusters Score -57775.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (142433 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 142433 members Entering Unmasked Estep Score: -31701600.000000 Penalty: 7268.309082 Iteration 0F: 2 clusters Score -3.17016e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71130 members Mstep: Class 2 contains 71303 members Entering Unmasked Estep Score: -31607068.000000 Penalty: 14536.618164 Iteration 0F: 3 clusters Score -3.160707e+07 nChanged 65753 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 69797 members Mstep: Class 2 contains 72636 members Entering Unmasked Estep Score: -31644184.000000 Penalty: 14536.618164 Iteration 1F: 3 clusters Score -3.164418e+07 nChanged 6159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 69072 members Mstep: Class 2 contains 73361 members Entering Unmasked Estep Score: -31646674.000000 Penalty: 14536.618164 Iteration 2Q: 3 clusters Score -3.164667e+07 nChanged 6682 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 68028 members Mstep: Class 2 contains 74405 members Entering Unmasked Estep Score: -31649744.000000 Penalty: 14536.618164 Iteration 3Q: 3 clusters Score -3.164974e+07 nChanged 7864 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66216 members Mstep: Class 2 contains 76217 members Entering Unmasked Estep Score: -31654308.000000 Penalty: 14536.618164 Iteration 4F: 3 clusters Score -3.165431e+07 nChanged 9254 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63318 members Mstep: Class 2 contains 79115 members Entering Unmasked Estep Score: -31660226.000000 Penalty: 14536.618164 Iteration 5F: 3 clusters Score -3.166023e+07 nChanged 9953 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59059 members Mstep: Class 2 contains 83374 members Entering Unmasked Estep Score: -31666330.000000 Penalty: 14536.618164 Iteration 6F: 3 clusters Score -3.166633e+07 nChanged 9597 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53874 members Mstep: Class 2 contains 88559 members Entering Unmasked Estep Score: -31672314.000000 Penalty: 14536.618164 Iteration 7F: 3 clusters Score -3.167231e+07 nChanged 8530 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48156 members Mstep: Class 2 contains 94277 members Entering Unmasked Estep Score: -31677796.000000 Penalty: 14536.618164 Iteration 8F: 3 clusters Score -3.16778e+07 nChanged 7102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42624 members Mstep: Class 2 contains 99809 members Entering Unmasked Estep Score: -31682288.000000 Penalty: 14536.618164 Iteration 9Q: 3 clusters Score -3.168229e+07 nChanged 5660 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37852 members Mstep: Class 2 contains 104581 members Entering Unmasked Estep Score: -31685986.000000 Penalty: 14536.618164 Iteration 10Q: 3 clusters Score -3.168599e+07 nChanged 4667 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33675 members Mstep: Class 2 contains 108758 members Entering Unmasked Estep Score: -31689106.000000 Penalty: 14536.618164 Iteration 11Q: 3 clusters Score -3.168911e+07 nChanged 3788 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30239 members Mstep: Class 2 contains 112194 members Entering Unmasked Estep Score: -31691370.000000 Penalty: 14536.618164 Iteration 12Q: 3 clusters Score -3.169137e+07 nChanged 3022 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27383 members Mstep: Class 2 contains 115050 members Entering Unmasked Estep Score: -31692840.000000 Penalty: 14536.618164 Iteration 13Q: 3 clusters Score -3.169284e+07 nChanged 2497 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24978 members Mstep: Class 2 contains 117455 members Entering Unmasked Estep Score: -31694038.000000 Penalty: 14536.618164 Iteration 14Q: 3 clusters Score -3.169404e+07 nChanged 2044 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22956 members Mstep: Class 2 contains 119477 members Entering Unmasked Estep Score: -31694942.000000 Penalty: 14536.618164 Iteration 15Q: 3 clusters Score -3.169494e+07 nChanged 1724 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21238 members Mstep: Class 2 contains 121195 members Entering Unmasked Estep Score: -31695514.000000 Penalty: 14536.618164 Iteration 16Q: 3 clusters Score -3.169551e+07 nChanged 1518 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19728 members Mstep: Class 2 contains 122705 members Entering Unmasked Estep Score: -31696030.000000 Penalty: 14536.618164 Iteration 17Q: 3 clusters Score -3.169603e+07 nChanged 1354 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18374 members Mstep: Class 2 contains 124059 members Entering Unmasked Estep Score: -31696438.000000 Penalty: 14536.618164 Iteration 18Q: 3 clusters Score -3.169644e+07 nChanged 1183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17195 members Mstep: Class 2 contains 125238 members Entering Unmasked Estep Score: -31696868.000000 Penalty: 14536.618164 Iteration 19Q: 3 clusters Score -3.169687e+07 nChanged 1047 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16150 members Mstep: Class 2 contains 126283 members Entering Unmasked Estep Score: -31697278.000000 Penalty: 14536.618164 Iteration 20F: 3 clusters Score -3.169728e+07 nChanged 945 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15211 members Mstep: Class 2 contains 127222 members Entering Unmasked Estep Score: -31697676.000000 Penalty: 14536.618164 Iteration 21Q: 3 clusters Score -3.169768e+07 nChanged 871 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14372 members Mstep: Class 2 contains 128061 members Entering Unmasked Estep Score: -31698018.000000 Penalty: 14536.618164 Iteration 22Q: 3 clusters Score -3.169802e+07 nChanged 737 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13665 members Mstep: Class 2 contains 128768 members Entering Unmasked Estep Score: -31698394.000000 Penalty: 14536.618164 Iteration 23Q: 3 clusters Score -3.169839e+07 nChanged 615 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13074 members Mstep: Class 2 contains 129359 members Entering Unmasked Estep Score: -31698510.000000 Penalty: 14536.618164 Iteration 24Q: 3 clusters Score -3.169851e+07 nChanged 540 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12564 members Mstep: Class 2 contains 129869 members Entering Unmasked Estep Score: -31698690.000000 Penalty: 14536.618164 Iteration 25Q: 3 clusters Score -3.169869e+07 nChanged 455 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12141 members Mstep: Class 2 contains 130292 members Entering Unmasked Estep Score: -31698866.000000 Penalty: 14536.618164 Iteration 26Q: 3 clusters Score -3.169887e+07 nChanged 414 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11761 members Mstep: Class 2 contains 130672 members Entering Unmasked Estep Score: -31698964.000000 Penalty: 14536.618164 Iteration 27Q: 3 clusters Score -3.169896e+07 nChanged 414 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11393 members Mstep: Class 2 contains 131040 members Entering Unmasked Estep Score: -31699266.000000 Penalty: 14536.618164 Iteration 28Q: 3 clusters Score -3.169927e+07 nChanged 448 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11031 members Mstep: Class 2 contains 131402 members Entering Unmasked Estep Score: -31699656.000000 Penalty: 14536.618164 Iteration 29Q: 3 clusters Score -3.169966e+07 nChanged 478 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10679 members Mstep: Class 2 contains 131754 members Entering Unmasked Estep Score: -31700064.000000 Penalty: 14536.618164 Iteration 30Q: 3 clusters Score -3.170006e+07 nChanged 494 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10367 members Mstep: Class 2 contains 132066 members Entering Unmasked Estep Score: -31700450.000000 Penalty: 14536.618164 Iteration 31Q: 3 clusters Score -3.170045e+07 nChanged 469 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10166 members Mstep: Class 2 contains 132267 members Entering Unmasked Estep Score: -31700614.000000 Penalty: 14536.618164 Iteration 32Q: 3 clusters Score -3.170061e+07 nChanged 362 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10040 members Mstep: Class 2 contains 132393 members Entering Unmasked Estep Score: -31700708.000000 Penalty: 14536.618164 Iteration 33Q: 3 clusters Score -3.170071e+07 nChanged 214 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9952 members Mstep: Class 2 contains 132481 members Entering Unmasked Estep Score: -31700736.000000 Penalty: 14536.618164 Iteration 34Q: 3 clusters Score -3.170074e+07 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9860 members Mstep: Class 2 contains 132573 members Entering Unmasked Estep Score: -31700824.000000 Penalty: 14536.618164 Iteration 35Q: 3 clusters Score -3.170082e+07 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9793 members Mstep: Class 2 contains 132640 members Entering Unmasked Estep Score: -31700832.000000 Penalty: 14536.618164 Iteration 36Q: 3 clusters Score -3.170083e+07 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9751 members Mstep: Class 2 contains 132682 members Entering Unmasked Estep Score: -31700816.000000 Penalty: 14536.618164 Iteration 37Q: 3 clusters Score -3.170082e+07 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9725 members Mstep: Class 2 contains 132708 members Entering Unmasked Estep Score: -31700810.000000 Penalty: 14536.618164 Iteration 38Q: 3 clusters Score -3.170081e+07 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9713 members Mstep: Class 2 contains 132720 members Entering Unmasked Estep Score: -31700810.000000 Penalty: 14536.618164 Iteration 39Q: 3 clusters Score -3.170081e+07 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9698 members Mstep: Class 2 contains 132735 members Entering Unmasked Estep Score: -31700810.000000 Penalty: 14536.618164 Iteration 40F: 3 clusters Score -3.170081e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9687 members Mstep: Class 2 contains 132746 members Entering Unmasked Estep Score: -31700806.000000 Penalty: 14536.618164 Iteration 41Q: 3 clusters Score -3.170081e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9687 members Mstep: Class 2 contains 132746 members Entering Unmasked Estep Score: -31700828.000000 Penalty: 14536.618164 Iteration 42Q: 3 clusters Score -3.170083e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9683 members Mstep: Class 2 contains 132750 members Entering Unmasked Estep Score: -31700848.000000 Penalty: 14536.618164 Iteration 43Q: 3 clusters Score -3.170085e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9681 members Mstep: Class 2 contains 132752 members Entering Unmasked Estep Score: -31700838.000000 Penalty: 14536.618164 Iteration 44Q: 3 clusters Score -3.170084e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9676 members Mstep: Class 2 contains 132757 members Entering Unmasked Estep Score: -31700834.000000 Penalty: 14536.618164 Iteration 45Q: 3 clusters Score -3.170083e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9672 members Mstep: Class 2 contains 132761 members Entering Unmasked Estep Score: -31700818.000000 Penalty: 14536.618164 Iteration 46Q: 3 clusters Score -3.170082e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9671 members Mstep: Class 2 contains 132762 members Entering Unmasked Estep Score: -31700806.000000 Penalty: 14536.618164 Iteration 47Q: 3 clusters Score -3.170081e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9668 members Mstep: Class 2 contains 132765 members Entering Unmasked Estep Score: -31700806.000000 Penalty: 14536.618164 Iteration 48Q: 3 clusters Score -3.170081e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9664 members Mstep: Class 2 contains 132769 members Entering Unmasked Estep Score: -31700818.000000 Penalty: 14536.618164 Iteration 49Q: 3 clusters Score -3.170082e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9664 members Mstep: Class 2 contains 132769 members Entering Unmasked Estep Score: -31700818.000000 Penalty: 14536.618164 Iteration 50F: 3 clusters Score -3.170082e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (1841 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1841 members Entering Unmasked Estep Score: -398209.562500 Penalty: 4604.814453 Iteration 0F: 2 clusters Score -398209.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 887 members Mstep: Class 2 contains 954 members Entering Unmasked Estep Score: -393302.125000 Penalty: 9209.628906 Iteration 0F: 3 clusters Score -393302.1 nChanged 414 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 861 members Mstep: Class 2 contains 980 members Entering Unmasked Estep Score: -393861.093750 Penalty: 9209.628906 Iteration 1F: 3 clusters Score -393861.1 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 861 members Mstep: Class 2 contains 980 members Entering Unmasked Estep Score: -393988.750000 Penalty: 9209.628906 Iteration 2Q: 3 clusters Score -393988.8 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 850 members Mstep: Class 2 contains 991 members Entering Unmasked Estep Score: -394066.343750 Penalty: 9209.628906 Iteration 3Q: 3 clusters Score -394066.3 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 837 members Mstep: Class 2 contains 1004 members Entering Unmasked Estep Score: -394113.875000 Penalty: 9209.628906 Iteration 4Q: 3 clusters Score -394113.9 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 833 members Mstep: Class 2 contains 1008 members Entering Unmasked Estep Score: -394143.593750 Penalty: 9209.628906 Iteration 5Q: 3 clusters Score -394143.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 829 members Mstep: Class 2 contains 1012 members Entering Unmasked Estep Score: -394158.531250 Penalty: 9209.628906 Iteration 6Q: 3 clusters Score -394158.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 826 members Mstep: Class 2 contains 1015 members Entering Unmasked Estep Score: -394166.718750 Penalty: 9209.628906 Iteration 7Q: 3 clusters Score -394166.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 829 members Mstep: Class 2 contains 1012 members Entering Unmasked Estep Score: -394173.250000 Penalty: 9209.628906 Iteration 8Q: 3 clusters Score -394173.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 828 members Mstep: Class 2 contains 1013 members Entering Unmasked Estep Score: -394175.625000 Penalty: 9209.628906 Iteration 9Q: 3 clusters Score -394175.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 829 members Mstep: Class 2 contains 1012 members Entering Unmasked Estep Score: -394179.875000 Penalty: 9209.628906 Iteration 10Q: 3 clusters Score -394179.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 829 members Mstep: Class 2 contains 1012 members Entering Unmasked Estep Score: -394184.375000 Penalty: 9209.628906 Iteration 11Q: 3 clusters Score -394184.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 830 members Mstep: Class 2 contains 1011 members Entering Unmasked Estep Score: -394186.843750 Penalty: 9209.628906 Iteration 12Q: 3 clusters Score -394186.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 829 members Mstep: Class 2 contains 1012 members Entering Unmasked Estep Score: -394190.812500 Penalty: 9209.628906 Iteration 13Q: 3 clusters Score -394190.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 828 members Mstep: Class 2 contains 1013 members Entering Unmasked Estep Score: -394197.656250 Penalty: 9209.628906 Iteration 14Q: 3 clusters Score -394197.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 827 members Mstep: Class 2 contains 1014 members Entering Unmasked Estep Score: -394202.656250 Penalty: 9209.628906 Iteration 15Q: 3 clusters Score -394202.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 827 members Mstep: Class 2 contains 1014 members Entering Unmasked Estep Score: -394202.656250 Penalty: 9209.628906 Iteration 16F: 3 clusters Score -394202.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (897 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 897 members Entering Unmasked Estep Score: -176652.515625 Penalty: 4164.421875 Iteration 0F: 2 clusters Score -176652.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 433 members Mstep: Class 2 contains 464 members Entering Unmasked Estep Score: -172687.093750 Penalty: 8328.843750 Iteration 0F: 3 clusters Score -172687.1 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 436 members Mstep: Class 2 contains 461 members Entering Unmasked Estep Score: -173034.468750 Penalty: 8328.843750 Iteration 1F: 3 clusters Score -173034.5 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 440 members Mstep: Class 2 contains 457 members Entering Unmasked Estep Score: -173166.484375 Penalty: 8328.843750 Iteration 2Q: 3 clusters Score -173166.5 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 448 members Mstep: Class 2 contains 449 members Entering Unmasked Estep Score: -173302.296875 Penalty: 8328.843750 Iteration 3Q: 3 clusters Score -173302.3 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 459 members Mstep: Class 2 contains 438 members Entering Unmasked Estep Score: -173465.781250 Penalty: 8328.843750 Iteration 4Q: 3 clusters Score -173465.8 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 463 members Mstep: Class 2 contains 434 members Entering Unmasked Estep Score: -173610.203125 Penalty: 8328.843750 Iteration 5Q: 3 clusters Score -173610.2 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 462 members Mstep: Class 2 contains 435 members Entering Unmasked Estep Score: -173725.187500 Penalty: 8328.843750 Iteration 6Q: 3 clusters Score -173725.2 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 454 members Mstep: Class 2 contains 443 members Entering Unmasked Estep Score: -173821.453125 Penalty: 8328.843750 Iteration 7Q: 3 clusters Score -173821.5 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 451 members Mstep: Class 2 contains 446 members Entering Unmasked Estep Score: -173960.515625 Penalty: 8328.843750 Iteration 8Q: 3 clusters Score -173960.5 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 446 members Mstep: Class 2 contains 451 members Entering Unmasked Estep Score: -174194.781250 Penalty: 8328.843750 Iteration 9Q: 3 clusters Score -174194.8 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 432 members Mstep: Class 2 contains 465 members Entering Unmasked Estep Score: -174401.359375 Penalty: 8328.843750 Iteration 10Q: 3 clusters Score -174401.4 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 428 members Mstep: Class 2 contains 469 members Entering Unmasked Estep Score: -174499.015625 Penalty: 8328.843750 Iteration 11Q: 3 clusters Score -174499 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 422 members Mstep: Class 2 contains 475 members Entering Unmasked Estep Score: -174542.312500 Penalty: 8328.843750 Iteration 12Q: 3 clusters Score -174542.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 418 members Mstep: Class 2 contains 479 members Entering Unmasked Estep Score: -174573.109375 Penalty: 8328.843750 Iteration 13Q: 3 clusters Score -174573.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 415 members Mstep: Class 2 contains 482 members Entering Unmasked Estep Score: -174604.328125 Penalty: 8328.843750 Iteration 14Q: 3 clusters Score -174604.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 416 members Mstep: Class 2 contains 481 members Entering Unmasked Estep Score: -174615.031250 Penalty: 8328.843750 Iteration 15Q: 3 clusters Score -174615 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 416 members Mstep: Class 2 contains 481 members Entering Unmasked Estep Score: -174619.218750 Penalty: 8328.843750 Iteration 16Q: 3 clusters Score -174619.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 416 members Mstep: Class 2 contains 481 members Entering Unmasked Estep Score: -174619.218750 Penalty: 8328.843750 Iteration 17F: 3 clusters Score -174619.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (1162 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1162 members Entering Unmasked Estep Score: -226871.296875 Penalty: 4322.962402 Iteration 0F: 2 clusters Score -226871.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 574 members Mstep: Class 2 contains 588 members Entering Unmasked Estep Score: -222588.593750 Penalty: 8645.924805 Iteration 0F: 3 clusters Score -222588.6 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 578 members Mstep: Class 2 contains 584 members Entering Unmasked Estep Score: -222977.109375 Penalty: 8645.924805 Iteration 1F: 3 clusters Score -222977.1 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 581 members Mstep: Class 2 contains 581 members Entering Unmasked Estep Score: -223109.218750 Penalty: 8645.924805 Iteration 2Q: 3 clusters Score -223109.2 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 579 members Mstep: Class 2 contains 583 members Entering Unmasked Estep Score: -223246.671875 Penalty: 8645.924805 Iteration 3Q: 3 clusters Score -223246.7 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 589 members Mstep: Class 2 contains 573 members Entering Unmasked Estep Score: -223357.750000 Penalty: 8645.924805 Iteration 4Q: 3 clusters Score -223357.8 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 598 members Mstep: Class 2 contains 564 members Entering Unmasked Estep Score: -223423.156250 Penalty: 8645.924805 Iteration 5Q: 3 clusters Score -223423.2 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 605 members Mstep: Class 2 contains 557 members Entering Unmasked Estep Score: -223455.875000 Penalty: 8645.924805 Iteration 6Q: 3 clusters Score -223455.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 608 members Mstep: Class 2 contains 554 members Entering Unmasked Estep Score: -223482.687500 Penalty: 8645.924805 Iteration 7Q: 3 clusters Score -223482.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 612 members Mstep: Class 2 contains 550 members Entering Unmasked Estep Score: -223499.296875 Penalty: 8645.924805 Iteration 8Q: 3 clusters Score -223499.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 615 members Mstep: Class 2 contains 547 members Entering Unmasked Estep Score: -223516.187500 Penalty: 8645.924805 Iteration 9Q: 3 clusters Score -223516.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 614 members Mstep: Class 2 contains 548 members Entering Unmasked Estep Score: -223529.281250 Penalty: 8645.924805 Iteration 10Q: 3 clusters Score -223529.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 615 members Mstep: Class 2 contains 547 members Entering Unmasked Estep Score: -223530.781250 Penalty: 8645.924805 Iteration 11Q: 3 clusters Score -223530.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 615 members Mstep: Class 2 contains 547 members Entering Unmasked Estep Score: -223530.781250 Penalty: 8645.924805 Iteration 12F: 3 clusters Score -223530.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (49124 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49124 members Entering Unmasked Estep Score: -10772187.000000 Penalty: 6616.288086 Iteration 0F: 2 clusters Score -1.077219e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24614 members Mstep: Class 2 contains 24510 members Entering Unmasked Estep Score: -10737144.000000 Penalty: 13232.576172 Iteration 0F: 3 clusters Score -1.073714e+07 nChanged 21688 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25086 members Mstep: Class 2 contains 24038 members Entering Unmasked Estep Score: -10748549.000000 Penalty: 13232.576172 Iteration 1F: 3 clusters Score -1.074855e+07 nChanged 2742 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25496 members Mstep: Class 2 contains 23628 members Entering Unmasked Estep Score: -10749664.000000 Penalty: 13232.576172 Iteration 2F: 3 clusters Score -1.074966e+07 nChanged 2564 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26084 members Mstep: Class 2 contains 23040 members Entering Unmasked Estep Score: -10750869.000000 Penalty: 13232.576172 Iteration 3F: 3 clusters Score -1.075087e+07 nChanged 2552 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26880 members Mstep: Class 2 contains 22244 members Entering Unmasked Estep Score: -10752235.000000 Penalty: 13232.576172 Iteration 4F: 3 clusters Score -1.075224e+07 nChanged 2699 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27893 members Mstep: Class 2 contains 21231 members Entering Unmasked Estep Score: -10753979.000000 Penalty: 13232.576172 Iteration 5F: 3 clusters Score -1.075398e+07 nChanged 3055 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29222 members Mstep: Class 2 contains 19902 members Entering Unmasked Estep Score: -10756229.000000 Penalty: 13232.576172 Iteration 6F: 3 clusters Score -1.075623e+07 nChanged 3410 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30762 members Mstep: Class 2 contains 18362 members Entering Unmasked Estep Score: -10759110.000000 Penalty: 13232.576172 Iteration 7F: 3 clusters Score -1.075911e+07 nChanged 3388 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32240 members Mstep: Class 2 contains 16884 members Entering Unmasked Estep Score: -10762254.000000 Penalty: 13232.576172 Iteration 8F: 3 clusters Score -1.076225e+07 nChanged 2952 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33510 members Mstep: Class 2 contains 15614 members Entering Unmasked Estep Score: -10765312.000000 Penalty: 13232.576172 Iteration 9F: 3 clusters Score -1.076531e+07 nChanged 2352 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34510 members Mstep: Class 2 contains 14614 members Entering Unmasked Estep Score: -10767898.000000 Penalty: 13232.576172 Iteration 10Q: 3 clusters Score -1.07679e+07 nChanged 1446 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35136 members Mstep: Class 2 contains 13988 members Entering Unmasked Estep Score: -10769106.000000 Penalty: 13232.576172 Iteration 11Q: 3 clusters Score -1.076911e+07 nChanged 795 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35587 members Mstep: Class 2 contains 13537 members Entering Unmasked Estep Score: -10769490.000000 Penalty: 13232.576172 Iteration 12Q: 3 clusters Score -1.076949e+07 nChanged 425 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35910 members Mstep: Class 2 contains 13214 members Entering Unmasked Estep Score: -10769601.000000 Penalty: 13232.576172 Iteration 13Q: 3 clusters Score -1.07696e+07 nChanged 284 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36150 members Mstep: Class 2 contains 12974 members Entering Unmasked Estep Score: -10769660.000000 Penalty: 13232.576172 Iteration 14Q: 3 clusters Score -1.076966e+07 nChanged 189 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36315 members Mstep: Class 2 contains 12809 members Entering Unmasked Estep Score: -10769691.000000 Penalty: 13232.576172 Iteration 15Q: 3 clusters Score -1.076969e+07 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36459 members Mstep: Class 2 contains 12665 members Entering Unmasked Estep Score: -10769716.000000 Penalty: 13232.576172 Iteration 16Q: 3 clusters Score -1.076972e+07 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36573 members Mstep: Class 2 contains 12551 members Entering Unmasked Estep Score: -10769767.000000 Penalty: 13232.576172 Iteration 17Q: 3 clusters Score -1.076977e+07 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36669 members Mstep: Class 2 contains 12455 members Entering Unmasked Estep Score: -10769800.000000 Penalty: 13232.576172 Iteration 18Q: 3 clusters Score -1.07698e+07 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36745 members Mstep: Class 2 contains 12379 members Entering Unmasked Estep Score: -10769830.000000 Penalty: 13232.576172 Iteration 19Q: 3 clusters Score -1.076983e+07 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36816 members Mstep: Class 2 contains 12308 members Entering Unmasked Estep Score: -10769840.000000 Penalty: 13232.576172 Iteration 20F: 3 clusters Score -1.076984e+07 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36875 members Mstep: Class 2 contains 12249 members Entering Unmasked Estep Score: -10769860.000000 Penalty: 13232.576172 Iteration 21Q: 3 clusters Score -1.076986e+07 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36922 members Mstep: Class 2 contains 12202 members Entering Unmasked Estep Score: -10769853.000000 Penalty: 13232.576172 Iteration 22Q: 3 clusters Score -1.076985e+07 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36964 members Mstep: Class 2 contains 12160 members Entering Unmasked Estep Score: -10769850.000000 Penalty: 13232.576172 Iteration 23Q: 3 clusters Score -1.076985e+07 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36991 members Mstep: Class 2 contains 12133 members Entering Unmasked Estep Score: -10769859.000000 Penalty: 13232.576172 Iteration 24Q: 3 clusters Score -1.076986e+07 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37015 members Mstep: Class 2 contains 12109 members Entering Unmasked Estep Score: -10769849.000000 Penalty: 13232.576172 Iteration 25Q: 3 clusters Score -1.076985e+07 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37038 members Mstep: Class 2 contains 12086 members Entering Unmasked Estep Score: -10769898.000000 Penalty: 13232.576172 Iteration 26Q: 3 clusters Score -1.07699e+07 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37062 members Mstep: Class 2 contains 12062 members Entering Unmasked Estep Score: -10769878.000000 Penalty: 13232.576172 Iteration 27Q: 3 clusters Score -1.076988e+07 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37090 members Mstep: Class 2 contains 12034 members Entering Unmasked Estep Score: -10769876.000000 Penalty: 13232.576172 Iteration 28Q: 3 clusters Score -1.076988e+07 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37117 members Mstep: Class 2 contains 12007 members Entering Unmasked Estep Score: -10769870.000000 Penalty: 13232.576172 Iteration 29Q: 3 clusters Score -1.076987e+07 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37142 members Mstep: Class 2 contains 11982 members Entering Unmasked Estep Score: -10769887.000000 Penalty: 13232.576172 Iteration 30Q: 3 clusters Score -1.076989e+07 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37161 members Mstep: Class 2 contains 11963 members Entering Unmasked Estep Score: -10769876.000000 Penalty: 13232.576172 Iteration 31Q: 3 clusters Score -1.076988e+07 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37189 members Mstep: Class 2 contains 11935 members Entering Unmasked Estep Score: -10769869.000000 Penalty: 13232.576172 Iteration 32Q: 3 clusters Score -1.076987e+07 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37219 members Mstep: Class 2 contains 11905 members Entering Unmasked Estep Score: -10769895.000000 Penalty: 13232.576172 Iteration 33Q: 3 clusters Score -1.07699e+07 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37245 members Mstep: Class 2 contains 11879 members Entering Unmasked Estep Score: -10769884.000000 Penalty: 13232.576172 Iteration 34Q: 3 clusters Score -1.076988e+07 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37272 members Mstep: Class 2 contains 11852 members Entering Unmasked Estep Score: -10769901.000000 Penalty: 13232.576172 Iteration 35Q: 3 clusters Score -1.07699e+07 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37293 members Mstep: Class 2 contains 11831 members Entering Unmasked Estep Score: -10769917.000000 Penalty: 13232.576172 Iteration 36Q: 3 clusters Score -1.076992e+07 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37316 members Mstep: Class 2 contains 11808 members Entering Unmasked Estep Score: -10769926.000000 Penalty: 13232.576172 Iteration 37Q: 3 clusters Score -1.076993e+07 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37335 members Mstep: Class 2 contains 11789 members Entering Unmasked Estep Score: -10769911.000000 Penalty: 13232.576172 Iteration 38Q: 3 clusters Score -1.076991e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37346 members Mstep: Class 2 contains 11778 members Entering Unmasked Estep Score: -10769913.000000 Penalty: 13232.576172 Iteration 39Q: 3 clusters Score -1.076991e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37354 members Mstep: Class 2 contains 11770 members Entering Unmasked Estep Score: -10769912.000000 Penalty: 13232.576172 Iteration 40F: 3 clusters Score -1.076991e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37361 members Mstep: Class 2 contains 11763 members Entering Unmasked Estep Score: -10769897.000000 Penalty: 13232.576172 Iteration 41Q: 3 clusters Score -1.07699e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37369 members Mstep: Class 2 contains 11755 members Entering Unmasked Estep Score: -10769910.000000 Penalty: 13232.576172 Iteration 42Q: 3 clusters Score -1.076991e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37378 members Mstep: Class 2 contains 11746 members Entering Unmasked Estep Score: -10769912.000000 Penalty: 13232.576172 Iteration 43Q: 3 clusters Score -1.076991e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37386 members Mstep: Class 2 contains 11738 members Entering Unmasked Estep Score: -10769913.000000 Penalty: 13232.576172 Iteration 44Q: 3 clusters Score -1.076991e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37390 members Mstep: Class 2 contains 11734 members Entering Unmasked Estep Score: -10769912.000000 Penalty: 13232.576172 Iteration 45Q: 3 clusters Score -1.076991e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37392 members Mstep: Class 2 contains 11732 members Entering Unmasked Estep Score: -10769911.000000 Penalty: 13232.576172 Iteration 46Q: 3 clusters Score -1.076991e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37394 members Mstep: Class 2 contains 11730 members Entering Unmasked Estep Score: -10769912.000000 Penalty: 13232.576172 Iteration 47Q: 3 clusters Score -1.076991e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37396 members Mstep: Class 2 contains 11728 members Entering Unmasked Estep Score: -10769921.000000 Penalty: 13232.576172 Iteration 48Q: 3 clusters Score -1.076992e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37398 members Mstep: Class 2 contains 11726 members Entering Unmasked Estep Score: -10769922.000000 Penalty: 13232.576172 Iteration 49Q: 3 clusters Score -1.076992e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37398 members Mstep: Class 2 contains 11726 members Entering Unmasked Estep Score: -10769922.000000 Penalty: 13232.576172 Iteration 50F: 3 clusters Score -1.076992e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (638 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 638 members Entering Unmasked Estep Score: -127849.125000 Penalty: 3955.732178 Iteration 0F: 2 clusters Score -127849.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 315 members Mstep: Class 2 contains 323 members Entering Unmasked Estep Score: -124403.421875 Penalty: 7911.464355 Iteration 0F: 3 clusters Score -124403.4 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 323 members Mstep: Class 2 contains 315 members Entering Unmasked Estep Score: -124770.781250 Penalty: 7911.464355 Iteration 1F: 3 clusters Score -124770.8 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 332 members Mstep: Class 2 contains 306 members Entering Unmasked Estep Score: -124916.781250 Penalty: 7911.464355 Iteration 2Q: 3 clusters Score -124916.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 338 members Mstep: Class 2 contains 300 members Entering Unmasked Estep Score: -125076.539062 Penalty: 7911.464355 Iteration 3Q: 3 clusters Score -125076.5 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 348 members Mstep: Class 2 contains 290 members Entering Unmasked Estep Score: -125180.531250 Penalty: 7911.464355 Iteration 4Q: 3 clusters Score -125180.5 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 360 members Mstep: Class 2 contains 278 members Entering Unmasked Estep Score: -125269.476562 Penalty: 7911.464355 Iteration 5Q: 3 clusters Score -125269.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 365 members Mstep: Class 2 contains 273 members Entering Unmasked Estep Score: -125342.312500 Penalty: 7911.464355 Iteration 6Q: 3 clusters Score -125342.3 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 369 members Mstep: Class 2 contains 269 members Entering Unmasked Estep Score: -125459.945312 Penalty: 7911.464355 Iteration 7Q: 3 clusters Score -125459.9 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 377 members Mstep: Class 2 contains 261 members Entering Unmasked Estep Score: -125753.062500 Penalty: 7911.464355 Iteration 8Q: 3 clusters Score -125753.1 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 384 members Mstep: Class 2 contains 254 members Entering Unmasked Estep Score: -126062.375000 Penalty: 7911.464355 Iteration 9Q: 3 clusters Score -126062.4 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 392 members Mstep: Class 2 contains 246 members Entering Unmasked Estep Score: -126301.632812 Penalty: 7911.464355 Iteration 10Q: 3 clusters Score -126301.6 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 398 members Mstep: Class 2 contains 240 members Entering Unmasked Estep Score: -126485.984375 Penalty: 7911.464355 Iteration 11Q: 3 clusters Score -126486 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 409 members Mstep: Class 2 contains 229 members Entering Unmasked Estep Score: -126567.156250 Penalty: 7911.464355 Iteration 12Q: 3 clusters Score -126567.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 407 members Mstep: Class 2 contains 231 members Entering Unmasked Estep Score: -126601.085938 Penalty: 7911.464355 Iteration 13Q: 3 clusters Score -126601.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 405 members Mstep: Class 2 contains 233 members Entering Unmasked Estep Score: -126611.421875 Penalty: 7911.464355 Iteration 14Q: 3 clusters Score -126611.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 404 members Mstep: Class 2 contains 234 members Entering Unmasked Estep Score: -126619.617188 Penalty: 7911.464355 Iteration 15Q: 3 clusters Score -126619.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 404 members Mstep: Class 2 contains 234 members Entering Unmasked Estep Score: -126620.367188 Penalty: 7911.464355 Iteration 16F: 3 clusters Score -126620.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 403 members Mstep: Class 2 contains 235 members Entering Unmasked Estep Score: -126651.195312 Penalty: 7911.464355 Iteration 17Q: 3 clusters Score -126651.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 399 members Mstep: Class 2 contains 239 members Entering Unmasked Estep Score: -126727.234375 Penalty: 7911.464355 Iteration 18Q: 3 clusters Score -126727.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 398 members Mstep: Class 2 contains 240 members Entering Unmasked Estep Score: -126749.835938 Penalty: 7911.464355 Iteration 19Q: 3 clusters Score -126749.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 394 members Mstep: Class 2 contains 244 members Entering Unmasked Estep Score: -126770.914062 Penalty: 7911.464355 Iteration 20F: 3 clusters Score -126770.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 393 members Mstep: Class 2 contains 245 members Entering Unmasked Estep Score: -126782.046875 Penalty: 7911.464355 Iteration 21Q: 3 clusters Score -126782 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 393 members Mstep: Class 2 contains 245 members Entering Unmasked Estep Score: -126782.046875 Penalty: 7911.464355 Iteration 22F: 3 clusters Score -126782 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (13168 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13168 members Entering Unmasked Estep Score: -2901202.500000 Penalty: 5809.896484 Iteration 0F: 2 clusters Score -2901202 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6597 members Mstep: Class 2 contains 6571 members Entering Unmasked Estep Score: -2888949.750000 Penalty: 11619.792969 Iteration 0F: 3 clusters Score -2888950 nChanged 5054 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6651 members Mstep: Class 2 contains 6517 members Entering Unmasked Estep Score: -2891641.250000 Penalty: 11619.792969 Iteration 1F: 3 clusters Score -2891641 nChanged 933 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6644 members Mstep: Class 2 contains 6524 members Entering Unmasked Estep Score: -2892131.500000 Penalty: 11619.792969 Iteration 2F: 3 clusters Score -2892132 nChanged 601 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6643 members Mstep: Class 2 contains 6525 members Entering Unmasked Estep Score: -2892399.750000 Penalty: 11619.792969 Iteration 3Q: 3 clusters Score -2892400 nChanged 438 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6641 members Mstep: Class 2 contains 6527 members Entering Unmasked Estep Score: -2892610.000000 Penalty: 11619.792969 Iteration 4Q: 3 clusters Score -2892610 nChanged 366 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6663 members Mstep: Class 2 contains 6505 members Entering Unmasked Estep Score: -2892769.250000 Penalty: 11619.792969 Iteration 5Q: 3 clusters Score -2892769 nChanged 289 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6664 members Mstep: Class 2 contains 6504 members Entering Unmasked Estep Score: -2892902.750000 Penalty: 11619.792969 Iteration 6Q: 3 clusters Score -2892903 nChanged 244 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6666 members Mstep: Class 2 contains 6502 members Entering Unmasked Estep Score: -2893019.250000 Penalty: 11619.792969 Iteration 7Q: 3 clusters Score -2893019 nChanged 241 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6681 members Mstep: Class 2 contains 6487 members Entering Unmasked Estep Score: -2893170.000000 Penalty: 11619.792969 Iteration 8Q: 3 clusters Score -2893170 nChanged 270 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6709 members Mstep: Class 2 contains 6459 members Entering Unmasked Estep Score: -2893296.250000 Penalty: 11619.792969 Iteration 9Q: 3 clusters Score -2893296 nChanged 272 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6731 members Mstep: Class 2 contains 6437 members Entering Unmasked Estep Score: -2893435.500000 Penalty: 11619.792969 Iteration 10Q: 3 clusters Score -2893436 nChanged 244 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6753 members Mstep: Class 2 contains 6415 members Entering Unmasked Estep Score: -2893531.000000 Penalty: 11619.792969 Iteration 11Q: 3 clusters Score -2893531 nChanged 209 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6766 members Mstep: Class 2 contains 6402 members Entering Unmasked Estep Score: -2893616.250000 Penalty: 11619.792969 Iteration 12Q: 3 clusters Score -2893616 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6768 members Mstep: Class 2 contains 6400 members Entering Unmasked Estep Score: -2893683.250000 Penalty: 11619.792969 Iteration 13Q: 3 clusters Score -2893683 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6768 members Mstep: Class 2 contains 6400 members Entering Unmasked Estep Score: -2893737.250000 Penalty: 11619.792969 Iteration 14Q: 3 clusters Score -2893737 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6767 members Mstep: Class 2 contains 6401 members Entering Unmasked Estep Score: -2893779.000000 Penalty: 11619.792969 Iteration 15Q: 3 clusters Score -2893779 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6749 members Mstep: Class 2 contains 6419 members Entering Unmasked Estep Score: -2893810.250000 Penalty: 11619.792969 Iteration 16Q: 3 clusters Score -2893810 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6723 members Mstep: Class 2 contains 6445 members Entering Unmasked Estep Score: -2893869.250000 Penalty: 11619.792969 Iteration 17Q: 3 clusters Score -2893869 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6672 members Mstep: Class 2 contains 6496 members Entering Unmasked Estep Score: -2893923.500000 Penalty: 11619.792969 Iteration 18Q: 3 clusters Score -2893924 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6628 members Mstep: Class 2 contains 6540 members Entering Unmasked Estep Score: -2893978.250000 Penalty: 11619.792969 Iteration 19Q: 3 clusters Score -2893978 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6596 members Mstep: Class 2 contains 6572 members Entering Unmasked Estep Score: -2894020.500000 Penalty: 11619.792969 Iteration 20F: 3 clusters Score -2894020 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6550 members Mstep: Class 2 contains 6618 members Entering Unmasked Estep Score: -2894072.500000 Penalty: 11619.792969 Iteration 21Q: 3 clusters Score -2894072 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6483 members Mstep: Class 2 contains 6685 members Entering Unmasked Estep Score: -2894125.500000 Penalty: 11619.792969 Iteration 22Q: 3 clusters Score -2894126 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6416 members Mstep: Class 2 contains 6752 members Entering Unmasked Estep Score: -2894204.000000 Penalty: 11619.792969 Iteration 23Q: 3 clusters Score -2894204 nChanged 222 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6322 members Mstep: Class 2 contains 6846 members Entering Unmasked Estep Score: -2894304.250000 Penalty: 11619.792969 Iteration 24Q: 3 clusters Score -2894304 nChanged 250 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6200 members Mstep: Class 2 contains 6968 members Entering Unmasked Estep Score: -2894428.250000 Penalty: 11619.792969 Iteration 25Q: 3 clusters Score -2894428 nChanged 265 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6061 members Mstep: Class 2 contains 7107 members Entering Unmasked Estep Score: -2894550.000000 Penalty: 11619.792969 Iteration 26Q: 3 clusters Score -2894550 nChanged 269 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5922 members Mstep: Class 2 contains 7246 members Entering Unmasked Estep Score: -2894675.750000 Penalty: 11619.792969 Iteration 27Q: 3 clusters Score -2894676 nChanged 270 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5758 members Mstep: Class 2 contains 7410 members Entering Unmasked Estep Score: -2894798.500000 Penalty: 11619.792969 Iteration 28Q: 3 clusters Score -2894798 nChanged 261 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5581 members Mstep: Class 2 contains 7587 members Entering Unmasked Estep Score: -2894921.500000 Penalty: 11619.792969 Iteration 29Q: 3 clusters Score -2894922 nChanged 265 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5394 members Mstep: Class 2 contains 7774 members Entering Unmasked Estep Score: -2895037.000000 Penalty: 11619.792969 Iteration 30Q: 3 clusters Score -2895037 nChanged 281 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5205 members Mstep: Class 2 contains 7963 members Entering Unmasked Estep Score: -2895179.500000 Penalty: 11619.792969 Iteration 31Q: 3 clusters Score -2895180 nChanged 289 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4980 members Mstep: Class 2 contains 8188 members Entering Unmasked Estep Score: -2895317.000000 Penalty: 11619.792969 Iteration 32Q: 3 clusters Score -2895317 nChanged 281 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4763 members Mstep: Class 2 contains 8405 members Entering Unmasked Estep Score: -2895463.000000 Penalty: 11619.792969 Iteration 33Q: 3 clusters Score -2895463 nChanged 273 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4542 members Mstep: Class 2 contains 8626 members Entering Unmasked Estep Score: -2895594.000000 Penalty: 11619.792969 Iteration 34Q: 3 clusters Score -2895594 nChanged 225 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4355 members Mstep: Class 2 contains 8813 members Entering Unmasked Estep Score: -2895696.250000 Penalty: 11619.792969 Iteration 35Q: 3 clusters Score -2895696 nChanged 212 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4171 members Mstep: Class 2 contains 8997 members Entering Unmasked Estep Score: -2895793.750000 Penalty: 11619.792969 Iteration 36Q: 3 clusters Score -2895794 nChanged 209 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3974 members Mstep: Class 2 contains 9194 members Entering Unmasked Estep Score: -2895897.000000 Penalty: 11619.792969 Iteration 37Q: 3 clusters Score -2895897 nChanged 205 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3783 members Mstep: Class 2 contains 9385 members Entering Unmasked Estep Score: -2896004.000000 Penalty: 11619.792969 Iteration 38Q: 3 clusters Score -2896004 nChanged 201 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3598 members Mstep: Class 2 contains 9570 members Entering Unmasked Estep Score: -2896119.250000 Penalty: 11619.792969 Iteration 39Q: 3 clusters Score -2896119 nChanged 188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3422 members Mstep: Class 2 contains 9746 members Entering Unmasked Estep Score: -2896210.000000 Penalty: 11619.792969 Iteration 40F: 3 clusters Score -2896210 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3286 members Mstep: Class 2 contains 9882 members Entering Unmasked Estep Score: -2896292.000000 Penalty: 11619.792969 Iteration 41Q: 3 clusters Score -2896292 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3164 members Mstep: Class 2 contains 10004 members Entering Unmasked Estep Score: -2896356.500000 Penalty: 11619.792969 Iteration 42Q: 3 clusters Score -2896356 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3046 members Mstep: Class 2 contains 10122 members Entering Unmasked Estep Score: -2896419.750000 Penalty: 11619.792969 Iteration 43Q: 3 clusters Score -2896420 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2928 members Mstep: Class 2 contains 10240 members Entering Unmasked Estep Score: -2896481.250000 Penalty: 11619.792969 Iteration 44Q: 3 clusters Score -2896481 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2811 members Mstep: Class 2 contains 10357 members Entering Unmasked Estep Score: -2896550.000000 Penalty: 11619.792969 Iteration 45Q: 3 clusters Score -2896550 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2709 members Mstep: Class 2 contains 10459 members Entering Unmasked Estep Score: -2896601.500000 Penalty: 11619.792969 Iteration 46Q: 3 clusters Score -2896602 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2631 members Mstep: Class 2 contains 10537 members Entering Unmasked Estep Score: -2896640.750000 Penalty: 11619.792969 Iteration 47Q: 3 clusters Score -2896641 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2556 members Mstep: Class 2 contains 10612 members Entering Unmasked Estep Score: -2896674.250000 Penalty: 11619.792969 Iteration 48Q: 3 clusters Score -2896674 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2492 members Mstep: Class 2 contains 10676 members Entering Unmasked Estep Score: -2896727.500000 Penalty: 11619.792969 Iteration 49Q: 3 clusters Score -2896728 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2429 members Mstep: Class 2 contains 10739 members Entering Unmasked Estep Score: -2896768.000000 Penalty: 11619.792969 Iteration 50Q: 3 clusters Score -2896768 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2381 members Mstep: Class 2 contains 10787 members Entering Unmasked Estep Score: -2896796.500000 Penalty: 11619.792969 Iteration 51Q: 3 clusters Score -2896796 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2333 members Mstep: Class 2 contains 10835 members Entering Unmasked Estep Score: -2896825.000000 Penalty: 11619.792969 Iteration 52Q: 3 clusters Score -2896825 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2290 members Mstep: Class 2 contains 10878 members Entering Unmasked Estep Score: -2896851.000000 Penalty: 11619.792969 Iteration 53Q: 3 clusters Score -2896851 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2244 members Mstep: Class 2 contains 10924 members Entering Unmasked Estep Score: -2896883.500000 Penalty: 11619.792969 Iteration 54Q: 3 clusters Score -2896884 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2196 members Mstep: Class 2 contains 10972 members Entering Unmasked Estep Score: -2896907.000000 Penalty: 11619.792969 Iteration 55Q: 3 clusters Score -2896907 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2141 members Mstep: Class 2 contains 11027 members Entering Unmasked Estep Score: -2896940.750000 Penalty: 11619.792969 Iteration 56Q: 3 clusters Score -2896941 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2096 members Mstep: Class 2 contains 11072 members Entering Unmasked Estep Score: -2896962.000000 Penalty: 11619.792969 Iteration 57Q: 3 clusters Score -2896962 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2066 members Mstep: Class 2 contains 11102 members Entering Unmasked Estep Score: -2896986.500000 Penalty: 11619.792969 Iteration 58Q: 3 clusters Score -2896986 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2030 members Mstep: Class 2 contains 11138 members Entering Unmasked Estep Score: -2897008.750000 Penalty: 11619.792969 Iteration 59Q: 3 clusters Score -2897009 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1999 members Mstep: Class 2 contains 11169 members Entering Unmasked Estep Score: -2897026.750000 Penalty: 11619.792969 Iteration 60F: 3 clusters Score -2897027 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1968 members Mstep: Class 2 contains 11200 members Entering Unmasked Estep Score: -2897048.750000 Penalty: 11619.792969 Iteration 61Q: 3 clusters Score -2897049 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1940 members Mstep: Class 2 contains 11228 members Entering Unmasked Estep Score: -2897065.000000 Penalty: 11619.792969 Iteration 62Q: 3 clusters Score -2897065 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1913 members Mstep: Class 2 contains 11255 members Entering Unmasked Estep Score: -2897082.500000 Penalty: 11619.792969 Iteration 63Q: 3 clusters Score -2897082 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1886 members Mstep: Class 2 contains 11282 members Entering Unmasked Estep Score: -2897102.250000 Penalty: 11619.792969 Iteration 64Q: 3 clusters Score -2897102 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1860 members Mstep: Class 2 contains 11308 members Entering Unmasked Estep Score: -2897117.250000 Penalty: 11619.792969 Iteration 65Q: 3 clusters Score -2897117 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1834 members Mstep: Class 2 contains 11334 members Entering Unmasked Estep Score: -2897129.500000 Penalty: 11619.792969 Iteration 66Q: 3 clusters Score -2897130 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1816 members Mstep: Class 2 contains 11352 members Entering Unmasked Estep Score: -2897139.250000 Penalty: 11619.792969 Iteration 67Q: 3 clusters Score -2897139 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1799 members Mstep: Class 2 contains 11369 members Entering Unmasked Estep Score: -2897150.000000 Penalty: 11619.792969 Iteration 68Q: 3 clusters Score -2897150 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1789 members Mstep: Class 2 contains 11379 members Entering Unmasked Estep Score: -2897147.000000 Penalty: 11619.792969 Iteration 69Q: 3 clusters Score -2897147 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1777 members Mstep: Class 2 contains 11391 members Entering Unmasked Estep Score: -2897157.000000 Penalty: 11619.792969 Iteration 70Q: 3 clusters Score -2897157 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1768 members Mstep: Class 2 contains 11400 members Entering Unmasked Estep Score: -2897173.250000 Penalty: 11619.792969 Iteration 71Q: 3 clusters Score -2897173 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1763 members Mstep: Class 2 contains 11405 members Entering Unmasked Estep Score: -2897167.500000 Penalty: 11619.792969 Iteration 72Q: 3 clusters Score -2897168 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1762 members Mstep: Class 2 contains 11406 members Entering Unmasked Estep Score: -2897172.250000 Penalty: 11619.792969 Iteration 73Q: 3 clusters Score -2897172 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1760 members Mstep: Class 2 contains 11408 members Entering Unmasked Estep Score: -2897172.250000 Penalty: 11619.792969 Iteration 74Q: 3 clusters Score -2897172 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1758 members Mstep: Class 2 contains 11410 members Entering Unmasked Estep Score: -2897171.000000 Penalty: 11619.792969 Iteration 75Q: 3 clusters Score -2897171 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1757 members Mstep: Class 2 contains 11411 members Entering Unmasked Estep Score: -2897173.250000 Penalty: 11619.792969 Iteration 76Q: 3 clusters Score -2897173 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1757 members Mstep: Class 2 contains 11411 members Entering Unmasked Estep Score: -2897173.250000 Penalty: 11619.792969 Iteration 77F: 3 clusters Score -2897173 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (25134 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25134 members Entering Unmasked Estep Score: -5441112.000000 Penalty: 6205.835938 Iteration 0F: 2 clusters Score -5441112 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12544 members Mstep: Class 2 contains 12590 members Entering Unmasked Estep Score: -5421357.000000 Penalty: 12411.671875 Iteration 0F: 3 clusters Score -5421357 nChanged 10438 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12332 members Mstep: Class 2 contains 12802 members Entering Unmasked Estep Score: -5426941.000000 Penalty: 12411.671875 Iteration 1F: 3 clusters Score -5426941 nChanged 1664 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12080 members Mstep: Class 2 contains 13054 members Entering Unmasked Estep Score: -5427958.000000 Penalty: 12411.671875 Iteration 2F: 3 clusters Score -5427958 nChanged 1439 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11709 members Mstep: Class 2 contains 13425 members Entering Unmasked Estep Score: -5428996.000000 Penalty: 12411.671875 Iteration 3F: 3 clusters Score -5428996 nChanged 1488 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11137 members Mstep: Class 2 contains 13997 members Entering Unmasked Estep Score: -5430236.000000 Penalty: 12411.671875 Iteration 4F: 3 clusters Score -5430236 nChanged 1703 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10200 members Mstep: Class 2 contains 14934 members Entering Unmasked Estep Score: -5431521.000000 Penalty: 12411.671875 Iteration 5F: 3 clusters Score -5431521 nChanged 1733 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9125 members Mstep: Class 2 contains 16009 members Entering Unmasked Estep Score: -5432841.500000 Penalty: 12411.671875 Iteration 6F: 3 clusters Score -5432842 nChanged 1671 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7944 members Mstep: Class 2 contains 17190 members Entering Unmasked Estep Score: -5434093.000000 Penalty: 12411.671875 Iteration 7F: 3 clusters Score -5434093 nChanged 1461 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6789 members Mstep: Class 2 contains 18345 members Entering Unmasked Estep Score: -5435196.500000 Penalty: 12411.671875 Iteration 8F: 3 clusters Score -5435196 nChanged 1160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5803 members Mstep: Class 2 contains 19331 members Entering Unmasked Estep Score: -5436020.000000 Penalty: 12411.671875 Iteration 9Q: 3 clusters Score -5436020 nChanged 871 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5018 members Mstep: Class 2 contains 20116 members Entering Unmasked Estep Score: -5436610.000000 Penalty: 12411.671875 Iteration 10Q: 3 clusters Score -5436610 nChanged 630 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4436 members Mstep: Class 2 contains 20698 members Entering Unmasked Estep Score: -5436983.500000 Penalty: 12411.671875 Iteration 11Q: 3 clusters Score -5436984 nChanged 460 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3984 members Mstep: Class 2 contains 21150 members Entering Unmasked Estep Score: -5437256.500000 Penalty: 12411.671875 Iteration 12Q: 3 clusters Score -5437256 nChanged 383 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3617 members Mstep: Class 2 contains 21517 members Entering Unmasked Estep Score: -5437435.500000 Penalty: 12411.671875 Iteration 13Q: 3 clusters Score -5437436 nChanged 274 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3345 members Mstep: Class 2 contains 21789 members Entering Unmasked Estep Score: -5437590.000000 Penalty: 12411.671875 Iteration 14Q: 3 clusters Score -5437590 nChanged 208 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3143 members Mstep: Class 2 contains 21991 members Entering Unmasked Estep Score: -5437669.000000 Penalty: 12411.671875 Iteration 15Q: 3 clusters Score -5437669 nChanged 190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2955 members Mstep: Class 2 contains 22179 members Entering Unmasked Estep Score: -5437786.500000 Penalty: 12411.671875 Iteration 16Q: 3 clusters Score -5437786 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2807 members Mstep: Class 2 contains 22327 members Entering Unmasked Estep Score: -5437861.000000 Penalty: 12411.671875 Iteration 17Q: 3 clusters Score -5437861 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2696 members Mstep: Class 2 contains 22438 members Entering Unmasked Estep Score: -5437921.000000 Penalty: 12411.671875 Iteration 18Q: 3 clusters Score -5437921 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2602 members Mstep: Class 2 contains 22532 members Entering Unmasked Estep Score: -5437961.500000 Penalty: 12411.671875 Iteration 19Q: 3 clusters Score -5437962 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2527 members Mstep: Class 2 contains 22607 members Entering Unmasked Estep Score: -5437982.000000 Penalty: 12411.671875 Iteration 20F: 3 clusters Score -5437982 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2461 members Mstep: Class 2 contains 22673 members Entering Unmasked Estep Score: -5438015.000000 Penalty: 12411.671875 Iteration 21Q: 3 clusters Score -5438015 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2398 members Mstep: Class 2 contains 22736 members Entering Unmasked Estep Score: -5438046.000000 Penalty: 12411.671875 Iteration 22Q: 3 clusters Score -5438046 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2351 members Mstep: Class 2 contains 22783 members Entering Unmasked Estep Score: -5438079.000000 Penalty: 12411.671875 Iteration 23Q: 3 clusters Score -5438079 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2321 members Mstep: Class 2 contains 22813 members Entering Unmasked Estep Score: -5438088.000000 Penalty: 12411.671875 Iteration 24Q: 3 clusters Score -5438088 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2298 members Mstep: Class 2 contains 22836 members Entering Unmasked Estep Score: -5438101.000000 Penalty: 12411.671875 Iteration 25Q: 3 clusters Score -5438101 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2276 members Mstep: Class 2 contains 22858 members Entering Unmasked Estep Score: -5438107.500000 Penalty: 12411.671875 Iteration 26Q: 3 clusters Score -5438108 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2253 members Mstep: Class 2 contains 22881 members Entering Unmasked Estep Score: -5438109.000000 Penalty: 12411.671875 Iteration 27Q: 3 clusters Score -5438109 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2233 members Mstep: Class 2 contains 22901 members Entering Unmasked Estep Score: -5438110.500000 Penalty: 12411.671875 Iteration 28Q: 3 clusters Score -5438110 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2217 members Mstep: Class 2 contains 22917 members Entering Unmasked Estep Score: -5438116.500000 Penalty: 12411.671875 Iteration 29Q: 3 clusters Score -5438116 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2203 members Mstep: Class 2 contains 22931 members Entering Unmasked Estep Score: -5438131.500000 Penalty: 12411.671875 Iteration 30Q: 3 clusters Score -5438132 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2197 members Mstep: Class 2 contains 22937 members Entering Unmasked Estep Score: -5438143.000000 Penalty: 12411.671875 Iteration 31Q: 3 clusters Score -5438143 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2191 members Mstep: Class 2 contains 22943 members Entering Unmasked Estep Score: -5438149.000000 Penalty: 12411.671875 Iteration 32Q: 3 clusters Score -5438149 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2185 members Mstep: Class 2 contains 22949 members Entering Unmasked Estep Score: -5438150.000000 Penalty: 12411.671875 Iteration 33Q: 3 clusters Score -5438150 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2175 members Mstep: Class 2 contains 22959 members Entering Unmasked Estep Score: -5438161.000000 Penalty: 12411.671875 Iteration 34Q: 3 clusters Score -5438161 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2170 members Mstep: Class 2 contains 22964 members Entering Unmasked Estep Score: -5438160.000000 Penalty: 12411.671875 Iteration 35Q: 3 clusters Score -5438160 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2168 members Mstep: Class 2 contains 22966 members Entering Unmasked Estep Score: -5438160.500000 Penalty: 12411.671875 Iteration 36Q: 3 clusters Score -5438160 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2168 members Mstep: Class 2 contains 22966 members Entering Unmasked Estep Score: -5438160.500000 Penalty: 12411.671875 Iteration 37F: 3 clusters Score -5438160 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (275 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 275 members Entering Unmasked Estep Score: -48004.289062 Penalty: 3440.272461 Iteration 0F: 2 clusters Score -48004.29 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 157 members Mstep: Class 2 contains 118 members Entering Unmasked Estep Score: -45184.789062 Penalty: 6880.544922 Iteration 0F: 3 clusters Score -45184.79 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 156 members Mstep: Class 2 contains 119 members Entering Unmasked Estep Score: -45239.449219 Penalty: 6880.544922 Iteration 1Q: 3 clusters Score -45239.45 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 154 members Mstep: Class 2 contains 121 members Entering Unmasked Estep Score: -45262.382812 Penalty: 6880.544922 Iteration 2Q: 3 clusters Score -45262.38 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 154 members Mstep: Class 2 contains 121 members Entering Unmasked Estep Score: -45275.808594 Penalty: 6880.544922 Iteration 3Q: 3 clusters Score -45275.81 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 154 members Mstep: Class 2 contains 121 members Entering Unmasked Estep Score: -45275.808594 Penalty: 6880.544922 Iteration 4F: 3 clusters Score -45275.81 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (643 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 643 members Entering Unmasked Estep Score: -101163.039062 Penalty: 3960.513428 Iteration 0F: 2 clusters Score -101163 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 300 members Mstep: Class 2 contains 343 members Entering Unmasked Estep Score: -97667.867188 Penalty: 7921.026855 Iteration 0F: 3 clusters Score -97667.87 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 296 members Mstep: Class 2 contains 347 members Entering Unmasked Estep Score: -98071.351562 Penalty: 7921.026855 Iteration 1F: 3 clusters Score -98071.35 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 287 members Mstep: Class 2 contains 356 members Entering Unmasked Estep Score: -98463.062500 Penalty: 7921.026855 Iteration 2F: 3 clusters Score -98463.06 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 278 members Mstep: Class 2 contains 365 members Entering Unmasked Estep Score: -98693.984375 Penalty: 7921.026855 Iteration 3Q: 3 clusters Score -98693.98 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 264 members Mstep: Class 2 contains 379 members Entering Unmasked Estep Score: -98819.257812 Penalty: 7921.026855 Iteration 4Q: 3 clusters Score -98819.26 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 257 members Mstep: Class 2 contains 386 members Entering Unmasked Estep Score: -98906.609375 Penalty: 7921.026855 Iteration 5Q: 3 clusters Score -98906.61 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 249 members Mstep: Class 2 contains 394 members Entering Unmasked Estep Score: -98956.468750 Penalty: 7921.026855 Iteration 6Q: 3 clusters Score -98956.47 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 247 members Mstep: Class 2 contains 396 members Entering Unmasked Estep Score: -99035.726562 Penalty: 7921.026855 Iteration 7Q: 3 clusters Score -99035.73 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 247 members Mstep: Class 2 contains 396 members Entering Unmasked Estep Score: -99150.867188 Penalty: 7921.026855 Iteration 8Q: 3 clusters Score -99150.87 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 241 members Mstep: Class 2 contains 402 members Entering Unmasked Estep Score: -99297.382812 Penalty: 7921.026855 Iteration 9Q: 3 clusters Score -99297.38 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 233 members Mstep: Class 2 contains 410 members Entering Unmasked Estep Score: -99382.515625 Penalty: 7921.026855 Iteration 10Q: 3 clusters Score -99382.52 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 228 members Mstep: Class 2 contains 415 members Entering Unmasked Estep Score: -99500.976562 Penalty: 7921.026855 Iteration 11Q: 3 clusters Score -99500.98 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 221 members Mstep: Class 2 contains 422 members Entering Unmasked Estep Score: -99648.929688 Penalty: 7921.026855 Iteration 12Q: 3 clusters Score -99648.93 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 216 members Mstep: Class 2 contains 427 members Entering Unmasked Estep Score: -99741.460938 Penalty: 7921.026855 Iteration 13Q: 3 clusters Score -99741.46 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 216 members Mstep: Class 2 contains 427 members Entering Unmasked Estep Score: -99771.820312 Penalty: 7921.026855 Iteration 14Q: 3 clusters Score -99771.82 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 217 members Mstep: Class 2 contains 426 members Entering Unmasked Estep Score: -99788.960938 Penalty: 7921.026855 Iteration 15Q: 3 clusters Score -99788.96 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 217 members Mstep: Class 2 contains 426 members Entering Unmasked Estep Score: -99808.453125 Penalty: 7921.026855 Iteration 16Q: 3 clusters Score -99808.45 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 217 members Mstep: Class 2 contains 426 members Entering Unmasked Estep Score: -99826.328125 Penalty: 7921.026855 Iteration 17Q: 3 clusters Score -99826.33 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 218 members Mstep: Class 2 contains 425 members Entering Unmasked Estep Score: -99829.617188 Penalty: 7921.026855 Iteration 18Q: 3 clusters Score -99829.62 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 219 members Mstep: Class 2 contains 424 members Entering Unmasked Estep Score: -99833.234375 Penalty: 7921.026855 Iteration 19Q: 3 clusters Score -99833.23 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 219 members Mstep: Class 2 contains 424 members Entering Unmasked Estep Score: -99837.765625 Penalty: 7921.026855 Iteration 20F: 3 clusters Score -99837.77 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 219 members Mstep: Class 2 contains 424 members Entering Unmasked Estep Score: -99861.257812 Penalty: 7921.026855 Iteration 21Q: 3 clusters Score -99861.26 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 220 members Mstep: Class 2 contains 423 members Entering Unmasked Estep Score: -99894.312500 Penalty: 7921.026855 Iteration 22Q: 3 clusters Score -99894.31 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 221 members Mstep: Class 2 contains 422 members Entering Unmasked Estep Score: -99906.585938 Penalty: 7921.026855 Iteration 23Q: 3 clusters Score -99906.59 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 220 members Mstep: Class 2 contains 423 members Entering Unmasked Estep Score: -99912.023438 Penalty: 7921.026855 Iteration 24Q: 3 clusters Score -99912.02 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 221 members Mstep: Class 2 contains 422 members Entering Unmasked Estep Score: -99959.648438 Penalty: 7921.026855 Iteration 25Q: 3 clusters Score -99959.65 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 221 members Mstep: Class 2 contains 422 members Entering Unmasked Estep Score: -99979.914062 Penalty: 7921.026855 Iteration 26Q: 3 clusters Score -99979.91 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 224 members Mstep: Class 2 contains 419 members Entering Unmasked Estep Score: -100050.320312 Penalty: 7921.026855 Iteration 27Q: 3 clusters Score -100050.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 223 members Mstep: Class 2 contains 420 members Entering Unmasked Estep Score: -100116.664062 Penalty: 7921.026855 Iteration 28Q: 3 clusters Score -100116.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 219 members Mstep: Class 2 contains 424 members Entering Unmasked Estep Score: -100144.351562 Penalty: 7921.026855 Iteration 29Q: 3 clusters Score -100144.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 218 members Mstep: Class 2 contains 425 members Entering Unmasked Estep Score: -100154.898438 Penalty: 7921.026855 Iteration 30Q: 3 clusters Score -100154.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 217 members Mstep: Class 2 contains 426 members Entering Unmasked Estep Score: -100159.500000 Penalty: 7921.026855 Iteration 31Q: 3 clusters Score -100159.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 216 members Mstep: Class 2 contains 427 members Entering Unmasked Estep Score: -100184.789062 Penalty: 7921.026855 Iteration 32Q: 3 clusters Score -100184.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 218 members Mstep: Class 2 contains 425 members Entering Unmasked Estep Score: -100207.906250 Penalty: 7921.026855 Iteration 33Q: 3 clusters Score -100207.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 217 members Mstep: Class 2 contains 426 members Entering Unmasked Estep Score: -100214.617188 Penalty: 7921.026855 Iteration 34Q: 3 clusters Score -100214.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 217 members Mstep: Class 2 contains 426 members Entering Unmasked Estep Score: -100219.742188 Penalty: 7921.026855 Iteration 35F: 3 clusters Score -100219.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 218 members Mstep: Class 2 contains 425 members Entering Unmasked Estep Score: -100257.406250 Penalty: 7921.026855 Iteration 36Q: 3 clusters Score -100257.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 219 members Mstep: Class 2 contains 424 members Entering Unmasked Estep Score: -100269.140625 Penalty: 7921.026855 Iteration 37Q: 3 clusters Score -100269.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 218 members Mstep: Class 2 contains 425 members Entering Unmasked Estep Score: -100285.687500 Penalty: 7921.026855 Iteration 38Q: 3 clusters Score -100285.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 218 members Mstep: Class 2 contains 425 members Entering Unmasked Estep Score: -100285.687500 Penalty: 7921.026855 Iteration 39F: 3 clusters Score -100285.7 nChanged 0 --- Evaluating fit on full set of 2037116 points --- Entering Unmasked Estep Score: -445841056.000000 Penalty: 186854.125000 21->22 Clusters: Score -445841056.000000, best is -445775168.000000 THE BEST YET! Starting from 22 clusters... Entering ConstructFrom: --- Running on subset of 679038 points --- Entering CEM Assigned 22 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32335 members Mstep: Class 2 contains 32559 members Mstep: Class 3 contains 32358 members Mstep: Class 4 contains 32489 members Mstep: Class 5 contains 32124 members Mstep: Class 6 contains 32331 members Mstep: Class 7 contains 32207 members Mstep: Class 8 contains 32400 members Mstep: Class 9 contains 32316 members Mstep: Class 10 contains 32193 members Mstep: Class 11 contains 32620 members Mstep: Class 12 contains 32054 members Mstep: Class 13 contains 32375 members Mstep: Class 14 contains 32229 members Mstep: Class 15 contains 32458 members Mstep: Class 16 contains 32212 members Mstep: Class 17 contains 32654 members Mstep: Class 18 contains 32062 members Mstep: Class 19 contains 32364 members Mstep: Class 20 contains 32378 members Mstep: Class 21 contains 32320 members Entering Unmasked Estep ConsiderDeletion Deleting Class 13. Lose 583.353638 but Gain 8224.921875 Score: -139722320.000000 Penalty: 164498.296875 Iteration 0F: 21 clusters Score -1.397223e+08 nChanged 643904 Entering Unmasked Mstep Mstep: Class 0 contains 4113 members Mstep: Class 1 contains 17575 members Mstep: Class 2 contains 10797 members Mstep: Class 3 contains 14353 members Mstep: Class 4 contains 280872 members Mstep: Class 5 contains 17322 members Mstep: Class 6 contains 8761 members Mstep: Class 7 contains 19246 members Mstep: Class 8 contains 15528 members Mstep: Class 9 contains 9714 members Mstep: Class 10 contains 39823 members Mstep: Class 11 contains 4338 members Mstep: Class 12 contains 28432 members Mstep: Class 14 contains 77597 members Mstep: Class 15 contains 4382 members Mstep: Class 16 contains 20134 members Mstep: Class 17 contains 34103 members Mstep: Class 18 contains 5934 members Mstep: Class 19 contains 32352 members Mstep: Class 20 contains 23661 members Mstep: Class 21 contains 10001 members Entering Unmasked Estep ConsiderDeletion Deleting Class 15. Lose 5474.573730 but Gain 8224.921875 Score: -145098528.000000 Penalty: 156273.375000 Iteration 1F: 20 clusters Score -1.450985e+08 nChanged 260622 Entering Unmasked Mstep Mstep: Class 0 contains 3401 members Mstep: Class 1 contains 12332 members Mstep: Class 2 contains 12869 members Mstep: Class 3 contains 10490 members Mstep: Class 4 contains 390938 members Mstep: Class 5 contains 12911 members Mstep: Class 6 contains 2067 members Mstep: Class 7 contains 18180 members Mstep: Class 8 contains 10121 members Mstep: Class 9 contains 17281 members Mstep: Class 10 contains 31801 members Mstep: Class 11 contains 1067 members Mstep: Class 12 contains 29988 members Mstep: Class 14 contains 63075 members Mstep: Class 16 contains 5132 members Mstep: Class 17 contains 28122 members Mstep: Class 18 contains 1427 members Mstep: Class 19 contains 17653 members Mstep: Class 20 contains 3201 members Mstep: Class 21 contains 6982 members Entering Unmasked Estep ConsiderDeletion Deleting Class 8. Lose 6292.485352 but Gain 8224.906250 Score: -145912304.000000 Penalty: 148048.468750 Iteration 2F: 19 clusters Score -1.459123e+08 nChanged 172206 Entering Unmasked Mstep Mstep: Class 0 contains 2140 members Mstep: Class 1 contains 12520 members Mstep: Class 2 contains 22765 members Mstep: Class 3 contains 4722 members Mstep: Class 4 contains 352865 members Mstep: Class 5 contains 10721 members Mstep: Class 6 contains 1762 members Mstep: Class 7 contains 20273 members Mstep: Class 9 contains 33856 members Mstep: Class 10 contains 24121 members Mstep: Class 11 contains 1539 members Mstep: Class 12 contains 38995 members Mstep: Class 14 contains 104595 members Mstep: Class 16 contains 1813 members Mstep: Class 17 contains 25601 members Mstep: Class 18 contains 1320 members Mstep: Class 19 contains 14320 members Mstep: Class 20 contains 777 members Mstep: Class 21 contains 4333 members Entering Unmasked Estep ConsiderDeletion Deleting Class 21. Lose 5857.960938 but Gain 8224.921875 Score: -146547424.000000 Penalty: 139823.546875 Iteration 3F: 18 clusters Score -1.465474e+08 nChanged 121123 Entering Unmasked Mstep Mstep: Class 0 contains 1101 members Mstep: Class 1 contains 10459 members Mstep: Class 2 contains 26238 members Mstep: Class 3 contains 4629 members Mstep: Class 4 contains 304800 members Mstep: Class 5 contains 7970 members Mstep: Class 6 contains 1993 members Mstep: Class 7 contains 20892 members Mstep: Class 9 contains 50830 members Mstep: Class 10 contains 19468 members Mstep: Class 11 contains 1758 members Mstep: Class 12 contains 46131 members Mstep: Class 14 contains 144499 members Mstep: Class 16 contains 1325 members Mstep: Class 17 contains 21544 members Mstep: Class 18 contains 1312 members Mstep: Class 19 contains 12780 members Mstep: Class 20 contains 1309 members Entering Unmasked Estep ConsiderDeletion Deleting Class 5. Lose 6823.547852 but Gain 8224.906250 Score: -146872992.000000 Penalty: 131598.640625 Iteration 4F: 17 clusters Score -1.46873e+08 nChanged 86930 Entering Unmasked Mstep Mstep: Class 0 contains 777 members Mstep: Class 1 contains 10531 members Mstep: Class 2 contains 26805 members Mstep: Class 3 contains 5244 members Mstep: Class 4 contains 274145 members Mstep: Class 6 contains 2308 members Mstep: Class 7 contains 21622 members Mstep: Class 9 contains 66568 members Mstep: Class 10 contains 17643 members Mstep: Class 11 contains 1999 members Mstep: Class 12 contains 55001 members Mstep: Class 14 contains 164373 members Mstep: Class 16 contains 860 members Mstep: Class 17 contains 17260 members Mstep: Class 18 contains 1306 members Mstep: Class 19 contains 11273 members Mstep: Class 20 contains 1323 members Entering Unmasked Estep ConsiderDeletion Score: -147061040.000000 Penalty: 131598.640625 Iteration 5F: 17 clusters Score -1.47061e+08 nChanged 59981 Entering Unmasked Mstep Mstep: Class 0 contains 581 members Mstep: Class 1 contains 12021 members Mstep: Class 2 contains 26013 members Mstep: Class 3 contains 4839 members Mstep: Class 4 contains 251011 members Mstep: Class 6 contains 2370 members Mstep: Class 7 contains 22181 members Mstep: Class 9 contains 78715 members Mstep: Class 10 contains 18248 members Mstep: Class 11 contains 2174 members Mstep: Class 12 contains 60718 members Mstep: Class 14 contains 173368 members Mstep: Class 16 contains 666 members Mstep: Class 17 contains 13633 members Mstep: Class 18 contains 1303 members Mstep: Class 19 contains 9875 members Mstep: Class 20 contains 1322 members Entering Unmasked Estep ConsiderDeletion Score: -147159216.000000 Penalty: 131598.640625 Iteration 6F: 17 clusters Score -1.471592e+08 nChanged 48401 Entering Unmasked Mstep Mstep: Class 0 contains 422 members Mstep: Class 1 contains 14059 members Mstep: Class 2 contains 25570 members Mstep: Class 3 contains 3657 members Mstep: Class 4 contains 233258 members Mstep: Class 6 contains 2288 members Mstep: Class 7 contains 23131 members Mstep: Class 9 contains 88625 members Mstep: Class 10 contains 19951 members Mstep: Class 11 contains 2300 members Mstep: Class 12 contains 64235 members Mstep: Class 14 contains 177144 members Mstep: Class 16 contains 613 members Mstep: Class 17 contains 11661 members Mstep: Class 18 contains 1306 members Mstep: Class 19 contains 9495 members Mstep: Class 20 contains 1323 members Entering Unmasked Estep ConsiderDeletion Score: -147215856.000000 Penalty: 131598.640625 Iteration 7F: 17 clusters Score -1.472159e+08 nChanged 41339 Entering Unmasked Mstep Mstep: Class 0 contains 320 members Mstep: Class 1 contains 16307 members Mstep: Class 2 contains 25052 members Mstep: Class 3 contains 2181 members Mstep: Class 4 contains 214628 members Mstep: Class 6 contains 2199 members Mstep: Class 7 contains 23755 members Mstep: Class 9 contains 98032 members Mstep: Class 10 contains 23715 members Mstep: Class 11 contains 2343 members Mstep: Class 12 contains 67366 members Mstep: Class 14 contains 178950 members Mstep: Class 16 contains 602 members Mstep: Class 17 contains 10752 members Mstep: Class 18 contains 1315 members Mstep: Class 19 contains 10196 members Mstep: Class 20 contains 1325 members Entering Unmasked Estep ConsiderDeletion Score: -147261248.000000 Penalty: 131598.640625 Iteration 8F: 17 clusters Score -1.472612e+08 nChanged 36586 Entering Unmasked Mstep Mstep: Class 0 contains 250 members Mstep: Class 1 contains 18392 members Mstep: Class 2 contains 24418 members Mstep: Class 3 contains 1157 members Mstep: Class 4 contains 195919 members Mstep: Class 6 contains 2123 members Mstep: Class 7 contains 23993 members Mstep: Class 9 contains 106772 members Mstep: Class 10 contains 29894 members Mstep: Class 11 contains 2353 members Mstep: Class 12 contains 69941 members Mstep: Class 14 contains 179321 members Mstep: Class 16 contains 613 members Mstep: Class 17 contains 10114 members Mstep: Class 18 contains 1338 members Mstep: Class 19 contains 11115 members Mstep: Class 20 contains 1325 members Entering Unmasked Estep ConsiderDeletion Score: -147296976.000000 Penalty: 131598.640625 Iteration 9F: 17 clusters Score -1.47297e+08 nChanged 32952 Entering Unmasked Mstep Mstep: Class 0 contains 173 members Mstep: Class 1 contains 20247 members Mstep: Class 2 contains 23803 members Mstep: Class 3 contains 676 members Mstep: Class 4 contains 177418 members Mstep: Class 6 contains 2069 members Mstep: Class 7 contains 23977 members Mstep: Class 9 contains 115023 members Mstep: Class 10 contains 37343 members Mstep: Class 11 contains 2319 members Mstep: Class 12 contains 72049 members Mstep: Class 14 contains 179306 members Mstep: Class 16 contains 641 members Mstep: Class 17 contains 9644 members Mstep: Class 18 contains 1419 members Mstep: Class 19 contains 11608 members Mstep: Class 20 contains 1323 members Entering Unmasked Estep ConsiderDeletion Score: -147323392.000000 Penalty: 131598.640625 Iteration 10Q: 17 clusters Score -1.473234e+08 nChanged 28346 Entering Unmasked Mstep Mstep: Class 0 contains 168 members Mstep: Class 1 contains 21799 members Mstep: Class 2 contains 23268 members Mstep: Class 3 contains 500 members Mstep: Class 4 contains 160034 members Mstep: Class 6 contains 2039 members Mstep: Class 7 contains 23821 members Mstep: Class 9 contains 122879 members Mstep: Class 10 contains 45201 members Mstep: Class 11 contains 2264 members Mstep: Class 12 contains 73655 members Mstep: Class 14 contains 178856 members Mstep: Class 16 contains 653 members Mstep: Class 17 contains 9303 members Mstep: Class 18 contains 1467 members Mstep: Class 19 contains 11808 members Mstep: Class 20 contains 1323 members Entering Unmasked Estep ConsiderDeletion Score: -147339728.000000 Penalty: 131598.640625 Iteration 11Q: 17 clusters Score -1.473397e+08 nChanged 24633 Entering Unmasked Mstep Mstep: Class 0 contains 168 members Mstep: Class 1 contains 23141 members Mstep: Class 2 contains 23055 members Mstep: Class 3 contains 430 members Mstep: Class 4 contains 144478 members Mstep: Class 6 contains 2022 members Mstep: Class 7 contains 23625 members Mstep: Class 9 contains 129819 members Mstep: Class 10 contains 52998 members Mstep: Class 11 contains 2258 members Mstep: Class 12 contains 74846 members Mstep: Class 14 contains 177971 members Mstep: Class 16 contains 652 members Mstep: Class 17 contains 9044 members Mstep: Class 18 contains 1474 members Mstep: Class 19 contains 11734 members Mstep: Class 20 contains 1323 members Entering Unmasked Estep ConsiderDeletion Score: -147352544.000000 Penalty: 131598.640625 Iteration 12Q: 17 clusters Score -1.473525e+08 nChanged 22353 Entering Unmasked Mstep Mstep: Class 0 contains 168 members Mstep: Class 1 contains 24181 members Mstep: Class 2 contains 23167 members Mstep: Class 3 contains 401 members Mstep: Class 4 contains 130359 members Mstep: Class 6 contains 2022 members Mstep: Class 7 contains 23348 members Mstep: Class 9 contains 135986 members Mstep: Class 10 contains 60743 members Mstep: Class 11 contains 2258 members Mstep: Class 12 contains 75587 members Mstep: Class 14 contains 176937 members Mstep: Class 16 contains 653 members Mstep: Class 17 contains 8923 members Mstep: Class 18 contains 1475 members Mstep: Class 19 contains 11507 members Mstep: Class 20 contains 1323 members Entering Unmasked Estep ConsiderDeletion Score: -147363856.000000 Penalty: 131598.640625 Iteration 13Q: 17 clusters Score -1.473639e+08 nChanged 21969 Entering Unmasked Mstep Mstep: Class 0 contains 168 members Mstep: Class 1 contains 25036 members Mstep: Class 2 contains 23617 members Mstep: Class 3 contains 389 members Mstep: Class 4 contains 117306 members Mstep: Class 6 contains 2016 members Mstep: Class 7 contains 23064 members Mstep: Class 9 contains 141423 members Mstep: Class 10 contains 68511 members Mstep: Class 11 contains 2258 members Mstep: Class 12 contains 76011 members Mstep: Class 14 contains 175708 members Mstep: Class 16 contains 653 members Mstep: Class 17 contains 8925 members Mstep: Class 18 contains 1476 members Mstep: Class 19 contains 11154 members Mstep: Class 20 contains 1323 members Entering Unmasked Estep ConsiderDeletion Score: -147375408.000000 Penalty: 131598.640625 Iteration 14Q: 17 clusters Score -1.473754e+08 nChanged 22359 Entering Unmasked Mstep Mstep: Class 0 contains 168 members Mstep: Class 1 contains 25694 members Mstep: Class 2 contains 24429 members Mstep: Class 3 contains 378 members Mstep: Class 4 contains 104495 members Mstep: Class 6 contains 2015 members Mstep: Class 7 contains 22796 members Mstep: Class 9 contains 146310 members Mstep: Class 10 contains 76610 members Mstep: Class 11 contains 2258 members Mstep: Class 12 contains 76201 members Mstep: Class 14 contains 174547 members Mstep: Class 16 contains 659 members Mstep: Class 17 contains 8954 members Mstep: Class 18 contains 1477 members Mstep: Class 19 contains 10724 members Mstep: Class 20 contains 1323 members Entering Unmasked Estep ConsiderDeletion Score: -147385472.000000 Penalty: 131598.640625 Iteration 15Q: 17 clusters Score -1.473855e+08 nChanged 22008 Entering Unmasked Mstep Mstep: Class 0 contains 168 members Mstep: Class 1 contains 26210 members Mstep: Class 2 contains 25658 members Mstep: Class 3 contains 374 members Mstep: Class 4 contains 91681 members Mstep: Class 6 contains 2016 members Mstep: Class 7 contains 22508 members Mstep: Class 9 contains 150734 members Mstep: Class 10 contains 85181 members Mstep: Class 11 contains 2258 members Mstep: Class 12 contains 76106 members Mstep: Class 14 contains 173390 members Mstep: Class 16 contains 667 members Mstep: Class 17 contains 9098 members Mstep: Class 18 contains 1477 members Mstep: Class 19 contains 10189 members Mstep: Class 20 contains 1323 members Entering Unmasked Estep ConsiderDeletion Score: -147395808.000000 Penalty: 131598.640625 Iteration 16Q: 17 clusters Score -1.473958e+08 nChanged 21391 Entering Unmasked Mstep Mstep: Class 0 contains 168 members Mstep: Class 1 contains 26582 members Mstep: Class 2 contains 27270 members Mstep: Class 3 contains 373 members Mstep: Class 4 contains 79064 members Mstep: Class 6 contains 2014 members Mstep: Class 7 contains 22197 members Mstep: Class 9 contains 154921 members Mstep: Class 10 contains 93961 members Mstep: Class 11 contains 2258 members Mstep: Class 12 contains 75655 members Mstep: Class 14 contains 172145 members Mstep: Class 16 contains 674 members Mstep: Class 17 contains 9278 members Mstep: Class 18 contains 1478 members Mstep: Class 19 contains 9676 members Mstep: Class 20 contains 1324 members Entering Unmasked Estep ConsiderDeletion Score: -147406960.000000 Penalty: 131598.640625 Iteration 17Q: 17 clusters Score -1.47407e+08 nChanged 20129 Entering Unmasked Mstep Mstep: Class 0 contains 168 members Mstep: Class 1 contains 26838 members Mstep: Class 2 contains 29031 members Mstep: Class 3 contains 372 members Mstep: Class 4 contains 67542 members Mstep: Class 6 contains 2014 members Mstep: Class 7 contains 21874 members Mstep: Class 9 contains 158779 members Mstep: Class 10 contains 102482 members Mstep: Class 11 contains 2258 members Mstep: Class 12 contains 74707 members Mstep: Class 14 contains 170807 members Mstep: Class 16 contains 684 members Mstep: Class 17 contains 9526 members Mstep: Class 18 contains 1478 members Mstep: Class 19 contains 9155 members Mstep: Class 20 contains 1323 members Entering Unmasked Estep ConsiderDeletion Score: -147416800.000000 Penalty: 131598.640625 Iteration 18Q: 17 clusters Score -1.474168e+08 nChanged 18254 Entering Unmasked Mstep Mstep: Class 0 contains 168 members Mstep: Class 1 contains 27027 members Mstep: Class 2 contains 30750 members Mstep: Class 3 contains 371 members Mstep: Class 4 contains 57510 members Mstep: Class 6 contains 2018 members Mstep: Class 7 contains 21572 members Mstep: Class 9 contains 162336 members Mstep: Class 10 contains 110309 members Mstep: Class 11 contains 2258 members Mstep: Class 12 contains 73359 members Mstep: Class 14 contains 169391 members Mstep: Class 16 contains 686 members Mstep: Class 17 contains 9819 members Mstep: Class 18 contains 1478 members Mstep: Class 19 contains 8663 members Mstep: Class 20 contains 1323 members Entering Unmasked Estep ConsiderDeletion Score: -147425824.000000 Penalty: 131598.640625 Iteration 19Q: 17 clusters Score -1.474258e+08 nChanged 15565 Entering Unmasked Mstep Mstep: Class 0 contains 168 members Mstep: Class 1 contains 27148 members Mstep: Class 2 contains 32397 members Mstep: Class 3 contains 369 members Mstep: Class 4 contains 49755 members Mstep: Class 6 contains 2022 members Mstep: Class 7 contains 21292 members Mstep: Class 9 contains 165071 members Mstep: Class 10 contains 116874 members Mstep: Class 11 contains 2258 members Mstep: Class 12 contains 71829 members Mstep: Class 14 contains 167965 members Mstep: Class 16 contains 689 members Mstep: Class 17 contains 10116 members Mstep: Class 18 contains 1478 members Mstep: Class 19 contains 8284 members Mstep: Class 20 contains 1323 members Entering Unmasked Estep ConsiderDeletion Score: -147437376.000000 Penalty: 131598.640625 Iteration 20F: 17 clusters Score -1.474374e+08 nChanged 14341 Entering Unmasked Mstep Mstep: Class 0 contains 131 members Mstep: Class 1 contains 27216 members Mstep: Class 2 contains 33860 members Mstep: Class 3 contains 352 members Mstep: Class 4 contains 42951 members Mstep: Class 6 contains 2025 members Mstep: Class 7 contains 21026 members Mstep: Class 9 contains 167191 members Mstep: Class 10 contains 123594 members Mstep: Class 11 contains 2188 members Mstep: Class 12 contains 70033 members Mstep: Class 14 contains 166490 members Mstep: Class 16 contains 758 members Mstep: Class 17 contains 10411 members Mstep: Class 18 contains 1522 members Mstep: Class 19 contains 7967 members Mstep: Class 20 contains 1323 members Entering Unmasked Estep ConsiderDeletion Score: -147448656.000000 Penalty: 131598.640625 Iteration 21Q: 17 clusters Score -1.474487e+08 nChanged 11948 Entering Unmasked Mstep Mstep: Class 0 contains 123 members Mstep: Class 1 contains 27248 members Mstep: Class 2 contains 35236 members Mstep: Class 3 contains 343 members Mstep: Class 4 contains 38920 members Mstep: Class 6 contains 2032 members Mstep: Class 7 contains 20839 members Mstep: Class 9 contains 168299 members Mstep: Class 10 contains 128395 members Mstep: Class 11 contains 2144 members Mstep: Class 12 contains 68222 members Mstep: Class 14 contains 165210 members Mstep: Class 16 contains 785 members Mstep: Class 17 contains 10678 members Mstep: Class 18 contains 1543 members Mstep: Class 19 contains 7697 members Mstep: Class 20 contains 1324 members Entering Unmasked Estep ConsiderDeletion Score: -147454480.000000 Penalty: 131598.640625 Iteration 22Q: 17 clusters Score -1.474545e+08 nChanged 10165 Entering Unmasked Mstep Mstep: Class 0 contains 123 members Mstep: Class 1 contains 27265 members Mstep: Class 2 contains 36439 members Mstep: Class 3 contains 338 members Mstep: Class 4 contains 36391 members Mstep: Class 6 contains 2033 members Mstep: Class 7 contains 20665 members Mstep: Class 9 contains 169179 members Mstep: Class 10 contains 131797 members Mstep: Class 11 contains 2129 members Mstep: Class 12 contains 66456 members Mstep: Class 14 contains 164135 members Mstep: Class 16 contains 799 members Mstep: Class 17 contains 10943 members Mstep: Class 18 contains 1546 members Mstep: Class 19 contains 7476 members Mstep: Class 20 contains 1324 members Entering Unmasked Estep ConsiderDeletion Score: -147460400.000000 Penalty: 131598.640625 Iteration 23Q: 17 clusters Score -1.474604e+08 nChanged 8659 Entering Unmasked Mstep Mstep: Class 0 contains 123 members Mstep: Class 1 contains 27249 members Mstep: Class 2 contains 37414 members Mstep: Class 3 contains 336 members Mstep: Class 4 contains 34983 members Mstep: Class 6 contains 2033 members Mstep: Class 7 contains 20507 members Mstep: Class 9 contains 169708 members Mstep: Class 10 contains 134220 members Mstep: Class 11 contains 2127 members Mstep: Class 12 contains 64840 members Mstep: Class 14 contains 163304 members Mstep: Class 16 contains 799 members Mstep: Class 17 contains 11185 members Mstep: Class 18 contains 1547 members Mstep: Class 19 contains 7339 members Mstep: Class 20 contains 1324 members Entering Unmasked Estep ConsiderDeletion Score: -147464848.000000 Penalty: 131598.640625 Iteration 24Q: 17 clusters Score -1.474648e+08 nChanged 7554 Entering Unmasked Mstep Mstep: Class 0 contains 123 members Mstep: Class 1 contains 27215 members Mstep: Class 2 contains 38240 members Mstep: Class 3 contains 336 members Mstep: Class 4 contains 34731 members Mstep: Class 6 contains 2036 members Mstep: Class 7 contains 20392 members Mstep: Class 9 contains 169612 members Mstep: Class 10 contains 135905 members Mstep: Class 11 contains 2127 members Mstep: Class 12 contains 63395 members Mstep: Class 14 contains 162635 members Mstep: Class 16 contains 799 members Mstep: Class 17 contains 11388 members Mstep: Class 18 contains 1547 members Mstep: Class 19 contains 7233 members Mstep: Class 20 contains 1324 members Entering Unmasked Estep ConsiderDeletion Score: -147467168.000000 Penalty: 131598.640625 Iteration 25Q: 17 clusters Score -1.474672e+08 nChanged 6240 Entering Unmasked Mstep Mstep: Class 0 contains 123 members Mstep: Class 1 contains 27169 members Mstep: Class 2 contains 38924 members Mstep: Class 3 contains 336 members Mstep: Class 4 contains 35061 members Mstep: Class 6 contains 2038 members Mstep: Class 7 contains 20294 members Mstep: Class 9 contains 169126 members Mstep: Class 10 contains 137118 members Mstep: Class 11 contains 2127 members Mstep: Class 12 contains 62144 members Mstep: Class 14 contains 162152 members Mstep: Class 16 contains 800 members Mstep: Class 17 contains 11592 members Mstep: Class 18 contains 1547 members Mstep: Class 19 contains 7163 members Mstep: Class 20 contains 1324 members Entering Unmasked Estep ConsiderDeletion Score: -147468128.000000 Penalty: 131598.640625 Iteration 26Q: 17 clusters Score -1.474681e+08 nChanged 4984 Entering Unmasked Mstep Mstep: Class 0 contains 123 members Mstep: Class 1 contains 27133 members Mstep: Class 2 contains 39500 members Mstep: Class 3 contains 336 members Mstep: Class 4 contains 35541 members Mstep: Class 6 contains 2037 members Mstep: Class 7 contains 20206 members Mstep: Class 9 contains 168526 members Mstep: Class 10 contains 138072 members Mstep: Class 11 contains 2127 members Mstep: Class 12 contains 61028 members Mstep: Class 14 contains 161796 members Mstep: Class 16 contains 799 members Mstep: Class 17 contains 11825 members Mstep: Class 18 contains 1547 members Mstep: Class 19 contains 7118 members Mstep: Class 20 contains 1324 members Entering Unmasked Estep ConsiderDeletion Score: -147468608.000000 Penalty: 131598.640625 Iteration 27Q: 17 clusters Score -1.474686e+08 nChanged 3888 Entering Unmasked Mstep Mstep: Class 0 contains 123 members Mstep: Class 1 contains 27095 members Mstep: Class 2 contains 39953 members Mstep: Class 3 contains 336 members Mstep: Class 4 contains 36045 members Mstep: Class 6 contains 2038 members Mstep: Class 7 contains 20123 members Mstep: Class 9 contains 167923 members Mstep: Class 10 contains 138802 members Mstep: Class 11 contains 2127 members Mstep: Class 12 contains 60098 members Mstep: Class 14 contains 161554 members Mstep: Class 16 contains 799 members Mstep: Class 17 contains 12073 members Mstep: Class 18 contains 1547 members Mstep: Class 19 contains 7078 members Mstep: Class 20 contains 1324 members Entering Unmasked Estep ConsiderDeletion Score: -147469392.000000 Penalty: 131598.640625 Iteration 28Q: 17 clusters Score -1.474694e+08 nChanged 3096 Entering Unmasked Mstep Mstep: Class 0 contains 123 members Mstep: Class 1 contains 27073 members Mstep: Class 2 contains 40345 members Mstep: Class 3 contains 336 members Mstep: Class 4 contains 36581 members Mstep: Class 6 contains 2039 members Mstep: Class 7 contains 20077 members Mstep: Class 9 contains 167347 members Mstep: Class 10 contains 139348 members Mstep: Class 11 contains 2127 members Mstep: Class 12 contains 59275 members Mstep: Class 14 contains 161355 members Mstep: Class 16 contains 800 members Mstep: Class 17 contains 12309 members Mstep: Class 18 contains 1547 members Mstep: Class 19 contains 7032 members Mstep: Class 20 contains 1324 members Entering Unmasked Estep ConsiderDeletion Score: -147469728.000000 Penalty: 131598.640625 Iteration 29Q: 17 clusters Score -1.474697e+08 nChanged 2540 Entering Unmasked Mstep Mstep: Class 0 contains 123 members Mstep: Class 1 contains 27056 members Mstep: Class 2 contains 40687 members Mstep: Class 3 contains 337 members Mstep: Class 4 contains 37062 members Mstep: Class 6 contains 2041 members Mstep: Class 7 contains 20037 members Mstep: Class 9 contains 166798 members Mstep: Class 10 contains 139790 members Mstep: Class 11 contains 2127 members Mstep: Class 12 contains 58590 members Mstep: Class 14 contains 161211 members Mstep: Class 16 contains 800 members Mstep: Class 17 contains 12500 members Mstep: Class 18 contains 1547 members Mstep: Class 19 contains 7008 members Mstep: Class 20 contains 1324 members Entering Unmasked Estep ConsiderDeletion Score: -147469840.000000 Penalty: 131598.640625 Iteration 30Q: 17 clusters Score -1.474698e+08 nChanged 2187 Entering Unmasked Mstep Mstep: Class 0 contains 123 members Mstep: Class 1 contains 27039 members Mstep: Class 2 contains 40987 members Mstep: Class 3 contains 338 members Mstep: Class 4 contains 37535 members Mstep: Class 6 contains 2043 members Mstep: Class 7 contains 20010 members Mstep: Class 9 contains 166270 members Mstep: Class 10 contains 140121 members Mstep: Class 11 contains 2127 members Mstep: Class 12 contains 58002 members Mstep: Class 14 contains 161108 members Mstep: Class 16 contains 801 members Mstep: Class 17 contains 12677 members Mstep: Class 18 contains 1547 members Mstep: Class 19 contains 6986 members Mstep: Class 20 contains 1324 members Entering Unmasked Estep ConsiderDeletion Score: -147470272.000000 Penalty: 131598.640625 Iteration 31Q: 17 clusters Score -1.474703e+08 nChanged 1851 Entering Unmasked Mstep Mstep: Class 0 contains 123 members Mstep: Class 1 contains 27024 members Mstep: Class 2 contains 41234 members Mstep: Class 3 contains 339 members Mstep: Class 4 contains 37991 members Mstep: Class 6 contains 2043 members Mstep: Class 7 contains 19974 members Mstep: Class 9 contains 165766 members Mstep: Class 10 contains 140360 members Mstep: Class 11 contains 2127 members Mstep: Class 12 contains 57510 members Mstep: Class 14 contains 161030 members Mstep: Class 16 contains 803 members Mstep: Class 17 contains 12873 members Mstep: Class 18 contains 1547 members Mstep: Class 19 contains 6970 members Mstep: Class 20 contains 1324 members Entering Unmasked Estep ConsiderDeletion Score: -147470128.000000 Penalty: 131598.640625 Iteration 32Q: 17 clusters Score -1.474701e+08 nChanged 1556 Entering Unmasked Mstep Mstep: Class 0 contains 123 members Mstep: Class 1 contains 27007 members Mstep: Class 2 contains 41419 members Mstep: Class 3 contains 341 members Mstep: Class 4 contains 38355 members Mstep: Class 6 contains 2044 members Mstep: Class 7 contains 19950 members Mstep: Class 9 contains 165383 members Mstep: Class 10 contains 140528 members Mstep: Class 11 contains 2127 members Mstep: Class 12 contains 57111 members Mstep: Class 14 contains 160985 members Mstep: Class 16 contains 805 members Mstep: Class 17 contains 13035 members Mstep: Class 18 contains 1547 members Mstep: Class 19 contains 6954 members Mstep: Class 20 contains 1324 members Entering Unmasked Estep ConsiderDeletion Score: -147470608.000000 Penalty: 131598.640625 Iteration 33Q: 17 clusters Score -1.474706e+08 nChanged 1379 Entering Unmasked Mstep Mstep: Class 0 contains 123 members Mstep: Class 1 contains 26989 members Mstep: Class 2 contains 41539 members Mstep: Class 3 contains 343 members Mstep: Class 4 contains 38661 members Mstep: Class 6 contains 2046 members Mstep: Class 7 contains 19933 members Mstep: Class 9 contains 165063 members Mstep: Class 10 contains 140652 members Mstep: Class 11 contains 2127 members Mstep: Class 12 contains 56750 members Mstep: Class 14 contains 160980 members Mstep: Class 16 contains 805 members Mstep: Class 17 contains 13211 members Mstep: Class 18 contains 1547 members Mstep: Class 19 contains 6945 members Mstep: Class 20 contains 1324 members Entering Unmasked Estep ConsiderDeletion Score: -147470848.000000 Penalty: 131598.640625 Iteration 34Q: 17 clusters Score -1.474708e+08 nChanged 1256 Entering Unmasked Mstep Mstep: Class 0 contains 123 members Mstep: Class 1 contains 26973 members Mstep: Class 2 contains 41618 members Mstep: Class 3 contains 346 members Mstep: Class 4 contains 38975 members Mstep: Class 6 contains 2046 members Mstep: Class 7 contains 19904 members Mstep: Class 9 contains 164743 members Mstep: Class 10 contains 140773 members Mstep: Class 11 contains 2127 members Mstep: Class 12 contains 56493 members Mstep: Class 14 contains 160962 members Mstep: Class 16 contains 805 members Mstep: Class 17 contains 13345 members Mstep: Class 18 contains 1547 members Mstep: Class 19 contains 6934 members Mstep: Class 20 contains 1324 members Entering Unmasked Estep ConsiderDeletion Score: -147471104.000000 Penalty: 131598.640625 Iteration 35Q: 17 clusters Score -1.474711e+08 nChanged 1106 Entering Unmasked Mstep Mstep: Class 0 contains 123 members Mstep: Class 1 contains 26956 members Mstep: Class 2 contains 41626 members Mstep: Class 3 contains 347 members Mstep: Class 4 contains 39257 members Mstep: Class 6 contains 2046 members Mstep: Class 7 contains 19876 members Mstep: Class 9 contains 164462 members Mstep: Class 10 contains 140866 members Mstep: Class 11 contains 2127 members Mstep: Class 12 contains 56307 members Mstep: Class 14 contains 160957 members Mstep: Class 16 contains 804 members Mstep: Class 17 contains 13492 members Mstep: Class 18 contains 1547 members Mstep: Class 19 contains 6921 members Mstep: Class 20 contains 1324 members Entering Unmasked Estep ConsiderDeletion Score: -147471040.000000 Penalty: 131598.640625 Iteration 36Q: 17 clusters Score -1.47471e+08 nChanged 1050 Entering Unmasked Mstep Mstep: Class 0 contains 123 members Mstep: Class 1 contains 26944 members Mstep: Class 2 contains 41600 members Mstep: Class 3 contains 348 members Mstep: Class 4 contains 39523 members Mstep: Class 6 contains 2045 members Mstep: Class 7 contains 19851 members Mstep: Class 9 contains 164207 members Mstep: Class 10 contains 140918 members Mstep: Class 11 contains 2127 members Mstep: Class 12 contains 56137 members Mstep: Class 14 contains 160949 members Mstep: Class 16 contains 804 members Mstep: Class 17 contains 13680 members Mstep: Class 18 contains 1547 members Mstep: Class 19 contains 6911 members Mstep: Class 20 contains 1324 members Entering Unmasked Estep ConsiderDeletion Score: -147471360.000000 Penalty: 131598.640625 Iteration 37Q: 17 clusters Score -1.474714e+08 nChanged 1001 Entering Unmasked Mstep Mstep: Class 0 contains 123 members Mstep: Class 1 contains 26933 members Mstep: Class 2 contains 41523 members Mstep: Class 3 contains 349 members Mstep: Class 4 contains 39752 members Mstep: Class 6 contains 2046 members Mstep: Class 7 contains 19832 members Mstep: Class 9 contains 164005 members Mstep: Class 10 contains 140961 members Mstep: Class 11 contains 2127 members Mstep: Class 12 contains 55997 members Mstep: Class 14 contains 160957 members Mstep: Class 16 contains 804 members Mstep: Class 17 contains 13858 members Mstep: Class 18 contains 1547 members Mstep: Class 19 contains 6900 members Mstep: Class 20 contains 1324 members Entering Unmasked Estep ConsiderDeletion Score: -147471760.000000 Penalty: 131598.640625 Iteration 38Q: 17 clusters Score -1.474718e+08 nChanged 1027 Entering ConstructFrom: Score: -147471760.000000 Penalty: 131598.640625 Entering ConstructFrom: Trying to split cluster 1 (26920 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26920 members Entering Unmasked Estep Score: -5817112.000000 Penalty: 6247.882324 Iteration 0F: 2 clusters Score -5817112 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13342 members Mstep: Class 2 contains 13578 members Entering Unmasked Estep Score: -5796357.500000 Penalty: 12495.764648 Iteration 0F: 3 clusters Score -5796358 nChanged 11216 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12814 members Mstep: Class 2 contains 14106 members Entering Unmasked Estep Score: -5802216.500000 Penalty: 12495.764648 Iteration 1F: 3 clusters Score -5802216 nChanged 1721 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12429 members Mstep: Class 2 contains 14491 members Entering Unmasked Estep Score: -5803059.000000 Penalty: 12495.764648 Iteration 2F: 3 clusters Score -5803059 nChanged 1401 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12032 members Mstep: Class 2 contains 14888 members Entering Unmasked Estep Score: -5803830.000000 Penalty: 12495.764648 Iteration 3F: 3 clusters Score -5803830 nChanged 1276 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11616 members Mstep: Class 2 contains 15304 members Entering Unmasked Estep Score: -5804733.000000 Penalty: 12495.764648 Iteration 4Q: 3 clusters Score -5804733 nChanged 1208 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11250 members Mstep: Class 2 contains 15670 members Entering Unmasked Estep Score: -5805579.000000 Penalty: 12495.764648 Iteration 5Q: 3 clusters Score -5805579 nChanged 1212 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10912 members Mstep: Class 2 contains 16008 members Entering Unmasked Estep Score: -5806387.000000 Penalty: 12495.764648 Iteration 6Q: 3 clusters Score -5806387 nChanged 1134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10618 members Mstep: Class 2 contains 16302 members Entering Unmasked Estep Score: -5806985.000000 Penalty: 12495.764648 Iteration 7Q: 3 clusters Score -5806985 nChanged 1036 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10266 members Mstep: Class 2 contains 16654 members Entering Unmasked Estep Score: -5807489.500000 Penalty: 12495.764648 Iteration 8Q: 3 clusters Score -5807490 nChanged 963 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9789 members Mstep: Class 2 contains 17131 members Entering Unmasked Estep Score: -5807935.000000 Penalty: 12495.764648 Iteration 9Q: 3 clusters Score -5807935 nChanged 869 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9290 members Mstep: Class 2 contains 17630 members Entering Unmasked Estep Score: -5808304.500000 Penalty: 12495.764648 Iteration 10Q: 3 clusters Score -5808304 nChanged 829 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8705 members Mstep: Class 2 contains 18215 members Entering Unmasked Estep Score: -5808641.500000 Penalty: 12495.764648 Iteration 11Q: 3 clusters Score -5808642 nChanged 828 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8041 members Mstep: Class 2 contains 18879 members Entering Unmasked Estep Score: -5809043.000000 Penalty: 12495.764648 Iteration 12Q: 3 clusters Score -5809043 nChanged 867 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7278 members Mstep: Class 2 contains 19642 members Entering Unmasked Estep Score: -5809477.500000 Penalty: 12495.764648 Iteration 13Q: 3 clusters Score -5809478 nChanged 892 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6450 members Mstep: Class 2 contains 20470 members Entering Unmasked Estep Score: -5809981.500000 Penalty: 12495.764648 Iteration 14Q: 3 clusters Score -5809982 nChanged 924 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5582 members Mstep: Class 2 contains 21338 members Entering Unmasked Estep Score: -5810548.500000 Penalty: 12495.764648 Iteration 15Q: 3 clusters Score -5810548 nChanged 888 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4750 members Mstep: Class 2 contains 22170 members Entering Unmasked Estep Score: -5811146.000000 Penalty: 12495.764648 Iteration 16Q: 3 clusters Score -5811146 nChanged 840 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3966 members Mstep: Class 2 contains 22954 members Entering Unmasked Estep Score: -5811737.000000 Penalty: 12495.764648 Iteration 17Q: 3 clusters Score -5811737 nChanged 711 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3295 members Mstep: Class 2 contains 23625 members Entering Unmasked Estep Score: -5812234.000000 Penalty: 12495.764648 Iteration 18Q: 3 clusters Score -5812234 nChanged 559 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2762 members Mstep: Class 2 contains 24158 members Entering Unmasked Estep Score: -5812581.000000 Penalty: 12495.764648 Iteration 19Q: 3 clusters Score -5812581 nChanged 378 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2416 members Mstep: Class 2 contains 24504 members Entering Unmasked Estep Score: -5812829.000000 Penalty: 12495.764648 Iteration 20F: 3 clusters Score -5812829 nChanged 281 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2157 members Mstep: Class 2 contains 24763 members Entering Unmasked Estep Score: -5812963.500000 Penalty: 12495.764648 Iteration 21Q: 3 clusters Score -5812964 nChanged 186 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1977 members Mstep: Class 2 contains 24943 members Entering Unmasked Estep Score: -5813084.000000 Penalty: 12495.764648 Iteration 22Q: 3 clusters Score -5813084 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1849 members Mstep: Class 2 contains 25071 members Entering Unmasked Estep Score: -5813160.500000 Penalty: 12495.764648 Iteration 23Q: 3 clusters Score -5813160 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1775 members Mstep: Class 2 contains 25145 members Entering Unmasked Estep Score: -5813193.500000 Penalty: 12495.764648 Iteration 24Q: 3 clusters Score -5813194 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1710 members Mstep: Class 2 contains 25210 members Entering Unmasked Estep Score: -5813236.000000 Penalty: 12495.764648 Iteration 25Q: 3 clusters Score -5813236 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1660 members Mstep: Class 2 contains 25260 members Entering Unmasked Estep Score: -5813274.500000 Penalty: 12495.764648 Iteration 26Q: 3 clusters Score -5813274 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1614 members Mstep: Class 2 contains 25306 members Entering Unmasked Estep Score: -5813315.000000 Penalty: 12495.764648 Iteration 27Q: 3 clusters Score -5813315 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1562 members Mstep: Class 2 contains 25358 members Entering Unmasked Estep Score: -5813341.000000 Penalty: 12495.764648 Iteration 28Q: 3 clusters Score -5813341 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1535 members Mstep: Class 2 contains 25385 members Entering Unmasked Estep Score: -5813358.000000 Penalty: 12495.764648 Iteration 29Q: 3 clusters Score -5813358 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1517 members Mstep: Class 2 contains 25403 members Entering Unmasked Estep Score: -5813357.500000 Penalty: 12495.764648 Iteration 30Q: 3 clusters Score -5813358 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1499 members Mstep: Class 2 contains 25421 members Entering Unmasked Estep Score: -5813375.500000 Penalty: 12495.764648 Iteration 31Q: 3 clusters Score -5813376 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1489 members Mstep: Class 2 contains 25431 members Entering Unmasked Estep Score: -5813373.500000 Penalty: 12495.764648 Iteration 32Q: 3 clusters Score -5813374 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1481 members Mstep: Class 2 contains 25439 members Entering Unmasked Estep Score: -5813380.000000 Penalty: 12495.764648 Iteration 33Q: 3 clusters Score -5813380 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1475 members Mstep: Class 2 contains 25445 members Entering Unmasked Estep Score: -5813373.000000 Penalty: 12495.764648 Iteration 34Q: 3 clusters Score -5813373 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1465 members Mstep: Class 2 contains 25455 members Entering Unmasked Estep Score: -5813375.500000 Penalty: 12495.764648 Iteration 35Q: 3 clusters Score -5813376 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1464 members Mstep: Class 2 contains 25456 members Entering Unmasked Estep Score: -5813373.500000 Penalty: 12495.764648 Iteration 36Q: 3 clusters Score -5813374 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1462 members Mstep: Class 2 contains 25458 members Entering Unmasked Estep Score: -5813370.500000 Penalty: 12495.764648 Iteration 37Q: 3 clusters Score -5813370 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1461 members Mstep: Class 2 contains 25459 members Entering Unmasked Estep Score: -5813369.500000 Penalty: 12495.764648 Iteration 38Q: 3 clusters Score -5813370 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1458 members Mstep: Class 2 contains 25462 members Entering Unmasked Estep Score: -5813375.500000 Penalty: 12495.764648 Iteration 39Q: 3 clusters Score -5813376 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1455 members Mstep: Class 2 contains 25465 members Entering Unmasked Estep Score: -5813376.500000 Penalty: 12495.764648 Iteration 40F: 3 clusters Score -5813376 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1452 members Mstep: Class 2 contains 25468 members Entering Unmasked Estep Score: -5813379.000000 Penalty: 12495.764648 Iteration 41Q: 3 clusters Score -5813379 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1450 members Mstep: Class 2 contains 25470 members Entering Unmasked Estep Score: -5813373.000000 Penalty: 12495.764648 Iteration 42Q: 3 clusters Score -5813373 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1448 members Mstep: Class 2 contains 25472 members Entering Unmasked Estep Score: -5813381.500000 Penalty: 12495.764648 Iteration 43Q: 3 clusters Score -5813382 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1445 members Mstep: Class 2 contains 25475 members Entering Unmasked Estep Score: -5813384.500000 Penalty: 12495.764648 Iteration 44Q: 3 clusters Score -5813384 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1443 members Mstep: Class 2 contains 25477 members Entering Unmasked Estep Score: -5813391.500000 Penalty: 12495.764648 Iteration 45Q: 3 clusters Score -5813392 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1441 members Mstep: Class 2 contains 25479 members Entering Unmasked Estep Score: -5813387.000000 Penalty: 12495.764648 Iteration 46Q: 3 clusters Score -5813387 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1439 members Mstep: Class 2 contains 25481 members Entering Unmasked Estep Score: -5813387.000000 Penalty: 12495.764648 Iteration 47Q: 3 clusters Score -5813387 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1438 members Mstep: Class 2 contains 25482 members Entering Unmasked Estep Score: -5813392.000000 Penalty: 12495.764648 Iteration 48Q: 3 clusters Score -5813392 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1437 members Mstep: Class 2 contains 25483 members Entering Unmasked Estep Score: -5813392.000000 Penalty: 12495.764648 Iteration 49Q: 3 clusters Score -5813392 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1436 members Mstep: Class 2 contains 25484 members Entering Unmasked Estep Score: -5813388.000000 Penalty: 12495.764648 Iteration 50Q: 3 clusters Score -5813388 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1435 members Mstep: Class 2 contains 25485 members Entering Unmasked Estep Score: -5813384.000000 Penalty: 12495.764648 Iteration 51Q: 3 clusters Score -5813384 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1435 members Mstep: Class 2 contains 25485 members Entering Unmasked Estep Score: -5813389.500000 Penalty: 12495.764648 Iteration 52Q: 3 clusters Score -5813390 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1435 members Mstep: Class 2 contains 25485 members Entering Unmasked Estep Score: -5813389.500000 Penalty: 12495.764648 Iteration 53F: 3 clusters Score -5813390 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (41485 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41485 members Entering Unmasked Estep Score: -8847581.000000 Penalty: 6512.766113 Iteration 0F: 2 clusters Score -8847581 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20753 members Mstep: Class 2 contains 20732 members Entering Unmasked Estep Score: -8817593.000000 Penalty: 13025.532227 Iteration 0F: 3 clusters Score -8817593 nChanged 18102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20673 members Mstep: Class 2 contains 20812 members Entering Unmasked Estep Score: -8827423.000000 Penalty: 13025.532227 Iteration 1F: 3 clusters Score -8827423 nChanged 2583 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20680 members Mstep: Class 2 contains 20805 members Entering Unmasked Estep Score: -8828756.000000 Penalty: 13025.532227 Iteration 2F: 3 clusters Score -8828756 nChanged 2384 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20538 members Mstep: Class 2 contains 20947 members Entering Unmasked Estep Score: -8829968.000000 Penalty: 13025.532227 Iteration 3F: 3 clusters Score -8829968 nChanged 2180 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20132 members Mstep: Class 2 contains 21353 members Entering Unmasked Estep Score: -8830979.000000 Penalty: 13025.532227 Iteration 4F: 3 clusters Score -8830979 nChanged 2046 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19490 members Mstep: Class 2 contains 21995 members Entering Unmasked Estep Score: -8832056.000000 Penalty: 13025.532227 Iteration 5Q: 3 clusters Score -8832056 nChanged 2070 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18522 members Mstep: Class 2 contains 22963 members Entering Unmasked Estep Score: -8833255.000000 Penalty: 13025.532227 Iteration 6Q: 3 clusters Score -8833255 nChanged 2153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17269 members Mstep: Class 2 contains 24216 members Entering Unmasked Estep Score: -8834556.000000 Penalty: 13025.532227 Iteration 7F: 3 clusters Score -8834556 nChanged 2361 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15782 members Mstep: Class 2 contains 25703 members Entering Unmasked Estep Score: -8836395.000000 Penalty: 13025.532227 Iteration 8F: 3 clusters Score -8836395 nChanged 2585 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14153 members Mstep: Class 2 contains 27332 members Entering Unmasked Estep Score: -8838690.000000 Penalty: 13025.532227 Iteration 9F: 3 clusters Score -8838690 nChanged 2388 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12657 members Mstep: Class 2 contains 28828 members Entering Unmasked Estep Score: -8840705.000000 Penalty: 13025.532227 Iteration 10F: 3 clusters Score -8840705 nChanged 2046 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11461 members Mstep: Class 2 contains 30024 members Entering Unmasked Estep Score: -8842515.000000 Penalty: 13025.532227 Iteration 11Q: 3 clusters Score -8842515 nChanged 1565 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10596 members Mstep: Class 2 contains 30889 members Entering Unmasked Estep Score: -8843667.000000 Penalty: 13025.532227 Iteration 12Q: 3 clusters Score -8843667 nChanged 1169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9947 members Mstep: Class 2 contains 31538 members Entering Unmasked Estep Score: -8844390.000000 Penalty: 13025.532227 Iteration 13Q: 3 clusters Score -8844390 nChanged 877 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9480 members Mstep: Class 2 contains 32005 members Entering Unmasked Estep Score: -8844858.000000 Penalty: 13025.532227 Iteration 14Q: 3 clusters Score -8844858 nChanged 670 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9098 members Mstep: Class 2 contains 32387 members Entering Unmasked Estep Score: -8845199.000000 Penalty: 13025.532227 Iteration 15Q: 3 clusters Score -8845199 nChanged 557 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8767 members Mstep: Class 2 contains 32718 members Entering Unmasked Estep Score: -8845468.000000 Penalty: 13025.532227 Iteration 16Q: 3 clusters Score -8845468 nChanged 485 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8492 members Mstep: Class 2 contains 32993 members Entering Unmasked Estep Score: -8845654.000000 Penalty: 13025.532227 Iteration 17Q: 3 clusters Score -8845654 nChanged 430 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8210 members Mstep: Class 2 contains 33275 members Entering Unmasked Estep Score: -8845879.000000 Penalty: 13025.532227 Iteration 18Q: 3 clusters Score -8845879 nChanged 372 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7980 members Mstep: Class 2 contains 33505 members Entering Unmasked Estep Score: -8846053.000000 Penalty: 13025.532227 Iteration 19Q: 3 clusters Score -8846053 nChanged 329 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7741 members Mstep: Class 2 contains 33744 members Entering Unmasked Estep Score: -8846218.000000 Penalty: 13025.532227 Iteration 20F: 3 clusters Score -8846218 nChanged 331 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7516 members Mstep: Class 2 contains 33969 members Entering Unmasked Estep Score: -8846364.000000 Penalty: 13025.532227 Iteration 21Q: 3 clusters Score -8846364 nChanged 299 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7289 members Mstep: Class 2 contains 34196 members Entering Unmasked Estep Score: -8846508.000000 Penalty: 13025.532227 Iteration 22Q: 3 clusters Score -8846508 nChanged 269 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7088 members Mstep: Class 2 contains 34397 members Entering Unmasked Estep Score: -8846669.000000 Penalty: 13025.532227 Iteration 23Q: 3 clusters Score -8846669 nChanged 255 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6893 members Mstep: Class 2 contains 34592 members Entering Unmasked Estep Score: -8846766.000000 Penalty: 13025.532227 Iteration 24Q: 3 clusters Score -8846766 nChanged 226 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6721 members Mstep: Class 2 contains 34764 members Entering Unmasked Estep Score: -8846843.000000 Penalty: 13025.532227 Iteration 25Q: 3 clusters Score -8846843 nChanged 198 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6571 members Mstep: Class 2 contains 34914 members Entering Unmasked Estep Score: -8846921.000000 Penalty: 13025.532227 Iteration 26Q: 3 clusters Score -8846921 nChanged 183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6432 members Mstep: Class 2 contains 35053 members Entering Unmasked Estep Score: -8847011.000000 Penalty: 13025.532227 Iteration 27Q: 3 clusters Score -8847011 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6315 members Mstep: Class 2 contains 35170 members Entering Unmasked Estep Score: -8847072.000000 Penalty: 13025.532227 Iteration 28Q: 3 clusters Score -8847072 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6208 members Mstep: Class 2 contains 35277 members Entering Unmasked Estep Score: -8847090.000000 Penalty: 13025.532227 Iteration 29Q: 3 clusters Score -8847090 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6107 members Mstep: Class 2 contains 35378 members Entering Unmasked Estep Score: -8847125.000000 Penalty: 13025.532227 Iteration 30Q: 3 clusters Score -8847125 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5997 members Mstep: Class 2 contains 35488 members Entering Unmasked Estep Score: -8847187.000000 Penalty: 13025.532227 Iteration 31Q: 3 clusters Score -8847187 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5894 members Mstep: Class 2 contains 35591 members Entering Unmasked Estep Score: -8847224.000000 Penalty: 13025.532227 Iteration 32Q: 3 clusters Score -8847224 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5809 members Mstep: Class 2 contains 35676 members Entering Unmasked Estep Score: -8847248.000000 Penalty: 13025.532227 Iteration 33Q: 3 clusters Score -8847248 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5752 members Mstep: Class 2 contains 35733 members Entering Unmasked Estep Score: -8847297.000000 Penalty: 13025.532227 Iteration 34Q: 3 clusters Score -8847297 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5698 members Mstep: Class 2 contains 35787 members Entering Unmasked Estep Score: -8847306.000000 Penalty: 13025.532227 Iteration 35Q: 3 clusters Score -8847306 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5640 members Mstep: Class 2 contains 35845 members Entering Unmasked Estep Score: -8847326.000000 Penalty: 13025.532227 Iteration 36Q: 3 clusters Score -8847326 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5604 members Mstep: Class 2 contains 35881 members Entering Unmasked Estep Score: -8847318.000000 Penalty: 13025.532227 Iteration 37Q: 3 clusters Score -8847318 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5579 members Mstep: Class 2 contains 35906 members Entering Unmasked Estep Score: -8847334.000000 Penalty: 13025.532227 Iteration 38Q: 3 clusters Score -8847334 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5565 members Mstep: Class 2 contains 35920 members Entering Unmasked Estep Score: -8847324.000000 Penalty: 13025.532227 Iteration 39Q: 3 clusters Score -8847324 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5546 members Mstep: Class 2 contains 35939 members Entering Unmasked Estep Score: -8847322.000000 Penalty: 13025.532227 Iteration 40F: 3 clusters Score -8847322 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5532 members Mstep: Class 2 contains 35953 members Entering Unmasked Estep Score: -8847322.000000 Penalty: 13025.532227 Iteration 41Q: 3 clusters Score -8847322 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5519 members Mstep: Class 2 contains 35966 members Entering Unmasked Estep Score: -8847325.000000 Penalty: 13025.532227 Iteration 42Q: 3 clusters Score -8847325 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5505 members Mstep: Class 2 contains 35980 members Entering Unmasked Estep Score: -8847338.000000 Penalty: 13025.532227 Iteration 43Q: 3 clusters Score -8847338 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5488 members Mstep: Class 2 contains 35997 members Entering Unmasked Estep Score: -8847344.000000 Penalty: 13025.532227 Iteration 44Q: 3 clusters Score -8847344 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5477 members Mstep: Class 2 contains 36008 members Entering Unmasked Estep Score: -8847350.000000 Penalty: 13025.532227 Iteration 45Q: 3 clusters Score -8847350 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5467 members Mstep: Class 2 contains 36018 members Entering Unmasked Estep Score: -8847326.000000 Penalty: 13025.532227 Iteration 46Q: 3 clusters Score -8847326 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5458 members Mstep: Class 2 contains 36027 members Entering Unmasked Estep Score: -8847329.000000 Penalty: 13025.532227 Iteration 47Q: 3 clusters Score -8847329 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5453 members Mstep: Class 2 contains 36032 members Entering Unmasked Estep Score: -8847335.000000 Penalty: 13025.532227 Iteration 48Q: 3 clusters Score -8847335 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5450 members Mstep: Class 2 contains 36035 members Entering Unmasked Estep Score: -8847344.000000 Penalty: 13025.532227 Iteration 49Q: 3 clusters Score -8847344 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5444 members Mstep: Class 2 contains 36041 members Entering Unmasked Estep Score: -8847335.000000 Penalty: 13025.532227 Iteration 50Q: 3 clusters Score -8847335 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5440 members Mstep: Class 2 contains 36045 members Entering Unmasked Estep Score: -8847349.000000 Penalty: 13025.532227 Iteration 51Q: 3 clusters Score -8847349 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5438 members Mstep: Class 2 contains 36047 members Entering Unmasked Estep Score: -8847352.000000 Penalty: 13025.532227 Iteration 52Q: 3 clusters Score -8847352 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5439 members Mstep: Class 2 contains 36046 members Entering Unmasked Estep Score: -8847363.000000 Penalty: 13025.532227 Iteration 53Q: 3 clusters Score -8847363 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5436 members Mstep: Class 2 contains 36049 members Entering Unmasked Estep Score: -8847357.000000 Penalty: 13025.532227 Iteration 54Q: 3 clusters Score -8847357 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5433 members Mstep: Class 2 contains 36052 members Entering Unmasked Estep Score: -8847345.000000 Penalty: 13025.532227 Iteration 55Q: 3 clusters Score -8847345 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5429 members Mstep: Class 2 contains 36056 members Entering Unmasked Estep Score: -8847343.000000 Penalty: 13025.532227 Iteration 56Q: 3 clusters Score -8847343 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5420 members Mstep: Class 2 contains 36065 members Entering Unmasked Estep Score: -8847352.000000 Penalty: 13025.532227 Iteration 57Q: 3 clusters Score -8847352 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5415 members Mstep: Class 2 contains 36070 members Entering Unmasked Estep Score: -8847356.000000 Penalty: 13025.532227 Iteration 58Q: 3 clusters Score -8847356 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5411 members Mstep: Class 2 contains 36074 members Entering Unmasked Estep Score: -8847351.000000 Penalty: 13025.532227 Iteration 59Q: 3 clusters Score -8847351 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5404 members Mstep: Class 2 contains 36081 members Entering Unmasked Estep Score: -8847351.000000 Penalty: 13025.532227 Iteration 60F: 3 clusters Score -8847351 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5401 members Mstep: Class 2 contains 36084 members Entering Unmasked Estep Score: -8847352.000000 Penalty: 13025.532227 Iteration 61Q: 3 clusters Score -8847352 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5399 members Mstep: Class 2 contains 36086 members Entering Unmasked Estep Score: -8847360.000000 Penalty: 13025.532227 Iteration 62Q: 3 clusters Score -8847360 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5397 members Mstep: Class 2 contains 36088 members Entering Unmasked Estep Score: -8847355.000000 Penalty: 13025.532227 Iteration 63Q: 3 clusters Score -8847355 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5396 members Mstep: Class 2 contains 36089 members Entering Unmasked Estep Score: -8847354.000000 Penalty: 13025.532227 Iteration 64Q: 3 clusters Score -8847354 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5396 members Mstep: Class 2 contains 36089 members Entering Unmasked Estep Score: -8847354.000000 Penalty: 13025.532227 Iteration 65F: 3 clusters Score -8847354 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (354 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 354 members Entering Unmasked Estep Score: -65988.703125 Penalty: 3594.944336 Iteration 0F: 2 clusters Score -65988.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 191 members Mstep: Class 2 contains 163 members Entering Unmasked Estep Score: -63073.296875 Penalty: 7189.888672 Iteration 0F: 3 clusters Score -63073.3 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 189 members Mstep: Class 2 contains 165 members Entering Unmasked Estep Score: -63255.773438 Penalty: 7189.888672 Iteration 1F: 3 clusters Score -63255.77 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 187 members Mstep: Class 2 contains 167 members Entering Unmasked Estep Score: -63302.871094 Penalty: 7189.888672 Iteration 2Q: 3 clusters Score -63302.87 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 184 members Mstep: Class 2 contains 170 members Entering Unmasked Estep Score: -63318.500000 Penalty: 7189.888672 Iteration 3Q: 3 clusters Score -63318.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 183 members Mstep: Class 2 contains 171 members Entering Unmasked Estep Score: -63323.101562 Penalty: 7189.888672 Iteration 4Q: 3 clusters Score -63323.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 182 members Mstep: Class 2 contains 172 members Entering Unmasked Estep Score: -63325.554688 Penalty: 7189.888672 Iteration 5Q: 3 clusters Score -63325.55 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 182 members Mstep: Class 2 contains 172 members Entering Unmasked Estep Score: -63325.554688 Penalty: 7189.888672 Iteration 6F: 3 clusters Score -63325.55 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (39952 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39952 members Entering Unmasked Estep Score: -9014578.000000 Penalty: 6489.703613 Iteration 0F: 2 clusters Score -9014578 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20029 members Mstep: Class 2 contains 19923 members Entering Unmasked Estep Score: -8985555.000000 Penalty: 12979.407227 Iteration 0F: 3 clusters Score -8985555 nChanged 17191 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20104 members Mstep: Class 2 contains 19848 members Entering Unmasked Estep Score: -8994553.000000 Penalty: 12979.407227 Iteration 1F: 3 clusters Score -8994553 nChanged 2228 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20012 members Mstep: Class 2 contains 19940 members Entering Unmasked Estep Score: -8995316.000000 Penalty: 12979.407227 Iteration 2F: 3 clusters Score -8995316 nChanged 1725 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19929 members Mstep: Class 2 contains 20023 members Entering Unmasked Estep Score: -8995895.000000 Penalty: 12979.407227 Iteration 3Q: 3 clusters Score -8995895 nChanged 1361 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19890 members Mstep: Class 2 contains 20062 members Entering Unmasked Estep Score: -8996265.000000 Penalty: 12979.407227 Iteration 4Q: 3 clusters Score -8996265 nChanged 1096 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19874 members Mstep: Class 2 contains 20078 members Entering Unmasked Estep Score: -8996500.000000 Penalty: 12979.407227 Iteration 5Q: 3 clusters Score -8996500 nChanged 890 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19882 members Mstep: Class 2 contains 20070 members Entering Unmasked Estep Score: -8996681.000000 Penalty: 12979.407227 Iteration 6Q: 3 clusters Score -8996681 nChanged 774 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19864 members Mstep: Class 2 contains 20088 members Entering Unmasked Estep Score: -8996846.000000 Penalty: 12979.407227 Iteration 7Q: 3 clusters Score -8996846 nChanged 699 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19939 members Mstep: Class 2 contains 20013 members Entering Unmasked Estep Score: -8996994.000000 Penalty: 12979.407227 Iteration 8Q: 3 clusters Score -8996994 nChanged 621 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19988 members Mstep: Class 2 contains 19964 members Entering Unmasked Estep Score: -8997163.000000 Penalty: 12979.407227 Iteration 9Q: 3 clusters Score -8997163 nChanged 552 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20058 members Mstep: Class 2 contains 19894 members Entering Unmasked Estep Score: -8997251.000000 Penalty: 12979.407227 Iteration 10Q: 3 clusters Score -8997251 nChanged 520 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20096 members Mstep: Class 2 contains 19856 members Entering Unmasked Estep Score: -8997346.000000 Penalty: 12979.407227 Iteration 11Q: 3 clusters Score -8997346 nChanged 510 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20164 members Mstep: Class 2 contains 19788 members Entering Unmasked Estep Score: -8997415.000000 Penalty: 12979.407227 Iteration 12Q: 3 clusters Score -8997415 nChanged 504 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20250 members Mstep: Class 2 contains 19702 members Entering Unmasked Estep Score: -8997514.000000 Penalty: 12979.407227 Iteration 13Q: 3 clusters Score -8997514 nChanged 465 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20367 members Mstep: Class 2 contains 19585 members Entering Unmasked Estep Score: -8997610.000000 Penalty: 12979.407227 Iteration 14Q: 3 clusters Score -8997610 nChanged 397 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20468 members Mstep: Class 2 contains 19484 members Entering Unmasked Estep Score: -8997664.000000 Penalty: 12979.407227 Iteration 15Q: 3 clusters Score -8997664 nChanged 366 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20576 members Mstep: Class 2 contains 19376 members Entering Unmasked Estep Score: -8997752.000000 Penalty: 12979.407227 Iteration 16Q: 3 clusters Score -8997752 nChanged 351 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20729 members Mstep: Class 2 contains 19223 members Entering Unmasked Estep Score: -8997804.000000 Penalty: 12979.407227 Iteration 17Q: 3 clusters Score -8997804 nChanged 292 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20873 members Mstep: Class 2 contains 19079 members Entering Unmasked Estep Score: -8997833.000000 Penalty: 12979.407227 Iteration 18Q: 3 clusters Score -8997833 nChanged 286 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21043 members Mstep: Class 2 contains 18909 members Entering Unmasked Estep Score: -8997862.000000 Penalty: 12979.407227 Iteration 19Q: 3 clusters Score -8997862 nChanged 277 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21208 members Mstep: Class 2 contains 18744 members Entering Unmasked Estep Score: -8997884.000000 Penalty: 12979.407227 Iteration 20F: 3 clusters Score -8997884 nChanged 286 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21388 members Mstep: Class 2 contains 18564 members Entering Unmasked Estep Score: -8997928.000000 Penalty: 12979.407227 Iteration 21Q: 3 clusters Score -8997928 nChanged 282 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21588 members Mstep: Class 2 contains 18364 members Entering Unmasked Estep Score: -8997972.000000 Penalty: 12979.407227 Iteration 22Q: 3 clusters Score -8997972 nChanged 318 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21810 members Mstep: Class 2 contains 18142 members Entering Unmasked Estep Score: -8998048.000000 Penalty: 12979.407227 Iteration 23Q: 3 clusters Score -8998048 nChanged 355 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22073 members Mstep: Class 2 contains 17879 members Entering Unmasked Estep Score: -8998155.000000 Penalty: 12979.407227 Iteration 24Q: 3 clusters Score -8998155 nChanged 389 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22392 members Mstep: Class 2 contains 17560 members Entering Unmasked Estep Score: -8998219.000000 Penalty: 12979.407227 Iteration 25Q: 3 clusters Score -8998219 nChanged 426 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22746 members Mstep: Class 2 contains 17206 members Entering Unmasked Estep Score: -8998300.000000 Penalty: 12979.407227 Iteration 26Q: 3 clusters Score -8998300 nChanged 479 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23155 members Mstep: Class 2 contains 16797 members Entering Unmasked Estep Score: -8998378.000000 Penalty: 12979.407227 Iteration 27Q: 3 clusters Score -8998378 nChanged 571 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23664 members Mstep: Class 2 contains 16288 members Entering Unmasked Estep Score: -8998512.000000 Penalty: 12979.407227 Iteration 28Q: 3 clusters Score -8998512 nChanged 666 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24280 members Mstep: Class 2 contains 15672 members Entering Unmasked Estep Score: -8998689.000000 Penalty: 12979.407227 Iteration 29Q: 3 clusters Score -8998689 nChanged 784 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25018 members Mstep: Class 2 contains 14934 members Entering Unmasked Estep Score: -8998953.000000 Penalty: 12979.407227 Iteration 30Q: 3 clusters Score -8998953 nChanged 943 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25919 members Mstep: Class 2 contains 14033 members Entering Unmasked Estep Score: -8999327.000000 Penalty: 12979.407227 Iteration 31Q: 3 clusters Score -8999327 nChanged 1088 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26981 members Mstep: Class 2 contains 12971 members Entering Unmasked Estep Score: -8999732.000000 Penalty: 12979.407227 Iteration 32Q: 3 clusters Score -8999732 nChanged 1288 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28247 members Mstep: Class 2 contains 11705 members Entering Unmasked Estep Score: -9000421.000000 Penalty: 12979.407227 Iteration 33Q: 3 clusters Score -9000421 nChanged 1589 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29806 members Mstep: Class 2 contains 10146 members Entering Unmasked Estep Score: -9001318.000000 Penalty: 12979.407227 Iteration 34Q: 3 clusters Score -9001318 nChanged 1789 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31569 members Mstep: Class 2 contains 8383 members Entering Unmasked Estep Score: -9002496.000000 Penalty: 12979.407227 Iteration 35Q: 3 clusters Score -9002496 nChanged 1866 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33419 members Mstep: Class 2 contains 6533 members Entering Unmasked Estep Score: -9003881.000000 Penalty: 12979.407227 Iteration 36Q: 3 clusters Score -9003881 nChanged 1715 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35116 members Mstep: Class 2 contains 4836 members Entering Unmasked Estep Score: -9005260.000000 Penalty: 12979.407227 Iteration 37Q: 3 clusters Score -9005260 nChanged 1362 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36464 members Mstep: Class 2 contains 3488 members Entering Unmasked Estep Score: -9006432.000000 Penalty: 12979.407227 Iteration 38Q: 3 clusters Score -9006432 nChanged 981 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37423 members Mstep: Class 2 contains 2529 members Entering Unmasked Estep Score: -9007210.000000 Penalty: 12979.407227 Iteration 39Q: 3 clusters Score -9007210 nChanged 616 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38025 members Mstep: Class 2 contains 1927 members Entering Unmasked Estep Score: -9007719.000000 Penalty: 12979.407227 Iteration 40F: 3 clusters Score -9007719 nChanged 399 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38398 members Mstep: Class 2 contains 1554 members Entering Unmasked Estep Score: -9008060.000000 Penalty: 12979.407227 Iteration 41Q: 3 clusters Score -9008060 nChanged 265 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38643 members Mstep: Class 2 contains 1309 members Entering Unmasked Estep Score: -9008289.000000 Penalty: 12979.407227 Iteration 42Q: 3 clusters Score -9008289 nChanged 184 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38801 members Mstep: Class 2 contains 1151 members Entering Unmasked Estep Score: -9008467.000000 Penalty: 12979.407227 Iteration 43Q: 3 clusters Score -9008467 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38906 members Mstep: Class 2 contains 1046 members Entering Unmasked Estep Score: -9008591.000000 Penalty: 12979.407227 Iteration 44Q: 3 clusters Score -9008591 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38969 members Mstep: Class 2 contains 983 members Entering Unmasked Estep Score: -9008647.000000 Penalty: 12979.407227 Iteration 45Q: 3 clusters Score -9008647 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39025 members Mstep: Class 2 contains 927 members Entering Unmasked Estep Score: -9008712.000000 Penalty: 12979.407227 Iteration 46Q: 3 clusters Score -9008712 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39065 members Mstep: Class 2 contains 887 members Entering Unmasked Estep Score: -9008742.000000 Penalty: 12979.407227 Iteration 47Q: 3 clusters Score -9008742 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39092 members Mstep: Class 2 contains 860 members Entering Unmasked Estep Score: -9008789.000000 Penalty: 12979.407227 Iteration 48Q: 3 clusters Score -9008789 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39112 members Mstep: Class 2 contains 840 members Entering Unmasked Estep Score: -9008799.000000 Penalty: 12979.407227 Iteration 49Q: 3 clusters Score -9008799 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39121 members Mstep: Class 2 contains 831 members Entering Unmasked Estep Score: -9008813.000000 Penalty: 12979.407227 Iteration 50Q: 3 clusters Score -9008813 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39128 members Mstep: Class 2 contains 824 members Entering Unmasked Estep Score: -9008806.000000 Penalty: 12979.407227 Iteration 51Q: 3 clusters Score -9008806 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39134 members Mstep: Class 2 contains 818 members Entering Unmasked Estep Score: -9008817.000000 Penalty: 12979.407227 Iteration 52Q: 3 clusters Score -9008817 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39140 members Mstep: Class 2 contains 812 members Entering Unmasked Estep Score: -9008823.000000 Penalty: 12979.407227 Iteration 53Q: 3 clusters Score -9008823 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39147 members Mstep: Class 2 contains 805 members Entering Unmasked Estep Score: -9008826.000000 Penalty: 12979.407227 Iteration 54Q: 3 clusters Score -9008826 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39153 members Mstep: Class 2 contains 799 members Entering Unmasked Estep Score: -9008842.000000 Penalty: 12979.407227 Iteration 55Q: 3 clusters Score -9008842 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39158 members Mstep: Class 2 contains 794 members Entering Unmasked Estep Score: -9008837.000000 Penalty: 12979.407227 Iteration 56Q: 3 clusters Score -9008837 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39160 members Mstep: Class 2 contains 792 members Entering Unmasked Estep Score: -9008848.000000 Penalty: 12979.407227 Iteration 57Q: 3 clusters Score -9008848 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39160 members Mstep: Class 2 contains 792 members Entering Unmasked Estep Score: -9008848.000000 Penalty: 12979.407227 Iteration 58F: 3 clusters Score -9008848 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (2047 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2047 members Entering Unmasked Estep Score: -437546.093750 Penalty: 4669.780273 Iteration 0F: 2 clusters Score -437546.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1045 members Mstep: Class 2 contains 1002 members Entering Unmasked Estep Score: -432539.843750 Penalty: 9339.560547 Iteration 0F: 3 clusters Score -432539.8 nChanged 493 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1078 members Mstep: Class 2 contains 969 members Entering Unmasked Estep Score: -433456.593750 Penalty: 9339.560547 Iteration 1F: 3 clusters Score -433456.6 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1117 members Mstep: Class 2 contains 930 members Entering Unmasked Estep Score: -433773.281250 Penalty: 9339.560547 Iteration 2F: 3 clusters Score -433773.3 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1143 members Mstep: Class 2 contains 904 members Entering Unmasked Estep Score: -433926.562500 Penalty: 9339.560547 Iteration 3Q: 3 clusters Score -433926.6 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1148 members Mstep: Class 2 contains 899 members Entering Unmasked Estep Score: -434067.906250 Penalty: 9339.560547 Iteration 4Q: 3 clusters Score -434067.9 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1158 members Mstep: Class 2 contains 889 members Entering Unmasked Estep Score: -434208.062500 Penalty: 9339.560547 Iteration 5Q: 3 clusters Score -434208.1 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1163 members Mstep: Class 2 contains 884 members Entering Unmasked Estep Score: -434336.875000 Penalty: 9339.560547 Iteration 6Q: 3 clusters Score -434336.9 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1157 members Mstep: Class 2 contains 890 members Entering Unmasked Estep Score: -434489.125000 Penalty: 9339.560547 Iteration 7Q: 3 clusters Score -434489.1 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1144 members Mstep: Class 2 contains 903 members Entering Unmasked Estep Score: -434628.843750 Penalty: 9339.560547 Iteration 8Q: 3 clusters Score -434628.8 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1131 members Mstep: Class 2 contains 916 members Entering Unmasked Estep Score: -434937.187500 Penalty: 9339.560547 Iteration 9Q: 3 clusters Score -434937.2 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1092 members Mstep: Class 2 contains 955 members Entering Unmasked Estep Score: -435192.437500 Penalty: 9339.560547 Iteration 10Q: 3 clusters Score -435192.4 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1041 members Mstep: Class 2 contains 1006 members Entering Unmasked Estep Score: -435414.375000 Penalty: 9339.560547 Iteration 11Q: 3 clusters Score -435414.4 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 984 members Mstep: Class 2 contains 1063 members Entering Unmasked Estep Score: -435655.156250 Penalty: 9339.560547 Iteration 12Q: 3 clusters Score -435655.2 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 911 members Mstep: Class 2 contains 1136 members Entering Unmasked Estep Score: -435924.375000 Penalty: 9339.560547 Iteration 13Q: 3 clusters Score -435924.4 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 837 members Mstep: Class 2 contains 1210 members Entering Unmasked Estep Score: -436221.312500 Penalty: 9339.560547 Iteration 14Q: 3 clusters Score -436221.3 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 771 members Mstep: Class 2 contains 1276 members Entering Unmasked Estep Score: -436447.375000 Penalty: 9339.560547 Iteration 15Q: 3 clusters Score -436447.4 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 711 members Mstep: Class 2 contains 1336 members Entering Unmasked Estep Score: -436639.625000 Penalty: 9339.560547 Iteration 16Q: 3 clusters Score -436639.6 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 668 members Mstep: Class 2 contains 1379 members Entering Unmasked Estep Score: -436770.656250 Penalty: 9339.560547 Iteration 17Q: 3 clusters Score -436770.7 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 631 members Mstep: Class 2 contains 1416 members Entering Unmasked Estep Score: -436880.406250 Penalty: 9339.560547 Iteration 18Q: 3 clusters Score -436880.4 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 607 members Mstep: Class 2 contains 1440 members Entering Unmasked Estep Score: -436958.500000 Penalty: 9339.560547 Iteration 19Q: 3 clusters Score -436958.5 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 586 members Mstep: Class 2 contains 1461 members Entering Unmasked Estep Score: -437017.125000 Penalty: 9339.560547 Iteration 20F: 3 clusters Score -437017.1 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 565 members Mstep: Class 2 contains 1482 members Entering Unmasked Estep Score: -437133.750000 Penalty: 9339.560547 Iteration 21Q: 3 clusters Score -437133.8 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 543 members Mstep: Class 2 contains 1504 members Entering Unmasked Estep Score: -437290.156250 Penalty: 9339.560547 Iteration 22Q: 3 clusters Score -437290.2 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 522 members Mstep: Class 2 contains 1525 members Entering Unmasked Estep Score: -437429.687500 Penalty: 9339.560547 Iteration 23Q: 3 clusters Score -437429.7 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 1538 members Entering Unmasked Estep Score: -437523.781250 Penalty: 9339.560547 Iteration 24Q: 3 clusters Score -437523.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 506 members Mstep: Class 2 contains 1541 members Entering Unmasked Estep Score: -437545.156250 Penalty: 9339.560547 Iteration 25Q: 3 clusters Score -437545.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 504 members Mstep: Class 2 contains 1543 members Entering Unmasked Estep Score: -437557.968750 Penalty: 9339.560547 Iteration 26Q: 3 clusters Score -437558 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 502 members Mstep: Class 2 contains 1545 members Entering Unmasked Estep Score: -437563.093750 Penalty: 9339.560547 Iteration 27Q: 3 clusters Score -437563.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 501 members Mstep: Class 2 contains 1546 members Entering Unmasked Estep Score: -437565.375000 Penalty: 9339.560547 Iteration 28Q: 3 clusters Score -437565.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 500 members Mstep: Class 2 contains 1547 members Entering Unmasked Estep Score: -437566.468750 Penalty: 9339.560547 Iteration 29Q: 3 clusters Score -437566.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 500 members Mstep: Class 2 contains 1547 members Entering Unmasked Estep Score: -437566.468750 Penalty: 9339.560547 Iteration 30F: 3 clusters Score -437566.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 123 members Mstep: Class 1 contains 26920 members Mstep: Class 2 contains 41485 members Mstep: Class 3 contains 354 members Mstep: Class 4 contains 39952 members Mstep: Class 5 contains 1547 members Mstep: Class 6 contains 500 members Mstep: Class 7 contains 19795 members Mstep: Class 9 contains 163837 members Mstep: Class 10 contains 140999 members Mstep: Class 11 contains 2127 members Mstep: Class 12 contains 55871 members Mstep: Class 14 contains 160948 members Mstep: Class 16 contains 805 members Mstep: Class 17 contains 14012 members Mstep: Class 18 contains 1547 members Mstep: Class 19 contains 6892 members Mstep: Class 20 contains 1324 members Entering Unmasked Estep Score: -147468320.000000 Penalty: 139823.546875 Splitting cluster 6 changes total score from -147471760.000000 to -147468320.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 7 (19795 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19795 members Entering Unmasked Estep Score: -4369491.000000 Penalty: 6059.575684 Iteration 0F: 2 clusters Score -4369491 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9803 members Mstep: Class 2 contains 9992 members Entering Unmasked Estep Score: -4353035.000000 Penalty: 12119.151367 Iteration 0F: 3 clusters Score -4353035 nChanged 8062 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9399 members Mstep: Class 2 contains 10396 members Entering Unmasked Estep Score: -4357444.500000 Penalty: 12119.151367 Iteration 1F: 3 clusters Score -4357444 nChanged 1396 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9147 members Mstep: Class 2 contains 10648 members Entering Unmasked Estep Score: -4358129.500000 Penalty: 12119.151367 Iteration 2F: 3 clusters Score -4358130 nChanged 1065 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8894 members Mstep: Class 2 contains 10901 members Entering Unmasked Estep Score: -4358679.000000 Penalty: 12119.151367 Iteration 3F: 3 clusters Score -4358679 nChanged 857 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8599 members Mstep: Class 2 contains 11196 members Entering Unmasked Estep Score: -4359101.000000 Penalty: 12119.151367 Iteration 4Q: 3 clusters Score -4359101 nChanged 825 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8224 members Mstep: Class 2 contains 11571 members Entering Unmasked Estep Score: -4359602.000000 Penalty: 12119.151367 Iteration 5Q: 3 clusters Score -4359602 nChanged 792 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7804 members Mstep: Class 2 contains 11991 members Entering Unmasked Estep Score: -4360072.000000 Penalty: 12119.151367 Iteration 6Q: 3 clusters Score -4360072 nChanged 750 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7414 members Mstep: Class 2 contains 12381 members Entering Unmasked Estep Score: -4360585.500000 Penalty: 12119.151367 Iteration 7Q: 3 clusters Score -4360586 nChanged 762 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7044 members Mstep: Class 2 contains 12751 members Entering Unmasked Estep Score: -4361188.500000 Penalty: 12119.151367 Iteration 8Q: 3 clusters Score -4361188 nChanged 807 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6675 members Mstep: Class 2 contains 13120 members Entering Unmasked Estep Score: -4362002.000000 Penalty: 12119.151367 Iteration 9Q: 3 clusters Score -4362002 nChanged 864 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6385 members Mstep: Class 2 contains 13410 members Entering Unmasked Estep Score: -4363096.500000 Penalty: 12119.151367 Iteration 10Q: 3 clusters Score -4363096 nChanged 900 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6277 members Mstep: Class 2 contains 13518 members Entering Unmasked Estep Score: -4364392.500000 Penalty: 12119.151367 Iteration 11Q: 3 clusters Score -4364392 nChanged 914 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6377 members Mstep: Class 2 contains 13418 members Entering Unmasked Estep Score: -4365524.000000 Penalty: 12119.151367 Iteration 12Q: 3 clusters Score -4365524 nChanged 827 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6604 members Mstep: Class 2 contains 13191 members Entering Unmasked Estep Score: -4366281.000000 Penalty: 12119.151367 Iteration 13Q: 3 clusters Score -4366281 nChanged 576 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6862 members Mstep: Class 2 contains 12933 members Entering Unmasked Estep Score: -4366681.000000 Penalty: 12119.151367 Iteration 14Q: 3 clusters Score -4366681 nChanged 386 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7068 members Mstep: Class 2 contains 12727 members Entering Unmasked Estep Score: -4366906.000000 Penalty: 12119.151367 Iteration 15Q: 3 clusters Score -4366906 nChanged 278 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7220 members Mstep: Class 2 contains 12575 members Entering Unmasked Estep Score: -4367067.000000 Penalty: 12119.151367 Iteration 16Q: 3 clusters Score -4367067 nChanged 204 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7360 members Mstep: Class 2 contains 12435 members Entering Unmasked Estep Score: -4367161.000000 Penalty: 12119.151367 Iteration 17Q: 3 clusters Score -4367161 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7465 members Mstep: Class 2 contains 12330 members Entering Unmasked Estep Score: -4367249.500000 Penalty: 12119.151367 Iteration 18Q: 3 clusters Score -4367250 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7548 members Mstep: Class 2 contains 12247 members Entering Unmasked Estep Score: -4367297.000000 Penalty: 12119.151367 Iteration 19Q: 3 clusters Score -4367297 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7610 members Mstep: Class 2 contains 12185 members Entering Unmasked Estep Score: -4367316.000000 Penalty: 12119.151367 Iteration 20F: 3 clusters Score -4367316 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7669 members Mstep: Class 2 contains 12126 members Entering Unmasked Estep Score: -4367341.000000 Penalty: 12119.151367 Iteration 21Q: 3 clusters Score -4367341 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7718 members Mstep: Class 2 contains 12077 members Entering Unmasked Estep Score: -4367341.500000 Penalty: 12119.151367 Iteration 22Q: 3 clusters Score -4367342 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7752 members Mstep: Class 2 contains 12043 members Entering Unmasked Estep Score: -4367356.500000 Penalty: 12119.151367 Iteration 23Q: 3 clusters Score -4367356 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7784 members Mstep: Class 2 contains 12011 members Entering Unmasked Estep Score: -4367370.000000 Penalty: 12119.151367 Iteration 24Q: 3 clusters Score -4367370 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7813 members Mstep: Class 2 contains 11982 members Entering Unmasked Estep Score: -4367375.500000 Penalty: 12119.151367 Iteration 25Q: 3 clusters Score -4367376 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7838 members Mstep: Class 2 contains 11957 members Entering Unmasked Estep Score: -4367375.500000 Penalty: 12119.151367 Iteration 26Q: 3 clusters Score -4367376 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7861 members Mstep: Class 2 contains 11934 members Entering Unmasked Estep Score: -4367389.000000 Penalty: 12119.151367 Iteration 27Q: 3 clusters Score -4367389 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7884 members Mstep: Class 2 contains 11911 members Entering Unmasked Estep Score: -4367395.000000 Penalty: 12119.151367 Iteration 28Q: 3 clusters Score -4367395 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7897 members Mstep: Class 2 contains 11898 members Entering Unmasked Estep Score: -4367403.000000 Penalty: 12119.151367 Iteration 29Q: 3 clusters Score -4367403 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7907 members Mstep: Class 2 contains 11888 members Entering Unmasked Estep Score: -4367394.000000 Penalty: 12119.151367 Iteration 30Q: 3 clusters Score -4367394 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7914 members Mstep: Class 2 contains 11881 members Entering Unmasked Estep Score: -4367395.000000 Penalty: 12119.151367 Iteration 31Q: 3 clusters Score -4367395 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7925 members Mstep: Class 2 contains 11870 members Entering Unmasked Estep Score: -4367394.500000 Penalty: 12119.151367 Iteration 32Q: 3 clusters Score -4367394 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7934 members Mstep: Class 2 contains 11861 members Entering Unmasked Estep Score: -4367405.000000 Penalty: 12119.151367 Iteration 33Q: 3 clusters Score -4367405 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7937 members Mstep: Class 2 contains 11858 members Entering Unmasked Estep Score: -4367401.000000 Penalty: 12119.151367 Iteration 34Q: 3 clusters Score -4367401 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7939 members Mstep: Class 2 contains 11856 members Entering Unmasked Estep Score: -4367407.000000 Penalty: 12119.151367 Iteration 35Q: 3 clusters Score -4367407 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7944 members Mstep: Class 2 contains 11851 members Entering Unmasked Estep Score: -4367409.500000 Penalty: 12119.151367 Iteration 36Q: 3 clusters Score -4367410 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7952 members Mstep: Class 2 contains 11843 members Entering Unmasked Estep Score: -4367405.500000 Penalty: 12119.151367 Iteration 37Q: 3 clusters Score -4367406 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7960 members Mstep: Class 2 contains 11835 members Entering Unmasked Estep Score: -4367402.500000 Penalty: 12119.151367 Iteration 38Q: 3 clusters Score -4367402 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7967 members Mstep: Class 2 contains 11828 members Entering Unmasked Estep Score: -4367404.000000 Penalty: 12119.151367 Iteration 39Q: 3 clusters Score -4367404 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7973 members Mstep: Class 2 contains 11822 members Entering Unmasked Estep Score: -4367407.500000 Penalty: 12119.151367 Iteration 40F: 3 clusters Score -4367408 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7974 members Mstep: Class 2 contains 11821 members Entering Unmasked Estep Score: -4367406.000000 Penalty: 12119.151367 Iteration 41Q: 3 clusters Score -4367406 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7977 members Mstep: Class 2 contains 11818 members Entering Unmasked Estep Score: -4367406.500000 Penalty: 12119.151367 Iteration 42Q: 3 clusters Score -4367406 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7979 members Mstep: Class 2 contains 11816 members Entering Unmasked Estep Score: -4367404.000000 Penalty: 12119.151367 Iteration 43Q: 3 clusters Score -4367404 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7981 members Mstep: Class 2 contains 11814 members Entering Unmasked Estep Score: -4367408.000000 Penalty: 12119.151367 Iteration 44Q: 3 clusters Score -4367408 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7982 members Mstep: Class 2 contains 11813 members Entering Unmasked Estep Score: -4367408.500000 Penalty: 12119.151367 Iteration 45Q: 3 clusters Score -4367408 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7982 members Mstep: Class 2 contains 11813 members Entering Unmasked Estep Score: -4367408.500000 Penalty: 12119.151367 Iteration 46F: 3 clusters Score -4367408 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (163837 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 163837 members Entering Unmasked Estep Score: -35663840.000000 Penalty: 7354.059082 Iteration 0F: 2 clusters Score -3.566384e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81334 members Mstep: Class 2 contains 82503 members Entering Unmasked Estep Score: -35558876.000000 Penalty: 14708.118164 Iteration 0F: 3 clusters Score -3.555888e+07 nChanged 76333 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 76319 members Mstep: Class 2 contains 87518 members Entering Unmasked Estep Score: -35601848.000000 Penalty: 14708.118164 Iteration 1F: 3 clusters Score -3.560185e+07 nChanged 6416 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73103 members Mstep: Class 2 contains 90734 members Entering Unmasked Estep Score: -35603544.000000 Penalty: 14708.118164 Iteration 2Q: 3 clusters Score -3.560354e+07 nChanged 7205 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 68176 members Mstep: Class 2 contains 95661 members Entering Unmasked Estep Score: -35606856.000000 Penalty: 14708.118164 Iteration 3Q: 3 clusters Score -3.560686e+07 nChanged 8698 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61264 members Mstep: Class 2 contains 102573 members Entering Unmasked Estep Score: -35611760.000000 Penalty: 14708.118164 Iteration 4F: 3 clusters Score -3.561176e+07 nChanged 11038 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52102 members Mstep: Class 2 contains 111735 members Entering Unmasked Estep Score: -35620292.000000 Penalty: 14708.118164 Iteration 5F: 3 clusters Score -3.562029e+07 nChanged 12865 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41453 members Mstep: Class 2 contains 122384 members Entering Unmasked Estep Score: -35632840.000000 Penalty: 14708.118164 Iteration 6F: 3 clusters Score -3.563284e+07 nChanged 12603 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31458 members Mstep: Class 2 contains 132379 members Entering Unmasked Estep Score: -35644856.000000 Penalty: 14708.118164 Iteration 7F: 3 clusters Score -3.564486e+07 nChanged 10238 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23642 members Mstep: Class 2 contains 140195 members Entering Unmasked Estep Score: -35653160.000000 Penalty: 14708.118164 Iteration 8F: 3 clusters Score -3.565316e+07 nChanged 6981 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18219 members Mstep: Class 2 contains 145618 members Entering Unmasked Estep Score: -35657328.000000 Penalty: 14708.118164 Iteration 9Q: 3 clusters Score -3.565733e+07 nChanged 4520 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14505 members Mstep: Class 2 contains 149332 members Entering Unmasked Estep Score: -35659744.000000 Penalty: 14708.118164 Iteration 10Q: 3 clusters Score -3.565974e+07 nChanged 2931 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11946 members Mstep: Class 2 contains 151891 members Entering Unmasked Estep Score: -35660944.000000 Penalty: 14708.118164 Iteration 11Q: 3 clusters Score -3.566094e+07 nChanged 1936 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10194 members Mstep: Class 2 contains 153643 members Entering Unmasked Estep Score: -35661684.000000 Penalty: 14708.118164 Iteration 12Q: 3 clusters Score -3.566168e+07 nChanged 1293 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8995 members Mstep: Class 2 contains 154842 members Entering Unmasked Estep Score: -35662008.000000 Penalty: 14708.118164 Iteration 13Q: 3 clusters Score -3.566201e+07 nChanged 945 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8118 members Mstep: Class 2 contains 155719 members Entering Unmasked Estep Score: -35662284.000000 Penalty: 14708.118164 Iteration 14Q: 3 clusters Score -3.566228e+07 nChanged 607 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7539 members Mstep: Class 2 contains 156298 members Entering Unmasked Estep Score: -35662432.000000 Penalty: 14708.118164 Iteration 15Q: 3 clusters Score -3.566243e+07 nChanged 440 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7127 members Mstep: Class 2 contains 156710 members Entering Unmasked Estep Score: -35662512.000000 Penalty: 14708.118164 Iteration 16Q: 3 clusters Score -3.566251e+07 nChanged 318 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6815 members Mstep: Class 2 contains 157022 members Entering Unmasked Estep Score: -35662580.000000 Penalty: 14708.118164 Iteration 17Q: 3 clusters Score -3.566258e+07 nChanged 234 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6593 members Mstep: Class 2 contains 157244 members Entering Unmasked Estep Score: -35662560.000000 Penalty: 14708.118164 Iteration 18Q: 3 clusters Score -3.566256e+07 nChanged 186 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6413 members Mstep: Class 2 contains 157424 members Entering Unmasked Estep Score: -35662608.000000 Penalty: 14708.118164 Iteration 19Q: 3 clusters Score -3.566261e+07 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6268 members Mstep: Class 2 contains 157569 members Entering Unmasked Estep Score: -35662616.000000 Penalty: 14708.118164 Iteration 20F: 3 clusters Score -3.566262e+07 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6166 members Mstep: Class 2 contains 157671 members Entering Unmasked Estep Score: -35662648.000000 Penalty: 14708.118164 Iteration 21Q: 3 clusters Score -3.566265e+07 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6070 members Mstep: Class 2 contains 157767 members Entering Unmasked Estep Score: -35662648.000000 Penalty: 14708.118164 Iteration 22Q: 3 clusters Score -3.566265e+07 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5984 members Mstep: Class 2 contains 157853 members Entering Unmasked Estep Score: -35662688.000000 Penalty: 14708.118164 Iteration 23Q: 3 clusters Score -3.566269e+07 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5920 members Mstep: Class 2 contains 157917 members Entering Unmasked Estep Score: -35662656.000000 Penalty: 14708.118164 Iteration 24Q: 3 clusters Score -3.566266e+07 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5884 members Mstep: Class 2 contains 157953 members Entering Unmasked Estep Score: -35662664.000000 Penalty: 14708.118164 Iteration 25Q: 3 clusters Score -3.566266e+07 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5841 members Mstep: Class 2 contains 157996 members Entering Unmasked Estep Score: -35662712.000000 Penalty: 14708.118164 Iteration 26Q: 3 clusters Score -3.566271e+07 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5812 members Mstep: Class 2 contains 158025 members Entering Unmasked Estep Score: -35662732.000000 Penalty: 14708.118164 Iteration 27Q: 3 clusters Score -3.566273e+07 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5782 members Mstep: Class 2 contains 158055 members Entering Unmasked Estep Score: -35662740.000000 Penalty: 14708.118164 Iteration 28Q: 3 clusters Score -3.566274e+07 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5755 members Mstep: Class 2 contains 158082 members Entering Unmasked Estep Score: -35662784.000000 Penalty: 14708.118164 Iteration 29Q: 3 clusters Score -3.566278e+07 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5732 members Mstep: Class 2 contains 158105 members Entering Unmasked Estep Score: -35662796.000000 Penalty: 14708.118164 Iteration 30Q: 3 clusters Score -3.56628e+07 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5714 members Mstep: Class 2 contains 158123 members Entering Unmasked Estep Score: -35662768.000000 Penalty: 14708.118164 Iteration 31Q: 3 clusters Score -3.566277e+07 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5693 members Mstep: Class 2 contains 158144 members Entering Unmasked Estep Score: -35662760.000000 Penalty: 14708.118164 Iteration 32Q: 3 clusters Score -3.566276e+07 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5674 members Mstep: Class 2 contains 158163 members Entering Unmasked Estep Score: -35662796.000000 Penalty: 14708.118164 Iteration 33Q: 3 clusters Score -3.56628e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5659 members Mstep: Class 2 contains 158178 members Entering Unmasked Estep Score: -35662740.000000 Penalty: 14708.118164 Iteration 34Q: 3 clusters Score -3.566274e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5648 members Mstep: Class 2 contains 158189 members Entering Unmasked Estep Score: -35662756.000000 Penalty: 14708.118164 Iteration 35Q: 3 clusters Score -3.566276e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5638 members Mstep: Class 2 contains 158199 members Entering Unmasked Estep Score: -35662732.000000 Penalty: 14708.118164 Iteration 36Q: 3 clusters Score -3.566273e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5631 members Mstep: Class 2 contains 158206 members Entering Unmasked Estep Score: -35662740.000000 Penalty: 14708.118164 Iteration 37Q: 3 clusters Score -3.566274e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5629 members Mstep: Class 2 contains 158208 members Entering Unmasked Estep Score: -35662768.000000 Penalty: 14708.118164 Iteration 38Q: 3 clusters Score -3.566277e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5626 members Mstep: Class 2 contains 158211 members Entering Unmasked Estep Score: -35662760.000000 Penalty: 14708.118164 Iteration 39Q: 3 clusters Score -3.566276e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5622 members Mstep: Class 2 contains 158215 members Entering Unmasked Estep Score: -35662764.000000 Penalty: 14708.118164 Iteration 40F: 3 clusters Score -3.566276e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5619 members Mstep: Class 2 contains 158218 members Entering Unmasked Estep Score: -35662764.000000 Penalty: 14708.118164 Iteration 41Q: 3 clusters Score -3.566276e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5618 members Mstep: Class 2 contains 158219 members Entering Unmasked Estep Score: -35662760.000000 Penalty: 14708.118164 Iteration 42Q: 3 clusters Score -3.566276e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5614 members Mstep: Class 2 contains 158223 members Entering Unmasked Estep Score: -35662764.000000 Penalty: 14708.118164 Iteration 43Q: 3 clusters Score -3.566276e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5612 members Mstep: Class 2 contains 158225 members Entering Unmasked Estep Score: -35662768.000000 Penalty: 14708.118164 Iteration 44Q: 3 clusters Score -3.566277e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5610 members Mstep: Class 2 contains 158227 members Entering Unmasked Estep Score: -35662756.000000 Penalty: 14708.118164 Iteration 45Q: 3 clusters Score -3.566276e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5610 members Mstep: Class 2 contains 158227 members Entering Unmasked Estep Score: -35662756.000000 Penalty: 14708.118164 Iteration 46F: 3 clusters Score -3.566276e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (140999 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 140999 members Entering Unmasked Estep Score: -31391522.000000 Penalty: 7262.111328 Iteration 0F: 2 clusters Score -3.139152e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70563 members Mstep: Class 2 contains 70436 members Entering Unmasked Estep Score: -31298212.000000 Penalty: 14524.222656 Iteration 0F: 3 clusters Score -3.129821e+07 nChanged 65238 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 69937 members Mstep: Class 2 contains 71062 members Entering Unmasked Estep Score: -31335452.000000 Penalty: 14524.222656 Iteration 1F: 3 clusters Score -3.133545e+07 nChanged 6856 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 69253 members Mstep: Class 2 contains 71746 members Entering Unmasked Estep Score: -31338572.000000 Penalty: 14524.222656 Iteration 2Q: 3 clusters Score -3.133857e+07 nChanged 7678 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 68131 members Mstep: Class 2 contains 72868 members Entering Unmasked Estep Score: -31342826.000000 Penalty: 14524.222656 Iteration 3F: 3 clusters Score -3.134283e+07 nChanged 8818 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66543 members Mstep: Class 2 contains 74456 members Entering Unmasked Estep Score: -31348266.000000 Penalty: 14524.222656 Iteration 4F: 3 clusters Score -3.134827e+07 nChanged 9308 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64413 members Mstep: Class 2 contains 76586 members Entering Unmasked Estep Score: -31353762.000000 Penalty: 14524.222656 Iteration 5F: 3 clusters Score -3.135376e+07 nChanged 8887 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61740 members Mstep: Class 2 contains 79259 members Entering Unmasked Estep Score: -31358606.000000 Penalty: 14524.222656 Iteration 6F: 3 clusters Score -3.135861e+07 nChanged 7884 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58852 members Mstep: Class 2 contains 82147 members Entering Unmasked Estep Score: -31362380.000000 Penalty: 14524.222656 Iteration 7F: 3 clusters Score -3.136238e+07 nChanged 6645 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55911 members Mstep: Class 2 contains 85088 members Entering Unmasked Estep Score: -31365570.000000 Penalty: 14524.222656 Iteration 8Q: 3 clusters Score -3.136557e+07 nChanged 5582 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53007 members Mstep: Class 2 contains 87992 members Entering Unmasked Estep Score: -31368388.000000 Penalty: 14524.222656 Iteration 9Q: 3 clusters Score -3.136839e+07 nChanged 4970 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50139 members Mstep: Class 2 contains 90860 members Entering Unmasked Estep Score: -31370892.000000 Penalty: 14524.222656 Iteration 10Q: 3 clusters Score -3.137089e+07 nChanged 4560 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47269 members Mstep: Class 2 contains 93730 members Entering Unmasked Estep Score: -31373574.000000 Penalty: 14524.222656 Iteration 11Q: 3 clusters Score -3.137357e+07 nChanged 4108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44481 members Mstep: Class 2 contains 96518 members Entering Unmasked Estep Score: -31375954.000000 Penalty: 14524.222656 Iteration 12Q: 3 clusters Score -3.137595e+07 nChanged 3460 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41975 members Mstep: Class 2 contains 99024 members Entering Unmasked Estep Score: -31377636.000000 Penalty: 14524.222656 Iteration 13Q: 3 clusters Score -3.137764e+07 nChanged 2854 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39703 members Mstep: Class 2 contains 101296 members Entering Unmasked Estep Score: -31378858.000000 Penalty: 14524.222656 Iteration 14Q: 3 clusters Score -3.137886e+07 nChanged 2396 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37587 members Mstep: Class 2 contains 103412 members Entering Unmasked Estep Score: -31379576.000000 Penalty: 14524.222656 Iteration 15Q: 3 clusters Score -3.137958e+07 nChanged 2180 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35531 members Mstep: Class 2 contains 105468 members Entering Unmasked Estep Score: -31380466.000000 Penalty: 14524.222656 Iteration 16Q: 3 clusters Score -3.138047e+07 nChanged 2016 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33589 members Mstep: Class 2 contains 107410 members Entering Unmasked Estep Score: -31381250.000000 Penalty: 14524.222656 Iteration 17Q: 3 clusters Score -3.138125e+07 nChanged 1831 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31800 members Mstep: Class 2 contains 109199 members Entering Unmasked Estep Score: -31381892.000000 Penalty: 14524.222656 Iteration 18Q: 3 clusters Score -3.138189e+07 nChanged 1764 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30058 members Mstep: Class 2 contains 110941 members Entering Unmasked Estep Score: -31382496.000000 Penalty: 14524.222656 Iteration 19Q: 3 clusters Score -3.13825e+07 nChanged 1714 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28374 members Mstep: Class 2 contains 112625 members Entering Unmasked Estep Score: -31383294.000000 Penalty: 14524.222656 Iteration 20F: 3 clusters Score -3.138329e+07 nChanged 1610 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26786 members Mstep: Class 2 contains 114213 members Entering Unmasked Estep Score: -31384000.000000 Penalty: 14524.222656 Iteration 21Q: 3 clusters Score -3.1384e+07 nChanged 1442 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25368 members Mstep: Class 2 contains 115631 members Entering Unmasked Estep Score: -31384658.000000 Penalty: 14524.222656 Iteration 22Q: 3 clusters Score -3.138466e+07 nChanged 1297 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24117 members Mstep: Class 2 contains 116882 members Entering Unmasked Estep Score: -31385134.000000 Penalty: 14524.222656 Iteration 23Q: 3 clusters Score -3.138513e+07 nChanged 1166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22985 members Mstep: Class 2 contains 118014 members Entering Unmasked Estep Score: -31385514.000000 Penalty: 14524.222656 Iteration 24Q: 3 clusters Score -3.138551e+07 nChanged 988 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22025 members Mstep: Class 2 contains 118974 members Entering Unmasked Estep Score: -31385732.000000 Penalty: 14524.222656 Iteration 25Q: 3 clusters Score -3.138573e+07 nChanged 880 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21157 members Mstep: Class 2 contains 119842 members Entering Unmasked Estep Score: -31386012.000000 Penalty: 14524.222656 Iteration 26Q: 3 clusters Score -3.138601e+07 nChanged 796 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20373 members Mstep: Class 2 contains 120626 members Entering Unmasked Estep Score: -31386132.000000 Penalty: 14524.222656 Iteration 27Q: 3 clusters Score -3.138613e+07 nChanged 679 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19698 members Mstep: Class 2 contains 121301 members Entering Unmasked Estep Score: -31386302.000000 Penalty: 14524.222656 Iteration 28Q: 3 clusters Score -3.13863e+07 nChanged 624 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19078 members Mstep: Class 2 contains 121921 members Entering Unmasked Estep Score: -31386362.000000 Penalty: 14524.222656 Iteration 29Q: 3 clusters Score -3.138636e+07 nChanged 581 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18501 members Mstep: Class 2 contains 122498 members Entering Unmasked Estep Score: -31386476.000000 Penalty: 14524.222656 Iteration 30Q: 3 clusters Score -3.138648e+07 nChanged 508 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17995 members Mstep: Class 2 contains 123004 members Entering Unmasked Estep Score: -31386552.000000 Penalty: 14524.222656 Iteration 31Q: 3 clusters Score -3.138655e+07 nChanged 494 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17503 members Mstep: Class 2 contains 123496 members Entering Unmasked Estep Score: -31386682.000000 Penalty: 14524.222656 Iteration 32Q: 3 clusters Score -3.138668e+07 nChanged 504 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16999 members Mstep: Class 2 contains 124000 members Entering Unmasked Estep Score: -31386790.000000 Penalty: 14524.222656 Iteration 33Q: 3 clusters Score -3.138679e+07 nChanged 495 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16508 members Mstep: Class 2 contains 124491 members Entering Unmasked Estep Score: -31386810.000000 Penalty: 14524.222656 Iteration 34Q: 3 clusters Score -3.138681e+07 nChanged 472 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16038 members Mstep: Class 2 contains 124961 members Entering Unmasked Estep Score: -31386826.000000 Penalty: 14524.222656 Iteration 35Q: 3 clusters Score -3.138683e+07 nChanged 437 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15605 members Mstep: Class 2 contains 125394 members Entering Unmasked Estep Score: -31387012.000000 Penalty: 14524.222656 Iteration 36Q: 3 clusters Score -3.138701e+07 nChanged 416 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15195 members Mstep: Class 2 contains 125804 members Entering Unmasked Estep Score: -31387036.000000 Penalty: 14524.222656 Iteration 37Q: 3 clusters Score -3.138704e+07 nChanged 420 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14777 members Mstep: Class 2 contains 126222 members Entering Unmasked Estep Score: -31387036.000000 Penalty: 14524.222656 Iteration 38Q: 3 clusters Score -3.138704e+07 nChanged 410 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14373 members Mstep: Class 2 contains 126626 members Entering Unmasked Estep Score: -31386988.000000 Penalty: 14524.222656 Iteration 39Q: 3 clusters Score -3.138699e+07 nChanged 389 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14000 members Mstep: Class 2 contains 126999 members Entering Unmasked Estep Score: -31387116.000000 Penalty: 14524.222656 Iteration 40F: 3 clusters Score -3.138712e+07 nChanged 337 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13669 members Mstep: Class 2 contains 127330 members Entering Unmasked Estep Score: -31387074.000000 Penalty: 14524.222656 Iteration 41Q: 3 clusters Score -3.138707e+07 nChanged 334 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13341 members Mstep: Class 2 contains 127658 members Entering Unmasked Estep Score: -31387144.000000 Penalty: 14524.222656 Iteration 42Q: 3 clusters Score -3.138714e+07 nChanged 320 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13029 members Mstep: Class 2 contains 127970 members Entering Unmasked Estep Score: -31387184.000000 Penalty: 14524.222656 Iteration 43Q: 3 clusters Score -3.138718e+07 nChanged 297 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12738 members Mstep: Class 2 contains 128261 members Entering Unmasked Estep Score: -31387192.000000 Penalty: 14524.222656 Iteration 44Q: 3 clusters Score -3.138719e+07 nChanged 285 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12457 members Mstep: Class 2 contains 128542 members Entering Unmasked Estep Score: -31387240.000000 Penalty: 14524.222656 Iteration 45Q: 3 clusters Score -3.138724e+07 nChanged 282 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12177 members Mstep: Class 2 contains 128822 members Entering Unmasked Estep Score: -31387254.000000 Penalty: 14524.222656 Iteration 46Q: 3 clusters Score -3.138725e+07 nChanged 317 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11870 members Mstep: Class 2 contains 129129 members Entering Unmasked Estep Score: -31387352.000000 Penalty: 14524.222656 Iteration 47Q: 3 clusters Score -3.138735e+07 nChanged 294 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11584 members Mstep: Class 2 contains 129415 members Entering Unmasked Estep Score: -31387384.000000 Penalty: 14524.222656 Iteration 48Q: 3 clusters Score -3.138738e+07 nChanged 297 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11303 members Mstep: Class 2 contains 129696 members Entering Unmasked Estep Score: -31387418.000000 Penalty: 14524.222656 Iteration 49Q: 3 clusters Score -3.138742e+07 nChanged 310 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11005 members Mstep: Class 2 contains 129994 members Entering Unmasked Estep Score: -31387424.000000 Penalty: 14524.222656 Iteration 50Q: 3 clusters Score -3.138742e+07 nChanged 327 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10688 members Mstep: Class 2 contains 130311 members Entering Unmasked Estep Score: -31387532.000000 Penalty: 14524.222656 Iteration 51Q: 3 clusters Score -3.138753e+07 nChanged 372 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10346 members Mstep: Class 2 contains 130653 members Entering Unmasked Estep Score: -31387698.000000 Penalty: 14524.222656 Iteration 52Q: 3 clusters Score -3.13877e+07 nChanged 387 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10015 members Mstep: Class 2 contains 130984 members Entering Unmasked Estep Score: -31387848.000000 Penalty: 14524.222656 Iteration 53Q: 3 clusters Score -3.138785e+07 nChanged 457 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9648 members Mstep: Class 2 contains 131351 members Entering Unmasked Estep Score: -31388104.000000 Penalty: 14524.222656 Iteration 54Q: 3 clusters Score -3.13881e+07 nChanged 500 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9284 members Mstep: Class 2 contains 131715 members Entering Unmasked Estep Score: -31388426.000000 Penalty: 14524.222656 Iteration 55Q: 3 clusters Score -3.138843e+07 nChanged 557 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8951 members Mstep: Class 2 contains 132048 members Entering Unmasked Estep Score: -31388922.000000 Penalty: 14524.222656 Iteration 56Q: 3 clusters Score -3.138892e+07 nChanged 636 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8627 members Mstep: Class 2 contains 132372 members Entering Unmasked Estep Score: -31389570.000000 Penalty: 14524.222656 Iteration 57Q: 3 clusters Score -3.138957e+07 nChanged 622 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8455 members Mstep: Class 2 contains 132544 members Entering Unmasked Estep Score: -31389972.000000 Penalty: 14524.222656 Iteration 58Q: 3 clusters Score -3.138997e+07 nChanged 499 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8430 members Mstep: Class 2 contains 132569 members Entering Unmasked Estep Score: -31390160.000000 Penalty: 14524.222656 Iteration 59Q: 3 clusters Score -3.139016e+07 nChanged 354 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8444 members Mstep: Class 2 contains 132555 members Entering Unmasked Estep Score: -31390250.000000 Penalty: 14524.222656 Iteration 60F: 3 clusters Score -3.139025e+07 nChanged 217 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8483 members Mstep: Class 2 contains 132516 members Entering Unmasked Estep Score: -31390342.000000 Penalty: 14524.222656 Iteration 61Q: 3 clusters Score -3.139034e+07 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8526 members Mstep: Class 2 contains 132473 members Entering Unmasked Estep Score: -31390350.000000 Penalty: 14524.222656 Iteration 62Q: 3 clusters Score -3.139035e+07 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8584 members Mstep: Class 2 contains 132415 members Entering Unmasked Estep Score: -31390396.000000 Penalty: 14524.222656 Iteration 63Q: 3 clusters Score -3.13904e+07 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8612 members Mstep: Class 2 contains 132387 members Entering Unmasked Estep Score: -31390410.000000 Penalty: 14524.222656 Iteration 64Q: 3 clusters Score -3.139041e+07 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8632 members Mstep: Class 2 contains 132367 members Entering Unmasked Estep Score: -31390428.000000 Penalty: 14524.222656 Iteration 65Q: 3 clusters Score -3.139043e+07 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8649 members Mstep: Class 2 contains 132350 members Entering Unmasked Estep Score: -31390412.000000 Penalty: 14524.222656 Iteration 66Q: 3 clusters Score -3.139041e+07 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8656 members Mstep: Class 2 contains 132343 members Entering Unmasked Estep Score: -31390414.000000 Penalty: 14524.222656 Iteration 67Q: 3 clusters Score -3.139041e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8658 members Mstep: Class 2 contains 132341 members Entering Unmasked Estep Score: -31390436.000000 Penalty: 14524.222656 Iteration 68Q: 3 clusters Score -3.139044e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8660 members Mstep: Class 2 contains 132339 members Entering Unmasked Estep Score: -31390442.000000 Penalty: 14524.222656 Iteration 69Q: 3 clusters Score -3.139044e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8665 members Mstep: Class 2 contains 132334 members Entering Unmasked Estep Score: -31390456.000000 Penalty: 14524.222656 Iteration 70Q: 3 clusters Score -3.139046e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8667 members Mstep: Class 2 contains 132332 members Entering Unmasked Estep Score: -31390474.000000 Penalty: 14524.222656 Iteration 71Q: 3 clusters Score -3.139047e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8672 members Mstep: Class 2 contains 132327 members Entering Unmasked Estep Score: -31390492.000000 Penalty: 14524.222656 Iteration 72Q: 3 clusters Score -3.139049e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8678 members Mstep: Class 2 contains 132321 members Entering Unmasked Estep Score: -31390496.000000 Penalty: 14524.222656 Iteration 73Q: 3 clusters Score -3.13905e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8679 members Mstep: Class 2 contains 132320 members Entering Unmasked Estep Score: -31390480.000000 Penalty: 14524.222656 Iteration 74Q: 3 clusters Score -3.139048e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8683 members Mstep: Class 2 contains 132316 members Entering Unmasked Estep Score: -31390506.000000 Penalty: 14524.222656 Iteration 75Q: 3 clusters Score -3.139051e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8687 members Mstep: Class 2 contains 132312 members Entering Unmasked Estep Score: -31390490.000000 Penalty: 14524.222656 Iteration 76Q: 3 clusters Score -3.139049e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8689 members Mstep: Class 2 contains 132310 members Entering Unmasked Estep Score: -31390486.000000 Penalty: 14524.222656 Iteration 77Q: 3 clusters Score -3.139049e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8695 members Mstep: Class 2 contains 132304 members Entering Unmasked Estep Score: -31390484.000000 Penalty: 14524.222656 Iteration 78Q: 3 clusters Score -3.139048e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8700 members Mstep: Class 2 contains 132299 members Entering Unmasked Estep Score: -31390494.000000 Penalty: 14524.222656 Iteration 79Q: 3 clusters Score -3.139049e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8705 members Mstep: Class 2 contains 132294 members Entering Unmasked Estep Score: -31390502.000000 Penalty: 14524.222656 Iteration 80F: 3 clusters Score -3.13905e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8710 members Mstep: Class 2 contains 132289 members Entering Unmasked Estep Score: -31390506.000000 Penalty: 14524.222656 Iteration 81Q: 3 clusters Score -3.139051e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8712 members Mstep: Class 2 contains 132287 members Entering Unmasked Estep Score: -31390504.000000 Penalty: 14524.222656 Iteration 82Q: 3 clusters Score -3.13905e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8713 members Mstep: Class 2 contains 132286 members Entering Unmasked Estep Score: -31390526.000000 Penalty: 14524.222656 Iteration 83Q: 3 clusters Score -3.139053e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8715 members Mstep: Class 2 contains 132284 members Entering Unmasked Estep Score: -31390528.000000 Penalty: 14524.222656 Iteration 84Q: 3 clusters Score -3.139053e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8715 members Mstep: Class 2 contains 132284 members Entering Unmasked Estep Score: -31390528.000000 Penalty: 14524.222656 Iteration 85F: 3 clusters Score -3.139053e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (2127 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2127 members Entering Unmasked Estep Score: -323763.593750 Penalty: 4693.261719 Iteration 0F: 2 clusters Score -323763.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1067 members Mstep: Class 2 contains 1060 members Entering Unmasked Estep Score: -320257.468750 Penalty: 9386.523438 Iteration 0F: 3 clusters Score -320257.5 nChanged 792 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 549 members Mstep: Class 2 contains 1578 members Entering Unmasked Estep Score: -334040.218750 Penalty: 9386.523438 Iteration 1F: 3 clusters Score -334040.2 nChanged 308 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 579 members Mstep: Class 2 contains 1548 members Entering Unmasked Estep Score: -345034.500000 Penalty: 9386.523438 Iteration 2F: 3 clusters Score -345034.5 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 687 members Mstep: Class 2 contains 1440 members Entering Unmasked Estep Score: -349188.031250 Penalty: 9386.523438 Iteration 3F: 3 clusters Score -349188 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 768 members Mstep: Class 2 contains 1359 members Entering Unmasked Estep Score: -351392.812500 Penalty: 9386.523438 Iteration 4Q: 3 clusters Score -351392.8 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 821 members Mstep: Class 2 contains 1306 members Entering Unmasked Estep Score: -352294.093750 Penalty: 9386.523438 Iteration 5Q: 3 clusters Score -352294.1 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 852 members Mstep: Class 2 contains 1275 members Entering Unmasked Estep Score: -353029.125000 Penalty: 9386.523438 Iteration 6Q: 3 clusters Score -353029.1 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 877 members Mstep: Class 2 contains 1250 members Entering Unmasked Estep Score: -353781.093750 Penalty: 9386.523438 Iteration 7Q: 3 clusters Score -353781.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 887 members Mstep: Class 2 contains 1240 members Entering Unmasked Estep Score: -354052.125000 Penalty: 9386.523438 Iteration 8Q: 3 clusters Score -354052.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 894 members Mstep: Class 2 contains 1233 members Entering Unmasked Estep Score: -354147.625000 Penalty: 9386.523438 Iteration 9Q: 3 clusters Score -354147.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 895 members Mstep: Class 2 contains 1232 members Entering Unmasked Estep Score: -354157.656250 Penalty: 9386.523438 Iteration 10Q: 3 clusters Score -354157.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 896 members Mstep: Class 2 contains 1231 members Entering Unmasked Estep Score: -354160.625000 Penalty: 9386.523438 Iteration 11Q: 3 clusters Score -354160.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 896 members Mstep: Class 2 contains 1231 members Entering Unmasked Estep Score: -354160.625000 Penalty: 9386.523438 Iteration 12F: 3 clusters Score -354160.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 123 members Mstep: Class 1 contains 26920 members Mstep: Class 2 contains 41485 members Mstep: Class 3 contains 354 members Mstep: Class 4 contains 39952 members Mstep: Class 5 contains 1231 members Mstep: Class 6 contains 2047 members Mstep: Class 7 contains 19795 members Mstep: Class 9 contains 163837 members Mstep: Class 10 contains 140999 members Mstep: Class 11 contains 896 members Mstep: Class 12 contains 55871 members Mstep: Class 14 contains 160948 members Mstep: Class 16 contains 805 members Mstep: Class 17 contains 14012 members Mstep: Class 18 contains 1547 members Mstep: Class 19 contains 6892 members Mstep: Class 20 contains 1324 members Entering Unmasked Estep Score: -147499328.000000 Penalty: 139823.546875 Splitting cluster 11 changes total score from -147471760.000000 to -147499328.000000 So it's getting split into cluster 5. Entering ConstructFrom: Trying to split cluster 12 (55871 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55871 members Entering Unmasked Estep Score: -12353174.000000 Penalty: 6695.115234 Iteration 0F: 2 clusters Score -1.235317e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27818 members Mstep: Class 2 contains 28053 members Entering Unmasked Estep Score: -12313714.000000 Penalty: 13390.230469 Iteration 0F: 3 clusters Score -1.231371e+07 nChanged 24692 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27440 members Mstep: Class 2 contains 28431 members Entering Unmasked Estep Score: -12326971.000000 Penalty: 13390.230469 Iteration 1F: 3 clusters Score -1.232697e+07 nChanged 2666 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27376 members Mstep: Class 2 contains 28495 members Entering Unmasked Estep Score: -12327865.000000 Penalty: 13390.230469 Iteration 2Q: 3 clusters Score -1.232786e+07 nChanged 2239 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27339 members Mstep: Class 2 contains 28532 members Entering Unmasked Estep Score: -12328547.000000 Penalty: 13390.230469 Iteration 3Q: 3 clusters Score -1.232855e+07 nChanged 2050 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27341 members Mstep: Class 2 contains 28530 members Entering Unmasked Estep Score: -12329205.000000 Penalty: 13390.230469 Iteration 4Q: 3 clusters Score -1.23292e+07 nChanged 1936 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27281 members Mstep: Class 2 contains 28590 members Entering Unmasked Estep Score: -12329884.000000 Penalty: 13390.230469 Iteration 5Q: 3 clusters Score -1.232988e+07 nChanged 2032 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27241 members Mstep: Class 2 contains 28630 members Entering Unmasked Estep Score: -12330645.000000 Penalty: 13390.230469 Iteration 6Q: 3 clusters Score -1.233064e+07 nChanged 2100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27227 members Mstep: Class 2 contains 28644 members Entering Unmasked Estep Score: -12331503.000000 Penalty: 13390.230469 Iteration 7Q: 3 clusters Score -1.23315e+07 nChanged 2287 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27146 members Mstep: Class 2 contains 28725 members Entering Unmasked Estep Score: -12332636.000000 Penalty: 13390.230469 Iteration 8Q: 3 clusters Score -1.233264e+07 nChanged 2397 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27037 members Mstep: Class 2 contains 28834 members Entering Unmasked Estep Score: -12334033.000000 Penalty: 13390.230469 Iteration 9Q: 3 clusters Score -1.233403e+07 nChanged 2780 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26841 members Mstep: Class 2 contains 29030 members Entering Unmasked Estep Score: -12335692.000000 Penalty: 13390.230469 Iteration 10Q: 3 clusters Score -1.233569e+07 nChanged 2984 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26565 members Mstep: Class 2 contains 29306 members Entering Unmasked Estep Score: -12337892.000000 Penalty: 13390.230469 Iteration 11F: 3 clusters Score -1.233789e+07 nChanged 3228 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26101 members Mstep: Class 2 contains 29770 members Entering Unmasked Estep Score: -12340641.000000 Penalty: 13390.230469 Iteration 12F: 3 clusters Score -1.234064e+07 nChanged 3385 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25240 members Mstep: Class 2 contains 30631 members Entering Unmasked Estep Score: -12343839.000000 Penalty: 13390.230469 Iteration 13F: 3 clusters Score -1.234384e+07 nChanged 3403 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24001 members Mstep: Class 2 contains 31870 members Entering Unmasked Estep Score: -12347362.000000 Penalty: 13390.230469 Iteration 14F: 3 clusters Score -1.234736e+07 nChanged 3138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22555 members Mstep: Class 2 contains 33316 members Entering Unmasked Estep Score: -12350893.000000 Penalty: 13390.230469 Iteration 15F: 3 clusters Score -1.235089e+07 nChanged 2487 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21240 members Mstep: Class 2 contains 34631 members Entering Unmasked Estep Score: -12353745.000000 Penalty: 13390.230469 Iteration 16Q: 3 clusters Score -1.235374e+07 nChanged 1562 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20210 members Mstep: Class 2 contains 35661 members Entering Unmasked Estep Score: -12355246.000000 Penalty: 13390.230469 Iteration 17Q: 3 clusters Score -1.235525e+07 nChanged 854 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19568 members Mstep: Class 2 contains 36303 members Entering Unmasked Estep Score: -12355644.000000 Penalty: 13390.230469 Iteration 18Q: 3 clusters Score -1.235564e+07 nChanged 464 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19158 members Mstep: Class 2 contains 36713 members Entering Unmasked Estep Score: -12355796.000000 Penalty: 13390.230469 Iteration 19Q: 3 clusters Score -1.23558e+07 nChanged 267 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18903 members Mstep: Class 2 contains 36968 members Entering Unmasked Estep Score: -12355818.000000 Penalty: 13390.230469 Iteration 20F: 3 clusters Score -1.235582e+07 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18740 members Mstep: Class 2 contains 37131 members Entering Unmasked Estep Score: -12355883.000000 Penalty: 13390.230469 Iteration 21Q: 3 clusters Score -1.235588e+07 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18627 members Mstep: Class 2 contains 37244 members Entering Unmasked Estep Score: -12355928.000000 Penalty: 13390.230469 Iteration 22Q: 3 clusters Score -1.235593e+07 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18537 members Mstep: Class 2 contains 37334 members Entering Unmasked Estep Score: -12355974.000000 Penalty: 13390.230469 Iteration 23Q: 3 clusters Score -1.235597e+07 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18475 members Mstep: Class 2 contains 37396 members Entering Unmasked Estep Score: -12355965.000000 Penalty: 13390.230469 Iteration 24Q: 3 clusters Score -1.235596e+07 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18441 members Mstep: Class 2 contains 37430 members Entering Unmasked Estep Score: -12355980.000000 Penalty: 13390.230469 Iteration 25Q: 3 clusters Score -1.235598e+07 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18421 members Mstep: Class 2 contains 37450 members Entering Unmasked Estep Score: -12355976.000000 Penalty: 13390.230469 Iteration 26Q: 3 clusters Score -1.235598e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18409 members Mstep: Class 2 contains 37462 members Entering Unmasked Estep Score: -12355970.000000 Penalty: 13390.230469 Iteration 27Q: 3 clusters Score -1.235597e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18401 members Mstep: Class 2 contains 37470 members Entering Unmasked Estep Score: -12355967.000000 Penalty: 13390.230469 Iteration 28Q: 3 clusters Score -1.235597e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18393 members Mstep: Class 2 contains 37478 members Entering Unmasked Estep Score: -12355978.000000 Penalty: 13390.230469 Iteration 29Q: 3 clusters Score -1.235598e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18386 members Mstep: Class 2 contains 37485 members Entering Unmasked Estep Score: -12355984.000000 Penalty: 13390.230469 Iteration 30Q: 3 clusters Score -1.235598e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18380 members Mstep: Class 2 contains 37491 members Entering Unmasked Estep Score: -12355980.000000 Penalty: 13390.230469 Iteration 31Q: 3 clusters Score -1.235598e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18372 members Mstep: Class 2 contains 37499 members Entering Unmasked Estep Score: -12355981.000000 Penalty: 13390.230469 Iteration 32Q: 3 clusters Score -1.235598e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18370 members Mstep: Class 2 contains 37501 members Entering Unmasked Estep Score: -12355961.000000 Penalty: 13390.230469 Iteration 33Q: 3 clusters Score -1.235596e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18366 members Mstep: Class 2 contains 37505 members Entering Unmasked Estep Score: -12355971.000000 Penalty: 13390.230469 Iteration 34Q: 3 clusters Score -1.235597e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18366 members Mstep: Class 2 contains 37505 members Entering Unmasked Estep Score: -12355971.000000 Penalty: 13390.230469 Iteration 35F: 3 clusters Score -1.235597e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 123 members Mstep: Class 1 contains 26920 members Mstep: Class 2 contains 41485 members Mstep: Class 3 contains 354 members Mstep: Class 4 contains 39952 members Mstep: Class 5 contains 1231 members Mstep: Class 6 contains 2047 members Mstep: Class 7 contains 19795 members Mstep: Class 8 contains 37505 members Mstep: Class 9 contains 163837 members Mstep: Class 10 contains 140999 members Mstep: Class 11 contains 896 members Mstep: Class 12 contains 18366 members Mstep: Class 14 contains 160948 members Mstep: Class 16 contains 805 members Mstep: Class 17 contains 14012 members Mstep: Class 18 contains 1547 members Mstep: Class 19 contains 6892 members Mstep: Class 20 contains 1324 members Entering Unmasked Estep Score: -147500544.000000 Penalty: 148048.468750 Splitting cluster 12 changes total score from -147471760.000000 to -147500544.000000 So it's getting split into cluster 8. Entering ConstructFrom: Trying to split cluster 14 (160948 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 160948 members Entering Unmasked Estep Score: -35302436.000000 Penalty: 7343.162109 Iteration 0F: 2 clusters Score -3.530244e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80619 members Mstep: Class 2 contains 80329 members Entering Unmasked Estep Score: -35193424.000000 Penalty: 14686.324219 Iteration 0F: 3 clusters Score -3.519342e+07 nChanged 75242 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81845 members Mstep: Class 2 contains 79103 members Entering Unmasked Estep Score: -35235412.000000 Penalty: 14686.324219 Iteration 1F: 3 clusters Score -3.523541e+07 nChanged 5293 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 82694 members Mstep: Class 2 contains 78254 members Entering Unmasked Estep Score: -35236488.000000 Penalty: 14686.324219 Iteration 2Q: 3 clusters Score -3.523649e+07 nChanged 5076 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 83860 members Mstep: Class 2 contains 77088 members Entering Unmasked Estep Score: -35237712.000000 Penalty: 14686.324219 Iteration 3Q: 3 clusters Score -3.523771e+07 nChanged 5229 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 85763 members Mstep: Class 2 contains 75185 members Entering Unmasked Estep Score: -35239008.000000 Penalty: 14686.324219 Iteration 4Q: 3 clusters Score -3.523901e+07 nChanged 5579 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 88688 members Mstep: Class 2 contains 72260 members Entering Unmasked Estep Score: -35240832.000000 Penalty: 14686.324219 Iteration 5Q: 3 clusters Score -3.524083e+07 nChanged 6669 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 92989 members Mstep: Class 2 contains 67959 members Entering Unmasked Estep Score: -35243408.000000 Penalty: 14686.324219 Iteration 6Q: 3 clusters Score -3.524341e+07 nChanged 8153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99192 members Mstep: Class 2 contains 61756 members Entering Unmasked Estep Score: -35247464.000000 Penalty: 14686.324219 Iteration 7F: 3 clusters Score -3.524746e+07 nChanged 10019 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 107623 members Mstep: Class 2 contains 53325 members Entering Unmasked Estep Score: -35253612.000000 Penalty: 14686.324219 Iteration 8F: 3 clusters Score -3.525361e+07 nChanged 11674 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 117993 members Mstep: Class 2 contains 42955 members Entering Unmasked Estep Score: -35262616.000000 Penalty: 14686.324219 Iteration 9F: 3 clusters Score -3.526262e+07 nChanged 12015 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 129104 members Mstep: Class 2 contains 31844 members Entering Unmasked Estep Score: -35272464.000000 Penalty: 14686.324219 Iteration 10F: 3 clusters Score -3.527246e+07 nChanged 10483 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139047 members Mstep: Class 2 contains 21901 members Entering Unmasked Estep Score: -35281540.000000 Penalty: 14686.324219 Iteration 11F: 3 clusters Score -3.528154e+07 nChanged 7948 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 146811 members Mstep: Class 2 contains 14137 members Entering Unmasked Estep Score: -35288260.000000 Penalty: 14686.324219 Iteration 12Q: 3 clusters Score -3.528826e+07 nChanged 5354 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 152073 members Mstep: Class 2 contains 8875 members Entering Unmasked Estep Score: -35292632.000000 Penalty: 14686.324219 Iteration 13Q: 3 clusters Score -3.529263e+07 nChanged 3171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 155198 members Mstep: Class 2 contains 5750 members Entering Unmasked Estep Score: -35295128.000000 Penalty: 14686.324219 Iteration 14Q: 3 clusters Score -3.529513e+07 nChanged 1715 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 156873 members Mstep: Class 2 contains 4075 members Entering Unmasked Estep Score: -35296020.000000 Penalty: 14686.324219 Iteration 15Q: 3 clusters Score -3.529602e+07 nChanged 921 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 157740 members Mstep: Class 2 contains 3208 members Entering Unmasked Estep Score: -35296416.000000 Penalty: 14686.324219 Iteration 16Q: 3 clusters Score -3.529642e+07 nChanged 545 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 158261 members Mstep: Class 2 contains 2687 members Entering Unmasked Estep Score: -35296708.000000 Penalty: 14686.324219 Iteration 17Q: 3 clusters Score -3.529671e+07 nChanged 319 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 158568 members Mstep: Class 2 contains 2380 members Entering Unmasked Estep Score: -35296856.000000 Penalty: 14686.324219 Iteration 18Q: 3 clusters Score -3.529686e+07 nChanged 208 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 158764 members Mstep: Class 2 contains 2184 members Entering Unmasked Estep Score: -35296988.000000 Penalty: 14686.324219 Iteration 19Q: 3 clusters Score -3.529699e+07 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 158885 members Mstep: Class 2 contains 2063 members Entering Unmasked Estep Score: -35297072.000000 Penalty: 14686.324219 Iteration 20F: 3 clusters Score -3.529707e+07 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 158956 members Mstep: Class 2 contains 1992 members Entering Unmasked Estep Score: -35297116.000000 Penalty: 14686.324219 Iteration 21Q: 3 clusters Score -3.529712e+07 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 158998 members Mstep: Class 2 contains 1950 members Entering Unmasked Estep Score: -35297136.000000 Penalty: 14686.324219 Iteration 22Q: 3 clusters Score -3.529714e+07 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 159047 members Mstep: Class 2 contains 1901 members Entering Unmasked Estep Score: -35297168.000000 Penalty: 14686.324219 Iteration 23Q: 3 clusters Score -3.529717e+07 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 159071 members Mstep: Class 2 contains 1877 members Entering Unmasked Estep Score: -35297160.000000 Penalty: 14686.324219 Iteration 24Q: 3 clusters Score -3.529716e+07 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 159089 members Mstep: Class 2 contains 1859 members Entering Unmasked Estep Score: -35297192.000000 Penalty: 14686.324219 Iteration 25Q: 3 clusters Score -3.529719e+07 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 159109 members Mstep: Class 2 contains 1839 members Entering Unmasked Estep Score: -35297196.000000 Penalty: 14686.324219 Iteration 26Q: 3 clusters Score -3.52972e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 159119 members Mstep: Class 2 contains 1829 members Entering Unmasked Estep Score: -35297196.000000 Penalty: 14686.324219 Iteration 27Q: 3 clusters Score -3.52972e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 159124 members Mstep: Class 2 contains 1824 members Entering Unmasked Estep Score: -35297196.000000 Penalty: 14686.324219 Iteration 28Q: 3 clusters Score -3.52972e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 159123 members Mstep: Class 2 contains 1825 members Entering Unmasked Estep Score: -35297184.000000 Penalty: 14686.324219 Iteration 29Q: 3 clusters Score -3.529718e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 159126 members Mstep: Class 2 contains 1822 members Entering Unmasked Estep Score: -35297180.000000 Penalty: 14686.324219 Iteration 30Q: 3 clusters Score -3.529718e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 159131 members Mstep: Class 2 contains 1817 members Entering Unmasked Estep Score: -35297200.000000 Penalty: 14686.324219 Iteration 31Q: 3 clusters Score -3.52972e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 159134 members Mstep: Class 2 contains 1814 members Entering Unmasked Estep Score: -35297180.000000 Penalty: 14686.324219 Iteration 32Q: 3 clusters Score -3.529718e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 159137 members Mstep: Class 2 contains 1811 members Entering Unmasked Estep Score: -35297188.000000 Penalty: 14686.324219 Iteration 33Q: 3 clusters Score -3.529719e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 159143 members Mstep: Class 2 contains 1805 members Entering Unmasked Estep Score: -35297220.000000 Penalty: 14686.324219 Iteration 34Q: 3 clusters Score -3.529722e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 159146 members Mstep: Class 2 contains 1802 members Entering Unmasked Estep Score: -35297220.000000 Penalty: 14686.324219 Iteration 35Q: 3 clusters Score -3.529722e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 159148 members Mstep: Class 2 contains 1800 members Entering Unmasked Estep Score: -35297220.000000 Penalty: 14686.324219 Iteration 36Q: 3 clusters Score -3.529722e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 159148 members Mstep: Class 2 contains 1800 members Entering Unmasked Estep Score: -35297220.000000 Penalty: 14686.324219 Iteration 37Q: 3 clusters Score -3.529722e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 159147 members Mstep: Class 2 contains 1801 members Entering Unmasked Estep Score: -35297220.000000 Penalty: 14686.324219 Iteration 38Q: 3 clusters Score -3.529722e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 159146 members Mstep: Class 2 contains 1802 members Entering Unmasked Estep Score: -35297232.000000 Penalty: 14686.324219 Iteration 39Q: 3 clusters Score -3.529723e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 159146 members Mstep: Class 2 contains 1802 members Entering Unmasked Estep Score: -35297232.000000 Penalty: 14686.324219 Iteration 40F: 3 clusters Score -3.529723e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (805 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 805 members Entering Unmasked Estep Score: -156168.156250 Penalty: 4098.140625 Iteration 0F: 2 clusters Score -156168.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 399 members Mstep: Class 2 contains 406 members Entering Unmasked Estep Score: -152428.250000 Penalty: 8196.281250 Iteration 0F: 3 clusters Score -152428.2 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 408 members Mstep: Class 2 contains 397 members Entering Unmasked Estep Score: -152854.640625 Penalty: 8196.281250 Iteration 1F: 3 clusters Score -152854.6 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 415 members Mstep: Class 2 contains 390 members Entering Unmasked Estep Score: -153015.859375 Penalty: 8196.281250 Iteration 2Q: 3 clusters Score -153015.9 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 411 members Mstep: Class 2 contains 394 members Entering Unmasked Estep Score: -153143.703125 Penalty: 8196.281250 Iteration 3Q: 3 clusters Score -153143.7 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 413 members Mstep: Class 2 contains 392 members Entering Unmasked Estep Score: -153288.937500 Penalty: 8196.281250 Iteration 4Q: 3 clusters Score -153288.9 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 413 members Mstep: Class 2 contains 392 members Entering Unmasked Estep Score: -153369.640625 Penalty: 8196.281250 Iteration 5Q: 3 clusters Score -153369.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 413 members Mstep: Class 2 contains 392 members Entering Unmasked Estep Score: -153437.859375 Penalty: 8196.281250 Iteration 6Q: 3 clusters Score -153437.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 411 members Mstep: Class 2 contains 394 members Entering Unmasked Estep Score: -153520.437500 Penalty: 8196.281250 Iteration 7Q: 3 clusters Score -153520.4 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 412 members Mstep: Class 2 contains 393 members Entering Unmasked Estep Score: -153580.015625 Penalty: 8196.281250 Iteration 8Q: 3 clusters Score -153580 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 413 members Mstep: Class 2 contains 392 members Entering Unmasked Estep Score: -153611.734375 Penalty: 8196.281250 Iteration 9Q: 3 clusters Score -153611.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 412 members Mstep: Class 2 contains 393 members Entering Unmasked Estep Score: -153620.828125 Penalty: 8196.281250 Iteration 10Q: 3 clusters Score -153620.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 416 members Mstep: Class 2 contains 389 members Entering Unmasked Estep Score: -153641.234375 Penalty: 8196.281250 Iteration 11Q: 3 clusters Score -153641.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 418 members Mstep: Class 2 contains 387 members Entering Unmasked Estep Score: -153661.921875 Penalty: 8196.281250 Iteration 12Q: 3 clusters Score -153661.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 422 members Mstep: Class 2 contains 383 members Entering Unmasked Estep Score: -153677.187500 Penalty: 8196.281250 Iteration 13Q: 3 clusters Score -153677.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 424 members Mstep: Class 2 contains 381 members Entering Unmasked Estep Score: -153681.578125 Penalty: 8196.281250 Iteration 14Q: 3 clusters Score -153681.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 424 members Mstep: Class 2 contains 381 members Entering Unmasked Estep Score: -153681.578125 Penalty: 8196.281250 Iteration 15F: 3 clusters Score -153681.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (14012 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14012 members Entering Unmasked Estep Score: -3058255.000000 Penalty: 5847.947754 Iteration 0F: 2 clusters Score -3058255 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6904 members Mstep: Class 2 contains 7108 members Entering Unmasked Estep Score: -3045481.250000 Penalty: 11695.895508 Iteration 0F: 3 clusters Score -3045481 nChanged 5459 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6719 members Mstep: Class 2 contains 7293 members Entering Unmasked Estep Score: -3048508.750000 Penalty: 11695.895508 Iteration 1F: 3 clusters Score -3048509 nChanged 984 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6579 members Mstep: Class 2 contains 7433 members Entering Unmasked Estep Score: -3049096.000000 Penalty: 11695.895508 Iteration 2F: 3 clusters Score -3049096 nChanged 726 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6391 members Mstep: Class 2 contains 7621 members Entering Unmasked Estep Score: -3049545.750000 Penalty: 11695.895508 Iteration 3F: 3 clusters Score -3049546 nChanged 623 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6122 members Mstep: Class 2 contains 7890 members Entering Unmasked Estep Score: -3049932.000000 Penalty: 11695.895508 Iteration 4Q: 3 clusters Score -3049932 nChanged 643 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5811 members Mstep: Class 2 contains 8201 members Entering Unmasked Estep Score: -3050365.750000 Penalty: 11695.895508 Iteration 5Q: 3 clusters Score -3050366 nChanged 655 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5452 members Mstep: Class 2 contains 8560 members Entering Unmasked Estep Score: -3050843.000000 Penalty: 11695.895508 Iteration 6Q: 3 clusters Score -3050843 nChanged 687 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5101 members Mstep: Class 2 contains 8911 members Entering Unmasked Estep Score: -3051438.000000 Penalty: 11695.895508 Iteration 7Q: 3 clusters Score -3051438 nChanged 699 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4720 members Mstep: Class 2 contains 9292 members Entering Unmasked Estep Score: -3052003.000000 Penalty: 11695.895508 Iteration 8Q: 3 clusters Score -3052003 nChanged 648 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4302 members Mstep: Class 2 contains 9710 members Entering Unmasked Estep Score: -3052529.500000 Penalty: 11695.895508 Iteration 9Q: 3 clusters Score -3052530 nChanged 553 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3933 members Mstep: Class 2 contains 10079 members Entering Unmasked Estep Score: -3052958.000000 Penalty: 11695.895508 Iteration 10Q: 3 clusters Score -3052958 nChanged 487 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3598 members Mstep: Class 2 contains 10414 members Entering Unmasked Estep Score: -3053314.750000 Penalty: 11695.895508 Iteration 11Q: 3 clusters Score -3053315 nChanged 401 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3293 members Mstep: Class 2 contains 10719 members Entering Unmasked Estep Score: -3053641.750000 Penalty: 11695.895508 Iteration 12Q: 3 clusters Score -3053642 nChanged 305 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3066 members Mstep: Class 2 contains 10946 members Entering Unmasked Estep Score: -3053883.500000 Penalty: 11695.895508 Iteration 13Q: 3 clusters Score -3053884 nChanged 276 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2864 members Mstep: Class 2 contains 11148 members Entering Unmasked Estep Score: -3054115.750000 Penalty: 11695.895508 Iteration 14Q: 3 clusters Score -3054116 nChanged 223 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2693 members Mstep: Class 2 contains 11319 members Entering Unmasked Estep Score: -3054314.000000 Penalty: 11695.895508 Iteration 15Q: 3 clusters Score -3054314 nChanged 179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2566 members Mstep: Class 2 contains 11446 members Entering Unmasked Estep Score: -3054443.750000 Penalty: 11695.895508 Iteration 16Q: 3 clusters Score -3054444 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2489 members Mstep: Class 2 contains 11523 members Entering Unmasked Estep Score: -3054549.000000 Penalty: 11695.895508 Iteration 17Q: 3 clusters Score -3054549 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2428 members Mstep: Class 2 contains 11584 members Entering Unmasked Estep Score: -3054612.250000 Penalty: 11695.895508 Iteration 18Q: 3 clusters Score -3054612 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2363 members Mstep: Class 2 contains 11649 members Entering Unmasked Estep Score: -3054676.750000 Penalty: 11695.895508 Iteration 19Q: 3 clusters Score -3054677 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2316 members Mstep: Class 2 contains 11696 members Entering Unmasked Estep Score: -3054737.500000 Penalty: 11695.895508 Iteration 20F: 3 clusters Score -3054738 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2272 members Mstep: Class 2 contains 11740 members Entering Unmasked Estep Score: -3054782.500000 Penalty: 11695.895508 Iteration 21Q: 3 clusters Score -3054782 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2239 members Mstep: Class 2 contains 11773 members Entering Unmasked Estep Score: -3054822.500000 Penalty: 11695.895508 Iteration 22Q: 3 clusters Score -3054822 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2202 members Mstep: Class 2 contains 11810 members Entering Unmasked Estep Score: -3054876.250000 Penalty: 11695.895508 Iteration 23Q: 3 clusters Score -3054876 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2173 members Mstep: Class 2 contains 11839 members Entering Unmasked Estep Score: -3054920.500000 Penalty: 11695.895508 Iteration 24Q: 3 clusters Score -3054920 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2151 members Mstep: Class 2 contains 11861 members Entering Unmasked Estep Score: -3054957.250000 Penalty: 11695.895508 Iteration 25Q: 3 clusters Score -3054957 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2124 members Mstep: Class 2 contains 11888 members Entering Unmasked Estep Score: -3054988.500000 Penalty: 11695.895508 Iteration 26Q: 3 clusters Score -3054988 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2111 members Mstep: Class 2 contains 11901 members Entering Unmasked Estep Score: -3055021.000000 Penalty: 11695.895508 Iteration 27Q: 3 clusters Score -3055021 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2085 members Mstep: Class 2 contains 11927 members Entering Unmasked Estep Score: -3055040.250000 Penalty: 11695.895508 Iteration 28Q: 3 clusters Score -3055040 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2068 members Mstep: Class 2 contains 11944 members Entering Unmasked Estep Score: -3055067.500000 Penalty: 11695.895508 Iteration 29Q: 3 clusters Score -3055068 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2046 members Mstep: Class 2 contains 11966 members Entering Unmasked Estep Score: -3055111.500000 Penalty: 11695.895508 Iteration 30Q: 3 clusters Score -3055112 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2010 members Mstep: Class 2 contains 12002 members Entering Unmasked Estep Score: -3055159.500000 Penalty: 11695.895508 Iteration 31Q: 3 clusters Score -3055160 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1984 members Mstep: Class 2 contains 12028 members Entering Unmasked Estep Score: -3055214.250000 Penalty: 11695.895508 Iteration 32Q: 3 clusters Score -3055214 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1942 members Mstep: Class 2 contains 12070 members Entering Unmasked Estep Score: -3055271.250000 Penalty: 11695.895508 Iteration 33Q: 3 clusters Score -3055271 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1918 members Mstep: Class 2 contains 12094 members Entering Unmasked Estep Score: -3055334.250000 Penalty: 11695.895508 Iteration 34Q: 3 clusters Score -3055334 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1898 members Mstep: Class 2 contains 12114 members Entering Unmasked Estep Score: -3055396.250000 Penalty: 11695.895508 Iteration 35Q: 3 clusters Score -3055396 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1882 members Mstep: Class 2 contains 12130 members Entering Unmasked Estep Score: -3055442.500000 Penalty: 11695.895508 Iteration 36Q: 3 clusters Score -3055442 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1863 members Mstep: Class 2 contains 12149 members Entering Unmasked Estep Score: -3055489.750000 Penalty: 11695.895508 Iteration 37Q: 3 clusters Score -3055490 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1834 members Mstep: Class 2 contains 12178 members Entering Unmasked Estep Score: -3055546.250000 Penalty: 11695.895508 Iteration 38Q: 3 clusters Score -3055546 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1813 members Mstep: Class 2 contains 12199 members Entering Unmasked Estep Score: -3055587.000000 Penalty: 11695.895508 Iteration 39Q: 3 clusters Score -3055587 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1792 members Mstep: Class 2 contains 12220 members Entering Unmasked Estep Score: -3055640.750000 Penalty: 11695.895508 Iteration 40F: 3 clusters Score -3055641 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1766 members Mstep: Class 2 contains 12246 members Entering Unmasked Estep Score: -3055690.750000 Penalty: 11695.895508 Iteration 41Q: 3 clusters Score -3055691 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1754 members Mstep: Class 2 contains 12258 members Entering Unmasked Estep Score: -3055732.500000 Penalty: 11695.895508 Iteration 42Q: 3 clusters Score -3055732 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1742 members Mstep: Class 2 contains 12270 members Entering Unmasked Estep Score: -3055771.000000 Penalty: 11695.895508 Iteration 43Q: 3 clusters Score -3055771 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1733 members Mstep: Class 2 contains 12279 members Entering Unmasked Estep Score: -3055800.000000 Penalty: 11695.895508 Iteration 44Q: 3 clusters Score -3055800 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1729 members Mstep: Class 2 contains 12283 members Entering Unmasked Estep Score: -3055825.750000 Penalty: 11695.895508 Iteration 45Q: 3 clusters Score -3055826 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1724 members Mstep: Class 2 contains 12288 members Entering Unmasked Estep Score: -3055840.250000 Penalty: 11695.895508 Iteration 46Q: 3 clusters Score -3055840 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1714 members Mstep: Class 2 contains 12298 members Entering Unmasked Estep Score: -3055927.250000 Penalty: 11695.895508 Iteration 47Q: 3 clusters Score -3055927 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1696 members Mstep: Class 2 contains 12316 members Entering Unmasked Estep Score: -3056200.250000 Penalty: 11695.895508 Iteration 48Q: 3 clusters Score -3056200 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1689 members Mstep: Class 2 contains 12323 members Entering Unmasked Estep Score: -3056418.750000 Penalty: 11695.895508 Iteration 49Q: 3 clusters Score -3056419 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1687 members Mstep: Class 2 contains 12325 members Entering Unmasked Estep Score: -3056478.250000 Penalty: 11695.895508 Iteration 50Q: 3 clusters Score -3056478 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1699 members Mstep: Class 2 contains 12313 members Entering Unmasked Estep Score: -3056489.000000 Penalty: 11695.895508 Iteration 51Q: 3 clusters Score -3056489 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1703 members Mstep: Class 2 contains 12309 members Entering Unmasked Estep Score: -3056512.500000 Penalty: 11695.895508 Iteration 52Q: 3 clusters Score -3056512 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1710 members Mstep: Class 2 contains 12302 members Entering Unmasked Estep Score: -3056521.750000 Penalty: 11695.895508 Iteration 53Q: 3 clusters Score -3056522 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1712 members Mstep: Class 2 contains 12300 members Entering Unmasked Estep Score: -3056533.250000 Penalty: 11695.895508 Iteration 54Q: 3 clusters Score -3056533 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1711 members Mstep: Class 2 contains 12301 members Entering Unmasked Estep Score: -3056536.750000 Penalty: 11695.895508 Iteration 55Q: 3 clusters Score -3056537 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1718 members Mstep: Class 2 contains 12294 members Entering Unmasked Estep Score: -3056540.750000 Penalty: 11695.895508 Iteration 56Q: 3 clusters Score -3056541 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1725 members Mstep: Class 2 contains 12287 members Entering Unmasked Estep Score: -3056550.500000 Penalty: 11695.895508 Iteration 57Q: 3 clusters Score -3056550 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1725 members Mstep: Class 2 contains 12287 members Entering Unmasked Estep Score: -3056551.750000 Penalty: 11695.895508 Iteration 58Q: 3 clusters Score -3056552 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1723 members Mstep: Class 2 contains 12289 members Entering Unmasked Estep Score: -3056551.000000 Penalty: 11695.895508 Iteration 59Q: 3 clusters Score -3056551 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1722 members Mstep: Class 2 contains 12290 members Entering Unmasked Estep Score: -3056556.250000 Penalty: 11695.895508 Iteration 60F: 3 clusters Score -3056556 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1724 members Mstep: Class 2 contains 12288 members Entering Unmasked Estep Score: -3056551.750000 Penalty: 11695.895508 Iteration 61Q: 3 clusters Score -3056552 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1725 members Mstep: Class 2 contains 12287 members Entering Unmasked Estep Score: -3056553.500000 Penalty: 11695.895508 Iteration 62Q: 3 clusters Score -3056554 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1725 members Mstep: Class 2 contains 12287 members Entering Unmasked Estep Score: -3056553.500000 Penalty: 11695.895508 Iteration 63F: 3 clusters Score -3056554 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (1547 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1547 members Entering Unmasked Estep Score: -295101.968750 Penalty: 4498.244629 Iteration 0F: 2 clusters Score -295102 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 757 members Mstep: Class 2 contains 790 members Entering Unmasked Estep Score: -290882.718750 Penalty: 8996.489258 Iteration 0F: 3 clusters Score -290882.7 nChanged 352 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 729 members Mstep: Class 2 contains 818 members Entering Unmasked Estep Score: -291859.125000 Penalty: 8996.489258 Iteration 1F: 3 clusters Score -291859.1 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 763 members Mstep: Class 2 contains 784 members Entering Unmasked Estep Score: -292582.312500 Penalty: 8996.489258 Iteration 2F: 3 clusters Score -292582.3 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 823 members Mstep: Class 2 contains 724 members Entering Unmasked Estep Score: -293758.312500 Penalty: 8996.489258 Iteration 3F: 3 clusters Score -293758.3 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 842 members Mstep: Class 2 contains 705 members Entering Unmasked Estep Score: -295564.375000 Penalty: 8996.489258 Iteration 4F: 3 clusters Score -295564.4 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 775 members Mstep: Class 2 contains 772 members Entering Unmasked Estep Score: -296506.781250 Penalty: 8996.489258 Iteration 5F: 3 clusters Score -296506.8 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 722 members Mstep: Class 2 contains 825 members Entering Unmasked Estep Score: -297169.187500 Penalty: 8996.489258 Iteration 6Q: 3 clusters Score -297169.2 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 702 members Mstep: Class 2 contains 845 members Entering Unmasked Estep Score: -297520.531250 Penalty: 8996.489258 Iteration 7Q: 3 clusters Score -297520.5 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 695 members Mstep: Class 2 contains 852 members Entering Unmasked Estep Score: -297835.906250 Penalty: 8996.489258 Iteration 8Q: 3 clusters Score -297835.9 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 690 members Mstep: Class 2 contains 857 members Entering Unmasked Estep Score: -298214.843750 Penalty: 8996.489258 Iteration 9Q: 3 clusters Score -298214.8 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 698 members Mstep: Class 2 contains 849 members Entering Unmasked Estep Score: -298688.281250 Penalty: 8996.489258 Iteration 10Q: 3 clusters Score -298688.3 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 711 members Mstep: Class 2 contains 836 members Entering Unmasked Estep Score: -299452.250000 Penalty: 8996.489258 Iteration 11Q: 3 clusters Score -299452.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 711 members Mstep: Class 2 contains 836 members Entering Unmasked Estep Score: -299454.281250 Penalty: 8996.489258 Iteration 12F: 3 clusters Score -299454.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 709 members Mstep: Class 2 contains 838 members Entering Unmasked Estep Score: -299596.437500 Penalty: 8996.489258 Iteration 13Q: 3 clusters Score -299596.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 708 members Mstep: Class 2 contains 839 members Entering Unmasked Estep Score: -299743.593750 Penalty: 8996.489258 Iteration 14Q: 3 clusters Score -299743.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 708 members Mstep: Class 2 contains 839 members Entering Unmasked Estep Score: -299743.593750 Penalty: 8996.489258 Iteration 15F: 3 clusters Score -299743.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 123 members Mstep: Class 1 contains 26920 members Mstep: Class 2 contains 41485 members Mstep: Class 3 contains 354 members Mstep: Class 4 contains 39952 members Mstep: Class 5 contains 1231 members Mstep: Class 6 contains 2047 members Mstep: Class 7 contains 19795 members Mstep: Class 8 contains 37505 members Mstep: Class 9 contains 163837 members Mstep: Class 10 contains 140999 members Mstep: Class 11 contains 896 members Mstep: Class 12 contains 18366 members Mstep: Class 13 contains 839 members Mstep: Class 14 contains 160948 members Mstep: Class 16 contains 805 members Mstep: Class 17 contains 14012 members Mstep: Class 18 contains 708 members Mstep: Class 19 contains 6892 members Mstep: Class 20 contains 1324 members Entering Unmasked Estep Score: -147501376.000000 Penalty: 156273.375000 Splitting cluster 18 changes total score from -147471760.000000 to -147501376.000000 So it's getting split into cluster 13. Entering ConstructFrom: Trying to split cluster 19 (6892 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6892 members Entering Unmasked Estep Score: -1480096.625000 Penalty: 5413.346680 Iteration 0F: 2 clusters Score -1480097 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3450 members Mstep: Class 2 contains 3442 members Entering Unmasked Estep Score: -1471775.500000 Penalty: 10826.693359 Iteration 0F: 3 clusters Score -1471776 nChanged 2354 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3438 members Mstep: Class 2 contains 3454 members Entering Unmasked Estep Score: -1473229.500000 Penalty: 10826.693359 Iteration 1F: 3 clusters Score -1473230 nChanged 521 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3423 members Mstep: Class 2 contains 3469 members Entering Unmasked Estep Score: -1473569.250000 Penalty: 10826.693359 Iteration 2F: 3 clusters Score -1473569 nChanged 308 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3401 members Mstep: Class 2 contains 3491 members Entering Unmasked Estep Score: -1473757.000000 Penalty: 10826.693359 Iteration 3Q: 3 clusters Score -1473757 nChanged 200 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3381 members Mstep: Class 2 contains 3511 members Entering Unmasked Estep Score: -1473880.875000 Penalty: 10826.693359 Iteration 4Q: 3 clusters Score -1473881 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3353 members Mstep: Class 2 contains 3539 members Entering Unmasked Estep Score: -1473974.000000 Penalty: 10826.693359 Iteration 5Q: 3 clusters Score -1473974 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3347 members Mstep: Class 2 contains 3545 members Entering Unmasked Estep Score: -1474030.875000 Penalty: 10826.693359 Iteration 6Q: 3 clusters Score -1474031 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3336 members Mstep: Class 2 contains 3556 members Entering Unmasked Estep Score: -1474084.375000 Penalty: 10826.693359 Iteration 7Q: 3 clusters Score -1474084 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3333 members Mstep: Class 2 contains 3559 members Entering Unmasked Estep Score: -1474126.875000 Penalty: 10826.693359 Iteration 8Q: 3 clusters Score -1474127 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3322 members Mstep: Class 2 contains 3570 members Entering Unmasked Estep Score: -1474152.500000 Penalty: 10826.693359 Iteration 9Q: 3 clusters Score -1474152 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3300 members Mstep: Class 2 contains 3592 members Entering Unmasked Estep Score: -1474176.750000 Penalty: 10826.693359 Iteration 10Q: 3 clusters Score -1474177 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3287 members Mstep: Class 2 contains 3605 members Entering Unmasked Estep Score: -1474203.500000 Penalty: 10826.693359 Iteration 11Q: 3 clusters Score -1474204 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3274 members Mstep: Class 2 contains 3618 members Entering Unmasked Estep Score: -1474227.000000 Penalty: 10826.693359 Iteration 12Q: 3 clusters Score -1474227 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3254 members Mstep: Class 2 contains 3638 members Entering Unmasked Estep Score: -1474253.625000 Penalty: 10826.693359 Iteration 13Q: 3 clusters Score -1474254 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3247 members Mstep: Class 2 contains 3645 members Entering Unmasked Estep Score: -1474264.625000 Penalty: 10826.693359 Iteration 14Q: 3 clusters Score -1474265 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3236 members Mstep: Class 2 contains 3656 members Entering Unmasked Estep Score: -1474279.125000 Penalty: 10826.693359 Iteration 15Q: 3 clusters Score -1474279 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3231 members Mstep: Class 2 contains 3661 members Entering Unmasked Estep Score: -1474294.375000 Penalty: 10826.693359 Iteration 16Q: 3 clusters Score -1474294 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3224 members Mstep: Class 2 contains 3668 members Entering Unmasked Estep Score: -1474307.500000 Penalty: 10826.693359 Iteration 17Q: 3 clusters Score -1474308 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3219 members Mstep: Class 2 contains 3673 members Entering Unmasked Estep Score: -1474321.125000 Penalty: 10826.693359 Iteration 18Q: 3 clusters Score -1474321 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3201 members Mstep: Class 2 contains 3691 members Entering Unmasked Estep Score: -1474343.500000 Penalty: 10826.693359 Iteration 19Q: 3 clusters Score -1474344 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3181 members Mstep: Class 2 contains 3711 members Entering Unmasked Estep Score: -1474371.000000 Penalty: 10826.693359 Iteration 20F: 3 clusters Score -1474371 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3173 members Mstep: Class 2 contains 3719 members Entering Unmasked Estep Score: -1474388.125000 Penalty: 10826.693359 Iteration 21Q: 3 clusters Score -1474388 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3162 members Mstep: Class 2 contains 3730 members Entering Unmasked Estep Score: -1474397.000000 Penalty: 10826.693359 Iteration 22Q: 3 clusters Score -1474397 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3157 members Mstep: Class 2 contains 3735 members Entering Unmasked Estep Score: -1474401.000000 Penalty: 10826.693359 Iteration 23Q: 3 clusters Score -1474401 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3149 members Mstep: Class 2 contains 3743 members Entering Unmasked Estep Score: -1474410.875000 Penalty: 10826.693359 Iteration 24Q: 3 clusters Score -1474411 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3136 members Mstep: Class 2 contains 3756 members Entering Unmasked Estep Score: -1474422.750000 Penalty: 10826.693359 Iteration 25Q: 3 clusters Score -1474423 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3124 members Mstep: Class 2 contains 3768 members Entering Unmasked Estep Score: -1474432.250000 Penalty: 10826.693359 Iteration 26Q: 3 clusters Score -1474432 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3113 members Mstep: Class 2 contains 3779 members Entering Unmasked Estep Score: -1474437.500000 Penalty: 10826.693359 Iteration 27Q: 3 clusters Score -1474438 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3109 members Mstep: Class 2 contains 3783 members Entering Unmasked Estep Score: -1474440.750000 Penalty: 10826.693359 Iteration 28Q: 3 clusters Score -1474441 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3107 members Mstep: Class 2 contains 3785 members Entering Unmasked Estep Score: -1474443.250000 Penalty: 10826.693359 Iteration 29Q: 3 clusters Score -1474443 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3103 members Mstep: Class 2 contains 3789 members Entering Unmasked Estep Score: -1474446.250000 Penalty: 10826.693359 Iteration 30Q: 3 clusters Score -1474446 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3099 members Mstep: Class 2 contains 3793 members Entering Unmasked Estep Score: -1474446.375000 Penalty: 10826.693359 Iteration 31Q: 3 clusters Score -1474446 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3094 members Mstep: Class 2 contains 3798 members Entering Unmasked Estep Score: -1474450.625000 Penalty: 10826.693359 Iteration 32Q: 3 clusters Score -1474451 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3089 members Mstep: Class 2 contains 3803 members Entering Unmasked Estep Score: -1474454.250000 Penalty: 10826.693359 Iteration 33Q: 3 clusters Score -1474454 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3088 members Mstep: Class 2 contains 3804 members Entering Unmasked Estep Score: -1474461.375000 Penalty: 10826.693359 Iteration 34Q: 3 clusters Score -1474461 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3082 members Mstep: Class 2 contains 3810 members Entering Unmasked Estep Score: -1474463.500000 Penalty: 10826.693359 Iteration 35Q: 3 clusters Score -1474464 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3077 members Mstep: Class 2 contains 3815 members Entering Unmasked Estep Score: -1474465.625000 Penalty: 10826.693359 Iteration 36Q: 3 clusters Score -1474466 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3066 members Mstep: Class 2 contains 3826 members Entering Unmasked Estep Score: -1474473.500000 Penalty: 10826.693359 Iteration 37Q: 3 clusters Score -1474474 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3055 members Mstep: Class 2 contains 3837 members Entering Unmasked Estep Score: -1474476.375000 Penalty: 10826.693359 Iteration 38Q: 3 clusters Score -1474476 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3051 members Mstep: Class 2 contains 3841 members Entering Unmasked Estep Score: -1474477.750000 Penalty: 10826.693359 Iteration 39Q: 3 clusters Score -1474478 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3048 members Mstep: Class 2 contains 3844 members Entering Unmasked Estep Score: -1474484.375000 Penalty: 10826.693359 Iteration 40F: 3 clusters Score -1474484 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3042 members Mstep: Class 2 contains 3850 members Entering Unmasked Estep Score: -1474488.375000 Penalty: 10826.693359 Iteration 41Q: 3 clusters Score -1474488 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3033 members Mstep: Class 2 contains 3859 members Entering Unmasked Estep Score: -1474492.000000 Penalty: 10826.693359 Iteration 42Q: 3 clusters Score -1474492 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3024 members Mstep: Class 2 contains 3868 members Entering Unmasked Estep Score: -1474498.250000 Penalty: 10826.693359 Iteration 43Q: 3 clusters Score -1474498 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3017 members Mstep: Class 2 contains 3875 members Entering Unmasked Estep Score: -1474500.000000 Penalty: 10826.693359 Iteration 44Q: 3 clusters Score -1474500 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3017 members Mstep: Class 2 contains 3875 members Entering Unmasked Estep Score: -1474503.500000 Penalty: 10826.693359 Iteration 45Q: 3 clusters Score -1474504 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3017 members Mstep: Class 2 contains 3875 members Entering Unmasked Estep Score: -1474503.625000 Penalty: 10826.693359 Iteration 46Q: 3 clusters Score -1474504 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3014 members Mstep: Class 2 contains 3878 members Entering Unmasked Estep Score: -1474504.250000 Penalty: 10826.693359 Iteration 47Q: 3 clusters Score -1474504 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3012 members Mstep: Class 2 contains 3880 members Entering Unmasked Estep Score: -1474504.125000 Penalty: 10826.693359 Iteration 48Q: 3 clusters Score -1474504 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3010 members Mstep: Class 2 contains 3882 members Entering Unmasked Estep Score: -1474507.250000 Penalty: 10826.693359 Iteration 49Q: 3 clusters Score -1474507 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3010 members Mstep: Class 2 contains 3882 members Entering Unmasked Estep Score: -1474507.250000 Penalty: 10826.693359 Iteration 50F: 3 clusters Score -1474507 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (1324 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1324 members Entering Unmasked Estep Score: -252945.312500 Penalty: 4402.902832 Iteration 0F: 2 clusters Score -252945.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 668 members Mstep: Class 2 contains 656 members Entering Unmasked Estep Score: -248631.312500 Penalty: 8805.805664 Iteration 0F: 3 clusters Score -248631.3 nChanged 283 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 647 members Mstep: Class 2 contains 677 members Entering Unmasked Estep Score: -249433.250000 Penalty: 8805.805664 Iteration 1F: 3 clusters Score -249433.2 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 597 members Mstep: Class 2 contains 727 members Entering Unmasked Estep Score: -249936.531250 Penalty: 8805.805664 Iteration 2F: 3 clusters Score -249936.5 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 538 members Mstep: Class 2 contains 786 members Entering Unmasked Estep Score: -250540.468750 Penalty: 8805.805664 Iteration 3F: 3 clusters Score -250540.5 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 470 members Mstep: Class 2 contains 854 members Entering Unmasked Estep Score: -251326.250000 Penalty: 8805.805664 Iteration 4F: 3 clusters Score -251326.2 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 405 members Mstep: Class 2 contains 919 members Entering Unmasked Estep Score: -251997.640625 Penalty: 8805.805664 Iteration 5F: 3 clusters Score -251997.6 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 360 members Mstep: Class 2 contains 964 members Entering Unmasked Estep Score: -252222.609375 Penalty: 8805.805664 Iteration 6Q: 3 clusters Score -252222.6 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 333 members Mstep: Class 2 contains 991 members Entering Unmasked Estep Score: -252339.093750 Penalty: 8805.805664 Iteration 7Q: 3 clusters Score -252339.1 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 321 members Mstep: Class 2 contains 1003 members Entering Unmasked Estep Score: -252382.875000 Penalty: 8805.805664 Iteration 8Q: 3 clusters Score -252382.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 317 members Mstep: Class 2 contains 1007 members Entering Unmasked Estep Score: -252415.281250 Penalty: 8805.805664 Iteration 9Q: 3 clusters Score -252415.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 313 members Mstep: Class 2 contains 1011 members Entering Unmasked Estep Score: -252494.515625 Penalty: 8805.805664 Iteration 10Q: 3 clusters Score -252494.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 310 members Mstep: Class 2 contains 1014 members Entering Unmasked Estep Score: -252509.343750 Penalty: 8805.805664 Iteration 11Q: 3 clusters Score -252509.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 306 members Mstep: Class 2 contains 1018 members Entering Unmasked Estep Score: -252520.046875 Penalty: 8805.805664 Iteration 12Q: 3 clusters Score -252520 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 306 members Mstep: Class 2 contains 1018 members Entering Unmasked Estep Score: -252520.046875 Penalty: 8805.805664 Iteration 13F: 3 clusters Score -252520 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 123 members Mstep: Class 1 contains 26920 members Mstep: Class 2 contains 41485 members Mstep: Class 3 contains 354 members Mstep: Class 4 contains 39952 members Mstep: Class 6 contains 2047 members Mstep: Class 7 contains 19795 members Mstep: Class 9 contains 163837 members Mstep: Class 10 contains 140999 members Mstep: Class 11 contains 896 members Mstep: Class 12 contains 18366 members Mstep: Class 14 contains 160948 members Mstep: Class 16 contains 805 members Mstep: Class 17 contains 14012 members Mstep: Class 18 contains 708 members Mstep: Class 19 contains 6892 members Mstep: Class 20 contains 1324 members Entering Unmasked Estep ConsiderDeletion Score: -147505552.000000 Penalty: 156273.375000 Iteration 39Q: 20 clusters Score -1.475056e+08 nChanged 7755 Entering Unmasked Mstep Mstep: Class 0 contains 125 members Mstep: Class 1 contains 26915 members Mstep: Class 2 contains 40614 members Mstep: Class 3 contains 359 members Mstep: Class 4 contains 40173 members Mstep: Class 5 contains 1203 members Mstep: Class 6 contains 2049 members Mstep: Class 7 contains 19645 members Mstep: Class 8 contains 36267 members Mstep: Class 9 contains 163636 members Mstep: Class 10 contains 142173 members Mstep: Class 11 contains 893 members Mstep: Class 12 contains 19089 members Mstep: Class 13 contains 839 members Mstep: Class 14 contains 161121 members Mstep: Class 16 contains 816 members Mstep: Class 17 contains 14180 members Mstep: Class 18 contains 728 members Mstep: Class 19 contains 6889 members Mstep: Class 20 contains 1324 members Entering Unmasked Estep ConsiderDeletion Score: -147513552.000000 Penalty: 156273.375000 Iteration 40F: 20 clusters Score -1.475136e+08 nChanged 5292 Entering Unmasked Mstep Mstep: Class 0 contains 61 members Mstep: Class 1 contains 26893 members Mstep: Class 2 contains 39621 members Mstep: Class 3 contains 363 members Mstep: Class 4 contains 40421 members Mstep: Class 5 contains 1174 members Mstep: Class 6 contains 2049 members Mstep: Class 7 contains 19500 members Mstep: Class 8 contains 36008 members Mstep: Class 9 contains 163418 members Mstep: Class 10 contains 143029 members Mstep: Class 11 contains 956 members Mstep: Class 12 contains 19539 members Mstep: Class 13 contains 839 members Mstep: Class 14 contains 161058 members Mstep: Class 16 contains 832 members Mstep: Class 17 contains 14320 members Mstep: Class 18 contains 743 members Mstep: Class 19 contains 6889 members Mstep: Class 20 contains 1325 members Entering Unmasked Estep ConsiderDeletion Score: -147517488.000000 Penalty: 156273.375000 Iteration 41Q: 20 clusters Score -1.475175e+08 nChanged 3907 Entering Unmasked Mstep Mstep: Class 0 contains 61 members Mstep: Class 1 contains 26879 members Mstep: Class 2 contains 38640 members Mstep: Class 3 contains 368 members Mstep: Class 4 contains 40634 members Mstep: Class 5 contains 1147 members Mstep: Class 6 contains 2052 members Mstep: Class 7 contains 19345 members Mstep: Class 8 contains 35897 members Mstep: Class 9 contains 163223 members Mstep: Class 10 contains 143709 members Mstep: Class 11 contains 953 members Mstep: Class 12 contains 19993 members Mstep: Class 13 contains 839 members Mstep: Class 14 contains 161038 members Mstep: Class 16 contains 852 members Mstep: Class 17 contains 14444 members Mstep: Class 18 contains 753 members Mstep: Class 19 contains 6886 members Mstep: Class 20 contains 1325 members Entering Unmasked Estep ConsiderDeletion Score: -147519104.000000 Penalty: 156273.375000 Iteration 42Q: 20 clusters Score -1.475191e+08 nChanged 3113 Entering Unmasked Mstep Mstep: Class 0 contains 61 members Mstep: Class 1 contains 26862 members Mstep: Class 2 contains 37784 members Mstep: Class 3 contains 370 members Mstep: Class 4 contains 40838 members Mstep: Class 5 contains 1135 members Mstep: Class 6 contains 2053 members Mstep: Class 7 contains 19233 members Mstep: Class 8 contains 35870 members Mstep: Class 9 contains 163062 members Mstep: Class 10 contains 144230 members Mstep: Class 11 contains 951 members Mstep: Class 12 contains 20383 members Mstep: Class 13 contains 839 members Mstep: Class 14 contains 161032 members Mstep: Class 16 contains 851 members Mstep: Class 17 contains 14518 members Mstep: Class 18 contains 758 members Mstep: Class 19 contains 6882 members Mstep: Class 20 contains 1326 members Entering Unmasked Estep ConsiderDeletion Score: -147520080.000000 Penalty: 156273.375000 Iteration 43Q: 20 clusters Score -1.475201e+08 nChanged 2674 Entering Unmasked Mstep Mstep: Class 0 contains 61 members Mstep: Class 1 contains 26845 members Mstep: Class 2 contains 37000 members Mstep: Class 3 contains 373 members Mstep: Class 4 contains 41077 members Mstep: Class 5 contains 1127 members Mstep: Class 6 contains 2053 members Mstep: Class 7 contains 19154 members Mstep: Class 8 contains 35890 members Mstep: Class 9 contains 162886 members Mstep: Class 10 contains 144634 members Mstep: Class 11 contains 951 members Mstep: Class 12 contains 20743 members Mstep: Class 13 contains 839 members Mstep: Class 14 contains 161049 members Mstep: Class 16 contains 851 members Mstep: Class 17 contains 14537 members Mstep: Class 18 contains 762 members Mstep: Class 19 contains 6880 members Mstep: Class 20 contains 1326 members Entering Unmasked Estep ConsiderDeletion Score: -147521120.000000 Penalty: 156273.375000 Iteration 44Q: 20 clusters Score -1.475211e+08 nChanged 2262 Entering Unmasked Mstep Mstep: Class 0 contains 61 members Mstep: Class 1 contains 26827 members Mstep: Class 2 contains 36309 members Mstep: Class 3 contains 373 members Mstep: Class 4 contains 41306 members Mstep: Class 5 contains 1117 members Mstep: Class 6 contains 2052 members Mstep: Class 7 contains 19097 members Mstep: Class 8 contains 35932 members Mstep: Class 9 contains 162714 members Mstep: Class 10 contains 144948 members Mstep: Class 11 contains 951 members Mstep: Class 12 contains 21045 members Mstep: Class 13 contains 839 members Mstep: Class 14 contains 161066 members Mstep: Class 16 contains 858 members Mstep: Class 17 contains 14580 members Mstep: Class 18 contains 764 members Mstep: Class 19 contains 6873 members Mstep: Class 20 contains 1326 members Entering Unmasked Estep ConsiderDeletion Score: -147521536.000000 Penalty: 156273.375000 Iteration 45Q: 20 clusters Score -1.475215e+08 nChanged 1998 Entering Unmasked Mstep Mstep: Class 0 contains 61 members Mstep: Class 1 contains 26819 members Mstep: Class 2 contains 35747 members Mstep: Class 3 contains 375 members Mstep: Class 4 contains 41601 members Mstep: Class 5 contains 1106 members Mstep: Class 6 contains 2054 members Mstep: Class 7 contains 19050 members Mstep: Class 8 contains 35980 members Mstep: Class 9 contains 162452 members Mstep: Class 10 contains 145193 members Mstep: Class 11 contains 951 members Mstep: Class 12 contains 21287 members Mstep: Class 13 contains 839 members Mstep: Class 14 contains 161084 members Mstep: Class 16 contains 866 members Mstep: Class 17 contains 14606 members Mstep: Class 18 contains 769 members Mstep: Class 19 contains 6872 members Mstep: Class 20 contains 1326 members Entering Unmasked Estep ConsiderDeletion Score: -147522064.000000 Penalty: 156273.375000 Iteration 46Q: 20 clusters Score -1.475221e+08 nChanged 1800 Entering Unmasked Mstep Mstep: Class 0 contains 61 members Mstep: Class 1 contains 26813 members Mstep: Class 2 contains 35243 members Mstep: Class 3 contains 375 members Mstep: Class 4 contains 41872 members Mstep: Class 5 contains 1098 members Mstep: Class 6 contains 2056 members Mstep: Class 7 contains 19020 members Mstep: Class 8 contains 36025 members Mstep: Class 9 contains 162215 members Mstep: Class 10 contains 145365 members Mstep: Class 11 contains 951 members Mstep: Class 12 contains 21569 members Mstep: Class 13 contains 839 members Mstep: Class 14 contains 161113 members Mstep: Class 16 contains 869 members Mstep: Class 17 contains 14587 members Mstep: Class 18 contains 774 members Mstep: Class 19 contains 6867 members Mstep: Class 20 contains 1326 members Entering Unmasked Estep ConsiderDeletion Score: -147522992.000000 Penalty: 156273.375000 Iteration 47Q: 20 clusters Score -1.47523e+08 nChanged 1665 Entering Unmasked Mstep Mstep: Class 0 contains 61 members Mstep: Class 1 contains 26805 members Mstep: Class 2 contains 34785 members Mstep: Class 3 contains 376 members Mstep: Class 4 contains 42158 members Mstep: Class 5 contains 1085 members Mstep: Class 6 contains 2057 members Mstep: Class 7 contains 19003 members Mstep: Class 8 contains 36072 members Mstep: Class 9 contains 161947 members Mstep: Class 10 contains 145505 members Mstep: Class 11 contains 952 members Mstep: Class 12 contains 21837 members Mstep: Class 13 contains 839 members Mstep: Class 14 contains 161126 members Mstep: Class 16 contains 877 members Mstep: Class 17 contains 14586 members Mstep: Class 18 contains 775 members Mstep: Class 19 contains 6867 members Mstep: Class 20 contains 1325 members Entering Unmasked Estep ConsiderDeletion Score: -147523856.000000 Penalty: 156273.375000 Iteration 48Q: 20 clusters Score -1.475239e+08 nChanged 1496 Entering Unmasked Mstep Mstep: Class 0 contains 61 members Mstep: Class 1 contains 26801 members Mstep: Class 2 contains 34360 members Mstep: Class 3 contains 378 members Mstep: Class 4 contains 42444 members Mstep: Class 5 contains 1076 members Mstep: Class 6 contains 2058 members Mstep: Class 7 contains 18984 members Mstep: Class 8 contains 36131 members Mstep: Class 9 contains 161682 members Mstep: Class 10 contains 145614 members Mstep: Class 11 contains 951 members Mstep: Class 12 contains 22110 members Mstep: Class 13 contains 839 members Mstep: Class 14 contains 161134 members Mstep: Class 16 contains 881 members Mstep: Class 17 contains 14567 members Mstep: Class 18 contains 775 members Mstep: Class 19 contains 6867 members Mstep: Class 20 contains 1325 members Entering Unmasked Estep ConsiderDeletion Score: -147526320.000000 Penalty: 156273.375000 Iteration 49Q: 20 clusters Score -1.475263e+08 nChanged 1444 Entering Unmasked Mstep Mstep: Class 0 contains 61 members Mstep: Class 1 contains 26795 members Mstep: Class 2 contains 33936 members Mstep: Class 3 contains 379 members Mstep: Class 4 contains 42737 members Mstep: Class 5 contains 1076 members Mstep: Class 6 contains 2057 members Mstep: Class 7 contains 18973 members Mstep: Class 8 contains 36198 members Mstep: Class 9 contains 161421 members Mstep: Class 10 contains 145722 members Mstep: Class 11 contains 951 members Mstep: Class 12 contains 22400 members Mstep: Class 13 contains 839 members Mstep: Class 14 contains 161119 members Mstep: Class 16 contains 877 members Mstep: Class 17 contains 14527 members Mstep: Class 18 contains 777 members Mstep: Class 19 contains 6868 members Mstep: Class 20 contains 1325 members Entering Unmasked Estep ConsiderDeletion Score: -147526640.000000 Penalty: 156273.375000 Iteration 50Q: 20 clusters Score -1.475266e+08 nChanged 1440 Entering Unmasked Mstep Mstep: Class 0 contains 61 members Mstep: Class 1 contains 26787 members Mstep: Class 2 contains 33490 members Mstep: Class 3 contains 379 members Mstep: Class 4 contains 43061 members Mstep: Class 5 contains 1076 members Mstep: Class 6 contains 2055 members Mstep: Class 7 contains 18966 members Mstep: Class 8 contains 36257 members Mstep: Class 9 contains 161118 members Mstep: Class 10 contains 145815 members Mstep: Class 11 contains 951 members Mstep: Class 12 contains 22718 members Mstep: Class 13 contains 839 members Mstep: Class 14 contains 161135 members Mstep: Class 16 contains 873 members Mstep: Class 17 contains 14488 members Mstep: Class 18 contains 778 members Mstep: Class 19 contains 6866 members Mstep: Class 20 contains 1325 members Entering Unmasked Estep ConsiderDeletion Score: -147526608.000000 Penalty: 156273.375000 Iteration 51Q: 20 clusters Score -1.475266e+08 nChanged 1392 Entering Unmasked Mstep Mstep: Class 0 contains 61 members Mstep: Class 1 contains 26781 members Mstep: Class 2 contains 33063 members Mstep: Class 3 contains 379 members Mstep: Class 4 contains 43411 members Mstep: Class 5 contains 1076 members Mstep: Class 6 contains 2053 members Mstep: Class 7 contains 18962 members Mstep: Class 8 contains 36297 members Mstep: Class 9 contains 160771 members Mstep: Class 10 contains 145878 members Mstep: Class 11 contains 951 members Mstep: Class 12 contains 23045 members Mstep: Class 13 contains 839 members Mstep: Class 14 contains 161147 members Mstep: Class 16 contains 873 members Mstep: Class 17 contains 14478 members Mstep: Class 18 contains 779 members Mstep: Class 19 contains 6869 members Mstep: Class 20 contains 1325 members Entering Unmasked Estep ConsiderDeletion Score: -147526736.000000 Penalty: 156273.375000 Iteration 52Q: 20 clusters Score -1.475267e+08 nChanged 1397 Entering Unmasked Mstep Mstep: Class 0 contains 61 members Mstep: Class 1 contains 26775 members Mstep: Class 2 contains 32625 members Mstep: Class 3 contains 379 members Mstep: Class 4 contains 43804 members Mstep: Class 5 contains 1076 members Mstep: Class 6 contains 2053 members Mstep: Class 7 contains 18962 members Mstep: Class 8 contains 36348 members Mstep: Class 9 contains 160385 members Mstep: Class 10 contains 145956 members Mstep: Class 11 contains 951 members Mstep: Class 12 contains 23370 members Mstep: Class 13 contains 839 members Mstep: Class 14 contains 161172 members Mstep: Class 16 contains 873 members Mstep: Class 17 contains 14434 members Mstep: Class 18 contains 779 members Mstep: Class 19 contains 6871 members Mstep: Class 20 contains 1325 members Entering Unmasked Estep ConsiderDeletion Score: -147527152.000000 Penalty: 156273.375000 Iteration 53Q: 20 clusters Score -1.475272e+08 nChanged 1444 Entering Unmasked Mstep Mstep: Class 0 contains 61 members Mstep: Class 1 contains 26773 members Mstep: Class 2 contains 32189 members Mstep: Class 3 contains 379 members Mstep: Class 4 contains 44236 members Mstep: Class 5 contains 1076 members Mstep: Class 6 contains 2053 members Mstep: Class 7 contains 18954 members Mstep: Class 8 contains 36383 members Mstep: Class 9 contains 159984 members Mstep: Class 10 contains 146002 members Mstep: Class 11 contains 951 members Mstep: Class 12 contains 23729 members Mstep: Class 13 contains 839 members Mstep: Class 14 contains 161180 members Mstep: Class 16 contains 873 members Mstep: Class 17 contains 14400 members Mstep: Class 18 contains 779 members Mstep: Class 19 contains 6872 members Mstep: Class 20 contains 1325 members Entering Unmasked Estep ConsiderDeletion Score: -147527328.000000 Penalty: 156273.375000 Iteration 54Q: 20 clusters Score -1.475273e+08 nChanged 1491 Entering Unmasked Mstep Mstep: Class 0 contains 61 members Mstep: Class 1 contains 26765 members Mstep: Class 2 contains 31741 members Mstep: Class 3 contains 379 members Mstep: Class 4 contains 44685 members Mstep: Class 5 contains 1076 members Mstep: Class 6 contains 2054 members Mstep: Class 7 contains 18939 members Mstep: Class 8 contains 36427 members Mstep: Class 9 contains 159576 members Mstep: Class 10 contains 146051 members Mstep: Class 11 contains 951 members Mstep: Class 12 contains 24085 members Mstep: Class 13 contains 839 members Mstep: Class 14 contains 161208 members Mstep: Class 16 contains 873 members Mstep: Class 17 contains 14355 members Mstep: Class 18 contains 779 members Mstep: Class 19 contains 6869 members Mstep: Class 20 contains 1325 members Entering Unmasked Estep ConsiderDeletion Score: -147527824.000000 Penalty: 156273.375000 Iteration 55Q: 20 clusters Score -1.475278e+08 nChanged 1549 Entering Unmasked Mstep Mstep: Class 0 contains 61 members Mstep: Class 1 contains 26761 members Mstep: Class 2 contains 31252 members Mstep: Class 3 contains 380 members Mstep: Class 4 contains 45150 members Mstep: Class 5 contains 1076 members Mstep: Class 6 contains 2053 members Mstep: Class 7 contains 18948 members Mstep: Class 8 contains 36479 members Mstep: Class 9 contains 159142 members Mstep: Class 10 contains 146080 members Mstep: Class 11 contains 951 members Mstep: Class 12 contains 24514 members Mstep: Class 13 contains 839 members Mstep: Class 14 contains 161228 members Mstep: Class 16 contains 872 members Mstep: Class 17 contains 14279 members Mstep: Class 18 contains 779 members Mstep: Class 19 contains 6869 members Mstep: Class 20 contains 1325 members Entering Unmasked Estep ConsiderDeletion Score: -147527680.000000 Penalty: 156273.375000 Iteration 56Q: 20 clusters Score -1.475277e+08 nChanged 1549 Entering Unmasked Mstep Mstep: Class 0 contains 61 members Mstep: Class 1 contains 26751 members Mstep: Class 2 contains 30750 members Mstep: Class 3 contains 380 members Mstep: Class 4 contains 45604 members Mstep: Class 5 contains 1076 members Mstep: Class 6 contains 2054 members Mstep: Class 7 contains 18947 members Mstep: Class 8 contains 36530 members Mstep: Class 9 contains 158707 members Mstep: Class 10 contains 146086 members Mstep: Class 11 contains 951 members Mstep: Class 12 contains 24982 members Mstep: Class 13 contains 839 members Mstep: Class 14 contains 161256 members Mstep: Class 16 contains 872 members Mstep: Class 17 contains 14219 members Mstep: Class 18 contains 779 members Mstep: Class 19 contains 6869 members Mstep: Class 20 contains 1325 members Entering Unmasked Estep ConsiderDeletion Score: -147527824.000000 Penalty: 156273.375000 Iteration 57Q: 20 clusters Score -1.475278e+08 nChanged 1561 Entering Unmasked Mstep Mstep: Class 0 contains 61 members Mstep: Class 1 contains 26741 members Mstep: Class 2 contains 30257 members Mstep: Class 3 contains 381 members Mstep: Class 4 contains 46017 members Mstep: Class 5 contains 1076 members Mstep: Class 6 contains 2054 members Mstep: Class 7 contains 18958 members Mstep: Class 8 contains 36574 members Mstep: Class 9 contains 158315 members Mstep: Class 10 contains 146076 members Mstep: Class 11 contains 951 members Mstep: Class 12 contains 25457 members Mstep: Class 13 contains 839 members Mstep: Class 14 contains 161274 members Mstep: Class 16 contains 872 members Mstep: Class 17 contains 14169 members Mstep: Class 18 contains 779 members Mstep: Class 19 contains 6862 members Mstep: Class 20 contains 1325 members Entering Unmasked Estep ConsiderDeletion Score: -147528368.000000 Penalty: 156273.375000 Iteration 58Q: 20 clusters Score -1.475284e+08 nChanged 1617 Entering Unmasked Mstep Mstep: Class 0 contains 61 members Mstep: Class 1 contains 26732 members Mstep: Class 2 contains 29793 members Mstep: Class 3 contains 381 members Mstep: Class 4 contains 46486 members Mstep: Class 5 contains 1076 members Mstep: Class 6 contains 2055 members Mstep: Class 7 contains 18954 members Mstep: Class 8 contains 36618 members Mstep: Class 9 contains 157858 members Mstep: Class 10 contains 146074 members Mstep: Class 11 contains 951 members Mstep: Class 12 contains 25944 members Mstep: Class 13 contains 839 members Mstep: Class 14 contains 161271 members Mstep: Class 16 contains 871 members Mstep: Class 17 contains 14112 members Mstep: Class 18 contains 779 members Mstep: Class 19 contains 6858 members Mstep: Class 20 contains 1325 members Entering Unmasked Estep ConsiderDeletion Score: -147528528.000000 Penalty: 156273.375000 Iteration 59Q: 20 clusters Score -1.475285e+08 nChanged 1663 Entering Unmasked Mstep Mstep: Class 0 contains 61 members Mstep: Class 1 contains 26730 members Mstep: Class 2 contains 29254 members Mstep: Class 3 contains 381 members Mstep: Class 4 contains 46984 members Mstep: Class 5 contains 1076 members Mstep: Class 6 contains 2056 members Mstep: Class 7 contains 18947 members Mstep: Class 8 contains 36659 members Mstep: Class 9 contains 157374 members Mstep: Class 10 contains 146070 members Mstep: Class 11 contains 951 members Mstep: Class 12 contains 26481 members Mstep: Class 13 contains 839 members Mstep: Class 14 contains 161271 members Mstep: Class 16 contains 871 members Mstep: Class 17 contains 14068 members Mstep: Class 18 contains 779 members Mstep: Class 19 contains 6861 members Mstep: Class 20 contains 1325 members Entering Unmasked Estep ConsiderDeletion Score: -147529744.000000 Penalty: 156273.375000 Iteration 60F: 20 clusters Score -1.475297e+08 nChanged 1810 Entering Unmasked Mstep Mstep: Class 0 contains 46 members Mstep: Class 1 contains 26724 members Mstep: Class 2 contains 28568 members Mstep: Class 3 contains 381 members Mstep: Class 4 contains 47451 members Mstep: Class 5 contains 1076 members Mstep: Class 6 contains 2057 members Mstep: Class 7 contains 18949 members Mstep: Class 8 contains 36698 members Mstep: Class 9 contains 156923 members Mstep: Class 10 contains 146061 members Mstep: Class 11 contains 963 members Mstep: Class 12 contains 27129 members Mstep: Class 13 contains 839 members Mstep: Class 14 contains 161276 members Mstep: Class 16 contains 877 members Mstep: Class 17 contains 14055 members Mstep: Class 18 contains 782 members Mstep: Class 19 contains 6860 members Mstep: Class 20 contains 1323 members Entering Unmasked Estep ConsiderDeletion Score: -147530496.000000 Penalty: 156273.375000 Iteration 61Q: 20 clusters Score -1.475305e+08 nChanged 2008 Entering Unmasked Mstep Mstep: Class 0 contains 46 members Mstep: Class 1 contains 26713 members Mstep: Class 2 contains 27895 members Mstep: Class 3 contains 381 members Mstep: Class 4 contains 47951 members Mstep: Class 5 contains 1076 members Mstep: Class 6 contains 2056 members Mstep: Class 7 contains 18955 members Mstep: Class 8 contains 36750 members Mstep: Class 9 contains 156459 members Mstep: Class 10 contains 146007 members Mstep: Class 11 contains 961 members Mstep: Class 12 contains 27840 members Mstep: Class 13 contains 839 members Mstep: Class 14 contains 161260 members Mstep: Class 16 contains 880 members Mstep: Class 17 contains 14001 members Mstep: Class 18 contains 787 members Mstep: Class 19 contains 6859 members Mstep: Class 20 contains 1322 members Entering Unmasked Estep ConsiderDeletion Score: -147531488.000000 Penalty: 156273.375000 Iteration 62Q: 20 clusters Score -1.475315e+08 nChanged 2128 Entering Unmasked Mstep Mstep: Class 0 contains 46 members Mstep: Class 1 contains 26698 members Mstep: Class 2 contains 27158 members Mstep: Class 3 contains 381 members Mstep: Class 4 contains 48486 members Mstep: Class 5 contains 1077 members Mstep: Class 6 contains 2056 members Mstep: Class 7 contains 18948 members Mstep: Class 8 contains 36813 members Mstep: Class 9 contains 155923 members Mstep: Class 10 contains 145951 members Mstep: Class 11 contains 957 members Mstep: Class 12 contains 28614 members Mstep: Class 13 contains 839 members Mstep: Class 14 contains 161280 members Mstep: Class 16 contains 887 members Mstep: Class 17 contains 13945 members Mstep: Class 18 contains 790 members Mstep: Class 19 contains 6867 members Mstep: Class 20 contains 1322 members Entering Unmasked Estep ConsiderDeletion Score: -147532944.000000 Penalty: 156273.375000 Iteration 63Q: 20 clusters Score -1.475329e+08 nChanged 2268 Entering Unmasked Mstep Mstep: Class 0 contains 46 members Mstep: Class 1 contains 26700 members Mstep: Class 2 contains 26372 members Mstep: Class 3 contains 381 members Mstep: Class 4 contains 49041 members Mstep: Class 5 contains 1077 members Mstep: Class 6 contains 2056 members Mstep: Class 7 contains 18935 members Mstep: Class 8 contains 36872 members Mstep: Class 9 contains 155382 members Mstep: Class 10 contains 145839 members Mstep: Class 11 contains 955 members Mstep: Class 12 contains 29469 members Mstep: Class 13 contains 840 members Mstep: Class 14 contains 161292 members Mstep: Class 16 contains 882 members Mstep: Class 17 contains 13907 members Mstep: Class 18 contains 799 members Mstep: Class 19 contains 6871 members Mstep: Class 20 contains 1322 members Entering Unmasked Estep ConsiderDeletion Score: -147534384.000000 Penalty: 156273.375000 Iteration 64Q: 20 clusters Score -1.475344e+08 nChanged 2461 Entering Unmasked Mstep Mstep: Class 0 contains 46 members Mstep: Class 1 contains 26700 members Mstep: Class 2 contains 25563 members Mstep: Class 3 contains 381 members Mstep: Class 4 contains 49636 members Mstep: Class 5 contains 1077 members Mstep: Class 6 contains 2056 members Mstep: Class 7 contains 18925 members Mstep: Class 8 contains 36927 members Mstep: Class 9 contains 154822 members Mstep: Class 10 contains 145702 members Mstep: Class 11 contains 953 members Mstep: Class 12 contains 30363 members Mstep: Class 13 contains 842 members Mstep: Class 14 contains 161324 members Mstep: Class 16 contains 874 members Mstep: Class 17 contains 13841 members Mstep: Class 18 contains 809 members Mstep: Class 19 contains 6875 members Mstep: Class 20 contains 1322 members Entering Unmasked Estep ConsiderDeletion Score: -147535344.000000 Penalty: 156273.375000 Iteration 65Q: 20 clusters Score -1.475353e+08 nChanged 2492 Entering Unmasked Mstep Mstep: Class 0 contains 46 members Mstep: Class 1 contains 26702 members Mstep: Class 2 contains 24793 members Mstep: Class 3 contains 382 members Mstep: Class 4 contains 50264 members Mstep: Class 5 contains 1077 members Mstep: Class 6 contains 2056 members Mstep: Class 7 contains 18898 members Mstep: Class 8 contains 36957 members Mstep: Class 9 contains 154233 members Mstep: Class 10 contains 145530 members Mstep: Class 11 contains 951 members Mstep: Class 12 contains 31304 members Mstep: Class 13 contains 843 members Mstep: Class 14 contains 161335 members Mstep: Class 16 contains 870 members Mstep: Class 17 contains 13791 members Mstep: Class 18 contains 814 members Mstep: Class 19 contains 6870 members Mstep: Class 20 contains 1322 members Entering Unmasked Estep ConsiderDeletion Score: -147535840.000000 Penalty: 156273.375000 Iteration 66Q: 20 clusters Score -1.475358e+08 nChanged 2484 Entering Unmasked Mstep Mstep: Class 0 contains 46 members Mstep: Class 1 contains 26705 members Mstep: Class 2 contains 24067 members Mstep: Class 3 contains 382 members Mstep: Class 4 contains 50926 members Mstep: Class 5 contains 1078 members Mstep: Class 6 contains 2056 members Mstep: Class 7 contains 18859 members Mstep: Class 8 contains 37007 members Mstep: Class 9 contains 153582 members Mstep: Class 10 contains 145314 members Mstep: Class 11 contains 951 members Mstep: Class 12 contains 32246 members Mstep: Class 13 contains 843 members Mstep: Class 14 contains 161349 members Mstep: Class 16 contains 865 members Mstep: Class 17 contains 13746 members Mstep: Class 18 contains 819 members Mstep: Class 19 contains 6875 members Mstep: Class 20 contains 1322 members Entering Unmasked Estep ConsiderDeletion Score: -147537040.000000 Penalty: 156273.375000 Iteration 67Q: 20 clusters Score -1.47537e+08 nChanged 2418 Entering Unmasked Mstep Mstep: Class 0 contains 46 members Mstep: Class 1 contains 26703 members Mstep: Class 2 contains 23368 members Mstep: Class 3 contains 382 members Mstep: Class 4 contains 51604 members Mstep: Class 5 contains 1078 members Mstep: Class 6 contains 2058 members Mstep: Class 7 contains 18819 members Mstep: Class 8 contains 37057 members Mstep: Class 9 contains 152943 members Mstep: Class 10 contains 145122 members Mstep: Class 11 contains 951 members Mstep: Class 12 contains 33151 members Mstep: Class 13 contains 843 members Mstep: Class 14 contains 161367 members Mstep: Class 16 contains 865 members Mstep: Class 17 contains 13661 members Mstep: Class 18 contains 823 members Mstep: Class 19 contains 6875 members Mstep: Class 20 contains 1322 members Entering Unmasked Estep ConsiderDeletion Score: -147537760.000000 Penalty: 156273.375000 Iteration 68Q: 20 clusters Score -1.475378e+08 nChanged 2456 Entering Unmasked Mstep Mstep: Class 0 contains 46 members Mstep: Class 1 contains 26708 members Mstep: Class 2 contains 22732 members Mstep: Class 3 contains 381 members Mstep: Class 4 contains 52328 members Mstep: Class 5 contains 1078 members Mstep: Class 6 contains 2059 members Mstep: Class 7 contains 18789 members Mstep: Class 8 contains 37103 members Mstep: Class 9 contains 152226 members Mstep: Class 10 contains 144984 members Mstep: Class 11 contains 951 members Mstep: Class 12 contains 33980 members Mstep: Class 13 contains 843 members Mstep: Class 14 contains 161386 members Mstep: Class 16 contains 864 members Mstep: Class 17 contains 13564 members Mstep: Class 18 contains 824 members Mstep: Class 19 contains 6870 members Mstep: Class 20 contains 1322 members Entering Unmasked Estep ConsiderDeletion Score: -147538800.000000 Penalty: 156273.375000 Iteration 69Q: 20 clusters Score -1.475388e+08 nChanged 2357 Entering Unmasked Mstep Mstep: Class 0 contains 46 members Mstep: Class 1 contains 26713 members Mstep: Class 2 contains 22126 members Mstep: Class 3 contains 382 members Mstep: Class 4 contains 53009 members Mstep: Class 5 contains 1078 members Mstep: Class 6 contains 2060 members Mstep: Class 7 contains 18737 members Mstep: Class 8 contains 37171 members Mstep: Class 9 contains 151515 members Mstep: Class 10 contains 144849 members Mstep: Class 11 contains 951 members Mstep: Class 12 contains 34798 members Mstep: Class 13 contains 843 members Mstep: Class 14 contains 161377 members Mstep: Class 16 contains 862 members Mstep: Class 17 contains 13500 members Mstep: Class 18 contains 824 members Mstep: Class 19 contains 6875 members Mstep: Class 20 contains 1322 members Entering Unmasked Estep ConsiderDeletion Score: -147539392.000000 Penalty: 156273.375000 Iteration 70Q: 20 clusters Score -1.475394e+08 nChanged 2343 Entering Unmasked Mstep Mstep: Class 0 contains 46 members Mstep: Class 1 contains 26714 members Mstep: Class 2 contains 21580 members Mstep: Class 3 contains 382 members Mstep: Class 4 contains 53689 members Mstep: Class 5 contains 1078 members Mstep: Class 6 contains 2062 members Mstep: Class 7 contains 18680 members Mstep: Class 8 contains 37241 members Mstep: Class 9 contains 150806 members Mstep: Class 10 contains 144719 members Mstep: Class 11 contains 951 members Mstep: Class 12 contains 35566 members Mstep: Class 13 contains 843 members Mstep: Class 14 contains 161379 members Mstep: Class 16 contains 860 members Mstep: Class 17 contains 13417 members Mstep: Class 18 contains 824 members Mstep: Class 19 contains 6879 members Mstep: Class 20 contains 1322 members Entering Unmasked Estep ConsiderDeletion Score: -147539744.000000 Penalty: 156273.375000 Iteration 71Q: 20 clusters Score -1.475397e+08 nChanged 2346 Entering Unmasked Mstep Mstep: Class 0 contains 46 members Mstep: Class 1 contains 26714 members Mstep: Class 2 contains 21073 members Mstep: Class 3 contains 382 members Mstep: Class 4 contains 54342 members Mstep: Class 5 contains 1078 members Mstep: Class 6 contains 2062 members Mstep: Class 7 contains 18640 members Mstep: Class 8 contains 37313 members Mstep: Class 9 contains 150114 members Mstep: Class 10 contains 144596 members Mstep: Class 11 contains 951 members Mstep: Class 12 contains 36303 members Mstep: Class 13 contains 843 members Mstep: Class 14 contains 161400 members Mstep: Class 16 contains 860 members Mstep: Class 17 contains 13302 members Mstep: Class 18 contains 824 members Mstep: Class 19 contains 6873 members Mstep: Class 20 contains 1322 members Entering Unmasked Estep ConsiderDeletion Score: -147540464.000000 Penalty: 156273.375000 Iteration 72Q: 20 clusters Score -1.475405e+08 nChanged 2281 Entering Unmasked Mstep Mstep: Class 0 contains 46 members Mstep: Class 1 contains 26717 members Mstep: Class 2 contains 20615 members Mstep: Class 3 contains 382 members Mstep: Class 4 contains 54965 members Mstep: Class 5 contains 1078 members Mstep: Class 6 contains 2062 members Mstep: Class 7 contains 18571 members Mstep: Class 8 contains 37371 members Mstep: Class 9 contains 149448 members Mstep: Class 10 contains 144526 members Mstep: Class 11 contains 951 members Mstep: Class 12 contains 36984 members Mstep: Class 13 contains 843 members Mstep: Class 14 contains 161413 members Mstep: Class 16 contains 860 members Mstep: Class 17 contains 13188 members Mstep: Class 18 contains 824 members Mstep: Class 19 contains 6872 members Mstep: Class 20 contains 1322 members Entering Unmasked Estep ConsiderDeletion Score: -147541200.000000 Penalty: 156273.375000 Iteration 73Q: 20 clusters Score -1.475412e+08 nChanged 2205 Entering Unmasked Mstep Mstep: Class 0 contains 46 members Mstep: Class 1 contains 26719 members Mstep: Class 2 contains 20224 members Mstep: Class 3 contains 382 members Mstep: Class 4 contains 55649 members Mstep: Class 5 contains 1078 members Mstep: Class 6 contains 2062 members Mstep: Class 7 contains 18480 members Mstep: Class 8 contains 37415 members Mstep: Class 9 contains 148717 members Mstep: Class 10 contains 144452 members Mstep: Class 11 contains 951 members Mstep: Class 12 contains 37628 members Mstep: Class 13 contains 843 members Mstep: Class 14 contains 161419 members Mstep: Class 16 contains 860 members Mstep: Class 17 contains 13100 members Mstep: Class 18 contains 824 members Mstep: Class 19 contains 6867 members Mstep: Class 20 contains 1322 members Entering Unmasked Estep ConsiderDeletion Score: -147541568.000000 Penalty: 156273.375000 Iteration 74Q: 20 clusters Score -1.475416e+08 nChanged 1989 Entering Unmasked Mstep Mstep: Class 0 contains 46 members Mstep: Class 1 contains 26717 members Mstep: Class 2 contains 19864 members Mstep: Class 3 contains 382 members Mstep: Class 4 contains 56383 members Mstep: Class 5 contains 1078 members Mstep: Class 6 contains 2059 members Mstep: Class 7 contains 18392 members Mstep: Class 8 contains 37455 members Mstep: Class 9 contains 147955 members Mstep: Class 10 contains 144426 members Mstep: Class 11 contains 951 members Mstep: Class 12 contains 38130 members Mstep: Class 13 contains 843 members Mstep: Class 14 contains 161410 members Mstep: Class 16 contains 860 members Mstep: Class 17 contains 13076 members Mstep: Class 18 contains 824 members Mstep: Class 19 contains 6865 members Mstep: Class 20 contains 1322 members Entering Unmasked Estep ConsiderDeletion Score: -147541504.000000 Penalty: 156273.375000 Iteration 75Q: 20 clusters Score -1.475415e+08 nChanged 1793 Entering Unmasked Mstep Mstep: Class 0 contains 46 members Mstep: Class 1 contains 26717 members Mstep: Class 2 contains 19556 members Mstep: Class 3 contains 382 members Mstep: Class 4 contains 57106 members Mstep: Class 5 contains 1078 members Mstep: Class 6 contains 2057 members Mstep: Class 7 contains 18301 members Mstep: Class 8 contains 37493 members Mstep: Class 9 contains 147215 members Mstep: Class 10 contains 144430 members Mstep: Class 11 contains 951 members Mstep: Class 12 contains 38554 members Mstep: Class 13 contains 843 members Mstep: Class 14 contains 161394 members Mstep: Class 16 contains 860 members Mstep: Class 17 contains 13038 members Mstep: Class 18 contains 824 members Mstep: Class 19 contains 6871 members Mstep: Class 20 contains 1322 members Entering Unmasked Estep ConsiderDeletion Score: -147541808.000000 Penalty: 156273.375000 Iteration 76Q: 20 clusters Score -1.475418e+08 nChanged 1727 Entering Unmasked Mstep Mstep: Class 0 contains 46 members Mstep: Class 1 contains 26720 members Mstep: Class 2 contains 19273 members Mstep: Class 3 contains 382 members Mstep: Class 4 contains 57859 members Mstep: Class 5 contains 1078 members Mstep: Class 6 contains 2056 members Mstep: Class 7 contains 18210 members Mstep: Class 8 contains 37515 members Mstep: Class 9 contains 146444 members Mstep: Class 10 contains 144428 members Mstep: Class 11 contains 951 members Mstep: Class 12 contains 38975 members Mstep: Class 13 contains 843 members Mstep: Class 14 contains 161377 members Mstep: Class 16 contains 860 members Mstep: Class 17 contains 12997 members Mstep: Class 18 contains 824 members Mstep: Class 19 contains 6878 members Mstep: Class 20 contains 1322 members Entering Unmasked Estep ConsiderDeletion Score: -147541824.000000 Penalty: 156273.375000 Iteration 77Q: 20 clusters Score -1.475418e+08 nChanged 1632 Entering Unmasked Mstep Mstep: Class 0 contains 46 members Mstep: Class 1 contains 26722 members Mstep: Class 2 contains 19000 members Mstep: Class 3 contains 382 members Mstep: Class 4 contains 58623 members Mstep: Class 5 contains 1078 members Mstep: Class 6 contains 2056 members Mstep: Class 7 contains 18135 members Mstep: Class 8 contains 37534 members Mstep: Class 9 contains 145656 members Mstep: Class 10 contains 144424 members Mstep: Class 11 contains 951 members Mstep: Class 12 contains 39337 members Mstep: Class 13 contains 843 members Mstep: Class 14 contains 161364 members Mstep: Class 16 contains 860 members Mstep: Class 17 contains 12996 members Mstep: Class 18 contains 824 members Mstep: Class 19 contains 6885 members Mstep: Class 20 contains 1322 members Entering Unmasked Estep ConsiderDeletion Score: -147542352.000000 Penalty: 156273.375000 Iteration 78Q: 20 clusters Score -1.475424e+08 nChanged 1539 Entering ConstructFrom: Score: -147542352.000000 Penalty: 156273.375000 Entering ConstructFrom: Trying to split cluster 1 (26722 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26722 members Entering Unmasked Estep Score: -5776482.500000 Penalty: 6243.360840 Iteration 0F: 2 clusters Score -5776482 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13368 members Mstep: Class 2 contains 13354 members Entering Unmasked Estep Score: -5755835.000000 Penalty: 12486.721680 Iteration 0F: 3 clusters Score -5755835 nChanged 11143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13751 members Mstep: Class 2 contains 12971 members Entering Unmasked Estep Score: -5762562.000000 Penalty: 12486.721680 Iteration 1F: 3 clusters Score -5762562 nChanged 2141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14346 members Mstep: Class 2 contains 12376 members Entering Unmasked Estep Score: -5764446.500000 Penalty: 12486.721680 Iteration 2F: 3 clusters Score -5764446 nChanged 2221 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15341 members Mstep: Class 2 contains 11381 members Entering Unmasked Estep Score: -5766330.000000 Penalty: 12486.721680 Iteration 3F: 3 clusters Score -5766330 nChanged 2169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16592 members Mstep: Class 2 contains 10130 members Entering Unmasked Estep Score: -5768122.000000 Penalty: 12486.721680 Iteration 4F: 3 clusters Score -5768122 nChanged 1957 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17877 members Mstep: Class 2 contains 8845 members Entering Unmasked Estep Score: -5769752.500000 Penalty: 12486.721680 Iteration 5F: 3 clusters Score -5769752 nChanged 1604 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19023 members Mstep: Class 2 contains 7699 members Entering Unmasked Estep Score: -5770976.000000 Penalty: 12486.721680 Iteration 6F: 3 clusters Score -5770976 nChanged 1287 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19996 members Mstep: Class 2 contains 6726 members Entering Unmasked Estep Score: -5771842.500000 Penalty: 12486.721680 Iteration 7Q: 3 clusters Score -5771842 nChanged 947 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20721 members Mstep: Class 2 contains 6001 members Entering Unmasked Estep Score: -5772435.500000 Penalty: 12486.721680 Iteration 8Q: 3 clusters Score -5772436 nChanged 703 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21294 members Mstep: Class 2 contains 5428 members Entering Unmasked Estep Score: -5772851.500000 Penalty: 12486.721680 Iteration 9Q: 3 clusters Score -5772852 nChanged 567 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21775 members Mstep: Class 2 contains 4947 members Entering Unmasked Estep Score: -5773149.500000 Penalty: 12486.721680 Iteration 10Q: 3 clusters Score -5773150 nChanged 453 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22174 members Mstep: Class 2 contains 4548 members Entering Unmasked Estep Score: -5773383.500000 Penalty: 12486.721680 Iteration 11Q: 3 clusters Score -5773384 nChanged 364 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22502 members Mstep: Class 2 contains 4220 members Entering Unmasked Estep Score: -5773562.500000 Penalty: 12486.721680 Iteration 12Q: 3 clusters Score -5773562 nChanged 306 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22780 members Mstep: Class 2 contains 3942 members Entering Unmasked Estep Score: -5773696.500000 Penalty: 12486.721680 Iteration 13Q: 3 clusters Score -5773696 nChanged 229 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22991 members Mstep: Class 2 contains 3731 members Entering Unmasked Estep Score: -5773791.500000 Penalty: 12486.721680 Iteration 14Q: 3 clusters Score -5773792 nChanged 180 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23163 members Mstep: Class 2 contains 3559 members Entering Unmasked Estep Score: -5773873.000000 Penalty: 12486.721680 Iteration 15Q: 3 clusters Score -5773873 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23289 members Mstep: Class 2 contains 3433 members Entering Unmasked Estep Score: -5773929.500000 Penalty: 12486.721680 Iteration 16Q: 3 clusters Score -5773930 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23409 members Mstep: Class 2 contains 3313 members Entering Unmasked Estep Score: -5773982.000000 Penalty: 12486.721680 Iteration 17Q: 3 clusters Score -5773982 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23512 members Mstep: Class 2 contains 3210 members Entering Unmasked Estep Score: -5774027.500000 Penalty: 12486.721680 Iteration 18Q: 3 clusters Score -5774028 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23591 members Mstep: Class 2 contains 3131 members Entering Unmasked Estep Score: -5774054.500000 Penalty: 12486.721680 Iteration 19Q: 3 clusters Score -5774054 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23655 members Mstep: Class 2 contains 3067 members Entering Unmasked Estep Score: -5774094.500000 Penalty: 12486.721680 Iteration 20F: 3 clusters Score -5774094 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23710 members Mstep: Class 2 contains 3012 members Entering Unmasked Estep Score: -5774095.000000 Penalty: 12486.721680 Iteration 21Q: 3 clusters Score -5774095 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23756 members Mstep: Class 2 contains 2966 members Entering Unmasked Estep Score: -5774116.000000 Penalty: 12486.721680 Iteration 22Q: 3 clusters Score -5774116 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23807 members Mstep: Class 2 contains 2915 members Entering Unmasked Estep Score: -5774111.500000 Penalty: 12486.721680 Iteration 23Q: 3 clusters Score -5774112 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23855 members Mstep: Class 2 contains 2867 members Entering Unmasked Estep Score: -5774129.500000 Penalty: 12486.721680 Iteration 24Q: 3 clusters Score -5774130 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23892 members Mstep: Class 2 contains 2830 members Entering Unmasked Estep Score: -5774135.000000 Penalty: 12486.721680 Iteration 25Q: 3 clusters Score -5774135 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23920 members Mstep: Class 2 contains 2802 members Entering Unmasked Estep Score: -5774145.500000 Penalty: 12486.721680 Iteration 26Q: 3 clusters Score -5774146 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23943 members Mstep: Class 2 contains 2779 members Entering Unmasked Estep Score: -5774147.500000 Penalty: 12486.721680 Iteration 27Q: 3 clusters Score -5774148 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23964 members Mstep: Class 2 contains 2758 members Entering Unmasked Estep Score: -5774154.500000 Penalty: 12486.721680 Iteration 28Q: 3 clusters Score -5774154 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23977 members Mstep: Class 2 contains 2745 members Entering Unmasked Estep Score: -5774173.500000 Penalty: 12486.721680 Iteration 29Q: 3 clusters Score -5774174 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23990 members Mstep: Class 2 contains 2732 members Entering Unmasked Estep Score: -5774169.000000 Penalty: 12486.721680 Iteration 30Q: 3 clusters Score -5774169 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24001 members Mstep: Class 2 contains 2721 members Entering Unmasked Estep Score: -5774172.500000 Penalty: 12486.721680 Iteration 31Q: 3 clusters Score -5774172 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24009 members Mstep: Class 2 contains 2713 members Entering Unmasked Estep Score: -5774175.500000 Penalty: 12486.721680 Iteration 32Q: 3 clusters Score -5774176 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24018 members Mstep: Class 2 contains 2704 members Entering Unmasked Estep Score: -5774180.500000 Penalty: 12486.721680 Iteration 33Q: 3 clusters Score -5774180 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24021 members Mstep: Class 2 contains 2701 members Entering Unmasked Estep Score: -5774176.500000 Penalty: 12486.721680 Iteration 34Q: 3 clusters Score -5774176 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24025 members Mstep: Class 2 contains 2697 members Entering Unmasked Estep Score: -5774177.500000 Penalty: 12486.721680 Iteration 35Q: 3 clusters Score -5774178 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24028 members Mstep: Class 2 contains 2694 members Entering Unmasked Estep Score: -5774182.500000 Penalty: 12486.721680 Iteration 36Q: 3 clusters Score -5774182 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24028 members Mstep: Class 2 contains 2694 members Entering Unmasked Estep Score: -5774182.500000 Penalty: 12486.721680 Iteration 37F: 3 clusters Score -5774182 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (18756 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18756 members Entering Unmasked Estep Score: -3925194.250000 Penalty: 6026.552246 Iteration 0F: 2 clusters Score -3925194 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9381 members Mstep: Class 2 contains 9375 members Entering Unmasked Estep Score: -3909504.750000 Penalty: 12053.104492 Iteration 0F: 3 clusters Score -3909505 nChanged 7528 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9317 members Mstep: Class 2 contains 9439 members Entering Unmasked Estep Score: -3913589.500000 Penalty: 12053.104492 Iteration 1F: 3 clusters Score -3913590 nChanged 1296 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9243 members Mstep: Class 2 contains 9513 members Entering Unmasked Estep Score: -3914268.750000 Penalty: 12053.104492 Iteration 2F: 3 clusters Score -3914269 nChanged 975 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9206 members Mstep: Class 2 contains 9550 members Entering Unmasked Estep Score: -3914774.750000 Penalty: 12053.104492 Iteration 3F: 3 clusters Score -3914775 nChanged 797 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9169 members Mstep: Class 2 contains 9587 members Entering Unmasked Estep Score: -3915154.250000 Penalty: 12053.104492 Iteration 4Q: 3 clusters Score -3915154 nChanged 655 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9156 members Mstep: Class 2 contains 9600 members Entering Unmasked Estep Score: -3915490.000000 Penalty: 12053.104492 Iteration 5Q: 3 clusters Score -3915490 nChanged 655 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9197 members Mstep: Class 2 contains 9559 members Entering Unmasked Estep Score: -3915893.500000 Penalty: 12053.104492 Iteration 6Q: 3 clusters Score -3915894 nChanged 727 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9194 members Mstep: Class 2 contains 9562 members Entering Unmasked Estep Score: -3916369.500000 Penalty: 12053.104492 Iteration 7Q: 3 clusters Score -3916370 nChanged 768 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9132 members Mstep: Class 2 contains 9624 members Entering Unmasked Estep Score: -3916970.250000 Penalty: 12053.104492 Iteration 8Q: 3 clusters Score -3916970 nChanged 841 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9071 members Mstep: Class 2 contains 9685 members Entering Unmasked Estep Score: -3917703.250000 Penalty: 12053.104492 Iteration 9Q: 3 clusters Score -3917703 nChanged 915 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9070 members Mstep: Class 2 contains 9686 members Entering Unmasked Estep Score: -3918515.750000 Penalty: 12053.104492 Iteration 10Q: 3 clusters Score -3918516 nChanged 957 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9191 members Mstep: Class 2 contains 9565 members Entering Unmasked Estep Score: -3919333.000000 Penalty: 12053.104492 Iteration 11F: 3 clusters Score -3919333 nChanged 970 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9419 members Mstep: Class 2 contains 9337 members Entering Unmasked Estep Score: -3920122.750000 Penalty: 12053.104492 Iteration 12F: 3 clusters Score -3920123 nChanged 882 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9743 members Mstep: Class 2 contains 9013 members Entering Unmasked Estep Score: -3920879.750000 Penalty: 12053.104492 Iteration 13Q: 3 clusters Score -3920880 nChanged 760 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10039 members Mstep: Class 2 contains 8717 members Entering Unmasked Estep Score: -3921443.000000 Penalty: 12053.104492 Iteration 14Q: 3 clusters Score -3921443 nChanged 579 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10290 members Mstep: Class 2 contains 8466 members Entering Unmasked Estep Score: -3921748.250000 Penalty: 12053.104492 Iteration 15Q: 3 clusters Score -3921748 nChanged 441 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10479 members Mstep: Class 2 contains 8277 members Entering Unmasked Estep Score: -3921946.750000 Penalty: 12053.104492 Iteration 16Q: 3 clusters Score -3921947 nChanged 319 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10648 members Mstep: Class 2 contains 8108 members Entering Unmasked Estep Score: -3922062.250000 Penalty: 12053.104492 Iteration 17Q: 3 clusters Score -3922062 nChanged 226 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10776 members Mstep: Class 2 contains 7980 members Entering Unmasked Estep Score: -3922119.500000 Penalty: 12053.104492 Iteration 18Q: 3 clusters Score -3922120 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10875 members Mstep: Class 2 contains 7881 members Entering Unmasked Estep Score: -3922166.250000 Penalty: 12053.104492 Iteration 19Q: 3 clusters Score -3922166 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10956 members Mstep: Class 2 contains 7800 members Entering Unmasked Estep Score: -3922187.750000 Penalty: 12053.104492 Iteration 20F: 3 clusters Score -3922188 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11030 members Mstep: Class 2 contains 7726 members Entering Unmasked Estep Score: -3922218.000000 Penalty: 12053.104492 Iteration 21Q: 3 clusters Score -3922218 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11104 members Mstep: Class 2 contains 7652 members Entering Unmasked Estep Score: -3922243.250000 Penalty: 12053.104492 Iteration 22Q: 3 clusters Score -3922243 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11167 members Mstep: Class 2 contains 7589 members Entering Unmasked Estep Score: -3922263.250000 Penalty: 12053.104492 Iteration 23Q: 3 clusters Score -3922263 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11220 members Mstep: Class 2 contains 7536 members Entering Unmasked Estep Score: -3922280.750000 Penalty: 12053.104492 Iteration 24Q: 3 clusters Score -3922281 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11274 members Mstep: Class 2 contains 7482 members Entering Unmasked Estep Score: -3922298.250000 Penalty: 12053.104492 Iteration 25Q: 3 clusters Score -3922298 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11319 members Mstep: Class 2 contains 7437 members Entering Unmasked Estep Score: -3922308.000000 Penalty: 12053.104492 Iteration 26Q: 3 clusters Score -3922308 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11359 members Mstep: Class 2 contains 7397 members Entering Unmasked Estep Score: -3922318.750000 Penalty: 12053.104492 Iteration 27Q: 3 clusters Score -3922319 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11399 members Mstep: Class 2 contains 7357 members Entering Unmasked Estep Score: -3922327.000000 Penalty: 12053.104492 Iteration 28Q: 3 clusters Score -3922327 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11433 members Mstep: Class 2 contains 7323 members Entering Unmasked Estep Score: -3922327.000000 Penalty: 12053.104492 Iteration 29Q: 3 clusters Score -3922327 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11452 members Mstep: Class 2 contains 7304 members Entering Unmasked Estep Score: -3922340.750000 Penalty: 12053.104492 Iteration 30Q: 3 clusters Score -3922341 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11477 members Mstep: Class 2 contains 7279 members Entering Unmasked Estep Score: -3922344.750000 Penalty: 12053.104492 Iteration 31Q: 3 clusters Score -3922345 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11495 members Mstep: Class 2 contains 7261 members Entering Unmasked Estep Score: -3922346.500000 Penalty: 12053.104492 Iteration 32Q: 3 clusters Score -3922346 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11507 members Mstep: Class 2 contains 7249 members Entering Unmasked Estep Score: -3922350.000000 Penalty: 12053.104492 Iteration 33Q: 3 clusters Score -3922350 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11523 members Mstep: Class 2 contains 7233 members Entering Unmasked Estep Score: -3922348.750000 Penalty: 12053.104492 Iteration 34Q: 3 clusters Score -3922349 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11531 members Mstep: Class 2 contains 7225 members Entering Unmasked Estep Score: -3922346.500000 Penalty: 12053.104492 Iteration 35Q: 3 clusters Score -3922346 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11546 members Mstep: Class 2 contains 7210 members Entering Unmasked Estep Score: -3922348.500000 Penalty: 12053.104492 Iteration 36Q: 3 clusters Score -3922348 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11556 members Mstep: Class 2 contains 7200 members Entering Unmasked Estep Score: -3922350.750000 Penalty: 12053.104492 Iteration 37Q: 3 clusters Score -3922351 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11565 members Mstep: Class 2 contains 7191 members Entering Unmasked Estep Score: -3922354.000000 Penalty: 12053.104492 Iteration 38Q: 3 clusters Score -3922354 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11575 members Mstep: Class 2 contains 7181 members Entering Unmasked Estep Score: -3922358.500000 Penalty: 12053.104492 Iteration 39Q: 3 clusters Score -3922358 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11582 members Mstep: Class 2 contains 7174 members Entering Unmasked Estep Score: -3922355.500000 Penalty: 12053.104492 Iteration 40F: 3 clusters Score -3922356 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11589 members Mstep: Class 2 contains 7167 members Entering Unmasked Estep Score: -3922353.500000 Penalty: 12053.104492 Iteration 41Q: 3 clusters Score -3922354 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11595 members Mstep: Class 2 contains 7161 members Entering Unmasked Estep Score: -3922353.500000 Penalty: 12053.104492 Iteration 42Q: 3 clusters Score -3922354 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11600 members Mstep: Class 2 contains 7156 members Entering Unmasked Estep Score: -3922358.500000 Penalty: 12053.104492 Iteration 43Q: 3 clusters Score -3922358 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11606 members Mstep: Class 2 contains 7150 members Entering Unmasked Estep Score: -3922360.000000 Penalty: 12053.104492 Iteration 44Q: 3 clusters Score -3922360 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11612 members Mstep: Class 2 contains 7144 members Entering Unmasked Estep Score: -3922360.000000 Penalty: 12053.104492 Iteration 45Q: 3 clusters Score -3922360 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11617 members Mstep: Class 2 contains 7139 members Entering Unmasked Estep Score: -3922358.500000 Penalty: 12053.104492 Iteration 46Q: 3 clusters Score -3922358 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11620 members Mstep: Class 2 contains 7136 members Entering Unmasked Estep Score: -3922361.250000 Penalty: 12053.104492 Iteration 47Q: 3 clusters Score -3922361 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11621 members Mstep: Class 2 contains 7135 members Entering Unmasked Estep Score: -3922364.250000 Penalty: 12053.104492 Iteration 48Q: 3 clusters Score -3922364 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11621 members Mstep: Class 2 contains 7135 members Entering Unmasked Estep Score: -3922364.250000 Penalty: 12053.104492 Iteration 49F: 3 clusters Score -3922364 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (382 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 382 members Entering Unmasked Estep Score: -71823.937500 Penalty: 3641.570312 Iteration 0F: 2 clusters Score -71823.94 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 181 members Mstep: Class 2 contains 201 members Entering Unmasked Estep Score: -68789.234375 Penalty: 7283.140625 Iteration 0F: 3 clusters Score -68789.23 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 192 members Mstep: Class 2 contains 190 members Entering Unmasked Estep Score: -68960.031250 Penalty: 7283.140625 Iteration 1F: 3 clusters Score -68960.03 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 198 members Mstep: Class 2 contains 184 members Entering Unmasked Estep Score: -69013.539062 Penalty: 7283.140625 Iteration 2Q: 3 clusters Score -69013.54 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 200 members Mstep: Class 2 contains 182 members Entering Unmasked Estep Score: -69025.320312 Penalty: 7283.140625 Iteration 3Q: 3 clusters Score -69025.32 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 199 members Mstep: Class 2 contains 183 members Entering Unmasked Estep Score: -69031.968750 Penalty: 7283.140625 Iteration 4Q: 3 clusters Score -69031.97 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 199 members Mstep: Class 2 contains 183 members Entering Unmasked Estep Score: -69031.968750 Penalty: 7283.140625 Iteration 5F: 3 clusters Score -69031.97 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (59406 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59406 members Entering Unmasked Estep Score: -13336540.000000 Penalty: 6732.691895 Iteration 0F: 2 clusters Score -1.333654e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29731 members Mstep: Class 2 contains 29675 members Entering Unmasked Estep Score: -13294530.000000 Penalty: 13465.383789 Iteration 0F: 3 clusters Score -1.329453e+07 nChanged 26387 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29990 members Mstep: Class 2 contains 29416 members Entering Unmasked Estep Score: -13308615.000000 Penalty: 13465.383789 Iteration 1F: 3 clusters Score -1.330862e+07 nChanged 2776 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30092 members Mstep: Class 2 contains 29314 members Entering Unmasked Estep Score: -13309437.000000 Penalty: 13465.383789 Iteration 2Q: 3 clusters Score -1.330944e+07 nChanged 2283 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30227 members Mstep: Class 2 contains 29179 members Entering Unmasked Estep Score: -13310015.000000 Penalty: 13465.383789 Iteration 3Q: 3 clusters Score -1.331002e+07 nChanged 1902 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30467 members Mstep: Class 2 contains 28939 members Entering Unmasked Estep Score: -13310521.000000 Penalty: 13465.383789 Iteration 4Q: 3 clusters Score -1.331052e+07 nChanged 1704 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30833 members Mstep: Class 2 contains 28573 members Entering Unmasked Estep Score: -13310908.000000 Penalty: 13465.383789 Iteration 5Q: 3 clusters Score -1.331091e+07 nChanged 1485 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31278 members Mstep: Class 2 contains 28128 members Entering Unmasked Estep Score: -13311257.000000 Penalty: 13465.383789 Iteration 6Q: 3 clusters Score -1.331126e+07 nChanged 1342 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31740 members Mstep: Class 2 contains 27666 members Entering Unmasked Estep Score: -13311621.000000 Penalty: 13465.383789 Iteration 7Q: 3 clusters Score -1.331162e+07 nChanged 1299 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32343 members Mstep: Class 2 contains 27063 members Entering Unmasked Estep Score: -13311856.000000 Penalty: 13465.383789 Iteration 8Q: 3 clusters Score -1.331186e+07 nChanged 1271 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33106 members Mstep: Class 2 contains 26300 members Entering Unmasked Estep Score: -13312189.000000 Penalty: 13465.383789 Iteration 9Q: 3 clusters Score -1.331219e+07 nChanged 1225 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34023 members Mstep: Class 2 contains 25383 members Entering Unmasked Estep Score: -13312474.000000 Penalty: 13465.383789 Iteration 10Q: 3 clusters Score -1.331247e+07 nChanged 1361 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35224 members Mstep: Class 2 contains 24182 members Entering Unmasked Estep Score: -13312953.000000 Penalty: 13465.383789 Iteration 11Q: 3 clusters Score -1.331295e+07 nChanged 1639 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36727 members Mstep: Class 2 contains 22679 members Entering Unmasked Estep Score: -13313461.000000 Penalty: 13465.383789 Iteration 12Q: 3 clusters Score -1.331346e+07 nChanged 2005 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38666 members Mstep: Class 2 contains 20740 members Entering Unmasked Estep Score: -13314281.000000 Penalty: 13465.383789 Iteration 13Q: 3 clusters Score -1.331428e+07 nChanged 2493 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41101 members Mstep: Class 2 contains 18305 members Entering Unmasked Estep Score: -13315589.000000 Penalty: 13465.383789 Iteration 14Q: 3 clusters Score -1.331559e+07 nChanged 3033 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44108 members Mstep: Class 2 contains 15298 members Entering Unmasked Estep Score: -13317379.000000 Penalty: 13465.383789 Iteration 15F: 3 clusters Score -1.331738e+07 nChanged 3632 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47730 members Mstep: Class 2 contains 11676 members Entering Unmasked Estep Score: -13320004.000000 Penalty: 13465.383789 Iteration 16F: 3 clusters Score -1.332e+07 nChanged 3905 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51621 members Mstep: Class 2 contains 7785 members Entering Unmasked Estep Score: -13323392.000000 Penalty: 13465.383789 Iteration 17F: 3 clusters Score -1.332339e+07 nChanged 3340 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54961 members Mstep: Class 2 contains 4445 members Entering Unmasked Estep Score: -13326429.000000 Penalty: 13465.383789 Iteration 18F: 3 clusters Score -1.332643e+07 nChanged 2102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57057 members Mstep: Class 2 contains 2349 members Entering Unmasked Estep Score: -13328448.000000 Penalty: 13465.383789 Iteration 19Q: 3 clusters Score -1.332845e+07 nChanged 1037 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58088 members Mstep: Class 2 contains 1318 members Entering Unmasked Estep Score: -13329466.000000 Penalty: 13465.383789 Iteration 20F: 3 clusters Score -1.332947e+07 nChanged 430 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58496 members Mstep: Class 2 contains 910 members Entering Unmasked Estep Score: -13329947.000000 Penalty: 13465.383789 Iteration 21Q: 3 clusters Score -1.332995e+07 nChanged 196 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58684 members Mstep: Class 2 contains 722 members Entering Unmasked Estep Score: -13330221.000000 Penalty: 13465.383789 Iteration 22Q: 3 clusters Score -1.333022e+07 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58750 members Mstep: Class 2 contains 656 members Entering Unmasked Estep Score: -13330335.000000 Penalty: 13465.383789 Iteration 23Q: 3 clusters Score -1.333034e+07 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58775 members Mstep: Class 2 contains 631 members Entering Unmasked Estep Score: -13330386.000000 Penalty: 13465.383789 Iteration 24Q: 3 clusters Score -1.333039e+07 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58799 members Mstep: Class 2 contains 607 members Entering Unmasked Estep Score: -13330425.000000 Penalty: 13465.383789 Iteration 25Q: 3 clusters Score -1.333042e+07 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58817 members Mstep: Class 2 contains 589 members Entering Unmasked Estep Score: -13330458.000000 Penalty: 13465.383789 Iteration 26Q: 3 clusters Score -1.333046e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58829 members Mstep: Class 2 contains 577 members Entering Unmasked Estep Score: -13330483.000000 Penalty: 13465.383789 Iteration 27Q: 3 clusters Score -1.333048e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58831 members Mstep: Class 2 contains 575 members Entering Unmasked Estep Score: -13330494.000000 Penalty: 13465.383789 Iteration 28Q: 3 clusters Score -1.333049e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58833 members Mstep: Class 2 contains 573 members Entering Unmasked Estep Score: -13330500.000000 Penalty: 13465.383789 Iteration 29Q: 3 clusters Score -1.33305e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58837 members Mstep: Class 2 contains 569 members Entering Unmasked Estep Score: -13330495.000000 Penalty: 13465.383789 Iteration 30Q: 3 clusters Score -1.33305e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58841 members Mstep: Class 2 contains 565 members Entering Unmasked Estep Score: -13330526.000000 Penalty: 13465.383789 Iteration 31Q: 3 clusters Score -1.333053e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58843 members Mstep: Class 2 contains 563 members Entering Unmasked Estep Score: -13330544.000000 Penalty: 13465.383789 Iteration 32Q: 3 clusters Score -1.333054e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58845 members Mstep: Class 2 contains 561 members Entering Unmasked Estep Score: -13330539.000000 Penalty: 13465.383789 Iteration 33Q: 3 clusters Score -1.333054e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58845 members Mstep: Class 2 contains 561 members Entering Unmasked Estep Score: -13330541.000000 Penalty: 13465.383789 Iteration 34Q: 3 clusters Score -1.333054e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58845 members Mstep: Class 2 contains 561 members Entering Unmasked Estep Score: -13330541.000000 Penalty: 13465.383789 Iteration 35F: 3 clusters Score -1.333054e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (1078 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1078 members Entering Unmasked Estep Score: -203560.921875 Penalty: 4277.003418 Iteration 0F: 2 clusters Score -203560.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 530 members Mstep: Class 2 contains 548 members Entering Unmasked Estep Score: -199560.187500 Penalty: 8554.006836 Iteration 0F: 3 clusters Score -199560.2 nChanged 190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 562 members Mstep: Class 2 contains 516 members Entering Unmasked Estep Score: -200300.734375 Penalty: 8554.006836 Iteration 1F: 3 clusters Score -200300.7 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 581 members Mstep: Class 2 contains 497 members Entering Unmasked Estep Score: -200993.640625 Penalty: 8554.006836 Iteration 2F: 3 clusters Score -200993.6 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 577 members Mstep: Class 2 contains 501 members Entering Unmasked Estep Score: -201538.578125 Penalty: 8554.006836 Iteration 3F: 3 clusters Score -201538.6 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 576 members Mstep: Class 2 contains 502 members Entering Unmasked Estep Score: -202196.937500 Penalty: 8554.006836 Iteration 4Q: 3 clusters Score -202196.9 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 551 members Mstep: Class 2 contains 527 members Entering Unmasked Estep Score: -202562.500000 Penalty: 8554.006836 Iteration 5Q: 3 clusters Score -202562.5 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 523 members Mstep: Class 2 contains 555 members Entering Unmasked Estep Score: -202662.234375 Penalty: 8554.006836 Iteration 6Q: 3 clusters Score -202662.2 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 501 members Mstep: Class 2 contains 577 members Entering Unmasked Estep Score: -202762.312500 Penalty: 8554.006836 Iteration 7Q: 3 clusters Score -202762.3 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 479 members Mstep: Class 2 contains 599 members Entering Unmasked Estep Score: -202858.765625 Penalty: 8554.006836 Iteration 8Q: 3 clusters Score -202858.8 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 462 members Mstep: Class 2 contains 616 members Entering Unmasked Estep Score: -202925.140625 Penalty: 8554.006836 Iteration 9Q: 3 clusters Score -202925.1 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 448 members Mstep: Class 2 contains 630 members Entering Unmasked Estep Score: -203001.703125 Penalty: 8554.006836 Iteration 10Q: 3 clusters Score -203001.7 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 438 members Mstep: Class 2 contains 640 members Entering Unmasked Estep Score: -203092.875000 Penalty: 8554.006836 Iteration 11Q: 3 clusters Score -203092.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 428 members Mstep: Class 2 contains 650 members Entering Unmasked Estep Score: -203196.406250 Penalty: 8554.006836 Iteration 12Q: 3 clusters Score -203196.4 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 416 members Mstep: Class 2 contains 662 members Entering Unmasked Estep Score: -203303.015625 Penalty: 8554.006836 Iteration 13Q: 3 clusters Score -203303 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 413 members Mstep: Class 2 contains 665 members Entering Unmasked Estep Score: -203322.109375 Penalty: 8554.006836 Iteration 14Q: 3 clusters Score -203322.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 410 members Mstep: Class 2 contains 668 members Entering Unmasked Estep Score: -203332.500000 Penalty: 8554.006836 Iteration 15Q: 3 clusters Score -203332.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 408 members Mstep: Class 2 contains 670 members Entering Unmasked Estep Score: -203337.437500 Penalty: 8554.006836 Iteration 16Q: 3 clusters Score -203337.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 404 members Mstep: Class 2 contains 674 members Entering Unmasked Estep Score: -203350.531250 Penalty: 8554.006836 Iteration 17Q: 3 clusters Score -203350.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 401 members Mstep: Class 2 contains 677 members Entering Unmasked Estep Score: -203359.000000 Penalty: 8554.006836 Iteration 18Q: 3 clusters Score -203359 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 399 members Mstep: Class 2 contains 679 members Entering Unmasked Estep Score: -203365.109375 Penalty: 8554.006836 Iteration 19Q: 3 clusters Score -203365.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 396 members Mstep: Class 2 contains 682 members Entering Unmasked Estep Score: -203371.078125 Penalty: 8554.006836 Iteration 20F: 3 clusters Score -203371.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 396 members Mstep: Class 2 contains 682 members Entering Unmasked Estep Score: -203379.953125 Penalty: 8554.006836 Iteration 21Q: 3 clusters Score -203380 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 396 members Mstep: Class 2 contains 682 members Entering Unmasked Estep Score: -203386.390625 Penalty: 8554.006836 Iteration 22Q: 3 clusters Score -203386.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 394 members Mstep: Class 2 contains 684 members Entering Unmasked Estep Score: -203395.718750 Penalty: 8554.006836 Iteration 23Q: 3 clusters Score -203395.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 389 members Mstep: Class 2 contains 689 members Entering Unmasked Estep Score: -203417.890625 Penalty: 8554.006836 Iteration 24Q: 3 clusters Score -203417.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 384 members Mstep: Class 2 contains 694 members Entering Unmasked Estep Score: -203434.406250 Penalty: 8554.006836 Iteration 25Q: 3 clusters Score -203434.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 381 members Mstep: Class 2 contains 697 members Entering Unmasked Estep Score: -203450.375000 Penalty: 8554.006836 Iteration 26Q: 3 clusters Score -203450.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 375 members Mstep: Class 2 contains 703 members Entering Unmasked Estep Score: -203480.718750 Penalty: 8554.006836 Iteration 27Q: 3 clusters Score -203480.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 368 members Mstep: Class 2 contains 710 members Entering Unmasked Estep Score: -203563.656250 Penalty: 8554.006836 Iteration 28Q: 3 clusters Score -203563.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 366 members Mstep: Class 2 contains 712 members Entering Unmasked Estep Score: -203628.968750 Penalty: 8554.006836 Iteration 29Q: 3 clusters Score -203629 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 363 members Mstep: Class 2 contains 715 members Entering Unmasked Estep Score: -203684.203125 Penalty: 8554.006836 Iteration 30Q: 3 clusters Score -203684.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 361 members Mstep: Class 2 contains 717 members Entering Unmasked Estep Score: -203699.093750 Penalty: 8554.006836 Iteration 31Q: 3 clusters Score -203699.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 361 members Mstep: Class 2 contains 717 members Entering Unmasked Estep Score: -203699.093750 Penalty: 8554.006836 Iteration 32F: 3 clusters Score -203699.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 46 members Mstep: Class 1 contains 26722 members Mstep: Class 2 contains 18756 members Mstep: Class 3 contains 382 members Mstep: Class 4 contains 59406 members Mstep: Class 5 contains 361 members Mstep: Class 6 contains 2056 members Mstep: Class 7 contains 18053 members Mstep: Class 8 contains 37544 members Mstep: Class 9 contains 144884 members Mstep: Class 10 contains 144406 members Mstep: Class 11 contains 951 members Mstep: Class 12 contains 39670 members Mstep: Class 13 contains 843 members Mstep: Class 14 contains 161354 members Mstep: Class 15 contains 717 members Mstep: Class 16 contains 860 members Mstep: Class 17 contains 12996 members Mstep: Class 18 contains 824 members Mstep: Class 19 contains 6885 members Mstep: Class 20 contains 1322 members Entering Unmasked Estep Score: -147538816.000000 Penalty: 164498.296875 Splitting cluster 5 changes total score from -147542352.000000 to -147538816.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 6 (2056 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2056 members Entering Unmasked Estep Score: -439410.562500 Penalty: 4672.467285 Iteration 0F: 2 clusters Score -439410.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1017 members Mstep: Class 2 contains 1039 members Entering Unmasked Estep Score: -434393.375000 Penalty: 9344.934570 Iteration 0F: 3 clusters Score -434393.4 nChanged 487 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 984 members Mstep: Class 2 contains 1072 members Entering Unmasked Estep Score: -435350.562500 Penalty: 9344.934570 Iteration 1F: 3 clusters Score -435350.6 nChanged 193 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 935 members Mstep: Class 2 contains 1121 members Entering Unmasked Estep Score: -436328.406250 Penalty: 9344.934570 Iteration 2F: 3 clusters Score -436328.4 nChanged 229 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 812 members Mstep: Class 2 contains 1244 members Entering Unmasked Estep Score: -437299.125000 Penalty: 9344.934570 Iteration 3F: 3 clusters Score -437299.1 nChanged 225 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 679 members Mstep: Class 2 contains 1377 members Entering Unmasked Estep Score: -438190.875000 Penalty: 9344.934570 Iteration 4F: 3 clusters Score -438190.9 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 593 members Mstep: Class 2 contains 1463 members Entering Unmasked Estep Score: -438843.093750 Penalty: 9344.934570 Iteration 5F: 3 clusters Score -438843.1 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 569 members Mstep: Class 2 contains 1487 members Entering Unmasked Estep Score: -439285.437500 Penalty: 9344.934570 Iteration 6Q: 3 clusters Score -439285.4 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 542 members Mstep: Class 2 contains 1514 members Entering Unmasked Estep Score: -439648.812500 Penalty: 9344.934570 Iteration 7Q: 3 clusters Score -439648.8 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 530 members Mstep: Class 2 contains 1526 members Entering Unmasked Estep Score: -439808.031250 Penalty: 9344.934570 Iteration 8Q: 3 clusters Score -439808 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 530 members Mstep: Class 2 contains 1526 members Entering Unmasked Estep Score: -439855.062500 Penalty: 9344.934570 Iteration 9Q: 3 clusters Score -439855.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 530 members Mstep: Class 2 contains 1526 members Entering Unmasked Estep Score: -439883.593750 Penalty: 9344.934570 Iteration 10Q: 3 clusters Score -439883.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 529 members Mstep: Class 2 contains 1527 members Entering Unmasked Estep Score: -439887.843750 Penalty: 9344.934570 Iteration 11Q: 3 clusters Score -439887.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 529 members Mstep: Class 2 contains 1527 members Entering Unmasked Estep Score: -439917.843750 Penalty: 9344.934570 Iteration 12F: 3 clusters Score -439917.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 533 members Mstep: Class 2 contains 1523 members Entering Unmasked Estep Score: -440065.093750 Penalty: 9344.934570 Iteration 13Q: 3 clusters Score -440065.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 544 members Mstep: Class 2 contains 1512 members Entering Unmasked Estep Score: -440215.625000 Penalty: 9344.934570 Iteration 14Q: 3 clusters Score -440215.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 547 members Mstep: Class 2 contains 1509 members Entering Unmasked Estep Score: -440237.562500 Penalty: 9344.934570 Iteration 15Q: 3 clusters Score -440237.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 547 members Mstep: Class 2 contains 1509 members Entering Unmasked Estep Score: -440237.562500 Penalty: 9344.934570 Iteration 16F: 3 clusters Score -440237.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 46 members Mstep: Class 1 contains 26722 members Mstep: Class 2 contains 18756 members Mstep: Class 3 contains 382 members Mstep: Class 4 contains 59406 members Mstep: Class 5 contains 1078 members Mstep: Class 6 contains 547 members Mstep: Class 7 contains 18053 members Mstep: Class 8 contains 37544 members Mstep: Class 9 contains 144884 members Mstep: Class 10 contains 144406 members Mstep: Class 11 contains 951 members Mstep: Class 12 contains 39670 members Mstep: Class 13 contains 843 members Mstep: Class 14 contains 161354 members Mstep: Class 15 contains 1509 members Mstep: Class 16 contains 860 members Mstep: Class 17 contains 12996 members Mstep: Class 18 contains 824 members Mstep: Class 19 contains 6885 members Mstep: Class 20 contains 1322 members Entering Unmasked Estep Score: -147539728.000000 Penalty: 164498.296875 Splitting cluster 6 changes total score from -147542352.000000 to -147539728.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 7 (18053 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18053 members Entering Unmasked Estep Score: -3985265.750000 Penalty: 6003.153809 Iteration 0F: 2 clusters Score -3985266 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9072 members Mstep: Class 2 contains 8981 members Entering Unmasked Estep Score: -3970011.500000 Penalty: 12006.307617 Iteration 0F: 3 clusters Score -3970012 nChanged 7117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9335 members Mstep: Class 2 contains 8718 members Entering Unmasked Estep Score: -3973858.250000 Penalty: 12006.307617 Iteration 1F: 3 clusters Score -3973858 nChanged 1286 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9569 members Mstep: Class 2 contains 8484 members Entering Unmasked Estep Score: -3974576.000000 Penalty: 12006.307617 Iteration 2F: 3 clusters Score -3974576 nChanged 987 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9868 members Mstep: Class 2 contains 8185 members Entering Unmasked Estep Score: -3975093.250000 Penalty: 12006.307617 Iteration 3F: 3 clusters Score -3975093 nChanged 864 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10240 members Mstep: Class 2 contains 7813 members Entering Unmasked Estep Score: -3975579.750000 Penalty: 12006.307617 Iteration 4Q: 3 clusters Score -3975580 nChanged 799 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10675 members Mstep: Class 2 contains 7378 members Entering Unmasked Estep Score: -3976008.250000 Penalty: 12006.307617 Iteration 5Q: 3 clusters Score -3976008 nChanged 676 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11105 members Mstep: Class 2 contains 6948 members Entering Unmasked Estep Score: -3976350.250000 Penalty: 12006.307617 Iteration 6Q: 3 clusters Score -3976350 nChanged 641 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11568 members Mstep: Class 2 contains 6485 members Entering Unmasked Estep Score: -3976719.250000 Penalty: 12006.307617 Iteration 7Q: 3 clusters Score -3976719 nChanged 658 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12078 members Mstep: Class 2 contains 5975 members Entering Unmasked Estep Score: -3977062.000000 Penalty: 12006.307617 Iteration 8Q: 3 clusters Score -3977062 nChanged 616 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12598 members Mstep: Class 2 contains 5455 members Entering Unmasked Estep Score: -3977397.750000 Penalty: 12006.307617 Iteration 9Q: 3 clusters Score -3977398 nChanged 609 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13153 members Mstep: Class 2 contains 4900 members Entering Unmasked Estep Score: -3977784.250000 Penalty: 12006.307617 Iteration 10Q: 3 clusters Score -3977784 nChanged 623 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13740 members Mstep: Class 2 contains 4313 members Entering Unmasked Estep Score: -3978185.250000 Penalty: 12006.307617 Iteration 11Q: 3 clusters Score -3978185 nChanged 569 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14255 members Mstep: Class 2 contains 3798 members Entering Unmasked Estep Score: -3978585.750000 Penalty: 12006.307617 Iteration 12Q: 3 clusters Score -3978586 nChanged 492 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14709 members Mstep: Class 2 contains 3344 members Entering Unmasked Estep Score: -3978930.000000 Penalty: 12006.307617 Iteration 13Q: 3 clusters Score -3978930 nChanged 404 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15089 members Mstep: Class 2 contains 2964 members Entering Unmasked Estep Score: -3979214.750000 Penalty: 12006.307617 Iteration 14Q: 3 clusters Score -3979215 nChanged 316 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15389 members Mstep: Class 2 contains 2664 members Entering Unmasked Estep Score: -3979458.750000 Penalty: 12006.307617 Iteration 15Q: 3 clusters Score -3979459 nChanged 263 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15636 members Mstep: Class 2 contains 2417 members Entering Unmasked Estep Score: -3979653.750000 Penalty: 12006.307617 Iteration 16Q: 3 clusters Score -3979654 nChanged 219 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15839 members Mstep: Class 2 contains 2214 members Entering Unmasked Estep Score: -3979826.250000 Penalty: 12006.307617 Iteration 17Q: 3 clusters Score -3979826 nChanged 181 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16000 members Mstep: Class 2 contains 2053 members Entering Unmasked Estep Score: -3979971.750000 Penalty: 12006.307617 Iteration 18Q: 3 clusters Score -3979972 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16140 members Mstep: Class 2 contains 1913 members Entering Unmasked Estep Score: -3980083.000000 Penalty: 12006.307617 Iteration 19Q: 3 clusters Score -3980083 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16261 members Mstep: Class 2 contains 1792 members Entering Unmasked Estep Score: -3980209.250000 Penalty: 12006.307617 Iteration 20F: 3 clusters Score -3980209 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16360 members Mstep: Class 2 contains 1693 members Entering Unmasked Estep Score: -3980295.500000 Penalty: 12006.307617 Iteration 21Q: 3 clusters Score -3980296 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16434 members Mstep: Class 2 contains 1619 members Entering Unmasked Estep Score: -3980390.500000 Penalty: 12006.307617 Iteration 22Q: 3 clusters Score -3980390 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16489 members Mstep: Class 2 contains 1564 members Entering Unmasked Estep Score: -3980460.500000 Penalty: 12006.307617 Iteration 23Q: 3 clusters Score -3980460 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16537 members Mstep: Class 2 contains 1516 members Entering Unmasked Estep Score: -3980522.500000 Penalty: 12006.307617 Iteration 24Q: 3 clusters Score -3980522 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16577 members Mstep: Class 2 contains 1476 members Entering Unmasked Estep Score: -3980581.750000 Penalty: 12006.307617 Iteration 25Q: 3 clusters Score -3980582 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16609 members Mstep: Class 2 contains 1444 members Entering Unmasked Estep Score: -3980664.250000 Penalty: 12006.307617 Iteration 26Q: 3 clusters Score -3980664 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16638 members Mstep: Class 2 contains 1415 members Entering Unmasked Estep Score: -3980749.250000 Penalty: 12006.307617 Iteration 27Q: 3 clusters Score -3980749 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16659 members Mstep: Class 2 contains 1394 members Entering Unmasked Estep Score: -3980831.750000 Penalty: 12006.307617 Iteration 28Q: 3 clusters Score -3980832 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16681 members Mstep: Class 2 contains 1372 members Entering Unmasked Estep Score: -3980938.000000 Penalty: 12006.307617 Iteration 29Q: 3 clusters Score -3980938 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16706 members Mstep: Class 2 contains 1347 members Entering Unmasked Estep Score: -3981026.250000 Penalty: 12006.307617 Iteration 30Q: 3 clusters Score -3981026 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16701 members Mstep: Class 2 contains 1352 members Entering Unmasked Estep Score: -3981069.250000 Penalty: 12006.307617 Iteration 31Q: 3 clusters Score -3981069 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16708 members Mstep: Class 2 contains 1345 members Entering Unmasked Estep Score: -3981102.500000 Penalty: 12006.307617 Iteration 32Q: 3 clusters Score -3981102 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16716 members Mstep: Class 2 contains 1337 members Entering Unmasked Estep Score: -3981133.500000 Penalty: 12006.307617 Iteration 33Q: 3 clusters Score -3981134 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16719 members Mstep: Class 2 contains 1334 members Entering Unmasked Estep Score: -3981156.500000 Penalty: 12006.307617 Iteration 34Q: 3 clusters Score -3981156 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16719 members Mstep: Class 2 contains 1334 members Entering Unmasked Estep Score: -3981171.750000 Penalty: 12006.307617 Iteration 35Q: 3 clusters Score -3981172 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16719 members Mstep: Class 2 contains 1334 members Entering Unmasked Estep Score: -3981192.250000 Penalty: 12006.307617 Iteration 36Q: 3 clusters Score -3981192 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16716 members Mstep: Class 2 contains 1337 members Entering Unmasked Estep Score: -3981196.500000 Penalty: 12006.307617 Iteration 37Q: 3 clusters Score -3981196 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16717 members Mstep: Class 2 contains 1336 members Entering Unmasked Estep Score: -3981202.250000 Penalty: 12006.307617 Iteration 38Q: 3 clusters Score -3981202 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16718 members Mstep: Class 2 contains 1335 members Entering Unmasked Estep Score: -3981211.000000 Penalty: 12006.307617 Iteration 39Q: 3 clusters Score -3981211 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16717 members Mstep: Class 2 contains 1336 members Entering Unmasked Estep Score: -3981211.500000 Penalty: 12006.307617 Iteration 40F: 3 clusters Score -3981212 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16718 members Mstep: Class 2 contains 1335 members Entering Unmasked Estep Score: -3981214.750000 Penalty: 12006.307617 Iteration 41Q: 3 clusters Score -3981215 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16717 members Mstep: Class 2 contains 1336 members Entering Unmasked Estep Score: -3981214.000000 Penalty: 12006.307617 Iteration 42Q: 3 clusters Score -3981214 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16716 members Mstep: Class 2 contains 1337 members Entering Unmasked Estep Score: -3981216.500000 Penalty: 12006.307617 Iteration 43Q: 3 clusters Score -3981216 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16716 members Mstep: Class 2 contains 1337 members Entering Unmasked Estep Score: -3981216.500000 Penalty: 12006.307617 Iteration 44F: 3 clusters Score -3981216 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (37544 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37544 members Entering Unmasked Estep Score: -8306327.000000 Penalty: 6451.627441 Iteration 0F: 2 clusters Score -8306327 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18864 members Mstep: Class 2 contains 18680 members Entering Unmasked Estep Score: -8278699.500000 Penalty: 12903.254883 Iteration 0F: 3 clusters Score -8278700 nChanged 16128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19422 members Mstep: Class 2 contains 18122 members Entering Unmasked Estep Score: -8287382.000000 Penalty: 12903.254883 Iteration 1F: 3 clusters Score -8287382 nChanged 2300 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19892 members Mstep: Class 2 contains 17652 members Entering Unmasked Estep Score: -8288334.500000 Penalty: 12903.254883 Iteration 2F: 3 clusters Score -8288334 nChanged 1908 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20508 members Mstep: Class 2 contains 17036 members Entering Unmasked Estep Score: -8289173.500000 Penalty: 12903.254883 Iteration 3F: 3 clusters Score -8289174 nChanged 1702 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21246 members Mstep: Class 2 contains 16298 members Entering Unmasked Estep Score: -8289898.000000 Penalty: 12903.254883 Iteration 4Q: 3 clusters Score -8289898 nChanged 1666 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22212 members Mstep: Class 2 contains 15332 members Entering Unmasked Estep Score: -8290621.000000 Penalty: 12903.254883 Iteration 5Q: 3 clusters Score -8290621 nChanged 1683 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23409 members Mstep: Class 2 contains 14135 members Entering Unmasked Estep Score: -8291477.500000 Penalty: 12903.254883 Iteration 6Q: 3 clusters Score -8291478 nChanged 1819 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24824 members Mstep: Class 2 contains 12720 members Entering Unmasked Estep Score: -8292535.000000 Penalty: 12903.254883 Iteration 7Q: 3 clusters Score -8292535 nChanged 1915 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26443 members Mstep: Class 2 contains 11101 members Entering Unmasked Estep Score: -8293761.500000 Penalty: 12903.254883 Iteration 8F: 3 clusters Score -8293762 nChanged 2001 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28198 members Mstep: Class 2 contains 9346 members Entering Unmasked Estep Score: -8295161.000000 Penalty: 12903.254883 Iteration 9F: 3 clusters Score -8295161 nChanged 1893 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29931 members Mstep: Class 2 contains 7613 members Entering Unmasked Estep Score: -8296509.500000 Penalty: 12903.254883 Iteration 10F: 3 clusters Score -8296510 nChanged 1642 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31427 members Mstep: Class 2 contains 6117 members Entering Unmasked Estep Score: -8297697.000000 Penalty: 12903.254883 Iteration 11Q: 3 clusters Score -8297697 nChanged 1330 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32699 members Mstep: Class 2 contains 4845 members Entering Unmasked Estep Score: -8298649.000000 Penalty: 12903.254883 Iteration 12Q: 3 clusters Score -8298649 nChanged 1064 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33709 members Mstep: Class 2 contains 3835 members Entering Unmasked Estep Score: -8299394.000000 Penalty: 12903.254883 Iteration 13Q: 3 clusters Score -8299394 nChanged 745 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34414 members Mstep: Class 2 contains 3130 members Entering Unmasked Estep Score: -8299915.500000 Penalty: 12903.254883 Iteration 14Q: 3 clusters Score -8299916 nChanged 508 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34912 members Mstep: Class 2 contains 2632 members Entering Unmasked Estep Score: -8300273.500000 Penalty: 12903.254883 Iteration 15Q: 3 clusters Score -8300274 nChanged 376 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35268 members Mstep: Class 2 contains 2276 members Entering Unmasked Estep Score: -8300529.000000 Penalty: 12903.254883 Iteration 16Q: 3 clusters Score -8300529 nChanged 246 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35502 members Mstep: Class 2 contains 2042 members Entering Unmasked Estep Score: -8300691.500000 Penalty: 12903.254883 Iteration 17Q: 3 clusters Score -8300692 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35660 members Mstep: Class 2 contains 1884 members Entering Unmasked Estep Score: -8300807.500000 Penalty: 12903.254883 Iteration 18Q: 3 clusters Score -8300808 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35782 members Mstep: Class 2 contains 1762 members Entering Unmasked Estep Score: -8300887.500000 Penalty: 12903.254883 Iteration 19Q: 3 clusters Score -8300888 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35872 members Mstep: Class 2 contains 1672 members Entering Unmasked Estep Score: -8300930.000000 Penalty: 12903.254883 Iteration 20F: 3 clusters Score -8300930 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35939 members Mstep: Class 2 contains 1605 members Entering Unmasked Estep Score: -8300971.000000 Penalty: 12903.254883 Iteration 21Q: 3 clusters Score -8300971 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35992 members Mstep: Class 2 contains 1552 members Entering Unmasked Estep Score: -8301017.500000 Penalty: 12903.254883 Iteration 22Q: 3 clusters Score -8301018 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36040 members Mstep: Class 2 contains 1504 members Entering Unmasked Estep Score: -8301041.500000 Penalty: 12903.254883 Iteration 23Q: 3 clusters Score -8301042 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36082 members Mstep: Class 2 contains 1462 members Entering Unmasked Estep Score: -8301089.500000 Penalty: 12903.254883 Iteration 24Q: 3 clusters Score -8301090 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36116 members Mstep: Class 2 contains 1428 members Entering Unmasked Estep Score: -8301107.000000 Penalty: 12903.254883 Iteration 25Q: 3 clusters Score -8301107 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36152 members Mstep: Class 2 contains 1392 members Entering Unmasked Estep Score: -8301148.000000 Penalty: 12903.254883 Iteration 26Q: 3 clusters Score -8301148 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36188 members Mstep: Class 2 contains 1356 members Entering Unmasked Estep Score: -8301156.000000 Penalty: 12903.254883 Iteration 27Q: 3 clusters Score -8301156 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36215 members Mstep: Class 2 contains 1329 members Entering Unmasked Estep Score: -8301181.000000 Penalty: 12903.254883 Iteration 28Q: 3 clusters Score -8301181 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36237 members Mstep: Class 2 contains 1307 members Entering Unmasked Estep Score: -8301180.500000 Penalty: 12903.254883 Iteration 29Q: 3 clusters Score -8301180 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36253 members Mstep: Class 2 contains 1291 members Entering Unmasked Estep Score: -8301190.500000 Penalty: 12903.254883 Iteration 30Q: 3 clusters Score -8301190 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36268 members Mstep: Class 2 contains 1276 members Entering Unmasked Estep Score: -8301224.500000 Penalty: 12903.254883 Iteration 31Q: 3 clusters Score -8301224 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36285 members Mstep: Class 2 contains 1259 members Entering Unmasked Estep Score: -8301238.000000 Penalty: 12903.254883 Iteration 32Q: 3 clusters Score -8301238 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36291 members Mstep: Class 2 contains 1253 members Entering Unmasked Estep Score: -8301250.500000 Penalty: 12903.254883 Iteration 33Q: 3 clusters Score -8301250 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36301 members Mstep: Class 2 contains 1243 members Entering Unmasked Estep Score: -8301250.500000 Penalty: 12903.254883 Iteration 34Q: 3 clusters Score -8301250 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36309 members Mstep: Class 2 contains 1235 members Entering Unmasked Estep Score: -8301263.000000 Penalty: 12903.254883 Iteration 35Q: 3 clusters Score -8301263 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36312 members Mstep: Class 2 contains 1232 members Entering Unmasked Estep Score: -8301261.500000 Penalty: 12903.254883 Iteration 36Q: 3 clusters Score -8301262 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36317 members Mstep: Class 2 contains 1227 members Entering Unmasked Estep Score: -8301260.000000 Penalty: 12903.254883 Iteration 37Q: 3 clusters Score -8301260 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36321 members Mstep: Class 2 contains 1223 members Entering Unmasked Estep Score: -8301268.000000 Penalty: 12903.254883 Iteration 38Q: 3 clusters Score -8301268 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36325 members Mstep: Class 2 contains 1219 members Entering Unmasked Estep Score: -8301268.000000 Penalty: 12903.254883 Iteration 39Q: 3 clusters Score -8301268 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36329 members Mstep: Class 2 contains 1215 members Entering Unmasked Estep Score: -8301274.500000 Penalty: 12903.254883 Iteration 40F: 3 clusters Score -8301274 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36328 members Mstep: Class 2 contains 1216 members Entering Unmasked Estep Score: -8301282.000000 Penalty: 12903.254883 Iteration 41Q: 3 clusters Score -8301282 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36331 members Mstep: Class 2 contains 1213 members Entering Unmasked Estep Score: -8301290.500000 Penalty: 12903.254883 Iteration 42Q: 3 clusters Score -8301290 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36331 members Mstep: Class 2 contains 1213 members Entering Unmasked Estep Score: -8301285.500000 Penalty: 12903.254883 Iteration 43Q: 3 clusters Score -8301286 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36332 members Mstep: Class 2 contains 1212 members Entering Unmasked Estep Score: -8301281.500000 Penalty: 12903.254883 Iteration 44Q: 3 clusters Score -8301282 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36333 members Mstep: Class 2 contains 1211 members Entering Unmasked Estep Score: -8301280.000000 Penalty: 12903.254883 Iteration 45Q: 3 clusters Score -8301280 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36334 members Mstep: Class 2 contains 1210 members Entering Unmasked Estep Score: -8301282.500000 Penalty: 12903.254883 Iteration 46Q: 3 clusters Score -8301282 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36334 members Mstep: Class 2 contains 1210 members Entering Unmasked Estep Score: -8301282.500000 Penalty: 12903.254883 Iteration 47F: 3 clusters Score -8301282 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (144884 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 144884 members Entering Unmasked Estep Score: -31463698.000000 Penalty: 7278.759277 Iteration 0F: 2 clusters Score -3.14637e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72642 members Mstep: Class 2 contains 72242 members Entering Unmasked Estep Score: -31367582.000000 Penalty: 14557.518555 Iteration 0F: 3 clusters Score -3.136758e+07 nChanged 67343 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73725 members Mstep: Class 2 contains 71159 members Entering Unmasked Estep Score: -31404478.000000 Penalty: 14557.518555 Iteration 1F: 3 clusters Score -3.140448e+07 nChanged 5095 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74348 members Mstep: Class 2 contains 70536 members Entering Unmasked Estep Score: -31405640.000000 Penalty: 14557.518555 Iteration 2Q: 3 clusters Score -3.140564e+07 nChanged 4915 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 75341 members Mstep: Class 2 contains 69543 members Entering Unmasked Estep Score: -31406932.000000 Penalty: 14557.518555 Iteration 3Q: 3 clusters Score -3.140693e+07 nChanged 4672 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 76871 members Mstep: Class 2 contains 68013 members Entering Unmasked Estep Score: -31408128.000000 Penalty: 14557.518555 Iteration 4Q: 3 clusters Score -3.140813e+07 nChanged 4997 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 79152 members Mstep: Class 2 contains 65732 members Entering Unmasked Estep Score: -31409870.000000 Penalty: 14557.518555 Iteration 5Q: 3 clusters Score -3.140987e+07 nChanged 5868 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 82634 members Mstep: Class 2 contains 62250 members Entering Unmasked Estep Score: -31412330.000000 Penalty: 14557.518555 Iteration 6Q: 3 clusters Score -3.141233e+07 nChanged 7167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87649 members Mstep: Class 2 contains 57235 members Entering Unmasked Estep Score: -31416534.000000 Penalty: 14557.518555 Iteration 7Q: 3 clusters Score -3.141653e+07 nChanged 8805 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94224 members Mstep: Class 2 contains 50660 members Entering Unmasked Estep Score: -31423430.000000 Penalty: 14557.518555 Iteration 8F: 3 clusters Score -3.142343e+07 nChanged 9659 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101445 members Mstep: Class 2 contains 43439 members Entering Unmasked Estep Score: -31432128.000000 Penalty: 14557.518555 Iteration 9F: 3 clusters Score -3.143213e+07 nChanged 9058 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 107721 members Mstep: Class 2 contains 37163 members Entering Unmasked Estep Score: -31439312.000000 Penalty: 14557.518555 Iteration 10F: 3 clusters Score -3.143931e+07 nChanged 7511 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 112600 members Mstep: Class 2 contains 32284 members Entering Unmasked Estep Score: -31444336.000000 Penalty: 14557.518555 Iteration 11F: 3 clusters Score -3.144434e+07 nChanged 6011 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 116663 members Mstep: Class 2 contains 28221 members Entering Unmasked Estep Score: -31447740.000000 Penalty: 14557.518555 Iteration 12Q: 3 clusters Score -3.144774e+07 nChanged 4619 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 120140 members Mstep: Class 2 contains 24744 members Entering Unmasked Estep Score: -31450680.000000 Penalty: 14557.518555 Iteration 13Q: 3 clusters Score -3.145068e+07 nChanged 3677 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 123159 members Mstep: Class 2 contains 21725 members Entering Unmasked Estep Score: -31452672.000000 Penalty: 14557.518555 Iteration 14Q: 3 clusters Score -3.145267e+07 nChanged 2960 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 125777 members Mstep: Class 2 contains 19107 members Entering Unmasked Estep Score: -31454234.000000 Penalty: 14557.518555 Iteration 15Q: 3 clusters Score -3.145423e+07 nChanged 2424 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 128015 members Mstep: Class 2 contains 16869 members Entering Unmasked Estep Score: -31455362.000000 Penalty: 14557.518555 Iteration 16Q: 3 clusters Score -3.145536e+07 nChanged 2011 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 129880 members Mstep: Class 2 contains 15004 members Entering Unmasked Estep Score: -31456190.000000 Penalty: 14557.518555 Iteration 17Q: 3 clusters Score -3.145619e+07 nChanged 1602 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 131380 members Mstep: Class 2 contains 13504 members Entering Unmasked Estep Score: -31456700.000000 Penalty: 14557.518555 Iteration 18Q: 3 clusters Score -3.14567e+07 nChanged 1279 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 132609 members Mstep: Class 2 contains 12275 members Entering Unmasked Estep Score: -31457144.000000 Penalty: 14557.518555 Iteration 19Q: 3 clusters Score -3.145714e+07 nChanged 1106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 133685 members Mstep: Class 2 contains 11199 members Entering Unmasked Estep Score: -31457456.000000 Penalty: 14557.518555 Iteration 20F: 3 clusters Score -3.145746e+07 nChanged 926 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 134587 members Mstep: Class 2 contains 10297 members Entering Unmasked Estep Score: -31457684.000000 Penalty: 14557.518555 Iteration 21Q: 3 clusters Score -3.145768e+07 nChanged 813 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 135386 members Mstep: Class 2 contains 9498 members Entering Unmasked Estep Score: -31457850.000000 Penalty: 14557.518555 Iteration 22Q: 3 clusters Score -3.145785e+07 nChanged 691 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 136057 members Mstep: Class 2 contains 8827 members Entering Unmasked Estep Score: -31458028.000000 Penalty: 14557.518555 Iteration 23Q: 3 clusters Score -3.145803e+07 nChanged 621 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 136670 members Mstep: Class 2 contains 8214 members Entering Unmasked Estep Score: -31458208.000000 Penalty: 14557.518555 Iteration 24Q: 3 clusters Score -3.145821e+07 nChanged 547 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 137209 members Mstep: Class 2 contains 7675 members Entering Unmasked Estep Score: -31458330.000000 Penalty: 14557.518555 Iteration 25Q: 3 clusters Score -3.145833e+07 nChanged 517 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 137716 members Mstep: Class 2 contains 7168 members Entering Unmasked Estep Score: -31458424.000000 Penalty: 14557.518555 Iteration 26Q: 3 clusters Score -3.145842e+07 nChanged 484 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 138186 members Mstep: Class 2 contains 6698 members Entering Unmasked Estep Score: -31458564.000000 Penalty: 14557.518555 Iteration 27Q: 3 clusters Score -3.145856e+07 nChanged 382 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 138552 members Mstep: Class 2 contains 6332 members Entering Unmasked Estep Score: -31458726.000000 Penalty: 14557.518555 Iteration 28Q: 3 clusters Score -3.145873e+07 nChanged 336 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 138878 members Mstep: Class 2 contains 6006 members Entering Unmasked Estep Score: -31458882.000000 Penalty: 14557.518555 Iteration 29Q: 3 clusters Score -3.145888e+07 nChanged 318 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139182 members Mstep: Class 2 contains 5702 members Entering Unmasked Estep Score: -31458952.000000 Penalty: 14557.518555 Iteration 30Q: 3 clusters Score -3.145895e+07 nChanged 297 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139449 members Mstep: Class 2 contains 5435 members Entering Unmasked Estep Score: -31459080.000000 Penalty: 14557.518555 Iteration 31Q: 3 clusters Score -3.145908e+07 nChanged 254 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139679 members Mstep: Class 2 contains 5205 members Entering Unmasked Estep Score: -31459126.000000 Penalty: 14557.518555 Iteration 32Q: 3 clusters Score -3.145913e+07 nChanged 229 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139888 members Mstep: Class 2 contains 4996 members Entering Unmasked Estep Score: -31459178.000000 Penalty: 14557.518555 Iteration 33Q: 3 clusters Score -3.145918e+07 nChanged 191 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 140061 members Mstep: Class 2 contains 4823 members Entering Unmasked Estep Score: -31459222.000000 Penalty: 14557.518555 Iteration 34Q: 3 clusters Score -3.145922e+07 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 140205 members Mstep: Class 2 contains 4679 members Entering Unmasked Estep Score: -31459276.000000 Penalty: 14557.518555 Iteration 35Q: 3 clusters Score -3.145928e+07 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 140324 members Mstep: Class 2 contains 4560 members Entering Unmasked Estep Score: -31459280.000000 Penalty: 14557.518555 Iteration 36Q: 3 clusters Score -3.145928e+07 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 140430 members Mstep: Class 2 contains 4454 members Entering Unmasked Estep Score: -31459326.000000 Penalty: 14557.518555 Iteration 37Q: 3 clusters Score -3.145933e+07 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 140524 members Mstep: Class 2 contains 4360 members Entering Unmasked Estep Score: -31459354.000000 Penalty: 14557.518555 Iteration 38Q: 3 clusters Score -3.145935e+07 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 140616 members Mstep: Class 2 contains 4268 members Entering Unmasked Estep Score: -31459350.000000 Penalty: 14557.518555 Iteration 39Q: 3 clusters Score -3.145935e+07 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 140697 members Mstep: Class 2 contains 4187 members Entering Unmasked Estep Score: -31459348.000000 Penalty: 14557.518555 Iteration 40F: 3 clusters Score -3.145935e+07 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 140767 members Mstep: Class 2 contains 4117 members Entering Unmasked Estep Score: -31459376.000000 Penalty: 14557.518555 Iteration 41Q: 3 clusters Score -3.145938e+07 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 140830 members Mstep: Class 2 contains 4054 members Entering Unmasked Estep Score: -31459372.000000 Penalty: 14557.518555 Iteration 42Q: 3 clusters Score -3.145937e+07 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 140888 members Mstep: Class 2 contains 3996 members Entering Unmasked Estep Score: -31459374.000000 Penalty: 14557.518555 Iteration 43Q: 3 clusters Score -3.145937e+07 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 140937 members Mstep: Class 2 contains 3947 members Entering Unmasked Estep Score: -31459362.000000 Penalty: 14557.518555 Iteration 44Q: 3 clusters Score -3.145936e+07 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 140994 members Mstep: Class 2 contains 3890 members Entering Unmasked Estep Score: -31459402.000000 Penalty: 14557.518555 Iteration 45Q: 3 clusters Score -3.14594e+07 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141038 members Mstep: Class 2 contains 3846 members Entering Unmasked Estep Score: -31459390.000000 Penalty: 14557.518555 Iteration 46Q: 3 clusters Score -3.145939e+07 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141090 members Mstep: Class 2 contains 3794 members Entering Unmasked Estep Score: -31459396.000000 Penalty: 14557.518555 Iteration 47Q: 3 clusters Score -3.14594e+07 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141130 members Mstep: Class 2 contains 3754 members Entering Unmasked Estep Score: -31459406.000000 Penalty: 14557.518555 Iteration 48Q: 3 clusters Score -3.145941e+07 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141157 members Mstep: Class 2 contains 3727 members Entering Unmasked Estep Score: -31459418.000000 Penalty: 14557.518555 Iteration 49Q: 3 clusters Score -3.145942e+07 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141192 members Mstep: Class 2 contains 3692 members Entering Unmasked Estep Score: -31459446.000000 Penalty: 14557.518555 Iteration 50Q: 3 clusters Score -3.145945e+07 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141212 members Mstep: Class 2 contains 3672 members Entering Unmasked Estep Score: -31459470.000000 Penalty: 14557.518555 Iteration 51Q: 3 clusters Score -3.145947e+07 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141230 members Mstep: Class 2 contains 3654 members Entering Unmasked Estep Score: -31459504.000000 Penalty: 14557.518555 Iteration 52Q: 3 clusters Score -3.14595e+07 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141261 members Mstep: Class 2 contains 3623 members Entering Unmasked Estep Score: -31459508.000000 Penalty: 14557.518555 Iteration 53Q: 3 clusters Score -3.145951e+07 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141283 members Mstep: Class 2 contains 3601 members Entering Unmasked Estep Score: -31459496.000000 Penalty: 14557.518555 Iteration 54Q: 3 clusters Score -3.14595e+07 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141308 members Mstep: Class 2 contains 3576 members Entering Unmasked Estep Score: -31459520.000000 Penalty: 14557.518555 Iteration 55Q: 3 clusters Score -3.145952e+07 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141324 members Mstep: Class 2 contains 3560 members Entering Unmasked Estep Score: -31459546.000000 Penalty: 14557.518555 Iteration 56Q: 3 clusters Score -3.145955e+07 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141345 members Mstep: Class 2 contains 3539 members Entering Unmasked Estep Score: -31459544.000000 Penalty: 14557.518555 Iteration 57Q: 3 clusters Score -3.145954e+07 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141362 members Mstep: Class 2 contains 3522 members Entering Unmasked Estep Score: -31459554.000000 Penalty: 14557.518555 Iteration 58Q: 3 clusters Score -3.145955e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141368 members Mstep: Class 2 contains 3516 members Entering Unmasked Estep Score: -31459570.000000 Penalty: 14557.518555 Iteration 59Q: 3 clusters Score -3.145957e+07 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141380 members Mstep: Class 2 contains 3504 members Entering Unmasked Estep Score: -31459572.000000 Penalty: 14557.518555 Iteration 60F: 3 clusters Score -3.145957e+07 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141389 members Mstep: Class 2 contains 3495 members Entering Unmasked Estep Score: -31459556.000000 Penalty: 14557.518555 Iteration 61Q: 3 clusters Score -3.145956e+07 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141398 members Mstep: Class 2 contains 3486 members Entering Unmasked Estep Score: -31459548.000000 Penalty: 14557.518555 Iteration 62Q: 3 clusters Score -3.145955e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141414 members Mstep: Class 2 contains 3470 members Entering Unmasked Estep Score: -31459532.000000 Penalty: 14557.518555 Iteration 63Q: 3 clusters Score -3.145953e+07 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141431 members Mstep: Class 2 contains 3453 members Entering Unmasked Estep Score: -31459536.000000 Penalty: 14557.518555 Iteration 64Q: 3 clusters Score -3.145954e+07 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141443 members Mstep: Class 2 contains 3441 members Entering Unmasked Estep Score: -31459534.000000 Penalty: 14557.518555 Iteration 65Q: 3 clusters Score -3.145953e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141454 members Mstep: Class 2 contains 3430 members Entering Unmasked Estep Score: -31459536.000000 Penalty: 14557.518555 Iteration 66Q: 3 clusters Score -3.145954e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141460 members Mstep: Class 2 contains 3424 members Entering Unmasked Estep Score: -31459518.000000 Penalty: 14557.518555 Iteration 67Q: 3 clusters Score -3.145952e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141462 members Mstep: Class 2 contains 3422 members Entering Unmasked Estep Score: -31459530.000000 Penalty: 14557.518555 Iteration 68Q: 3 clusters Score -3.145953e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141466 members Mstep: Class 2 contains 3418 members Entering Unmasked Estep Score: -31459518.000000 Penalty: 14557.518555 Iteration 69Q: 3 clusters Score -3.145952e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141469 members Mstep: Class 2 contains 3415 members Entering Unmasked Estep Score: -31459526.000000 Penalty: 14557.518555 Iteration 70Q: 3 clusters Score -3.145953e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141471 members Mstep: Class 2 contains 3413 members Entering Unmasked Estep Score: -31459510.000000 Penalty: 14557.518555 Iteration 71Q: 3 clusters Score -3.145951e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141478 members Mstep: Class 2 contains 3406 members Entering Unmasked Estep Score: -31459510.000000 Penalty: 14557.518555 Iteration 72Q: 3 clusters Score -3.145951e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141484 members Mstep: Class 2 contains 3400 members Entering Unmasked Estep Score: -31459526.000000 Penalty: 14557.518555 Iteration 73Q: 3 clusters Score -3.145953e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141486 members Mstep: Class 2 contains 3398 members Entering Unmasked Estep Score: -31459546.000000 Penalty: 14557.518555 Iteration 74Q: 3 clusters Score -3.145955e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141486 members Mstep: Class 2 contains 3398 members Entering Unmasked Estep Score: -31459560.000000 Penalty: 14557.518555 Iteration 75Q: 3 clusters Score -3.145956e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141491 members Mstep: Class 2 contains 3393 members Entering Unmasked Estep Score: -31459550.000000 Penalty: 14557.518555 Iteration 76Q: 3 clusters Score -3.145955e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141493 members Mstep: Class 2 contains 3391 members Entering Unmasked Estep Score: -31459554.000000 Penalty: 14557.518555 Iteration 77Q: 3 clusters Score -3.145955e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141497 members Mstep: Class 2 contains 3387 members Entering Unmasked Estep Score: -31459532.000000 Penalty: 14557.518555 Iteration 78Q: 3 clusters Score -3.145953e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141502 members Mstep: Class 2 contains 3382 members Entering Unmasked Estep Score: -31459550.000000 Penalty: 14557.518555 Iteration 79Q: 3 clusters Score -3.145955e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141505 members Mstep: Class 2 contains 3379 members Entering Unmasked Estep Score: -31459556.000000 Penalty: 14557.518555 Iteration 80F: 3 clusters Score -3.145956e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141507 members Mstep: Class 2 contains 3377 members Entering Unmasked Estep Score: -31459532.000000 Penalty: 14557.518555 Iteration 81Q: 3 clusters Score -3.145953e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141508 members Mstep: Class 2 contains 3376 members Entering Unmasked Estep Score: -31459546.000000 Penalty: 14557.518555 Iteration 82Q: 3 clusters Score -3.145955e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141512 members Mstep: Class 2 contains 3372 members Entering Unmasked Estep Score: -31459564.000000 Penalty: 14557.518555 Iteration 83Q: 3 clusters Score -3.145956e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141515 members Mstep: Class 2 contains 3369 members Entering Unmasked Estep Score: -31459576.000000 Penalty: 14557.518555 Iteration 84Q: 3 clusters Score -3.145958e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141515 members Mstep: Class 2 contains 3369 members Entering Unmasked Estep Score: -31459566.000000 Penalty: 14557.518555 Iteration 85Q: 3 clusters Score -3.145957e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141517 members Mstep: Class 2 contains 3367 members Entering Unmasked Estep Score: -31459564.000000 Penalty: 14557.518555 Iteration 86Q: 3 clusters Score -3.145956e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141519 members Mstep: Class 2 contains 3365 members Entering Unmasked Estep Score: -31459562.000000 Penalty: 14557.518555 Iteration 87Q: 3 clusters Score -3.145956e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141519 members Mstep: Class 2 contains 3365 members Entering Unmasked Estep Score: -31459566.000000 Penalty: 14557.518555 Iteration 88Q: 3 clusters Score -3.145957e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141518 members Mstep: Class 2 contains 3366 members Entering Unmasked Estep Score: -31459560.000000 Penalty: 14557.518555 Iteration 89Q: 3 clusters Score -3.145956e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141517 members Mstep: Class 2 contains 3367 members Entering Unmasked Estep Score: -31459546.000000 Penalty: 14557.518555 Iteration 90Q: 3 clusters Score -3.145955e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141518 members Mstep: Class 2 contains 3366 members Entering Unmasked Estep Score: -31459562.000000 Penalty: 14557.518555 Iteration 91Q: 3 clusters Score -3.145956e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141520 members Mstep: Class 2 contains 3364 members Entering Unmasked Estep Score: -31459572.000000 Penalty: 14557.518555 Iteration 92Q: 3 clusters Score -3.145957e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141522 members Mstep: Class 2 contains 3362 members Entering Unmasked Estep Score: -31459572.000000 Penalty: 14557.518555 Iteration 93Q: 3 clusters Score -3.145957e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141523 members Mstep: Class 2 contains 3361 members Entering Unmasked Estep Score: -31459582.000000 Penalty: 14557.518555 Iteration 94Q: 3 clusters Score -3.145958e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141524 members Mstep: Class 2 contains 3360 members Entering Unmasked Estep Score: -31459590.000000 Penalty: 14557.518555 Iteration 95Q: 3 clusters Score -3.145959e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141529 members Mstep: Class 2 contains 3355 members Entering Unmasked Estep Score: -31459592.000000 Penalty: 14557.518555 Iteration 96Q: 3 clusters Score -3.145959e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141532 members Mstep: Class 2 contains 3352 members Entering Unmasked Estep Score: -31459604.000000 Penalty: 14557.518555 Iteration 97Q: 3 clusters Score -3.14596e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141537 members Mstep: Class 2 contains 3347 members Entering Unmasked Estep Score: -31459588.000000 Penalty: 14557.518555 Iteration 98Q: 3 clusters Score -3.145959e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141540 members Mstep: Class 2 contains 3344 members Entering Unmasked Estep Score: -31459592.000000 Penalty: 14557.518555 Iteration 99Q: 3 clusters Score -3.145959e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141545 members Mstep: Class 2 contains 3339 members Entering Unmasked Estep Score: -31459572.000000 Penalty: 14557.518555 Iteration 100F: 3 clusters Score -3.145957e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141547 members Mstep: Class 2 contains 3337 members Entering Unmasked Estep Score: -31459578.000000 Penalty: 14557.518555 Iteration 101Q: 3 clusters Score -3.145958e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141551 members Mstep: Class 2 contains 3333 members Entering Unmasked Estep Score: -31459570.000000 Penalty: 14557.518555 Iteration 102Q: 3 clusters Score -3.145957e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141554 members Mstep: Class 2 contains 3330 members Entering Unmasked Estep Score: -31459568.000000 Penalty: 14557.518555 Iteration 103Q: 3 clusters Score -3.145957e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141558 members Mstep: Class 2 contains 3326 members Entering Unmasked Estep Score: -31459588.000000 Penalty: 14557.518555 Iteration 104Q: 3 clusters Score -3.145959e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141565 members Mstep: Class 2 contains 3319 members Entering Unmasked Estep Score: -31459586.000000 Penalty: 14557.518555 Iteration 105Q: 3 clusters Score -3.145959e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141565 members Mstep: Class 2 contains 3319 members Entering Unmasked Estep Score: -31459586.000000 Penalty: 14557.518555 Iteration 106Q: 3 clusters Score -3.145959e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141566 members Mstep: Class 2 contains 3318 members Entering Unmasked Estep Score: -31459602.000000 Penalty: 14557.518555 Iteration 107Q: 3 clusters Score -3.14596e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141566 members Mstep: Class 2 contains 3318 members Entering Unmasked Estep Score: -31459602.000000 Penalty: 14557.518555 Iteration 108F: 3 clusters Score -3.14596e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (144406 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 144406 members Entering Unmasked Estep Score: -32144440.000000 Penalty: 7276.735352 Iteration 0F: 2 clusters Score -3.214444e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71909 members Mstep: Class 2 contains 72497 members Entering Unmasked Estep Score: -32049336.000000 Penalty: 14553.470703 Iteration 0F: 3 clusters Score -3.204934e+07 nChanged 66845 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 69950 members Mstep: Class 2 contains 74456 members Entering Unmasked Estep Score: -32086568.000000 Penalty: 14553.470703 Iteration 1F: 3 clusters Score -3.208657e+07 nChanged 5645 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 68483 members Mstep: Class 2 contains 75923 members Entering Unmasked Estep Score: -32088324.000000 Penalty: 14553.470703 Iteration 2Q: 3 clusters Score -3.208832e+07 nChanged 5716 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66313 members Mstep: Class 2 contains 78093 members Entering Unmasked Estep Score: -32090100.000000 Penalty: 14553.470703 Iteration 3Q: 3 clusters Score -3.20901e+07 nChanged 6019 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63180 members Mstep: Class 2 contains 81226 members Entering Unmasked Estep Score: -32092456.000000 Penalty: 14553.470703 Iteration 4Q: 3 clusters Score -3.209246e+07 nChanged 6897 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58633 members Mstep: Class 2 contains 85773 members Entering Unmasked Estep Score: -32095866.000000 Penalty: 14553.470703 Iteration 5Q: 3 clusters Score -3.209587e+07 nChanged 8073 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52348 members Mstep: Class 2 contains 92058 members Entering Unmasked Estep Score: -32100494.000000 Penalty: 14553.470703 Iteration 6F: 3 clusters Score -3.210049e+07 nChanged 9592 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44334 members Mstep: Class 2 contains 100072 members Entering Unmasked Estep Score: -32107278.000000 Penalty: 14553.470703 Iteration 7F: 3 clusters Score -3.210728e+07 nChanged 10571 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35235 members Mstep: Class 2 contains 109171 members Entering Unmasked Estep Score: -32116086.000000 Penalty: 14553.470703 Iteration 8F: 3 clusters Score -3.211609e+07 nChanged 10089 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26498 members Mstep: Class 2 contains 117908 members Entering Unmasked Estep Score: -32124914.000000 Penalty: 14553.470703 Iteration 9F: 3 clusters Score -3.212491e+07 nChanged 7986 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19650 members Mstep: Class 2 contains 124756 members Entering Unmasked Estep Score: -32131700.000000 Penalty: 14553.470703 Iteration 10F: 3 clusters Score -3.21317e+07 nChanged 5361 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15227 members Mstep: Class 2 contains 129179 members Entering Unmasked Estep Score: -32135884.000000 Penalty: 14553.470703 Iteration 11Q: 3 clusters Score -3.213588e+07 nChanged 3411 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12566 members Mstep: Class 2 contains 131840 members Entering Unmasked Estep Score: -32138274.000000 Penalty: 14553.470703 Iteration 12Q: 3 clusters Score -3.213827e+07 nChanged 2179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11001 members Mstep: Class 2 contains 133405 members Entering Unmasked Estep Score: -32139298.000000 Penalty: 14553.470703 Iteration 13Q: 3 clusters Score -3.21393e+07 nChanged 1363 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10062 members Mstep: Class 2 contains 134344 members Entering Unmasked Estep Score: -32139872.000000 Penalty: 14553.470703 Iteration 14Q: 3 clusters Score -3.213987e+07 nChanged 928 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9386 members Mstep: Class 2 contains 135020 members Entering Unmasked Estep Score: -32140168.000000 Penalty: 14553.470703 Iteration 15Q: 3 clusters Score -3.214017e+07 nChanged 710 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8842 members Mstep: Class 2 contains 135564 members Entering Unmasked Estep Score: -32140282.000000 Penalty: 14553.470703 Iteration 16Q: 3 clusters Score -3.214028e+07 nChanged 558 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8436 members Mstep: Class 2 contains 135970 members Entering Unmasked Estep Score: -32140424.000000 Penalty: 14553.470703 Iteration 17Q: 3 clusters Score -3.214042e+07 nChanged 445 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8113 members Mstep: Class 2 contains 136293 members Entering Unmasked Estep Score: -32140564.000000 Penalty: 14553.470703 Iteration 18Q: 3 clusters Score -3.214056e+07 nChanged 371 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7844 members Mstep: Class 2 contains 136562 members Entering Unmasked Estep Score: -32140588.000000 Penalty: 14553.470703 Iteration 19Q: 3 clusters Score -3.214059e+07 nChanged 335 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7601 members Mstep: Class 2 contains 136805 members Entering Unmasked Estep Score: -32140694.000000 Penalty: 14553.470703 Iteration 20F: 3 clusters Score -3.214069e+07 nChanged 294 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7407 members Mstep: Class 2 contains 136999 members Entering Unmasked Estep Score: -32140792.000000 Penalty: 14553.470703 Iteration 21Q: 3 clusters Score -3.214079e+07 nChanged 291 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7214 members Mstep: Class 2 contains 137192 members Entering Unmasked Estep Score: -32140898.000000 Penalty: 14553.470703 Iteration 22Q: 3 clusters Score -3.21409e+07 nChanged 268 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7048 members Mstep: Class 2 contains 137358 members Entering Unmasked Estep Score: -32140958.000000 Penalty: 14553.470703 Iteration 23Q: 3 clusters Score -3.214096e+07 nChanged 296 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6872 members Mstep: Class 2 contains 137534 members Entering Unmasked Estep Score: -32141122.000000 Penalty: 14553.470703 Iteration 24Q: 3 clusters Score -3.214112e+07 nChanged 305 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6719 members Mstep: Class 2 contains 137687 members Entering Unmasked Estep Score: -32141284.000000 Penalty: 14553.470703 Iteration 25Q: 3 clusters Score -3.214128e+07 nChanged 325 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6578 members Mstep: Class 2 contains 137828 members Entering Unmasked Estep Score: -32141550.000000 Penalty: 14553.470703 Iteration 26Q: 3 clusters Score -3.214155e+07 nChanged 355 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6501 members Mstep: Class 2 contains 137905 members Entering Unmasked Estep Score: -32141754.000000 Penalty: 14553.470703 Iteration 27Q: 3 clusters Score -3.214175e+07 nChanged 393 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6444 members Mstep: Class 2 contains 137962 members Entering Unmasked Estep Score: -32141934.000000 Penalty: 14553.470703 Iteration 28Q: 3 clusters Score -3.214193e+07 nChanged 389 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6419 members Mstep: Class 2 contains 137987 members Entering Unmasked Estep Score: -32142106.000000 Penalty: 14553.470703 Iteration 29Q: 3 clusters Score -3.214211e+07 nChanged 377 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6422 members Mstep: Class 2 contains 137984 members Entering Unmasked Estep Score: -32142434.000000 Penalty: 14553.470703 Iteration 30Q: 3 clusters Score -3.214243e+07 nChanged 423 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6439 members Mstep: Class 2 contains 137967 members Entering Unmasked Estep Score: -32142868.000000 Penalty: 14553.470703 Iteration 31Q: 3 clusters Score -3.214287e+07 nChanged 426 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6553 members Mstep: Class 2 contains 137853 members Entering Unmasked Estep Score: -32143106.000000 Penalty: 14553.470703 Iteration 32Q: 3 clusters Score -3.214311e+07 nChanged 377 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6686 members Mstep: Class 2 contains 137720 members Entering Unmasked Estep Score: -32143254.000000 Penalty: 14553.470703 Iteration 33Q: 3 clusters Score -3.214325e+07 nChanged 261 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6825 members Mstep: Class 2 contains 137581 members Entering Unmasked Estep Score: -32143316.000000 Penalty: 14553.470703 Iteration 34Q: 3 clusters Score -3.214332e+07 nChanged 216 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6979 members Mstep: Class 2 contains 137427 members Entering Unmasked Estep Score: -32143420.000000 Penalty: 14553.470703 Iteration 35Q: 3 clusters Score -3.214342e+07 nChanged 182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7113 members Mstep: Class 2 contains 137293 members Entering Unmasked Estep Score: -32143446.000000 Penalty: 14553.470703 Iteration 36Q: 3 clusters Score -3.214345e+07 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7238 members Mstep: Class 2 contains 137168 members Entering Unmasked Estep Score: -32143466.000000 Penalty: 14553.470703 Iteration 37Q: 3 clusters Score -3.214347e+07 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7355 members Mstep: Class 2 contains 137051 members Entering Unmasked Estep Score: -32143500.000000 Penalty: 14553.470703 Iteration 38Q: 3 clusters Score -3.21435e+07 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7477 members Mstep: Class 2 contains 136929 members Entering Unmasked Estep Score: -32143512.000000 Penalty: 14553.470703 Iteration 39Q: 3 clusters Score -3.214351e+07 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7586 members Mstep: Class 2 contains 136820 members Entering Unmasked Estep Score: -32143568.000000 Penalty: 14553.470703 Iteration 40F: 3 clusters Score -3.214357e+07 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7694 members Mstep: Class 2 contains 136712 members Entering Unmasked Estep Score: -32143616.000000 Penalty: 14553.470703 Iteration 41Q: 3 clusters Score -3.214362e+07 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7795 members Mstep: Class 2 contains 136611 members Entering Unmasked Estep Score: -32143706.000000 Penalty: 14553.470703 Iteration 42Q: 3 clusters Score -3.214371e+07 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7874 members Mstep: Class 2 contains 136532 members Entering Unmasked Estep Score: -32143714.000000 Penalty: 14553.470703 Iteration 43Q: 3 clusters Score -3.214371e+07 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7963 members Mstep: Class 2 contains 136443 members Entering Unmasked Estep Score: -32143746.000000 Penalty: 14553.470703 Iteration 44Q: 3 clusters Score -3.214375e+07 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8027 members Mstep: Class 2 contains 136379 members Entering Unmasked Estep Score: -32143750.000000 Penalty: 14553.470703 Iteration 45Q: 3 clusters Score -3.214375e+07 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8083 members Mstep: Class 2 contains 136323 members Entering Unmasked Estep Score: -32143732.000000 Penalty: 14553.470703 Iteration 46Q: 3 clusters Score -3.214373e+07 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8143 members Mstep: Class 2 contains 136263 members Entering Unmasked Estep Score: -32143768.000000 Penalty: 14553.470703 Iteration 47Q: 3 clusters Score -3.214377e+07 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8194 members Mstep: Class 2 contains 136212 members Entering Unmasked Estep Score: -32143762.000000 Penalty: 14553.470703 Iteration 48Q: 3 clusters Score -3.214376e+07 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8247 members Mstep: Class 2 contains 136159 members Entering Unmasked Estep Score: -32143792.000000 Penalty: 14553.470703 Iteration 49Q: 3 clusters Score -3.214379e+07 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8289 members Mstep: Class 2 contains 136117 members Entering Unmasked Estep Score: -32143774.000000 Penalty: 14553.470703 Iteration 50Q: 3 clusters Score -3.214377e+07 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8313 members Mstep: Class 2 contains 136093 members Entering Unmasked Estep Score: -32143796.000000 Penalty: 14553.470703 Iteration 51Q: 3 clusters Score -3.21438e+07 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8339 members Mstep: Class 2 contains 136067 members Entering Unmasked Estep Score: -32143806.000000 Penalty: 14553.470703 Iteration 52Q: 3 clusters Score -3.214381e+07 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8362 members Mstep: Class 2 contains 136044 members Entering Unmasked Estep Score: -32143800.000000 Penalty: 14553.470703 Iteration 53Q: 3 clusters Score -3.21438e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8373 members Mstep: Class 2 contains 136033 members Entering Unmasked Estep Score: -32143806.000000 Penalty: 14553.470703 Iteration 54Q: 3 clusters Score -3.214381e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8386 members Mstep: Class 2 contains 136020 members Entering Unmasked Estep Score: -32143798.000000 Penalty: 14553.470703 Iteration 55Q: 3 clusters Score -3.21438e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8395 members Mstep: Class 2 contains 136011 members Entering Unmasked Estep Score: -32143834.000000 Penalty: 14553.470703 Iteration 56Q: 3 clusters Score -3.214383e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8406 members Mstep: Class 2 contains 136000 members Entering Unmasked Estep Score: -32143856.000000 Penalty: 14553.470703 Iteration 57Q: 3 clusters Score -3.214386e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8409 members Mstep: Class 2 contains 135997 members Entering Unmasked Estep Score: -32143852.000000 Penalty: 14553.470703 Iteration 58Q: 3 clusters Score -3.214385e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8415 members Mstep: Class 2 contains 135991 members Entering Unmasked Estep Score: -32143846.000000 Penalty: 14553.470703 Iteration 59Q: 3 clusters Score -3.214385e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8421 members Mstep: Class 2 contains 135985 members Entering Unmasked Estep Score: -32143830.000000 Penalty: 14553.470703 Iteration 60F: 3 clusters Score -3.214383e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8426 members Mstep: Class 2 contains 135980 members Entering Unmasked Estep Score: -32143830.000000 Penalty: 14553.470703 Iteration 61Q: 3 clusters Score -3.214383e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8436 members Mstep: Class 2 contains 135970 members Entering Unmasked Estep Score: -32143826.000000 Penalty: 14553.470703 Iteration 62Q: 3 clusters Score -3.214383e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8440 members Mstep: Class 2 contains 135966 members Entering Unmasked Estep Score: -32143834.000000 Penalty: 14553.470703 Iteration 63Q: 3 clusters Score -3.214383e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8442 members Mstep: Class 2 contains 135964 members Entering Unmasked Estep Score: -32143850.000000 Penalty: 14553.470703 Iteration 64Q: 3 clusters Score -3.214385e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8443 members Mstep: Class 2 contains 135963 members Entering Unmasked Estep Score: -32143844.000000 Penalty: 14553.470703 Iteration 65Q: 3 clusters Score -3.214384e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8445 members Mstep: Class 2 contains 135961 members Entering Unmasked Estep Score: -32143848.000000 Penalty: 14553.470703 Iteration 66Q: 3 clusters Score -3.214385e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8451 members Mstep: Class 2 contains 135955 members Entering Unmasked Estep Score: -32143834.000000 Penalty: 14553.470703 Iteration 67Q: 3 clusters Score -3.214383e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8456 members Mstep: Class 2 contains 135950 members Entering Unmasked Estep Score: -32143856.000000 Penalty: 14553.470703 Iteration 68Q: 3 clusters Score -3.214386e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8463 members Mstep: Class 2 contains 135943 members Entering Unmasked Estep Score: -32143848.000000 Penalty: 14553.470703 Iteration 69Q: 3 clusters Score -3.214385e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8468 members Mstep: Class 2 contains 135938 members Entering Unmasked Estep Score: -32143850.000000 Penalty: 14553.470703 Iteration 70Q: 3 clusters Score -3.214385e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8480 members Mstep: Class 2 contains 135926 members Entering Unmasked Estep Score: -32143872.000000 Penalty: 14553.470703 Iteration 71Q: 3 clusters Score -3.214387e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8493 members Mstep: Class 2 contains 135913 members Entering Unmasked Estep Score: -32143870.000000 Penalty: 14553.470703 Iteration 72Q: 3 clusters Score -3.214387e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8504 members Mstep: Class 2 contains 135902 members Entering Unmasked Estep Score: -32143864.000000 Penalty: 14553.470703 Iteration 73Q: 3 clusters Score -3.214386e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8515 members Mstep: Class 2 contains 135891 members Entering Unmasked Estep Score: -32143836.000000 Penalty: 14553.470703 Iteration 74Q: 3 clusters Score -3.214384e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8530 members Mstep: Class 2 contains 135876 members Entering Unmasked Estep Score: -32143854.000000 Penalty: 14553.470703 Iteration 75Q: 3 clusters Score -3.214385e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8541 members Mstep: Class 2 contains 135865 members Entering Unmasked Estep Score: -32143866.000000 Penalty: 14553.470703 Iteration 76Q: 3 clusters Score -3.214387e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8550 members Mstep: Class 2 contains 135856 members Entering Unmasked Estep Score: -32143862.000000 Penalty: 14553.470703 Iteration 77Q: 3 clusters Score -3.214386e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8563 members Mstep: Class 2 contains 135843 members Entering Unmasked Estep Score: -32143866.000000 Penalty: 14553.470703 Iteration 78Q: 3 clusters Score -3.214387e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8575 members Mstep: Class 2 contains 135831 members Entering Unmasked Estep Score: -32143868.000000 Penalty: 14553.470703 Iteration 79Q: 3 clusters Score -3.214387e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8582 members Mstep: Class 2 contains 135824 members Entering Unmasked Estep Score: -32143860.000000 Penalty: 14553.470703 Iteration 80F: 3 clusters Score -3.214386e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8592 members Mstep: Class 2 contains 135814 members Entering Unmasked Estep Score: -32143868.000000 Penalty: 14553.470703 Iteration 81Q: 3 clusters Score -3.214387e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8602 members Mstep: Class 2 contains 135804 members Entering Unmasked Estep Score: -32143856.000000 Penalty: 14553.470703 Iteration 82Q: 3 clusters Score -3.214386e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8607 members Mstep: Class 2 contains 135799 members Entering Unmasked Estep Score: -32143856.000000 Penalty: 14553.470703 Iteration 83Q: 3 clusters Score -3.214386e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8611 members Mstep: Class 2 contains 135795 members Entering Unmasked Estep Score: -32143860.000000 Penalty: 14553.470703 Iteration 84Q: 3 clusters Score -3.214386e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8618 members Mstep: Class 2 contains 135788 members Entering Unmasked Estep Score: -32143850.000000 Penalty: 14553.470703 Iteration 85Q: 3 clusters Score -3.214385e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8626 members Mstep: Class 2 contains 135780 members Entering Unmasked Estep Score: -32143862.000000 Penalty: 14553.470703 Iteration 86Q: 3 clusters Score -3.214386e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8630 members Mstep: Class 2 contains 135776 members Entering Unmasked Estep Score: -32143870.000000 Penalty: 14553.470703 Iteration 87Q: 3 clusters Score -3.214387e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8632 members Mstep: Class 2 contains 135774 members Entering Unmasked Estep Score: -32143878.000000 Penalty: 14553.470703 Iteration 88Q: 3 clusters Score -3.214388e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8633 members Mstep: Class 2 contains 135773 members Entering Unmasked Estep Score: -32143880.000000 Penalty: 14553.470703 Iteration 89Q: 3 clusters Score -3.214388e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8635 members Mstep: Class 2 contains 135771 members Entering Unmasked Estep Score: -32143892.000000 Penalty: 14553.470703 Iteration 90Q: 3 clusters Score -3.214389e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8642 members Mstep: Class 2 contains 135764 members Entering Unmasked Estep Score: -32143900.000000 Penalty: 14553.470703 Iteration 91Q: 3 clusters Score -3.21439e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8648 members Mstep: Class 2 contains 135758 members Entering Unmasked Estep Score: -32143902.000000 Penalty: 14553.470703 Iteration 92Q: 3 clusters Score -3.21439e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8650 members Mstep: Class 2 contains 135756 members Entering Unmasked Estep Score: -32143910.000000 Penalty: 14553.470703 Iteration 93Q: 3 clusters Score -3.214391e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8650 members Mstep: Class 2 contains 135756 members Entering Unmasked Estep Score: -32143910.000000 Penalty: 14553.470703 Iteration 94F: 3 clusters Score -3.214391e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (951 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 951 members Entering Unmasked Estep Score: -136575.875000 Penalty: 4200.227051 Iteration 0F: 2 clusters Score -136575.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 466 members Mstep: Class 2 contains 485 members Entering Unmasked Estep Score: -133174.812500 Penalty: 8400.454102 Iteration 0F: 3 clusters Score -133174.8 nChanged 242 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 382 members Mstep: Class 2 contains 569 members Entering Unmasked Estep Score: -134467.343750 Penalty: 8400.454102 Iteration 1F: 3 clusters Score -134467.3 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 279 members Mstep: Class 2 contains 672 members Entering Unmasked Estep Score: -136059.406250 Penalty: 8400.454102 Iteration 2F: 3 clusters Score -136059.4 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 268 members Mstep: Class 2 contains 683 members Entering Unmasked Estep Score: -137721.640625 Penalty: 8400.454102 Iteration 3F: 3 clusters Score -137721.6 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 292 members Mstep: Class 2 contains 659 members Entering Unmasked Estep Score: -138753.062500 Penalty: 8400.454102 Iteration 4Q: 3 clusters Score -138753.1 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 301 members Mstep: Class 2 contains 650 members Entering Unmasked Estep Score: -139095.078125 Penalty: 8400.454102 Iteration 5Q: 3 clusters Score -139095.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 309 members Mstep: Class 2 contains 642 members Entering Unmasked Estep Score: -139195.500000 Penalty: 8400.454102 Iteration 6Q: 3 clusters Score -139195.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 318 members Mstep: Class 2 contains 633 members Entering Unmasked Estep Score: -139310.437500 Penalty: 8400.454102 Iteration 7Q: 3 clusters Score -139310.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 323 members Mstep: Class 2 contains 628 members Entering Unmasked Estep Score: -139355.640625 Penalty: 8400.454102 Iteration 8Q: 3 clusters Score -139355.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 328 members Mstep: Class 2 contains 623 members Entering Unmasked Estep Score: -139465.265625 Penalty: 8400.454102 Iteration 9Q: 3 clusters Score -139465.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 331 members Mstep: Class 2 contains 620 members Entering Unmasked Estep Score: -139491.421875 Penalty: 8400.454102 Iteration 10Q: 3 clusters Score -139491.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 332 members Mstep: Class 2 contains 619 members Entering Unmasked Estep Score: -139494.750000 Penalty: 8400.454102 Iteration 11Q: 3 clusters Score -139494.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 332 members Mstep: Class 2 contains 619 members Entering Unmasked Estep Score: -139533.609375 Penalty: 8400.454102 Iteration 12F: 3 clusters Score -139533.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 331 members Mstep: Class 2 contains 620 members Entering Unmasked Estep Score: -139603.078125 Penalty: 8400.454102 Iteration 13Q: 3 clusters Score -139603.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 332 members Mstep: Class 2 contains 619 members Entering Unmasked Estep Score: -139625.109375 Penalty: 8400.454102 Iteration 14Q: 3 clusters Score -139625.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 331 members Mstep: Class 2 contains 620 members Entering Unmasked Estep Score: -139655.265625 Penalty: 8400.454102 Iteration 15Q: 3 clusters Score -139655.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 330 members Mstep: Class 2 contains 621 members Entering Unmasked Estep Score: -139692.218750 Penalty: 8400.454102 Iteration 16Q: 3 clusters Score -139692.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 332 members Mstep: Class 2 contains 619 members Entering Unmasked Estep Score: -139735.593750 Penalty: 8400.454102 Iteration 17Q: 3 clusters Score -139735.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 331 members Mstep: Class 2 contains 620 members Entering Unmasked Estep Score: -139748.781250 Penalty: 8400.454102 Iteration 18Q: 3 clusters Score -139748.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 330 members Mstep: Class 2 contains 621 members Entering Unmasked Estep Score: -139761.453125 Penalty: 8400.454102 Iteration 19Q: 3 clusters Score -139761.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 329 members Mstep: Class 2 contains 622 members Entering Unmasked Estep Score: -139792.625000 Penalty: 8400.454102 Iteration 20F: 3 clusters Score -139792.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 327 members Mstep: Class 2 contains 624 members Entering Unmasked Estep Score: -139882.812500 Penalty: 8400.454102 Iteration 21Q: 3 clusters Score -139882.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 326 members Mstep: Class 2 contains 625 members Entering Unmasked Estep Score: -139895.890625 Penalty: 8400.454102 Iteration 22Q: 3 clusters Score -139895.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 325 members Mstep: Class 2 contains 626 members Entering Unmasked Estep Score: -139918.093750 Penalty: 8400.454102 Iteration 23Q: 3 clusters Score -139918.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 323 members Mstep: Class 2 contains 628 members Entering Unmasked Estep Score: -139958.921875 Penalty: 8400.454102 Iteration 24Q: 3 clusters Score -139958.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 320 members Mstep: Class 2 contains 631 members Entering Unmasked Estep Score: -140010.078125 Penalty: 8400.454102 Iteration 25Q: 3 clusters Score -140010.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 319 members Mstep: Class 2 contains 632 members Entering Unmasked Estep Score: -140031.156250 Penalty: 8400.454102 Iteration 26Q: 3 clusters Score -140031.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 319 members Mstep: Class 2 contains 632 members Entering Unmasked Estep Score: -140031.156250 Penalty: 8400.454102 Iteration 27F: 3 clusters Score -140031.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 46 members Mstep: Class 1 contains 26722 members Mstep: Class 2 contains 18756 members Mstep: Class 3 contains 382 members Mstep: Class 4 contains 59406 members Mstep: Class 5 contains 1078 members Mstep: Class 6 contains 2056 members Mstep: Class 7 contains 18053 members Mstep: Class 8 contains 37544 members Mstep: Class 9 contains 144884 members Mstep: Class 10 contains 144406 members Mstep: Class 11 contains 319 members Mstep: Class 12 contains 39670 members Mstep: Class 13 contains 843 members Mstep: Class 14 contains 161354 members Mstep: Class 15 contains 632 members Mstep: Class 16 contains 860 members Mstep: Class 17 contains 12996 members Mstep: Class 18 contains 824 members Mstep: Class 19 contains 6885 members Mstep: Class 20 contains 1322 members Entering Unmasked Estep Score: -147541968.000000 Penalty: 164498.296875 Splitting cluster 11 changes total score from -147542352.000000 to -147541968.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 12 (39670 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39670 members Entering Unmasked Estep Score: -8707606.000000 Penalty: 6485.364746 Iteration 0F: 2 clusters Score -8707606 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19949 members Mstep: Class 2 contains 19721 members Entering Unmasked Estep Score: -8678647.000000 Penalty: 12970.729492 Iteration 0F: 3 clusters Score -8678647 nChanged 17066 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20239 members Mstep: Class 2 contains 19431 members Entering Unmasked Estep Score: -8687688.000000 Penalty: 12970.729492 Iteration 1F: 3 clusters Score -8687688 nChanged 2167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20468 members Mstep: Class 2 contains 19202 members Entering Unmasked Estep Score: -8688518.000000 Penalty: 12970.729492 Iteration 2F: 3 clusters Score -8688518 nChanged 1771 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20761 members Mstep: Class 2 contains 18909 members Entering Unmasked Estep Score: -8689113.000000 Penalty: 12970.729492 Iteration 3Q: 3 clusters Score -8689113 nChanged 1573 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21212 members Mstep: Class 2 contains 18458 members Entering Unmasked Estep Score: -8689669.000000 Penalty: 12970.729492 Iteration 4Q: 3 clusters Score -8689669 nChanged 1436 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21824 members Mstep: Class 2 contains 17846 members Entering Unmasked Estep Score: -8690174.000000 Penalty: 12970.729492 Iteration 5Q: 3 clusters Score -8690174 nChanged 1318 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22530 members Mstep: Class 2 contains 17140 members Entering Unmasked Estep Score: -8690697.000000 Penalty: 12970.729492 Iteration 6Q: 3 clusters Score -8690697 nChanged 1370 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23412 members Mstep: Class 2 contains 16258 members Entering Unmasked Estep Score: -8691226.000000 Penalty: 12970.729492 Iteration 7Q: 3 clusters Score -8691226 nChanged 1460 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24506 members Mstep: Class 2 contains 15164 members Entering Unmasked Estep Score: -8691928.000000 Penalty: 12970.729492 Iteration 8Q: 3 clusters Score -8691928 nChanged 1627 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25809 members Mstep: Class 2 contains 13861 members Entering Unmasked Estep Score: -8692720.000000 Penalty: 12970.729492 Iteration 9Q: 3 clusters Score -8692720 nChanged 1775 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27266 members Mstep: Class 2 contains 12404 members Entering Unmasked Estep Score: -8693843.000000 Penalty: 12970.729492 Iteration 10Q: 3 clusters Score -8693843 nChanged 1909 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28953 members Mstep: Class 2 contains 10717 members Entering Unmasked Estep Score: -8695120.000000 Penalty: 12970.729492 Iteration 11Q: 3 clusters Score -8695120 nChanged 1885 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30628 members Mstep: Class 2 contains 9042 members Entering Unmasked Estep Score: -8696449.000000 Penalty: 12970.729492 Iteration 12Q: 3 clusters Score -8696449 nChanged 1799 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32243 members Mstep: Class 2 contains 7427 members Entering Unmasked Estep Score: -8697807.000000 Penalty: 12970.729492 Iteration 13Q: 3 clusters Score -8697807 nChanged 1465 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33548 members Mstep: Class 2 contains 6122 members Entering Unmasked Estep Score: -8698921.000000 Penalty: 12970.729492 Iteration 14Q: 3 clusters Score -8698921 nChanged 1128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34560 members Mstep: Class 2 contains 5110 members Entering Unmasked Estep Score: -8699777.000000 Penalty: 12970.729492 Iteration 15Q: 3 clusters Score -8699777 nChanged 864 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35306 members Mstep: Class 2 contains 4364 members Entering Unmasked Estep Score: -8700434.000000 Penalty: 12970.729492 Iteration 16Q: 3 clusters Score -8700434 nChanged 658 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35856 members Mstep: Class 2 contains 3814 members Entering Unmasked Estep Score: -8700891.000000 Penalty: 12970.729492 Iteration 17Q: 3 clusters Score -8700891 nChanged 464 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36238 members Mstep: Class 2 contains 3432 members Entering Unmasked Estep Score: -8701161.000000 Penalty: 12970.729492 Iteration 18Q: 3 clusters Score -8701161 nChanged 354 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36542 members Mstep: Class 2 contains 3128 members Entering Unmasked Estep Score: -8701426.000000 Penalty: 12970.729492 Iteration 19Q: 3 clusters Score -8701426 nChanged 299 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36801 members Mstep: Class 2 contains 2869 members Entering Unmasked Estep Score: -8701612.000000 Penalty: 12970.729492 Iteration 20F: 3 clusters Score -8701612 nChanged 258 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37019 members Mstep: Class 2 contains 2651 members Entering Unmasked Estep Score: -8701783.000000 Penalty: 12970.729492 Iteration 21Q: 3 clusters Score -8701783 nChanged 200 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37193 members Mstep: Class 2 contains 2477 members Entering Unmasked Estep Score: -8701930.000000 Penalty: 12970.729492 Iteration 22Q: 3 clusters Score -8701930 nChanged 181 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37330 members Mstep: Class 2 contains 2340 members Entering Unmasked Estep Score: -8702046.000000 Penalty: 12970.729492 Iteration 23Q: 3 clusters Score -8702046 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37437 members Mstep: Class 2 contains 2233 members Entering Unmasked Estep Score: -8702134.000000 Penalty: 12970.729492 Iteration 24Q: 3 clusters Score -8702134 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37529 members Mstep: Class 2 contains 2141 members Entering Unmasked Estep Score: -8702178.000000 Penalty: 12970.729492 Iteration 25Q: 3 clusters Score -8702178 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37607 members Mstep: Class 2 contains 2063 members Entering Unmasked Estep Score: -8702247.000000 Penalty: 12970.729492 Iteration 26Q: 3 clusters Score -8702247 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37677 members Mstep: Class 2 contains 1993 members Entering Unmasked Estep Score: -8702292.000000 Penalty: 12970.729492 Iteration 27Q: 3 clusters Score -8702292 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37731 members Mstep: Class 2 contains 1939 members Entering Unmasked Estep Score: -8702335.000000 Penalty: 12970.729492 Iteration 28Q: 3 clusters Score -8702335 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37780 members Mstep: Class 2 contains 1890 members Entering Unmasked Estep Score: -8702365.000000 Penalty: 12970.729492 Iteration 29Q: 3 clusters Score -8702365 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37816 members Mstep: Class 2 contains 1854 members Entering Unmasked Estep Score: -8702399.000000 Penalty: 12970.729492 Iteration 30Q: 3 clusters Score -8702399 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37841 members Mstep: Class 2 contains 1829 members Entering Unmasked Estep Score: -8702412.000000 Penalty: 12970.729492 Iteration 31Q: 3 clusters Score -8702412 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37862 members Mstep: Class 2 contains 1808 members Entering Unmasked Estep Score: -8702437.000000 Penalty: 12970.729492 Iteration 32Q: 3 clusters Score -8702437 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37878 members Mstep: Class 2 contains 1792 members Entering Unmasked Estep Score: -8702444.000000 Penalty: 12970.729492 Iteration 33Q: 3 clusters Score -8702444 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37892 members Mstep: Class 2 contains 1778 members Entering Unmasked Estep Score: -8702483.000000 Penalty: 12970.729492 Iteration 34Q: 3 clusters Score -8702483 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37908 members Mstep: Class 2 contains 1762 members Entering Unmasked Estep Score: -8702505.000000 Penalty: 12970.729492 Iteration 35Q: 3 clusters Score -8702505 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37916 members Mstep: Class 2 contains 1754 members Entering Unmasked Estep Score: -8702505.000000 Penalty: 12970.729492 Iteration 36Q: 3 clusters Score -8702505 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37921 members Mstep: Class 2 contains 1749 members Entering Unmasked Estep Score: -8702519.000000 Penalty: 12970.729492 Iteration 37Q: 3 clusters Score -8702519 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37930 members Mstep: Class 2 contains 1740 members Entering Unmasked Estep Score: -8702513.000000 Penalty: 12970.729492 Iteration 38Q: 3 clusters Score -8702513 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37939 members Mstep: Class 2 contains 1731 members Entering Unmasked Estep Score: -8702526.000000 Penalty: 12970.729492 Iteration 39Q: 3 clusters Score -8702526 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37948 members Mstep: Class 2 contains 1722 members Entering Unmasked Estep Score: -8702515.000000 Penalty: 12970.729492 Iteration 40F: 3 clusters Score -8702515 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37951 members Mstep: Class 2 contains 1719 members Entering Unmasked Estep Score: -8702520.000000 Penalty: 12970.729492 Iteration 41Q: 3 clusters Score -8702520 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37954 members Mstep: Class 2 contains 1716 members Entering Unmasked Estep Score: -8702521.000000 Penalty: 12970.729492 Iteration 42Q: 3 clusters Score -8702521 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37954 members Mstep: Class 2 contains 1716 members Entering Unmasked Estep Score: -8702521.000000 Penalty: 12970.729492 Iteration 43F: 3 clusters Score -8702521 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (843 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 843 members Entering Unmasked Estep Score: -160877.734375 Penalty: 4126.392578 Iteration 0F: 2 clusters Score -160877.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 404 members Mstep: Class 2 contains 439 members Entering Unmasked Estep Score: -157054.968750 Penalty: 8252.785156 Iteration 0F: 3 clusters Score -157055 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 369 members Mstep: Class 2 contains 474 members Entering Unmasked Estep Score: -157473.718750 Penalty: 8252.785156 Iteration 1F: 3 clusters Score -157473.7 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 355 members Mstep: Class 2 contains 488 members Entering Unmasked Estep Score: -157613.812500 Penalty: 8252.785156 Iteration 2Q: 3 clusters Score -157613.8 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 340 members Mstep: Class 2 contains 503 members Entering Unmasked Estep Score: -157718.500000 Penalty: 8252.785156 Iteration 3Q: 3 clusters Score -157718.5 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 330 members Mstep: Class 2 contains 513 members Entering Unmasked Estep Score: -157786.750000 Penalty: 8252.785156 Iteration 4Q: 3 clusters Score -157786.8 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 322 members Mstep: Class 2 contains 521 members Entering Unmasked Estep Score: -157875.296875 Penalty: 8252.785156 Iteration 5Q: 3 clusters Score -157875.3 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 306 members Mstep: Class 2 contains 537 members Entering Unmasked Estep Score: -157930.515625 Penalty: 8252.785156 Iteration 6Q: 3 clusters Score -157930.5 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 298 members Mstep: Class 2 contains 545 members Entering Unmasked Estep Score: -157996.296875 Penalty: 8252.785156 Iteration 7Q: 3 clusters Score -157996.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 293 members Mstep: Class 2 contains 550 members Entering Unmasked Estep Score: -158026.703125 Penalty: 8252.785156 Iteration 8Q: 3 clusters Score -158026.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 293 members Mstep: Class 2 contains 550 members Entering Unmasked Estep Score: -158079.812500 Penalty: 8252.785156 Iteration 9Q: 3 clusters Score -158079.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 289 members Mstep: Class 2 contains 554 members Entering Unmasked Estep Score: -158139.437500 Penalty: 8252.785156 Iteration 10Q: 3 clusters Score -158139.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 284 members Mstep: Class 2 contains 559 members Entering Unmasked Estep Score: -158222.250000 Penalty: 8252.785156 Iteration 11Q: 3 clusters Score -158222.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 279 members Mstep: Class 2 contains 564 members Entering Unmasked Estep Score: -158304.218750 Penalty: 8252.785156 Iteration 12Q: 3 clusters Score -158304.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 277 members Mstep: Class 2 contains 566 members Entering Unmasked Estep Score: -158457.781250 Penalty: 8252.785156 Iteration 13Q: 3 clusters Score -158457.8 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 265 members Mstep: Class 2 contains 578 members Entering Unmasked Estep Score: -158798.546875 Penalty: 8252.785156 Iteration 14Q: 3 clusters Score -158798.5 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 245 members Mstep: Class 2 contains 598 members Entering Unmasked Estep Score: -158947.875000 Penalty: 8252.785156 Iteration 15Q: 3 clusters Score -158947.9 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 228 members Mstep: Class 2 contains 615 members Entering Unmasked Estep Score: -159036.921875 Penalty: 8252.785156 Iteration 16Q: 3 clusters Score -159036.9 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 212 members Mstep: Class 2 contains 631 members Entering Unmasked Estep Score: -159116.640625 Penalty: 8252.785156 Iteration 17Q: 3 clusters Score -159116.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 204 members Mstep: Class 2 contains 639 members Entering Unmasked Estep Score: -159161.125000 Penalty: 8252.785156 Iteration 18Q: 3 clusters Score -159161.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 194 members Mstep: Class 2 contains 649 members Entering Unmasked Estep Score: -159215.515625 Penalty: 8252.785156 Iteration 19Q: 3 clusters Score -159215.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 190 members Mstep: Class 2 contains 653 members Entering Unmasked Estep Score: -159238.875000 Penalty: 8252.785156 Iteration 20F: 3 clusters Score -159238.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 189 members Mstep: Class 2 contains 654 members Entering Unmasked Estep Score: -159271.218750 Penalty: 8252.785156 Iteration 21Q: 3 clusters Score -159271.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 188 members Mstep: Class 2 contains 655 members Entering Unmasked Estep Score: -159285.796875 Penalty: 8252.785156 Iteration 22Q: 3 clusters Score -159285.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 188 members Mstep: Class 2 contains 655 members Entering Unmasked Estep Score: -159320.468750 Penalty: 8252.785156 Iteration 23Q: 3 clusters Score -159320.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 188 members Mstep: Class 2 contains 655 members Entering Unmasked Estep Score: -159327.531250 Penalty: 8252.785156 Iteration 24Q: 3 clusters Score -159327.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 187 members Mstep: Class 2 contains 656 members Entering Unmasked Estep Score: -159331.968750 Penalty: 8252.785156 Iteration 25Q: 3 clusters Score -159332 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 187 members Mstep: Class 2 contains 656 members Entering Unmasked Estep Score: -159331.968750 Penalty: 8252.785156 Iteration 26F: 3 clusters Score -159332 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (161354 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 161354 members Entering Unmasked Estep Score: -35391128.000000 Penalty: 7344.705566 Iteration 0F: 2 clusters Score -3.539113e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80735 members Mstep: Class 2 contains 80619 members Entering Unmasked Estep Score: -35282408.000000 Penalty: 14689.411133 Iteration 0F: 3 clusters Score -3.528241e+07 nChanged 75245 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 79748 members Mstep: Class 2 contains 81606 members Entering Unmasked Estep Score: -35325208.000000 Penalty: 14689.411133 Iteration 1F: 3 clusters Score -3.532521e+07 nChanged 6214 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 78914 members Mstep: Class 2 contains 82440 members Entering Unmasked Estep Score: -35326668.000000 Penalty: 14689.411133 Iteration 2Q: 3 clusters Score -3.532667e+07 nChanged 6402 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 77486 members Mstep: Class 2 contains 83868 members Entering Unmasked Estep Score: -35328748.000000 Penalty: 14689.411133 Iteration 3Q: 3 clusters Score -3.532875e+07 nChanged 6900 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 75370 members Mstep: Class 2 contains 85984 members Entering Unmasked Estep Score: -35331280.000000 Penalty: 14689.411133 Iteration 4Q: 3 clusters Score -3.533128e+07 nChanged 7713 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72251 members Mstep: Class 2 contains 89103 members Entering Unmasked Estep Score: -35334504.000000 Penalty: 14689.411133 Iteration 5Q: 3 clusters Score -3.53345e+07 nChanged 8360 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67867 members Mstep: Class 2 contains 93487 members Entering Unmasked Estep Score: -35338416.000000 Penalty: 14689.411133 Iteration 6F: 3 clusters Score -3.533842e+07 nChanged 9186 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61947 members Mstep: Class 2 contains 99407 members Entering Unmasked Estep Score: -35342880.000000 Penalty: 14689.411133 Iteration 7F: 3 clusters Score -3.534288e+07 nChanged 9656 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54559 members Mstep: Class 2 contains 106795 members Entering Unmasked Estep Score: -35348496.000000 Penalty: 14689.411133 Iteration 8F: 3 clusters Score -3.53485e+07 nChanged 9747 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45998 members Mstep: Class 2 contains 115356 members Entering Unmasked Estep Score: -35354892.000000 Penalty: 14689.411133 Iteration 9F: 3 clusters Score -3.535489e+07 nChanged 9805 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36713 members Mstep: Class 2 contains 124641 members Entering Unmasked Estep Score: -35361680.000000 Penalty: 14689.411133 Iteration 10F: 3 clusters Score -3.536168e+07 nChanged 9081 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27788 members Mstep: Class 2 contains 133566 members Entering Unmasked Estep Score: -35367864.000000 Penalty: 14689.411133 Iteration 11F: 3 clusters Score -3.536786e+07 nChanged 7863 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19969 members Mstep: Class 2 contains 141385 members Entering Unmasked Estep Score: -35373640.000000 Penalty: 14689.411133 Iteration 12Q: 3 clusters Score -3.537364e+07 nChanged 6141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13838 members Mstep: Class 2 contains 147516 members Entering Unmasked Estep Score: -35377952.000000 Penalty: 14689.411133 Iteration 13Q: 3 clusters Score -3.537795e+07 nChanged 4473 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9369 members Mstep: Class 2 contains 151985 members Entering Unmasked Estep Score: -35380916.000000 Penalty: 14689.411133 Iteration 14Q: 3 clusters Score -3.538092e+07 nChanged 2971 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6400 members Mstep: Class 2 contains 154954 members Entering Unmasked Estep Score: -35382920.000000 Penalty: 14689.411133 Iteration 15Q: 3 clusters Score -3.538292e+07 nChanged 1833 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4567 members Mstep: Class 2 contains 156787 members Entering Unmasked Estep Score: -35383900.000000 Penalty: 14689.411133 Iteration 16Q: 3 clusters Score -3.53839e+07 nChanged 1095 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3490 members Mstep: Class 2 contains 157864 members Entering Unmasked Estep Score: -35384620.000000 Penalty: 14689.411133 Iteration 17Q: 3 clusters Score -3.538462e+07 nChanged 617 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2883 members Mstep: Class 2 contains 158471 members Entering Unmasked Estep Score: -35384920.000000 Penalty: 14689.411133 Iteration 18Q: 3 clusters Score -3.538492e+07 nChanged 376 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2523 members Mstep: Class 2 contains 158831 members Entering Unmasked Estep Score: -35385120.000000 Penalty: 14689.411133 Iteration 19Q: 3 clusters Score -3.538512e+07 nChanged 262 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2265 members Mstep: Class 2 contains 159089 members Entering Unmasked Estep Score: -35385268.000000 Penalty: 14689.411133 Iteration 20F: 3 clusters Score -3.538527e+07 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2104 members Mstep: Class 2 contains 159250 members Entering Unmasked Estep Score: -35385352.000000 Penalty: 14689.411133 Iteration 21Q: 3 clusters Score -3.538535e+07 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2004 members Mstep: Class 2 contains 159350 members Entering Unmasked Estep Score: -35385424.000000 Penalty: 14689.411133 Iteration 22Q: 3 clusters Score -3.538542e+07 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1932 members Mstep: Class 2 contains 159422 members Entering Unmasked Estep Score: -35385504.000000 Penalty: 14689.411133 Iteration 23Q: 3 clusters Score -3.53855e+07 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1881 members Mstep: Class 2 contains 159473 members Entering Unmasked Estep Score: -35385556.000000 Penalty: 14689.411133 Iteration 24Q: 3 clusters Score -3.538556e+07 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1842 members Mstep: Class 2 contains 159512 members Entering Unmasked Estep Score: -35385552.000000 Penalty: 14689.411133 Iteration 25Q: 3 clusters Score -3.538555e+07 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1813 members Mstep: Class 2 contains 159541 members Entering Unmasked Estep Score: -35385544.000000 Penalty: 14689.411133 Iteration 26Q: 3 clusters Score -3.538554e+07 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1787 members Mstep: Class 2 contains 159567 members Entering Unmasked Estep Score: -35385580.000000 Penalty: 14689.411133 Iteration 27Q: 3 clusters Score -3.538558e+07 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1770 members Mstep: Class 2 contains 159584 members Entering Unmasked Estep Score: -35385596.000000 Penalty: 14689.411133 Iteration 28Q: 3 clusters Score -3.53856e+07 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1756 members Mstep: Class 2 contains 159598 members Entering Unmasked Estep Score: -35385624.000000 Penalty: 14689.411133 Iteration 29Q: 3 clusters Score -3.538562e+07 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1744 members Mstep: Class 2 contains 159610 members Entering Unmasked Estep Score: -35385596.000000 Penalty: 14689.411133 Iteration 30Q: 3 clusters Score -3.53856e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1735 members Mstep: Class 2 contains 159619 members Entering Unmasked Estep Score: -35385612.000000 Penalty: 14689.411133 Iteration 31Q: 3 clusters Score -3.538561e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1725 members Mstep: Class 2 contains 159629 members Entering Unmasked Estep Score: -35385628.000000 Penalty: 14689.411133 Iteration 32Q: 3 clusters Score -3.538563e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1717 members Mstep: Class 2 contains 159637 members Entering Unmasked Estep Score: -35385640.000000 Penalty: 14689.411133 Iteration 33Q: 3 clusters Score -3.538564e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1714 members Mstep: Class 2 contains 159640 members Entering Unmasked Estep Score: -35385624.000000 Penalty: 14689.411133 Iteration 34Q: 3 clusters Score -3.538562e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1714 members Mstep: Class 2 contains 159640 members Entering Unmasked Estep Score: -35385620.000000 Penalty: 14689.411133 Iteration 35Q: 3 clusters Score -3.538562e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1713 members Mstep: Class 2 contains 159641 members Entering Unmasked Estep Score: -35385624.000000 Penalty: 14689.411133 Iteration 36Q: 3 clusters Score -3.538562e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1713 members Mstep: Class 2 contains 159641 members Entering Unmasked Estep Score: -35385624.000000 Penalty: 14689.411133 Iteration 37F: 3 clusters Score -3.538562e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (860 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 860 members Entering Unmasked Estep Score: -162715.921875 Penalty: 4138.621094 Iteration 0F: 2 clusters Score -162715.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 421 members Mstep: Class 2 contains 439 members Entering Unmasked Estep Score: -158975.109375 Penalty: 8277.242188 Iteration 0F: 3 clusters Score -158975.1 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 440 members Mstep: Class 2 contains 420 members Entering Unmasked Estep Score: -159604.875000 Penalty: 8277.242188 Iteration 1F: 3 clusters Score -159604.9 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 463 members Mstep: Class 2 contains 397 members Entering Unmasked Estep Score: -160008.312500 Penalty: 8277.242188 Iteration 2F: 3 clusters Score -160008.3 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 484 members Mstep: Class 2 contains 376 members Entering Unmasked Estep Score: -160375.031250 Penalty: 8277.242188 Iteration 3F: 3 clusters Score -160375 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 492 members Mstep: Class 2 contains 368 members Entering Unmasked Estep Score: -160755.656250 Penalty: 8277.242188 Iteration 4Q: 3 clusters Score -160755.7 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 479 members Mstep: Class 2 contains 381 members Entering Unmasked Estep Score: -160932.718750 Penalty: 8277.242188 Iteration 5Q: 3 clusters Score -160932.7 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 463 members Mstep: Class 2 contains 397 members Entering Unmasked Estep Score: -161093.015625 Penalty: 8277.242188 Iteration 6Q: 3 clusters Score -161093 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 450 members Mstep: Class 2 contains 410 members Entering Unmasked Estep Score: -161193.390625 Penalty: 8277.242188 Iteration 7Q: 3 clusters Score -161193.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 445 members Mstep: Class 2 contains 415 members Entering Unmasked Estep Score: -161234.437500 Penalty: 8277.242188 Iteration 8Q: 3 clusters Score -161234.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 444 members Mstep: Class 2 contains 416 members Entering Unmasked Estep Score: -161282.656250 Penalty: 8277.242188 Iteration 9Q: 3 clusters Score -161282.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 443 members Mstep: Class 2 contains 417 members Entering Unmasked Estep Score: -161297.171875 Penalty: 8277.242188 Iteration 10Q: 3 clusters Score -161297.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 445 members Mstep: Class 2 contains 415 members Entering Unmasked Estep Score: -161309.796875 Penalty: 8277.242188 Iteration 11Q: 3 clusters Score -161309.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 447 members Mstep: Class 2 contains 413 members Entering Unmasked Estep Score: -161329.718750 Penalty: 8277.242188 Iteration 12Q: 3 clusters Score -161329.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 447 members Mstep: Class 2 contains 413 members Entering Unmasked Estep Score: -161336.093750 Penalty: 8277.242188 Iteration 13Q: 3 clusters Score -161336.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 447 members Mstep: Class 2 contains 413 members Entering Unmasked Estep Score: -161336.093750 Penalty: 8277.242188 Iteration 14F: 3 clusters Score -161336.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (12996 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12996 members Entering Unmasked Estep Score: -2854265.750000 Penalty: 5801.843262 Iteration 0F: 2 clusters Score -2854266 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6430 members Mstep: Class 2 contains 6566 members Entering Unmasked Estep Score: -2842213.000000 Penalty: 11603.686523 Iteration 0F: 3 clusters Score -2842213 nChanged 4957 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6431 members Mstep: Class 2 contains 6565 members Entering Unmasked Estep Score: -2845024.000000 Penalty: 11603.686523 Iteration 1F: 3 clusters Score -2845024 nChanged 950 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6417 members Mstep: Class 2 contains 6579 members Entering Unmasked Estep Score: -2845596.750000 Penalty: 11603.686523 Iteration 2F: 3 clusters Score -2845597 nChanged 679 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6358 members Mstep: Class 2 contains 6638 members Entering Unmasked Estep Score: -2846131.500000 Penalty: 11603.686523 Iteration 3F: 3 clusters Score -2846132 nChanged 642 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6272 members Mstep: Class 2 contains 6724 members Entering Unmasked Estep Score: -2846667.000000 Penalty: 11603.686523 Iteration 4Q: 3 clusters Score -2846667 nChanged 621 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6119 members Mstep: Class 2 contains 6877 members Entering Unmasked Estep Score: -2847181.750000 Penalty: 11603.686523 Iteration 5Q: 3 clusters Score -2847182 nChanged 637 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5946 members Mstep: Class 2 contains 7050 members Entering Unmasked Estep Score: -2847781.250000 Penalty: 11603.686523 Iteration 6Q: 3 clusters Score -2847781 nChanged 687 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5703 members Mstep: Class 2 contains 7293 members Entering Unmasked Estep Score: -2848544.250000 Penalty: 11603.686523 Iteration 7F: 3 clusters Score -2848544 nChanged 784 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5367 members Mstep: Class 2 contains 7629 members Entering Unmasked Estep Score: -2849452.750000 Penalty: 11603.686523 Iteration 8F: 3 clusters Score -2849453 nChanged 821 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4926 members Mstep: Class 2 contains 8070 members Entering Unmasked Estep Score: -2850368.500000 Penalty: 11603.686523 Iteration 9F: 3 clusters Score -2850368 nChanged 765 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4473 members Mstep: Class 2 contains 8523 members Entering Unmasked Estep Score: -2851185.250000 Penalty: 11603.686523 Iteration 10F: 3 clusters Score -2851185 nChanged 598 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4087 members Mstep: Class 2 contains 8909 members Entering Unmasked Estep Score: -2851831.250000 Penalty: 11603.686523 Iteration 11Q: 3 clusters Score -2851831 nChanged 432 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3787 members Mstep: Class 2 contains 9209 members Entering Unmasked Estep Score: -2852346.500000 Penalty: 11603.686523 Iteration 12Q: 3 clusters Score -2852346 nChanged 299 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3566 members Mstep: Class 2 contains 9430 members Entering Unmasked Estep Score: -2852709.500000 Penalty: 11603.686523 Iteration 13Q: 3 clusters Score -2852710 nChanged 197 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3393 members Mstep: Class 2 contains 9603 members Entering Unmasked Estep Score: -2852905.750000 Penalty: 11603.686523 Iteration 14Q: 3 clusters Score -2852906 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3270 members Mstep: Class 2 contains 9726 members Entering Unmasked Estep Score: -2852989.250000 Penalty: 11603.686523 Iteration 15Q: 3 clusters Score -2852989 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3203 members Mstep: Class 2 contains 9793 members Entering Unmasked Estep Score: -2853038.000000 Penalty: 11603.686523 Iteration 16Q: 3 clusters Score -2853038 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3146 members Mstep: Class 2 contains 9850 members Entering Unmasked Estep Score: -2853061.000000 Penalty: 11603.686523 Iteration 17Q: 3 clusters Score -2853061 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3100 members Mstep: Class 2 contains 9896 members Entering Unmasked Estep Score: -2853084.750000 Penalty: 11603.686523 Iteration 18Q: 3 clusters Score -2853085 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3066 members Mstep: Class 2 contains 9930 members Entering Unmasked Estep Score: -2853098.000000 Penalty: 11603.686523 Iteration 19Q: 3 clusters Score -2853098 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3049 members Mstep: Class 2 contains 9947 members Entering Unmasked Estep Score: -2853108.250000 Penalty: 11603.686523 Iteration 20F: 3 clusters Score -2853108 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3042 members Mstep: Class 2 contains 9954 members Entering Unmasked Estep Score: -2853112.000000 Penalty: 11603.686523 Iteration 21Q: 3 clusters Score -2853112 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3036 members Mstep: Class 2 contains 9960 members Entering Unmasked Estep Score: -2853114.250000 Penalty: 11603.686523 Iteration 22Q: 3 clusters Score -2853114 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3032 members Mstep: Class 2 contains 9964 members Entering Unmasked Estep Score: -2853111.250000 Penalty: 11603.686523 Iteration 23Q: 3 clusters Score -2853111 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3027 members Mstep: Class 2 contains 9969 members Entering Unmasked Estep Score: -2853116.000000 Penalty: 11603.686523 Iteration 24Q: 3 clusters Score -2853116 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3026 members Mstep: Class 2 contains 9970 members Entering Unmasked Estep Score: -2853116.500000 Penalty: 11603.686523 Iteration 25Q: 3 clusters Score -2853116 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3024 members Mstep: Class 2 contains 9972 members Entering Unmasked Estep Score: -2853113.250000 Penalty: 11603.686523 Iteration 26Q: 3 clusters Score -2853113 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3023 members Mstep: Class 2 contains 9973 members Entering Unmasked Estep Score: -2853116.750000 Penalty: 11603.686523 Iteration 27Q: 3 clusters Score -2853117 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3023 members Mstep: Class 2 contains 9973 members Entering Unmasked Estep Score: -2853116.750000 Penalty: 11603.686523 Iteration 28F: 3 clusters Score -2853117 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (824 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 824 members Entering Unmasked Estep Score: -165432.109375 Penalty: 4112.429199 Iteration 0F: 2 clusters Score -165432.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 426 members Mstep: Class 2 contains 398 members Entering Unmasked Estep Score: -161620.953125 Penalty: 8224.858398 Iteration 0F: 3 clusters Score -161621 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 432 members Mstep: Class 2 contains 392 members Entering Unmasked Estep Score: -161962.843750 Penalty: 8224.858398 Iteration 1F: 3 clusters Score -161962.8 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 447 members Mstep: Class 2 contains 377 members Entering Unmasked Estep Score: -162189.578125 Penalty: 8224.858398 Iteration 2Q: 3 clusters Score -162189.6 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 461 members Mstep: Class 2 contains 363 members Entering Unmasked Estep Score: -162415.218750 Penalty: 8224.858398 Iteration 3Q: 3 clusters Score -162415.2 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 475 members Mstep: Class 2 contains 349 members Entering Unmasked Estep Score: -162482.796875 Penalty: 8224.858398 Iteration 4Q: 3 clusters Score -162482.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 486 members Mstep: Class 2 contains 338 members Entering Unmasked Estep Score: -162533.953125 Penalty: 8224.858398 Iteration 5Q: 3 clusters Score -162534 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 493 members Mstep: Class 2 contains 331 members Entering Unmasked Estep Score: -162560.781250 Penalty: 8224.858398 Iteration 6Q: 3 clusters Score -162560.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 494 members Mstep: Class 2 contains 330 members Entering Unmasked Estep Score: -162581.328125 Penalty: 8224.858398 Iteration 7Q: 3 clusters Score -162581.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 493 members Mstep: Class 2 contains 331 members Entering Unmasked Estep Score: -162582.640625 Penalty: 8224.858398 Iteration 8Q: 3 clusters Score -162582.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 493 members Mstep: Class 2 contains 331 members Entering Unmasked Estep Score: -162582.640625 Penalty: 8224.858398 Iteration 9F: 3 clusters Score -162582.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (6885 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6885 members Entering Unmasked Estep Score: -1479592.750000 Penalty: 5412.723633 Iteration 0F: 2 clusters Score -1479593 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3478 members Mstep: Class 2 contains 3407 members Entering Unmasked Estep Score: -1471297.500000 Penalty: 10825.447266 Iteration 0F: 3 clusters Score -1471298 nChanged 2346 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3532 members Mstep: Class 2 contains 3353 members Entering Unmasked Estep Score: -1472797.875000 Penalty: 10825.447266 Iteration 1F: 3 clusters Score -1472798 nChanged 515 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3547 members Mstep: Class 2 contains 3338 members Entering Unmasked Estep Score: -1473158.750000 Penalty: 10825.447266 Iteration 2F: 3 clusters Score -1473159 nChanged 299 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3560 members Mstep: Class 2 contains 3325 members Entering Unmasked Estep Score: -1473346.625000 Penalty: 10825.447266 Iteration 3Q: 3 clusters Score -1473347 nChanged 202 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3556 members Mstep: Class 2 contains 3329 members Entering Unmasked Estep Score: -1473463.875000 Penalty: 10825.447266 Iteration 4Q: 3 clusters Score -1473464 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3566 members Mstep: Class 2 contains 3319 members Entering Unmasked Estep Score: -1473552.000000 Penalty: 10825.447266 Iteration 5Q: 3 clusters Score -1473552 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3559 members Mstep: Class 2 contains 3326 members Entering Unmasked Estep Score: -1473607.125000 Penalty: 10825.447266 Iteration 6Q: 3 clusters Score -1473607 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3557 members Mstep: Class 2 contains 3328 members Entering Unmasked Estep Score: -1473649.625000 Penalty: 10825.447266 Iteration 7Q: 3 clusters Score -1473650 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3562 members Mstep: Class 2 contains 3323 members Entering Unmasked Estep Score: -1473678.000000 Penalty: 10825.447266 Iteration 8Q: 3 clusters Score -1473678 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3575 members Mstep: Class 2 contains 3310 members Entering Unmasked Estep Score: -1473707.625000 Penalty: 10825.447266 Iteration 9Q: 3 clusters Score -1473708 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3583 members Mstep: Class 2 contains 3302 members Entering Unmasked Estep Score: -1473734.500000 Penalty: 10825.447266 Iteration 10Q: 3 clusters Score -1473734 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3594 members Mstep: Class 2 contains 3291 members Entering Unmasked Estep Score: -1473756.500000 Penalty: 10825.447266 Iteration 11Q: 3 clusters Score -1473756 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3609 members Mstep: Class 2 contains 3276 members Entering Unmasked Estep Score: -1473772.250000 Penalty: 10825.447266 Iteration 12Q: 3 clusters Score -1473772 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3616 members Mstep: Class 2 contains 3269 members Entering Unmasked Estep Score: -1473790.625000 Penalty: 10825.447266 Iteration 13Q: 3 clusters Score -1473791 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3620 members Mstep: Class 2 contains 3265 members Entering Unmasked Estep Score: -1473810.625000 Penalty: 10825.447266 Iteration 14Q: 3 clusters Score -1473811 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3631 members Mstep: Class 2 contains 3254 members Entering Unmasked Estep Score: -1473823.375000 Penalty: 10825.447266 Iteration 15Q: 3 clusters Score -1473823 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3642 members Mstep: Class 2 contains 3243 members Entering Unmasked Estep Score: -1473838.125000 Penalty: 10825.447266 Iteration 16Q: 3 clusters Score -1473838 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3651 members Mstep: Class 2 contains 3234 members Entering Unmasked Estep Score: -1473844.250000 Penalty: 10825.447266 Iteration 17Q: 3 clusters Score -1473844 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3653 members Mstep: Class 2 contains 3232 members Entering Unmasked Estep Score: -1473859.125000 Penalty: 10825.447266 Iteration 18Q: 3 clusters Score -1473859 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3654 members Mstep: Class 2 contains 3231 members Entering Unmasked Estep Score: -1473867.250000 Penalty: 10825.447266 Iteration 19Q: 3 clusters Score -1473867 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3664 members Mstep: Class 2 contains 3221 members Entering Unmasked Estep Score: -1473878.875000 Penalty: 10825.447266 Iteration 20F: 3 clusters Score -1473879 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3666 members Mstep: Class 2 contains 3219 members Entering Unmasked Estep Score: -1473890.000000 Penalty: 10825.447266 Iteration 21Q: 3 clusters Score -1473890 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3676 members Mstep: Class 2 contains 3209 members Entering Unmasked Estep Score: -1473893.875000 Penalty: 10825.447266 Iteration 22Q: 3 clusters Score -1473894 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3684 members Mstep: Class 2 contains 3201 members Entering Unmasked Estep Score: -1473902.250000 Penalty: 10825.447266 Iteration 23Q: 3 clusters Score -1473902 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3690 members Mstep: Class 2 contains 3195 members Entering Unmasked Estep Score: -1473902.625000 Penalty: 10825.447266 Iteration 24Q: 3 clusters Score -1473903 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3697 members Mstep: Class 2 contains 3188 members Entering Unmasked Estep Score: -1473908.000000 Penalty: 10825.447266 Iteration 25Q: 3 clusters Score -1473908 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3703 members Mstep: Class 2 contains 3182 members Entering Unmasked Estep Score: -1473910.125000 Penalty: 10825.447266 Iteration 26Q: 3 clusters Score -1473910 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3710 members Mstep: Class 2 contains 3175 members Entering Unmasked Estep Score: -1473912.625000 Penalty: 10825.447266 Iteration 27Q: 3 clusters Score -1473913 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3712 members Mstep: Class 2 contains 3173 members Entering Unmasked Estep Score: -1473919.500000 Penalty: 10825.447266 Iteration 28Q: 3 clusters Score -1473920 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3718 members Mstep: Class 2 contains 3167 members Entering Unmasked Estep Score: -1473925.000000 Penalty: 10825.447266 Iteration 29Q: 3 clusters Score -1473925 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3724 members Mstep: Class 2 contains 3161 members Entering Unmasked Estep Score: -1473926.875000 Penalty: 10825.447266 Iteration 30Q: 3 clusters Score -1473927 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3730 members Mstep: Class 2 contains 3155 members Entering Unmasked Estep Score: -1473931.500000 Penalty: 10825.447266 Iteration 31Q: 3 clusters Score -1473932 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3741 members Mstep: Class 2 contains 3144 members Entering Unmasked Estep Score: -1473939.000000 Penalty: 10825.447266 Iteration 32Q: 3 clusters Score -1473939 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3753 members Mstep: Class 2 contains 3132 members Entering Unmasked Estep Score: -1473944.750000 Penalty: 10825.447266 Iteration 33Q: 3 clusters Score -1473945 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3766 members Mstep: Class 2 contains 3119 members Entering Unmasked Estep Score: -1473953.500000 Penalty: 10825.447266 Iteration 34Q: 3 clusters Score -1473954 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3776 members Mstep: Class 2 contains 3109 members Entering Unmasked Estep Score: -1473960.375000 Penalty: 10825.447266 Iteration 35Q: 3 clusters Score -1473960 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3786 members Mstep: Class 2 contains 3099 members Entering Unmasked Estep Score: -1473964.625000 Penalty: 10825.447266 Iteration 36Q: 3 clusters Score -1473965 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3801 members Mstep: Class 2 contains 3084 members Entering Unmasked Estep Score: -1473974.125000 Penalty: 10825.447266 Iteration 37Q: 3 clusters Score -1473974 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3813 members Mstep: Class 2 contains 3072 members Entering Unmasked Estep Score: -1473981.375000 Penalty: 10825.447266 Iteration 38Q: 3 clusters Score -1473981 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3820 members Mstep: Class 2 contains 3065 members Entering Unmasked Estep Score: -1473981.875000 Penalty: 10825.447266 Iteration 39Q: 3 clusters Score -1473982 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3827 members Mstep: Class 2 contains 3058 members Entering Unmasked Estep Score: -1473987.125000 Penalty: 10825.447266 Iteration 40F: 3 clusters Score -1473987 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3834 members Mstep: Class 2 contains 3051 members Entering Unmasked Estep Score: -1473992.125000 Penalty: 10825.447266 Iteration 41Q: 3 clusters Score -1473992 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3847 members Mstep: Class 2 contains 3038 members Entering Unmasked Estep Score: -1473998.375000 Penalty: 10825.447266 Iteration 42Q: 3 clusters Score -1473998 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3854 members Mstep: Class 2 contains 3031 members Entering Unmasked Estep Score: -1474004.750000 Penalty: 10825.447266 Iteration 43Q: 3 clusters Score -1474005 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3862 members Mstep: Class 2 contains 3023 members Entering Unmasked Estep Score: -1474003.000000 Penalty: 10825.447266 Iteration 44Q: 3 clusters Score -1474003 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3863 members Mstep: Class 2 contains 3022 members Entering Unmasked Estep Score: -1474003.875000 Penalty: 10825.447266 Iteration 45Q: 3 clusters Score -1474004 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3867 members Mstep: Class 2 contains 3018 members Entering Unmasked Estep Score: -1474009.625000 Penalty: 10825.447266 Iteration 46Q: 3 clusters Score -1474010 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3874 members Mstep: Class 2 contains 3011 members Entering Unmasked Estep Score: -1474014.125000 Penalty: 10825.447266 Iteration 47Q: 3 clusters Score -1474014 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3882 members Mstep: Class 2 contains 3003 members Entering Unmasked Estep Score: -1474018.375000 Penalty: 10825.447266 Iteration 48Q: 3 clusters Score -1474018 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3892 members Mstep: Class 2 contains 2993 members Entering Unmasked Estep Score: -1474025.750000 Penalty: 10825.447266 Iteration 49Q: 3 clusters Score -1474026 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3902 members Mstep: Class 2 contains 2983 members Entering Unmasked Estep Score: -1474033.500000 Penalty: 10825.447266 Iteration 50Q: 3 clusters Score -1474034 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3913 members Mstep: Class 2 contains 2972 members Entering Unmasked Estep Score: -1474039.625000 Penalty: 10825.447266 Iteration 51Q: 3 clusters Score -1474040 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3926 members Mstep: Class 2 contains 2959 members Entering Unmasked Estep Score: -1474047.250000 Penalty: 10825.447266 Iteration 52Q: 3 clusters Score -1474047 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3940 members Mstep: Class 2 contains 2945 members Entering Unmasked Estep Score: -1474060.625000 Penalty: 10825.447266 Iteration 53Q: 3 clusters Score -1474061 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3958 members Mstep: Class 2 contains 2927 members Entering Unmasked Estep Score: -1474069.500000 Penalty: 10825.447266 Iteration 54Q: 3 clusters Score -1474070 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3967 members Mstep: Class 2 contains 2918 members Entering Unmasked Estep Score: -1474077.625000 Penalty: 10825.447266 Iteration 55Q: 3 clusters Score -1474078 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3978 members Mstep: Class 2 contains 2907 members Entering Unmasked Estep Score: -1474080.750000 Penalty: 10825.447266 Iteration 56Q: 3 clusters Score -1474081 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3988 members Mstep: Class 2 contains 2897 members Entering Unmasked Estep Score: -1474088.875000 Penalty: 10825.447266 Iteration 57Q: 3 clusters Score -1474089 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3998 members Mstep: Class 2 contains 2887 members Entering Unmasked Estep Score: -1474099.500000 Penalty: 10825.447266 Iteration 58Q: 3 clusters Score -1474100 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4005 members Mstep: Class 2 contains 2880 members Entering Unmasked Estep Score: -1474106.625000 Penalty: 10825.447266 Iteration 59Q: 3 clusters Score -1474107 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4012 members Mstep: Class 2 contains 2873 members Entering Unmasked Estep Score: -1474111.000000 Penalty: 10825.447266 Iteration 60F: 3 clusters Score -1474111 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4018 members Mstep: Class 2 contains 2867 members Entering Unmasked Estep Score: -1474114.750000 Penalty: 10825.447266 Iteration 61Q: 3 clusters Score -1474115 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4024 members Mstep: Class 2 contains 2861 members Entering Unmasked Estep Score: -1474114.875000 Penalty: 10825.447266 Iteration 62Q: 3 clusters Score -1474115 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4031 members Mstep: Class 2 contains 2854 members Entering Unmasked Estep Score: -1474125.000000 Penalty: 10825.447266 Iteration 63Q: 3 clusters Score -1474125 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4037 members Mstep: Class 2 contains 2848 members Entering Unmasked Estep Score: -1474124.375000 Penalty: 10825.447266 Iteration 64Q: 3 clusters Score -1474124 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4047 members Mstep: Class 2 contains 2838 members Entering Unmasked Estep Score: -1474130.000000 Penalty: 10825.447266 Iteration 65Q: 3 clusters Score -1474130 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4057 members Mstep: Class 2 contains 2828 members Entering Unmasked Estep Score: -1474134.250000 Penalty: 10825.447266 Iteration 66Q: 3 clusters Score -1474134 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4066 members Mstep: Class 2 contains 2819 members Entering Unmasked Estep Score: -1474140.500000 Penalty: 10825.447266 Iteration 67Q: 3 clusters Score -1474140 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4073 members Mstep: Class 2 contains 2812 members Entering Unmasked Estep Score: -1474140.625000 Penalty: 10825.447266 Iteration 68Q: 3 clusters Score -1474141 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4076 members Mstep: Class 2 contains 2809 members Entering Unmasked Estep Score: -1474143.250000 Penalty: 10825.447266 Iteration 69Q: 3 clusters Score -1474143 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4078 members Mstep: Class 2 contains 2807 members Entering Unmasked Estep Score: -1474143.125000 Penalty: 10825.447266 Iteration 70Q: 3 clusters Score -1474143 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4080 members Mstep: Class 2 contains 2805 members Entering Unmasked Estep Score: -1474144.875000 Penalty: 10825.447266 Iteration 71Q: 3 clusters Score -1474145 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4082 members Mstep: Class 2 contains 2803 members Entering Unmasked Estep Score: -1474144.625000 Penalty: 10825.447266 Iteration 72Q: 3 clusters Score -1474145 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4084 members Mstep: Class 2 contains 2801 members Entering Unmasked Estep Score: -1474145.375000 Penalty: 10825.447266 Iteration 73Q: 3 clusters Score -1474145 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4085 members Mstep: Class 2 contains 2800 members Entering Unmasked Estep Score: -1474146.500000 Penalty: 10825.447266 Iteration 74Q: 3 clusters Score -1474146 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4085 members Mstep: Class 2 contains 2800 members Entering Unmasked Estep Score: -1474146.500000 Penalty: 10825.447266 Iteration 75F: 3 clusters Score -1474146 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (1322 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1322 members Entering Unmasked Estep Score: -252750.359375 Penalty: 4401.977051 Iteration 0F: 2 clusters Score -252750.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 657 members Mstep: Class 2 contains 665 members Entering Unmasked Estep Score: -248584.984375 Penalty: 8803.954102 Iteration 0F: 3 clusters Score -248585 nChanged 285 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 576 members Mstep: Class 2 contains 746 members Entering Unmasked Estep Score: -249375.421875 Penalty: 8803.954102 Iteration 1F: 3 clusters Score -249375.4 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 532 members Mstep: Class 2 contains 790 members Entering Unmasked Estep Score: -249704.406250 Penalty: 8803.954102 Iteration 2F: 3 clusters Score -249704.4 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 813 members Entering Unmasked Estep Score: -249931.437500 Penalty: 8803.954102 Iteration 3Q: 3 clusters Score -249931.4 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 499 members Mstep: Class 2 contains 823 members Entering Unmasked Estep Score: -250092.656250 Penalty: 8803.954102 Iteration 4Q: 3 clusters Score -250092.7 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 497 members Mstep: Class 2 contains 825 members Entering Unmasked Estep Score: -250242.593750 Penalty: 8803.954102 Iteration 5Q: 3 clusters Score -250242.6 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 499 members Mstep: Class 2 contains 823 members Entering Unmasked Estep Score: -250329.671875 Penalty: 8803.954102 Iteration 6Q: 3 clusters Score -250329.7 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 502 members Mstep: Class 2 contains 820 members Entering Unmasked Estep Score: -250411.093750 Penalty: 8803.954102 Iteration 7Q: 3 clusters Score -250411.1 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 813 members Entering Unmasked Estep Score: -250437.265625 Penalty: 8803.954102 Iteration 8Q: 3 clusters Score -250437.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 510 members Mstep: Class 2 contains 812 members Entering Unmasked Estep Score: -250458.500000 Penalty: 8803.954102 Iteration 9Q: 3 clusters Score -250458.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 513 members Mstep: Class 2 contains 809 members Entering Unmasked Estep Score: -250482.515625 Penalty: 8803.954102 Iteration 10Q: 3 clusters Score -250482.5 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 520 members Mstep: Class 2 contains 802 members Entering Unmasked Estep Score: -250516.093750 Penalty: 8803.954102 Iteration 11Q: 3 clusters Score -250516.1 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 525 members Mstep: Class 2 contains 797 members Entering Unmasked Estep Score: -250559.500000 Penalty: 8803.954102 Iteration 12Q: 3 clusters Score -250559.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 530 members Mstep: Class 2 contains 792 members Entering Unmasked Estep Score: -250576.359375 Penalty: 8803.954102 Iteration 13Q: 3 clusters Score -250576.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 534 members Mstep: Class 2 contains 788 members Entering Unmasked Estep Score: -250592.343750 Penalty: 8803.954102 Iteration 14Q: 3 clusters Score -250592.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 542 members Mstep: Class 2 contains 780 members Entering Unmasked Estep Score: -250611.828125 Penalty: 8803.954102 Iteration 15Q: 3 clusters Score -250611.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 550 members Mstep: Class 2 contains 772 members Entering Unmasked Estep Score: -250625.765625 Penalty: 8803.954102 Iteration 16Q: 3 clusters Score -250625.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 558 members Mstep: Class 2 contains 764 members Entering Unmasked Estep Score: -250644.828125 Penalty: 8803.954102 Iteration 17Q: 3 clusters Score -250644.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 567 members Mstep: Class 2 contains 755 members Entering Unmasked Estep Score: -250665.390625 Penalty: 8803.954102 Iteration 18Q: 3 clusters Score -250665.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 576 members Mstep: Class 2 contains 746 members Entering Unmasked Estep Score: -250681.437500 Penalty: 8803.954102 Iteration 19Q: 3 clusters Score -250681.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 581 members Mstep: Class 2 contains 741 members Entering Unmasked Estep Score: -250691.109375 Penalty: 8803.954102 Iteration 20F: 3 clusters Score -250691.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 581 members Mstep: Class 2 contains 741 members Entering Unmasked Estep Score: -250694.718750 Penalty: 8803.954102 Iteration 21Q: 3 clusters Score -250694.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 581 members Mstep: Class 2 contains 741 members Entering Unmasked Estep Score: -250694.718750 Penalty: 8803.954102 Iteration 22F: 3 clusters Score -250694.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 46 members Mstep: Class 1 contains 26722 members Mstep: Class 2 contains 18756 members Mstep: Class 3 contains 382 members Mstep: Class 4 contains 59406 members Mstep: Class 5 contains 1078 members Mstep: Class 6 contains 2056 members Mstep: Class 7 contains 18053 members Mstep: Class 8 contains 37544 members Mstep: Class 9 contains 144884 members Mstep: Class 10 contains 144406 members Mstep: Class 11 contains 951 members Mstep: Class 12 contains 39670 members Mstep: Class 13 contains 843 members Mstep: Class 14 contains 161354 members Mstep: Class 16 contains 860 members Mstep: Class 17 contains 12996 members Mstep: Class 18 contains 824 members Mstep: Class 19 contains 6885 members Mstep: Class 20 contains 1322 members Entering Unmasked Estep ConsiderDeletion Score: -147542736.000000 Penalty: 156273.375000 Iteration 79Q: 20 clusters Score -1.475427e+08 nChanged 1462 Entering Unmasked Mstep Mstep: Class 0 contains 46 members Mstep: Class 1 contains 26725 members Mstep: Class 2 contains 18541 members Mstep: Class 3 contains 382 members Mstep: Class 4 contains 60203 members Mstep: Class 5 contains 1078 members Mstep: Class 6 contains 2056 members Mstep: Class 7 contains 17987 members Mstep: Class 8 contains 37555 members Mstep: Class 9 contains 144104 members Mstep: Class 10 contains 144400 members Mstep: Class 11 contains 951 members Mstep: Class 12 contains 39924 members Mstep: Class 13 contains 843 members Mstep: Class 14 contains 161337 members Mstep: Class 16 contains 860 members Mstep: Class 17 contains 13006 members Mstep: Class 18 contains 824 members Mstep: Class 19 contains 6894 members Mstep: Class 20 contains 1322 members Entering Unmasked Estep ConsiderDeletion Score: -147543600.000000 Penalty: 156273.375000 Iteration 80F: 20 clusters Score -1.475436e+08 nChanged 1568 Entering Unmasked Mstep Mstep: Class 0 contains 45 members Mstep: Class 1 contains 26715 members Mstep: Class 2 contains 18235 members Mstep: Class 3 contains 382 members Mstep: Class 4 contains 61019 members Mstep: Class 5 contains 1078 members Mstep: Class 6 contains 2054 members Mstep: Class 7 contains 17914 members Mstep: Class 8 contains 37566 members Mstep: Class 9 contains 143324 members Mstep: Class 10 contains 144379 members Mstep: Class 11 contains 952 members Mstep: Class 12 contains 40283 members Mstep: Class 13 contains 843 members Mstep: Class 14 contains 161329 members Mstep: Class 16 contains 871 members Mstep: Class 17 contains 13016 members Mstep: Class 18 contains 826 members Mstep: Class 19 contains 6888 members Mstep: Class 20 contains 1319 members Entering Unmasked Estep ConsiderDeletion Score: -147543920.000000 Penalty: 156273.375000 Iteration 81Q: 20 clusters Score -1.475439e+08 nChanged 1623 Entering Unmasked Mstep Mstep: Class 0 contains 45 members Mstep: Class 1 contains 26727 members Mstep: Class 2 contains 17959 members Mstep: Class 3 contains 382 members Mstep: Class 4 contains 61793 members Mstep: Class 5 contains 1078 members Mstep: Class 6 contains 2053 members Mstep: Class 7 contains 17856 members Mstep: Class 8 contains 37568 members Mstep: Class 9 contains 142553 members Mstep: Class 10 contains 144320 members Mstep: Class 11 contains 952 members Mstep: Class 12 contains 40659 members Mstep: Class 13 contains 843 members Mstep: Class 14 contains 161297 members Mstep: Class 16 contains 880 members Mstep: Class 17 contains 13023 members Mstep: Class 18 contains 826 members Mstep: Class 19 contains 6906 members Mstep: Class 20 contains 1318 members Entering Unmasked Estep ConsiderDeletion Score: -147544224.000000 Penalty: 156273.375000 Iteration 82Q: 20 clusters Score -1.475442e+08 nChanged 1543 Entering Unmasked Mstep Mstep: Class 0 contains 45 members Mstep: Class 1 contains 26745 members Mstep: Class 2 contains 17702 members Mstep: Class 3 contains 382 members Mstep: Class 4 contains 62558 members Mstep: Class 5 contains 1078 members Mstep: Class 6 contains 2052 members Mstep: Class 7 contains 17803 members Mstep: Class 8 contains 37568 members Mstep: Class 9 contains 141806 members Mstep: Class 10 contains 144263 members Mstep: Class 11 contains 952 members Mstep: Class 12 contains 40995 members Mstep: Class 13 contains 843 members Mstep: Class 14 contains 161273 members Mstep: Class 16 contains 881 members Mstep: Class 17 contains 13031 members Mstep: Class 18 contains 826 members Mstep: Class 19 contains 6917 members Mstep: Class 20 contains 1318 members Entering Unmasked Estep ConsiderDeletion Score: -147544592.000000 Penalty: 156273.375000 Iteration 83Q: 20 clusters Score -1.475446e+08 nChanged 1481 Entering Unmasked Mstep Mstep: Class 0 contains 45 members Mstep: Class 1 contains 26759 members Mstep: Class 2 contains 17454 members Mstep: Class 3 contains 382 members Mstep: Class 4 contains 63328 members Mstep: Class 5 contains 1078 members Mstep: Class 6 contains 2051 members Mstep: Class 7 contains 17755 members Mstep: Class 8 contains 37569 members Mstep: Class 9 contains 141075 members Mstep: Class 10 contains 144227 members Mstep: Class 11 contains 952 members Mstep: Class 12 contains 41288 members Mstep: Class 13 contains 843 members Mstep: Class 14 contains 161246 members Mstep: Class 16 contains 881 members Mstep: Class 17 contains 13039 members Mstep: Class 18 contains 826 members Mstep: Class 19 contains 6922 members Mstep: Class 20 contains 1318 members Entering Unmasked Estep ConsiderDeletion Score: -147544832.000000 Penalty: 156273.375000 Iteration 84Q: 20 clusters Score -1.475448e+08 nChanged 1396 Entering Unmasked Mstep Mstep: Class 0 contains 45 members Mstep: Class 1 contains 26771 members Mstep: Class 2 contains 17226 members Mstep: Class 3 contains 382 members Mstep: Class 4 contains 64126 members Mstep: Class 5 contains 1078 members Mstep: Class 6 contains 2051 members Mstep: Class 7 contains 17706 members Mstep: Class 8 contains 37572 members Mstep: Class 9 contains 140314 members Mstep: Class 10 contains 144202 members Mstep: Class 11 contains 952 members Mstep: Class 12 contains 41555 members Mstep: Class 13 contains 843 members Mstep: Class 14 contains 161225 members Mstep: Class 16 contains 881 members Mstep: Class 17 contains 13041 members Mstep: Class 18 contains 826 members Mstep: Class 19 contains 6924 members Mstep: Class 20 contains 1318 members Entering Unmasked Estep ConsiderDeletion Score: -147544944.000000 Penalty: 156273.375000 Iteration 85Q: 20 clusters Score -1.475449e+08 nChanged 1398 Entering Unmasked Mstep Mstep: Class 0 contains 45 members Mstep: Class 1 contains 26779 members Mstep: Class 2 contains 17024 members Mstep: Class 3 contains 382 members Mstep: Class 4 contains 64981 members Mstep: Class 5 contains 1078 members Mstep: Class 6 contains 2051 members Mstep: Class 7 contains 17647 members Mstep: Class 8 contains 37572 members Mstep: Class 9 contains 139502 members Mstep: Class 10 contains 144187 members Mstep: Class 11 contains 952 members Mstep: Class 12 contains 41786 members Mstep: Class 13 contains 843 members Mstep: Class 14 contains 161211 members Mstep: Class 16 contains 881 members Mstep: Class 17 contains 13043 members Mstep: Class 18 contains 826 members Mstep: Class 19 contains 6930 members Mstep: Class 20 contains 1318 members Entering Unmasked Estep ConsiderDeletion Score: -147545344.000000 Penalty: 156273.375000 Iteration 86Q: 20 clusters Score -1.475453e+08 nChanged 1382 Entering Unmasked Mstep Mstep: Class 0 contains 45 members Mstep: Class 1 contains 26785 members Mstep: Class 2 contains 16840 members Mstep: Class 3 contains 382 members Mstep: Class 4 contains 65857 members Mstep: Class 5 contains 1078 members Mstep: Class 6 contains 2051 members Mstep: Class 7 contains 17617 members Mstep: Class 8 contains 37567 members Mstep: Class 9 contains 138684 members Mstep: Class 10 contains 144170 members Mstep: Class 11 contains 952 members Mstep: Class 12 contains 41967 members Mstep: Class 13 contains 843 members Mstep: Class 14 contains 161188 members Mstep: Class 16 contains 881 members Mstep: Class 17 contains 13050 members Mstep: Class 18 contains 826 members Mstep: Class 19 contains 6937 members Mstep: Class 20 contains 1318 members Entering Unmasked Estep ConsiderDeletion Score: -147545216.000000 Penalty: 156273.375000 Iteration 87Q: 20 clusters Score -1.475452e+08 nChanged 1444 Entering Unmasked Mstep Mstep: Class 0 contains 45 members Mstep: Class 1 contains 26785 members Mstep: Class 2 contains 16672 members Mstep: Class 3 contains 382 members Mstep: Class 4 contains 66823 members Mstep: Class 5 contains 1078 members Mstep: Class 6 contains 2051 members Mstep: Class 7 contains 17590 members Mstep: Class 8 contains 37555 members Mstep: Class 9 contains 137760 members Mstep: Class 10 contains 144173 members Mstep: Class 11 contains 952 members Mstep: Class 12 contains 42126 members Mstep: Class 13 contains 843 members Mstep: Class 14 contains 161175 members Mstep: Class 16 contains 881 members Mstep: Class 17 contains 13051 members Mstep: Class 18 contains 826 members Mstep: Class 19 contains 6952 members Mstep: Class 20 contains 1318 members Entering Unmasked Estep ConsiderDeletion Score: -147545520.000000 Penalty: 156273.375000 Iteration 88Q: 20 clusters Score -1.475455e+08 nChanged 1407 Entering Unmasked Mstep Mstep: Class 0 contains 45 members Mstep: Class 1 contains 26789 members Mstep: Class 2 contains 16531 members Mstep: Class 3 contains 382 members Mstep: Class 4 contains 67807 members Mstep: Class 5 contains 1078 members Mstep: Class 6 contains 2051 members Mstep: Class 7 contains 17554 members Mstep: Class 8 contains 37547 members Mstep: Class 9 contains 136807 members Mstep: Class 10 contains 144172 members Mstep: Class 11 contains 952 members Mstep: Class 12 contains 42263 members Mstep: Class 13 contains 843 members Mstep: Class 14 contains 161176 members Mstep: Class 16 contains 881 members Mstep: Class 17 contains 13052 members Mstep: Class 18 contains 826 members Mstep: Class 19 contains 6964 members Mstep: Class 20 contains 1318 members Entering Unmasked Estep ConsiderDeletion Score: -147545520.000000 Penalty: 156273.375000 Iteration 89Q: 20 clusters Score -1.475455e+08 nChanged 1406 Entering Unmasked Mstep Mstep: Class 0 contains 45 members Mstep: Class 1 contains 26790 members Mstep: Class 2 contains 16378 members Mstep: Class 3 contains 381 members Mstep: Class 4 contains 68825 members Mstep: Class 5 contains 1078 members Mstep: Class 6 contains 2051 members Mstep: Class 7 contains 17535 members Mstep: Class 8 contains 37550 members Mstep: Class 9 contains 135849 members Mstep: Class 10 contains 144181 members Mstep: Class 11 contains 952 members Mstep: Class 12 contains 42357 members Mstep: Class 13 contains 843 members Mstep: Class 14 contains 161175 members Mstep: Class 16 contains 881 members Mstep: Class 17 contains 13054 members Mstep: Class 18 contains 826 members Mstep: Class 19 contains 6969 members Mstep: Class 20 contains 1318 members Entering Unmasked Estep ConsiderDeletion Score: -147545808.000000 Penalty: 156273.375000 Iteration 90Q: 20 clusters Score -1.475458e+08 nChanged 1450 Entering Unmasked Mstep Mstep: Class 0 contains 45 members Mstep: Class 1 contains 26791 members Mstep: Class 2 contains 16198 members Mstep: Class 3 contains 381 members Mstep: Class 4 contains 69877 members Mstep: Class 5 contains 1078 members Mstep: Class 6 contains 2051 members Mstep: Class 7 contains 17526 members Mstep: Class 8 contains 37551 members Mstep: Class 9 contains 134856 members Mstep: Class 10 contains 144204 members Mstep: Class 11 contains 952 members Mstep: Class 12 contains 42462 members Mstep: Class 13 contains 843 members Mstep: Class 14 contains 161155 members Mstep: Class 16 contains 881 members Mstep: Class 17 contains 13056 members Mstep: Class 18 contains 826 members Mstep: Class 19 contains 6987 members Mstep: Class 20 contains 1318 members Entering Unmasked Estep ConsiderDeletion Score: -147546032.000000 Penalty: 156273.375000 Iteration 91Q: 20 clusters Score -1.47546e+08 nChanged 1439 Entering Unmasked Mstep Mstep: Class 0 contains 45 members Mstep: Class 1 contains 26790 members Mstep: Class 2 contains 16056 members Mstep: Class 3 contains 381 members Mstep: Class 4 contains 70956 members Mstep: Class 5 contains 1078 members Mstep: Class 6 contains 2050 members Mstep: Class 7 contains 17521 members Mstep: Class 8 contains 37545 members Mstep: Class 9 contains 133850 members Mstep: Class 10 contains 144216 members Mstep: Class 11 contains 952 members Mstep: Class 12 contains 42519 members Mstep: Class 13 contains 843 members Mstep: Class 14 contains 161155 members Mstep: Class 16 contains 881 members Mstep: Class 17 contains 13059 members Mstep: Class 18 contains 826 members Mstep: Class 19 contains 6997 members Mstep: Class 20 contains 1318 members Entering Unmasked Estep ConsiderDeletion Score: -147545888.000000 Penalty: 156273.375000 Iteration 92Q: 20 clusters Score -1.475459e+08 nChanged 1497 Entering Unmasked Mstep Mstep: Class 0 contains 45 members Mstep: Class 1 contains 26790 members Mstep: Class 2 contains 15929 members Mstep: Class 3 contains 381 members Mstep: Class 4 contains 72128 members Mstep: Class 5 contains 1078 members Mstep: Class 6 contains 2049 members Mstep: Class 7 contains 17505 members Mstep: Class 8 contains 37541 members Mstep: Class 9 contains 132736 members Mstep: Class 10 contains 144222 members Mstep: Class 11 contains 952 members Mstep: Class 12 contains 42590 members Mstep: Class 13 contains 843 members Mstep: Class 14 contains 161150 members Mstep: Class 16 contains 880 members Mstep: Class 17 contains 13066 members Mstep: Class 18 contains 826 members Mstep: Class 19 contains 7009 members Mstep: Class 20 contains 1318 members Entering Unmasked Estep ConsiderDeletion Score: -147545808.000000 Penalty: 156273.375000 Iteration 93Q: 20 clusters Score -1.475458e+08 nChanged 1576 Entering Unmasked Mstep Mstep: Class 0 contains 45 members Mstep: Class 1 contains 26789 members Mstep: Class 2 contains 15815 members Mstep: Class 3 contains 380 members Mstep: Class 4 contains 73384 members Mstep: Class 5 contains 1078 members Mstep: Class 6 contains 2049 members Mstep: Class 7 contains 17488 members Mstep: Class 8 contains 37539 members Mstep: Class 9 contains 131545 members Mstep: Class 10 contains 144232 members Mstep: Class 11 contains 952 members Mstep: Class 12 contains 42636 members Mstep: Class 13 contains 843 members Mstep: Class 14 contains 161148 members Mstep: Class 16 contains 880 members Mstep: Class 17 contains 13077 members Mstep: Class 18 contains 826 members Mstep: Class 19 contains 7014 members Mstep: Class 20 contains 1318 members Entering Unmasked Estep ConsiderDeletion Score: -147546176.000000 Penalty: 156273.375000 Iteration 94Q: 20 clusters Score -1.475462e+08 nChanged 1584 Entering Unmasked Mstep Mstep: Class 0 contains 45 members Mstep: Class 1 contains 26791 members Mstep: Class 2 contains 15713 members Mstep: Class 3 contains 380 members Mstep: Class 4 contains 74652 members Mstep: Class 5 contains 1078 members Mstep: Class 6 contains 2049 members Mstep: Class 7 contains 17486 members Mstep: Class 8 contains 37535 members Mstep: Class 9 contains 130342 members Mstep: Class 10 contains 144237 members Mstep: Class 11 contains 952 members Mstep: Class 12 contains 42675 members Mstep: Class 13 contains 843 members Mstep: Class 14 contains 161136 members Mstep: Class 16 contains 878 members Mstep: Class 17 contains 13074 members Mstep: Class 18 contains 826 members Mstep: Class 19 contains 7028 members Mstep: Class 20 contains 1318 members Entering Unmasked Estep ConsiderDeletion Score: -147546400.000000 Penalty: 156273.375000 Iteration 95Q: 20 clusters Score -1.475464e+08 nChanged 1690 Entering Unmasked Mstep Mstep: Class 0 contains 45 members Mstep: Class 1 contains 26796 members Mstep: Class 2 contains 15619 members Mstep: Class 3 contains 380 members Mstep: Class 4 contains 75995 members Mstep: Class 5 contains 1078 members Mstep: Class 6 contains 2049 members Mstep: Class 7 contains 17476 members Mstep: Class 8 contains 37531 members Mstep: Class 9 contains 129026 members Mstep: Class 10 contains 144243 members Mstep: Class 11 contains 952 members Mstep: Class 12 contains 42725 members Mstep: Class 13 contains 843 members Mstep: Class 14 contains 161112 members Mstep: Class 16 contains 876 members Mstep: Class 17 contains 13084 members Mstep: Class 18 contains 826 members Mstep: Class 19 contains 7064 members Mstep: Class 20 contains 1318 members Entering Unmasked Estep ConsiderDeletion Score: -147546736.000000 Penalty: 156273.375000 Iteration 96Q: 20 clusters Score -1.475467e+08 nChanged 1738 Entering Unmasked Mstep Mstep: Class 0 contains 45 members Mstep: Class 1 contains 26801 members Mstep: Class 2 contains 15500 members Mstep: Class 3 contains 380 members Mstep: Class 4 contains 77357 members Mstep: Class 5 contains 1078 members Mstep: Class 6 contains 2049 members Mstep: Class 7 contains 17464 members Mstep: Class 8 contains 37525 members Mstep: Class 9 contains 127737 members Mstep: Class 10 contains 144250 members Mstep: Class 11 contains 952 members Mstep: Class 12 contains 42762 members Mstep: Class 13 contains 843 members Mstep: Class 14 contains 161097 members Mstep: Class 16 contains 875 members Mstep: Class 17 contains 13091 members Mstep: Class 18 contains 826 members Mstep: Class 19 contains 7088 members Mstep: Class 20 contains 1318 members Entering Unmasked Estep ConsiderDeletion Score: -147546512.000000 Penalty: 156273.375000 Iteration 97Q: 20 clusters Score -1.475465e+08 nChanged 1867 Entering Unmasked Mstep Mstep: Class 0 contains 45 members Mstep: Class 1 contains 26803 members Mstep: Class 2 contains 15370 members Mstep: Class 3 contains 380 members Mstep: Class 4 contains 78806 members Mstep: Class 5 contains 1078 members Mstep: Class 6 contains 2049 members Mstep: Class 7 contains 17446 members Mstep: Class 8 contains 37515 members Mstep: Class 9 contains 126374 members Mstep: Class 10 contains 144270 members Mstep: Class 11 contains 952 members Mstep: Class 12 contains 42806 members Mstep: Class 13 contains 843 members Mstep: Class 14 contains 161069 members Mstep: Class 16 contains 876 members Mstep: Class 17 contains 13099 members Mstep: Class 18 contains 826 members Mstep: Class 19 contains 7113 members Mstep: Class 20 contains 1318 members Entering Unmasked Estep ConsiderDeletion Score: -147546672.000000 Penalty: 156273.375000 Iteration 98Q: 20 clusters Score -1.475467e+08 nChanged 1913 Entering Unmasked Mstep Mstep: Class 0 contains 45 members Mstep: Class 1 contains 26805 members Mstep: Class 2 contains 15272 members Mstep: Class 3 contains 380 members Mstep: Class 4 contains 80328 members Mstep: Class 5 contains 1078 members Mstep: Class 6 contains 2048 members Mstep: Class 7 contains 17439 members Mstep: Class 8 contains 37507 members Mstep: Class 9 contains 124912 members Mstep: Class 10 contains 144273 members Mstep: Class 11 contains 952 members Mstep: Class 12 contains 42825 members Mstep: Class 13 contains 843 members Mstep: Class 14 contains 161054 members Mstep: Class 16 contains 875 members Mstep: Class 17 contains 13118 members Mstep: Class 18 contains 826 members Mstep: Class 19 contains 7140 members Mstep: Class 20 contains 1318 members Entering Unmasked Estep ConsiderDeletion Score: -147546768.000000 Penalty: 156273.375000 Iteration 99Q: 20 clusters Score -1.475468e+08 nChanged 2021 Entering Unmasked Mstep Mstep: Class 0 contains 45 members Mstep: Class 1 contains 26807 members Mstep: Class 2 contains 15160 members Mstep: Class 3 contains 380 members Mstep: Class 4 contains 81915 members Mstep: Class 5 contains 1078 members Mstep: Class 6 contains 2047 members Mstep: Class 7 contains 17441 members Mstep: Class 8 contains 37502 members Mstep: Class 9 contains 123410 members Mstep: Class 10 contains 144268 members Mstep: Class 11 contains 952 members Mstep: Class 12 contains 42849 members Mstep: Class 13 contains 843 members Mstep: Class 14 contains 161035 members Mstep: Class 16 contains 874 members Mstep: Class 17 contains 13119 members Mstep: Class 18 contains 826 members Mstep: Class 19 contains 7169 members Mstep: Class 20 contains 1318 members Entering Unmasked Estep ConsiderDeletion Score: -147546944.000000 Penalty: 156273.375000 Iteration 100F: 20 clusters Score -1.475469e+08 nChanged 2174 Entering Unmasked Mstep Mstep: Class 0 contains 45 members Mstep: Class 1 contains 26814 members Mstep: Class 2 contains 15063 members Mstep: Class 3 contains 379 members Mstep: Class 4 contains 83680 members Mstep: Class 5 contains 1078 members Mstep: Class 6 contains 2044 members Mstep: Class 7 contains 17441 members Mstep: Class 8 contains 37492 members Mstep: Class 9 contains 121750 members Mstep: Class 10 contains 144285 members Mstep: Class 11 contains 952 members Mstep: Class 12 contains 42851 members Mstep: Class 13 contains 843 members Mstep: Class 14 contains 161014 members Mstep: Class 16 contains 875 members Mstep: Class 17 contains 13120 members Mstep: Class 18 contains 826 members Mstep: Class 19 contains 7169 members Mstep: Class 20 contains 1317 members Entering Unmasked Estep ConsiderDeletion Score: -147547184.000000 Penalty: 156273.375000 Iteration 101Q: 20 clusters Score -1.475472e+08 nChanged 2156 Entering Unmasked Mstep Mstep: Class 0 contains 45 members Mstep: Class 1 contains 26814 members Mstep: Class 2 contains 14966 members Mstep: Class 3 contains 378 members Mstep: Class 4 contains 85451 members Mstep: Class 5 contains 1078 members Mstep: Class 6 contains 2043 members Mstep: Class 7 contains 17441 members Mstep: Class 8 contains 37487 members Mstep: Class 9 contains 120052 members Mstep: Class 10 contains 144307 members Mstep: Class 11 contains 952 members Mstep: Class 12 contains 42859 members Mstep: Class 13 contains 843 members Mstep: Class 14 contains 161007 members Mstep: Class 16 contains 873 members Mstep: Class 17 contains 13120 members Mstep: Class 18 contains 826 members Mstep: Class 19 contains 7179 members Mstep: Class 20 contains 1317 members Entering Unmasked Estep ConsiderDeletion Score: -147547248.000000 Penalty: 156273.375000 Iteration 102Q: 20 clusters Score -1.475472e+08 nChanged 2311 Entering Unmasked Mstep Mstep: Class 0 contains 45 members Mstep: Class 1 contains 26814 members Mstep: Class 2 contains 14863 members Mstep: Class 3 contains 378 members Mstep: Class 4 contains 87335 members Mstep: Class 5 contains 1078 members Mstep: Class 6 contains 2043 members Mstep: Class 7 contains 17433 members Mstep: Class 8 contains 37481 members Mstep: Class 9 contains 118253 members Mstep: Class 10 contains 144324 members Mstep: Class 11 contains 952 members Mstep: Class 12 contains 42867 members Mstep: Class 13 contains 843 members Mstep: Class 14 contains 160990 members Mstep: Class 16 contains 874 members Mstep: Class 17 contains 13126 members Mstep: Class 18 contains 826 members Mstep: Class 19 contains 7196 members Mstep: Class 20 contains 1317 members Entering Unmasked Estep ConsiderDeletion Score: -147547168.000000 Penalty: 156273.375000 Iteration 103Q: 20 clusters Score -1.475472e+08 nChanged 2394 Entering Unmasked Mstep Mstep: Class 0 contains 45 members Mstep: Class 1 contains 26818 members Mstep: Class 2 contains 14772 members Mstep: Class 3 contains 377 members Mstep: Class 4 contains 89320 members Mstep: Class 5 contains 1078 members Mstep: Class 6 contains 2043 members Mstep: Class 7 contains 17431 members Mstep: Class 8 contains 37475 members Mstep: Class 9 contains 116337 members Mstep: Class 10 contains 144333 members Mstep: Class 11 contains 952 members Mstep: Class 12 contains 42879 members Mstep: Class 13 contains 843 members Mstep: Class 14 contains 160967 members Mstep: Class 16 contains 872 members Mstep: Class 17 contains 13138 members Mstep: Class 18 contains 825 members Mstep: Class 19 contains 7216 members Mstep: Class 20 contains 1317 members Entering Unmasked Estep ConsiderDeletion Score: -147547200.000000 Penalty: 156273.375000 Iteration 104Q: 20 clusters Score -1.475472e+08 nChanged 2487 Entering Unmasked Mstep Mstep: Class 0 contains 45 members Mstep: Class 1 contains 26817 members Mstep: Class 2 contains 14683 members Mstep: Class 3 contains 377 members Mstep: Class 4 contains 91401 members Mstep: Class 5 contains 1078 members Mstep: Class 6 contains 2042 members Mstep: Class 7 contains 17422 members Mstep: Class 8 contains 37467 members Mstep: Class 9 contains 114335 members Mstep: Class 10 contains 144335 members Mstep: Class 11 contains 952 members Mstep: Class 12 contains 42904 members Mstep: Class 13 contains 843 members Mstep: Class 14 contains 160944 members Mstep: Class 16 contains 872 members Mstep: Class 17 contains 13154 members Mstep: Class 18 contains 826 members Mstep: Class 19 contains 7224 members Mstep: Class 20 contains 1317 members Entering Unmasked Estep ConsiderDeletion Score: -147547712.000000 Penalty: 156273.375000 Iteration 105Q: 20 clusters Score -1.475477e+08 nChanged 2531 Entering Unmasked Mstep Mstep: Class 0 contains 45 members Mstep: Class 1 contains 26820 members Mstep: Class 2 contains 14592 members Mstep: Class 3 contains 377 members Mstep: Class 4 contains 93546 members Mstep: Class 5 contains 1078 members Mstep: Class 6 contains 2042 members Mstep: Class 7 contains 17417 members Mstep: Class 8 contains 37464 members Mstep: Class 9 contains 112266 members Mstep: Class 10 contains 144337 members Mstep: Class 11 contains 952 members Mstep: Class 12 contains 42915 members Mstep: Class 13 contains 843 members Mstep: Class 14 contains 160936 members Mstep: Class 16 contains 871 members Mstep: Class 17 contains 13171 members Mstep: Class 18 contains 826 members Mstep: Class 19 contains 7223 members Mstep: Class 20 contains 1317 members Entering Unmasked Estep ConsiderDeletion Score: -147547872.000000 Penalty: 156273.375000 Iteration 106Q: 20 clusters Score -1.475479e+08 nChanged 2546 Entering Unmasked Mstep Mstep: Class 0 contains 45 members Mstep: Class 1 contains 26822 members Mstep: Class 2 contains 14501 members Mstep: Class 3 contains 376 members Mstep: Class 4 contains 95699 members Mstep: Class 5 contains 1078 members Mstep: Class 6 contains 2042 members Mstep: Class 7 contains 17407 members Mstep: Class 8 contains 37462 members Mstep: Class 9 contains 110197 members Mstep: Class 10 contains 144359 members Mstep: Class 11 contains 952 members Mstep: Class 12 contains 42920 members Mstep: Class 13 contains 843 members Mstep: Class 14 contains 160922 members Mstep: Class 16 contains 871 members Mstep: Class 17 contains 13185 members Mstep: Class 18 contains 826 members Mstep: Class 19 contains 7214 members Mstep: Class 20 contains 1317 members Entering Unmasked Estep ConsiderDeletion Score: -147547984.000000 Penalty: 156273.375000 Iteration 107Q: 20 clusters Score -1.47548e+08 nChanged 2579 Entering Unmasked Mstep Mstep: Class 0 contains 45 members Mstep: Class 1 contains 26823 members Mstep: Class 2 contains 14415 members Mstep: Class 3 contains 376 members Mstep: Class 4 contains 97894 members Mstep: Class 5 contains 1078 members Mstep: Class 6 contains 2042 members Mstep: Class 7 contains 17390 members Mstep: Class 8 contains 37456 members Mstep: Class 9 contains 108085 members Mstep: Class 10 contains 144394 members Mstep: Class 11 contains 952 members Mstep: Class 12 contains 42925 members Mstep: Class 13 contains 843 members Mstep: Class 14 contains 160898 members Mstep: Class 16 contains 871 members Mstep: Class 17 contains 13195 members Mstep: Class 18 contains 826 members Mstep: Class 19 contains 7213 members Mstep: Class 20 contains 1317 members Entering Unmasked Estep ConsiderDeletion Score: -147548176.000000 Penalty: 156273.375000 Iteration 108Q: 20 clusters Score -1.475482e+08 nChanged 2625 Entering Unmasked Mstep Mstep: Class 0 contains 45 members Mstep: Class 1 contains 26823 members Mstep: Class 2 contains 14338 members Mstep: Class 3 contains 376 members Mstep: Class 4 contains 100132 members Mstep: Class 5 contains 1078 members Mstep: Class 6 contains 2042 members Mstep: Class 7 contains 17388 members Mstep: Class 8 contains 37445 members Mstep: Class 9 contains 105906 members Mstep: Class 10 contains 144415 members Mstep: Class 11 contains 952 members Mstep: Class 12 contains 42930 members Mstep: Class 13 contains 843 members Mstep: Class 14 contains 160873 members Mstep: Class 16 contains 871 members Mstep: Class 17 contains 13219 members Mstep: Class 18 contains 826 members Mstep: Class 19 contains 7219 members Mstep: Class 20 contains 1317 members Entering Unmasked Estep ConsiderDeletion Score: -147549072.000000 Penalty: 156273.375000 Iteration 109Q: 20 clusters Score -1.475491e+08 nChanged 2769 Entering Unmasked Mstep Mstep: Class 0 contains 45 members Mstep: Class 1 contains 26824 members Mstep: Class 2 contains 14249 members Mstep: Class 3 contains 375 members Mstep: Class 4 contains 102430 members Mstep: Class 5 contains 1078 members Mstep: Class 6 contains 2042 members Mstep: Class 7 contains 17381 members Mstep: Class 8 contains 37440 members Mstep: Class 9 contains 103690 members Mstep: Class 10 contains 144420 members Mstep: Class 11 contains 952 members Mstep: Class 12 contains 42937 members Mstep: Class 13 contains 843 members Mstep: Class 14 contains 160839 members Mstep: Class 16 contains 871 members Mstep: Class 17 contains 13244 members Mstep: Class 18 contains 826 members Mstep: Class 19 contains 7235 members Mstep: Class 20 contains 1317 members Entering Unmasked Estep ConsiderDeletion Score: -147549168.000000 Penalty: 156273.375000 Iteration 110Q: 20 clusters Score -1.475492e+08 nChanged 2777 Entering Unmasked Mstep Mstep: Class 0 contains 45 members Mstep: Class 1 contains 26829 members Mstep: Class 2 contains 14172 members Mstep: Class 3 contains 375 members Mstep: Class 4 contains 104771 members Mstep: Class 5 contains 1078 members Mstep: Class 6 contains 2040 members Mstep: Class 7 contains 17379 members Mstep: Class 8 contains 37426 members Mstep: Class 9 contains 101421 members Mstep: Class 10 contains 144453 members Mstep: Class 11 contains 952 members Mstep: Class 12 contains 42929 members Mstep: Class 13 contains 843 members Mstep: Class 14 contains 160813 members Mstep: Class 16 contains 871 members Mstep: Class 17 contains 13266 members Mstep: Class 18 contains 826 members Mstep: Class 19 contains 7232 members Mstep: Class 20 contains 1317 members Entering Unmasked Estep ConsiderDeletion Score: -147549856.000000 Penalty: 156273.375000 Iteration 111Q: 20 clusters Score -1.475499e+08 nChanged 2729 Entering Unmasked Mstep Mstep: Class 0 contains 45 members Mstep: Class 1 contains 26831 members Mstep: Class 2 contains 14130 members Mstep: Class 3 contains 374 members Mstep: Class 4 contains 107104 members Mstep: Class 5 contains 1078 members Mstep: Class 6 contains 2040 members Mstep: Class 7 contains 17375 members Mstep: Class 8 contains 37411 members Mstep: Class 9 contains 99150 members Mstep: Class 10 contains 144460 members Mstep: Class 11 contains 952 members Mstep: Class 12 contains 42919 members Mstep: Class 13 contains 843 members Mstep: Class 14 contains 160793 members Mstep: Class 16 contains 871 members Mstep: Class 17 contains 13295 members Mstep: Class 18 contains 826 members Mstep: Class 19 contains 7224 members Mstep: Class 20 contains 1317 members Entering Unmasked Estep ConsiderDeletion Score: -147550352.000000 Penalty: 156273.375000 Iteration 112Q: 20 clusters Score -1.475504e+08 nChanged 2661 Entering Unmasked Mstep Mstep: Class 0 contains 45 members Mstep: Class 1 contains 26836 members Mstep: Class 2 contains 14059 members Mstep: Class 3 contains 374 members Mstep: Class 4 contains 109356 members Mstep: Class 5 contains 1078 members Mstep: Class 6 contains 2040 members Mstep: Class 7 contains 17371 members Mstep: Class 8 contains 37405 members Mstep: Class 9 contains 96952 members Mstep: Class 10 contains 144486 members Mstep: Class 11 contains 952 members Mstep: Class 12 contains 42905 members Mstep: Class 13 contains 843 members Mstep: Class 14 contains 160774 members Mstep: Class 16 contains 870 members Mstep: Class 17 contains 13334 members Mstep: Class 18 contains 826 members Mstep: Class 19 contains 7215 members Mstep: Class 20 contains 1317 members Entering Unmasked Estep ConsiderDeletion Score: -147550992.000000 Penalty: 156273.375000 Iteration 113Q: 20 clusters Score -1.47551e+08 nChanged 2574 Entering Unmasked Mstep Mstep: Class 0 contains 45 members Mstep: Class 1 contains 26842 members Mstep: Class 2 contains 13997 members Mstep: Class 3 contains 374 members Mstep: Class 4 contains 111518 members Mstep: Class 5 contains 1078 members Mstep: Class 6 contains 2040 members Mstep: Class 7 contains 17368 members Mstep: Class 8 contains 37395 members Mstep: Class 9 contains 94822 members Mstep: Class 10 contains 144518 members Mstep: Class 11 contains 952 members Mstep: Class 12 contains 42879 members Mstep: Class 13 contains 843 members Mstep: Class 14 contains 160749 members Mstep: Class 16 contains 869 members Mstep: Class 17 contains 13385 members Mstep: Class 18 contains 826 members Mstep: Class 19 contains 7221 members Mstep: Class 20 contains 1317 members Entering Unmasked Estep ConsiderDeletion Score: -147551456.000000 Penalty: 156273.375000 Iteration 114Q: 20 clusters Score -1.475515e+08 nChanged 2593 Entering Unmasked Mstep Mstep: Class 0 contains 45 members Mstep: Class 1 contains 26850 members Mstep: Class 2 contains 13927 members Mstep: Class 3 contains 374 members Mstep: Class 4 contains 113673 members Mstep: Class 5 contains 1078 members Mstep: Class 6 contains 2040 members Mstep: Class 7 contains 17366 members Mstep: Class 8 contains 37389 members Mstep: Class 9 contains 92730 members Mstep: Class 10 contains 144534 members Mstep: Class 11 contains 952 members Mstep: Class 12 contains 42866 members Mstep: Class 13 contains 843 members Mstep: Class 14 contains 160712 members Mstep: Class 16 contains 868 members Mstep: Class 17 contains 13428 members Mstep: Class 18 contains 826 members Mstep: Class 19 contains 7220 members Mstep: Class 20 contains 1317 members Entering Unmasked Estep ConsiderDeletion Score: -147552128.000000 Penalty: 156273.375000 Iteration 115Q: 20 clusters Score -1.475521e+08 nChanged 2551 Entering Unmasked Mstep Mstep: Class 0 contains 45 members Mstep: Class 1 contains 26854 members Mstep: Class 2 contains 13858 members Mstep: Class 3 contains 374 members Mstep: Class 4 contains 115812 members Mstep: Class 5 contains 1078 members Mstep: Class 6 contains 2040 members Mstep: Class 7 contains 17361 members Mstep: Class 8 contains 37385 members Mstep: Class 9 contains 90629 members Mstep: Class 10 contains 144552 members Mstep: Class 11 contains 952 members Mstep: Class 12 contains 42849 members Mstep: Class 13 contains 843 members Mstep: Class 14 contains 160694 members Mstep: Class 16 contains 868 members Mstep: Class 17 contains 13476 members Mstep: Class 18 contains 826 members Mstep: Class 19 contains 7225 members Mstep: Class 20 contains 1317 members Entering Unmasked Estep ConsiderDeletion Score: -147552192.000000 Penalty: 156273.375000 Iteration 116Q: 20 clusters Score -1.475522e+08 nChanged 2452 Entering Unmasked Mstep Mstep: Class 0 contains 45 members Mstep: Class 1 contains 26857 members Mstep: Class 2 contains 13829 members Mstep: Class 3 contains 374 members Mstep: Class 4 contains 117844 members Mstep: Class 5 contains 1078 members Mstep: Class 6 contains 2040 members Mstep: Class 7 contains 17358 members Mstep: Class 8 contains 37376 members Mstep: Class 9 contains 88633 members Mstep: Class 10 contains 144561 members Mstep: Class 11 contains 952 members Mstep: Class 12 contains 42818 members Mstep: Class 13 contains 843 members Mstep: Class 14 contains 160667 members Mstep: Class 16 contains 867 members Mstep: Class 17 contains 13524 members Mstep: Class 18 contains 826 members Mstep: Class 19 contains 7229 members Mstep: Class 20 contains 1317 members Entering Unmasked Estep ConsiderDeletion Score: -147552832.000000 Penalty: 156273.375000 Iteration 117Q: 20 clusters Score -1.475528e+08 nChanged 2390 Entering Unmasked Mstep Mstep: Class 0 contains 45 members Mstep: Class 1 contains 26858 members Mstep: Class 2 contains 13798 members Mstep: Class 3 contains 374 members Mstep: Class 4 contains 119842 members Mstep: Class 5 contains 1078 members Mstep: Class 6 contains 2040 members Mstep: Class 7 contains 17359 members Mstep: Class 8 contains 37361 members Mstep: Class 9 contains 86625 members Mstep: Class 10 contains 144595 members Mstep: Class 11 contains 952 members Mstep: Class 12 contains 42798 members Mstep: Class 13 contains 843 members Mstep: Class 14 contains 160648 members Mstep: Class 16 contains 867 members Mstep: Class 17 contains 13570 members Mstep: Class 18 contains 826 members Mstep: Class 19 contains 7242 members Mstep: Class 20 contains 1317 members Entering Unmasked Estep ConsiderDeletion Score: -147553040.000000 Penalty: 156273.375000 Iteration 118Q: 20 clusters Score -1.47553e+08 nChanged 2331 Entering ConstructFrom: Score: -147553040.000000 Penalty: 156273.375000 Entering ConstructFrom: Trying to split cluster 1 (26857 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26857 members Entering Unmasked Estep Score: -5806915.000000 Penalty: 6246.447754 Iteration 0F: 2 clusters Score -5806915 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13541 members Mstep: Class 2 contains 13316 members Entering Unmasked Estep Score: -5786147.500000 Penalty: 12492.895508 Iteration 0F: 3 clusters Score -5786148 nChanged 11162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13795 members Mstep: Class 2 contains 13062 members Entering Unmasked Estep Score: -5791999.500000 Penalty: 12492.895508 Iteration 1F: 3 clusters Score -5792000 nChanged 1742 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13943 members Mstep: Class 2 contains 12914 members Entering Unmasked Estep Score: -5792736.000000 Penalty: 12492.895508 Iteration 2F: 3 clusters Score -5792736 nChanged 1280 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14101 members Mstep: Class 2 contains 12756 members Entering Unmasked Estep Score: -5793244.500000 Penalty: 12492.895508 Iteration 3Q: 3 clusters Score -5793244 nChanged 1054 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14305 members Mstep: Class 2 contains 12552 members Entering Unmasked Estep Score: -5793745.000000 Penalty: 12492.895508 Iteration 4Q: 3 clusters Score -5793745 nChanged 926 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14545 members Mstep: Class 2 contains 12312 members Entering Unmasked Estep Score: -5794257.000000 Penalty: 12492.895508 Iteration 5Q: 3 clusters Score -5794257 nChanged 933 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14760 members Mstep: Class 2 contains 12097 members Entering Unmasked Estep Score: -5794937.000000 Penalty: 12492.895508 Iteration 6Q: 3 clusters Score -5794937 nChanged 1015 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14873 members Mstep: Class 2 contains 11984 members Entering Unmasked Estep Score: -5795792.000000 Penalty: 12492.895508 Iteration 7Q: 3 clusters Score -5795792 nChanged 1133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14858 members Mstep: Class 2 contains 11999 members Entering Unmasked Estep Score: -5796535.000000 Penalty: 12492.895508 Iteration 8Q: 3 clusters Score -5796535 nChanged 1217 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14737 members Mstep: Class 2 contains 12120 members Entering Unmasked Estep Score: -5797211.500000 Penalty: 12492.895508 Iteration 9Q: 3 clusters Score -5797212 nChanged 1159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14496 members Mstep: Class 2 contains 12361 members Entering Unmasked Estep Score: -5797822.000000 Penalty: 12492.895508 Iteration 10Q: 3 clusters Score -5797822 nChanged 1049 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14243 members Mstep: Class 2 contains 12614 members Entering Unmasked Estep Score: -5798324.000000 Penalty: 12492.895508 Iteration 11Q: 3 clusters Score -5798324 nChanged 967 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13938 members Mstep: Class 2 contains 12919 members Entering Unmasked Estep Score: -5798783.500000 Penalty: 12492.895508 Iteration 12Q: 3 clusters Score -5798784 nChanged 887 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13603 members Mstep: Class 2 contains 13254 members Entering Unmasked Estep Score: -5799217.500000 Penalty: 12492.895508 Iteration 13Q: 3 clusters Score -5799218 nChanged 819 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13240 members Mstep: Class 2 contains 13617 members Entering Unmasked Estep Score: -5799547.000000 Penalty: 12492.895508 Iteration 14Q: 3 clusters Score -5799547 nChanged 759 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12841 members Mstep: Class 2 contains 14016 members Entering Unmasked Estep Score: -5799887.500000 Penalty: 12492.895508 Iteration 15Q: 3 clusters Score -5799888 nChanged 666 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12443 members Mstep: Class 2 contains 14414 members Entering Unmasked Estep Score: -5800145.000000 Penalty: 12492.895508 Iteration 16Q: 3 clusters Score -5800145 nChanged 588 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12097 members Mstep: Class 2 contains 14760 members Entering Unmasked Estep Score: -5800314.000000 Penalty: 12492.895508 Iteration 17Q: 3 clusters Score -5800314 nChanged 542 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11719 members Mstep: Class 2 contains 15138 members Entering Unmasked Estep Score: -5800506.500000 Penalty: 12492.895508 Iteration 18Q: 3 clusters Score -5800506 nChanged 512 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11325 members Mstep: Class 2 contains 15532 members Entering Unmasked Estep Score: -5800682.000000 Penalty: 12492.895508 Iteration 19Q: 3 clusters Score -5800682 nChanged 481 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10920 members Mstep: Class 2 contains 15937 members Entering Unmasked Estep Score: -5800873.000000 Penalty: 12492.895508 Iteration 20F: 3 clusters Score -5800873 nChanged 473 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10519 members Mstep: Class 2 contains 16338 members Entering Unmasked Estep Score: -5801020.000000 Penalty: 12492.895508 Iteration 21Q: 3 clusters Score -5801020 nChanged 490 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10063 members Mstep: Class 2 contains 16794 members Entering Unmasked Estep Score: -5801196.000000 Penalty: 12492.895508 Iteration 22Q: 3 clusters Score -5801196 nChanged 511 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9576 members Mstep: Class 2 contains 17281 members Entering Unmasked Estep Score: -5801404.500000 Penalty: 12492.895508 Iteration 23Q: 3 clusters Score -5801404 nChanged 498 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9098 members Mstep: Class 2 contains 17759 members Entering Unmasked Estep Score: -5801577.500000 Penalty: 12492.895508 Iteration 24Q: 3 clusters Score -5801578 nChanged 530 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8584 members Mstep: Class 2 contains 18273 members Entering Unmasked Estep Score: -5801815.000000 Penalty: 12492.895508 Iteration 25Q: 3 clusters Score -5801815 nChanged 523 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8075 members Mstep: Class 2 contains 18782 members Entering Unmasked Estep Score: -5802001.000000 Penalty: 12492.895508 Iteration 26Q: 3 clusters Score -5802001 nChanged 473 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7624 members Mstep: Class 2 contains 19233 members Entering Unmasked Estep Score: -5802185.500000 Penalty: 12492.895508 Iteration 27Q: 3 clusters Score -5802186 nChanged 477 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7161 members Mstep: Class 2 contains 19696 members Entering Unmasked Estep Score: -5802421.000000 Penalty: 12492.895508 Iteration 28Q: 3 clusters Score -5802421 nChanged 466 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6705 members Mstep: Class 2 contains 20152 members Entering Unmasked Estep Score: -5802612.500000 Penalty: 12492.895508 Iteration 29Q: 3 clusters Score -5802612 nChanged 455 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6260 members Mstep: Class 2 contains 20597 members Entering Unmasked Estep Score: -5802812.500000 Penalty: 12492.895508 Iteration 30Q: 3 clusters Score -5802812 nChanged 422 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5842 members Mstep: Class 2 contains 21015 members Entering Unmasked Estep Score: -5803007.000000 Penalty: 12492.895508 Iteration 31Q: 3 clusters Score -5803007 nChanged 378 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5466 members Mstep: Class 2 contains 21391 members Entering Unmasked Estep Score: -5803144.500000 Penalty: 12492.895508 Iteration 32Q: 3 clusters Score -5803144 nChanged 332 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5140 members Mstep: Class 2 contains 21717 members Entering Unmasked Estep Score: -5803277.000000 Penalty: 12492.895508 Iteration 33Q: 3 clusters Score -5803277 nChanged 296 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4846 members Mstep: Class 2 contains 22011 members Entering Unmasked Estep Score: -5803384.000000 Penalty: 12492.895508 Iteration 34Q: 3 clusters Score -5803384 nChanged 284 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4562 members Mstep: Class 2 contains 22295 members Entering Unmasked Estep Score: -5803504.500000 Penalty: 12492.895508 Iteration 35Q: 3 clusters Score -5803504 nChanged 240 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4328 members Mstep: Class 2 contains 22529 members Entering Unmasked Estep Score: -5803616.500000 Penalty: 12492.895508 Iteration 36Q: 3 clusters Score -5803616 nChanged 212 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4118 members Mstep: Class 2 contains 22739 members Entering Unmasked Estep Score: -5803689.000000 Penalty: 12492.895508 Iteration 37Q: 3 clusters Score -5803689 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3977 members Mstep: Class 2 contains 22880 members Entering Unmasked Estep Score: -5803723.000000 Penalty: 12492.895508 Iteration 38Q: 3 clusters Score -5803723 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3876 members Mstep: Class 2 contains 22981 members Entering Unmasked Estep Score: -5803749.500000 Penalty: 12492.895508 Iteration 39Q: 3 clusters Score -5803750 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3799 members Mstep: Class 2 contains 23058 members Entering Unmasked Estep Score: -5803827.500000 Penalty: 12492.895508 Iteration 40F: 3 clusters Score -5803828 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3675 members Mstep: Class 2 contains 23182 members Entering Unmasked Estep Score: -5803883.500000 Penalty: 12492.895508 Iteration 41Q: 3 clusters Score -5803884 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3569 members Mstep: Class 2 contains 23288 members Entering Unmasked Estep Score: -5803923.500000 Penalty: 12492.895508 Iteration 42Q: 3 clusters Score -5803924 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3484 members Mstep: Class 2 contains 23373 members Entering Unmasked Estep Score: -5803932.500000 Penalty: 12492.895508 Iteration 43Q: 3 clusters Score -5803932 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3410 members Mstep: Class 2 contains 23447 members Entering Unmasked Estep Score: -5803940.500000 Penalty: 12492.895508 Iteration 44Q: 3 clusters Score -5803940 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3355 members Mstep: Class 2 contains 23502 members Entering Unmasked Estep Score: -5803961.500000 Penalty: 12492.895508 Iteration 45Q: 3 clusters Score -5803962 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3307 members Mstep: Class 2 contains 23550 members Entering Unmasked Estep Score: -5803983.500000 Penalty: 12492.895508 Iteration 46Q: 3 clusters Score -5803984 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3256 members Mstep: Class 2 contains 23601 members Entering Unmasked Estep Score: -5804008.000000 Penalty: 12492.895508 Iteration 47Q: 3 clusters Score -5804008 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3210 members Mstep: Class 2 contains 23647 members Entering Unmasked Estep Score: -5804001.500000 Penalty: 12492.895508 Iteration 48Q: 3 clusters Score -5804002 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3171 members Mstep: Class 2 contains 23686 members Entering Unmasked Estep Score: -5804038.000000 Penalty: 12492.895508 Iteration 49Q: 3 clusters Score -5804038 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3118 members Mstep: Class 2 contains 23739 members Entering Unmasked Estep Score: -5804045.000000 Penalty: 12492.895508 Iteration 50Q: 3 clusters Score -5804045 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3079 members Mstep: Class 2 contains 23778 members Entering Unmasked Estep Score: -5804065.000000 Penalty: 12492.895508 Iteration 51Q: 3 clusters Score -5804065 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3054 members Mstep: Class 2 contains 23803 members Entering Unmasked Estep Score: -5804058.000000 Penalty: 12492.895508 Iteration 52Q: 3 clusters Score -5804058 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3035 members Mstep: Class 2 contains 23822 members Entering Unmasked Estep Score: -5804072.500000 Penalty: 12492.895508 Iteration 53Q: 3 clusters Score -5804072 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3016 members Mstep: Class 2 contains 23841 members Entering Unmasked Estep Score: -5804075.000000 Penalty: 12492.895508 Iteration 54Q: 3 clusters Score -5804075 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2998 members Mstep: Class 2 contains 23859 members Entering Unmasked Estep Score: -5804080.000000 Penalty: 12492.895508 Iteration 55Q: 3 clusters Score -5804080 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2978 members Mstep: Class 2 contains 23879 members Entering Unmasked Estep Score: -5804082.000000 Penalty: 12492.895508 Iteration 56Q: 3 clusters Score -5804082 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2958 members Mstep: Class 2 contains 23899 members Entering Unmasked Estep Score: -5804090.000000 Penalty: 12492.895508 Iteration 57Q: 3 clusters Score -5804090 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2943 members Mstep: Class 2 contains 23914 members Entering Unmasked Estep Score: -5804095.000000 Penalty: 12492.895508 Iteration 58Q: 3 clusters Score -5804095 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2934 members Mstep: Class 2 contains 23923 members Entering Unmasked Estep Score: -5804097.000000 Penalty: 12492.895508 Iteration 59Q: 3 clusters Score -5804097 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2922 members Mstep: Class 2 contains 23935 members Entering Unmasked Estep Score: -5804099.500000 Penalty: 12492.895508 Iteration 60F: 3 clusters Score -5804100 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2914 members Mstep: Class 2 contains 23943 members Entering Unmasked Estep Score: -5804104.500000 Penalty: 12492.895508 Iteration 61Q: 3 clusters Score -5804104 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2904 members Mstep: Class 2 contains 23953 members Entering Unmasked Estep Score: -5804120.500000 Penalty: 12492.895508 Iteration 62Q: 3 clusters Score -5804120 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2895 members Mstep: Class 2 contains 23962 members Entering Unmasked Estep Score: -5804116.000000 Penalty: 12492.895508 Iteration 63Q: 3 clusters Score -5804116 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2887 members Mstep: Class 2 contains 23970 members Entering Unmasked Estep Score: -5804126.000000 Penalty: 12492.895508 Iteration 64Q: 3 clusters Score -5804126 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2874 members Mstep: Class 2 contains 23983 members Entering Unmasked Estep Score: -5804122.000000 Penalty: 12492.895508 Iteration 65Q: 3 clusters Score -5804122 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2862 members Mstep: Class 2 contains 23995 members Entering Unmasked Estep Score: -5804136.000000 Penalty: 12492.895508 Iteration 66Q: 3 clusters Score -5804136 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2855 members Mstep: Class 2 contains 24002 members Entering Unmasked Estep Score: -5804139.500000 Penalty: 12492.895508 Iteration 67Q: 3 clusters Score -5804140 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2848 members Mstep: Class 2 contains 24009 members Entering Unmasked Estep Score: -5804142.500000 Penalty: 12492.895508 Iteration 68Q: 3 clusters Score -5804142 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2842 members Mstep: Class 2 contains 24015 members Entering Unmasked Estep Score: -5804136.500000 Penalty: 12492.895508 Iteration 69Q: 3 clusters Score -5804136 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2840 members Mstep: Class 2 contains 24017 members Entering Unmasked Estep Score: -5804132.500000 Penalty: 12492.895508 Iteration 70Q: 3 clusters Score -5804132 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2840 members Mstep: Class 2 contains 24017 members Entering Unmasked Estep Score: -5804132.500000 Penalty: 12492.895508 Iteration 71F: 3 clusters Score -5804132 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (13761 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13761 members Entering Unmasked Estep Score: -2870552.500000 Penalty: 5836.875977 Iteration 0F: 2 clusters Score -2870552 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6848 members Mstep: Class 2 contains 6913 members Entering Unmasked Estep Score: -2857979.750000 Penalty: 11673.751953 Iteration 0F: 3 clusters Score -2857980 nChanged 5300 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6854 members Mstep: Class 2 contains 6907 members Entering Unmasked Estep Score: -2861129.500000 Penalty: 11673.751953 Iteration 1F: 3 clusters Score -2861130 nChanged 1039 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6871 members Mstep: Class 2 contains 6890 members Entering Unmasked Estep Score: -2861859.000000 Penalty: 11673.751953 Iteration 2F: 3 clusters Score -2861859 nChanged 813 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6884 members Mstep: Class 2 contains 6877 members Entering Unmasked Estep Score: -2862451.750000 Penalty: 11673.751953 Iteration 3F: 3 clusters Score -2862452 nChanged 695 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6899 members Mstep: Class 2 contains 6862 members Entering Unmasked Estep Score: -2862947.000000 Penalty: 11673.751953 Iteration 4F: 3 clusters Score -2862947 nChanged 614 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6931 members Mstep: Class 2 contains 6830 members Entering Unmasked Estep Score: -2863377.250000 Penalty: 11673.751953 Iteration 5Q: 3 clusters Score -2863377 nChanged 583 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6934 members Mstep: Class 2 contains 6827 members Entering Unmasked Estep Score: -2863756.500000 Penalty: 11673.751953 Iteration 6Q: 3 clusters Score -2863756 nChanged 494 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6972 members Mstep: Class 2 contains 6789 members Entering Unmasked Estep Score: -2864041.750000 Penalty: 11673.751953 Iteration 7Q: 3 clusters Score -2864042 nChanged 448 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6994 members Mstep: Class 2 contains 6767 members Entering Unmasked Estep Score: -2864311.000000 Penalty: 11673.751953 Iteration 8Q: 3 clusters Score -2864311 nChanged 399 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7045 members Mstep: Class 2 contains 6716 members Entering Unmasked Estep Score: -2864535.500000 Penalty: 11673.751953 Iteration 9Q: 3 clusters Score -2864536 nChanged 355 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7070 members Mstep: Class 2 contains 6691 members Entering Unmasked Estep Score: -2864716.250000 Penalty: 11673.751953 Iteration 10Q: 3 clusters Score -2864716 nChanged 289 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7081 members Mstep: Class 2 contains 6680 members Entering Unmasked Estep Score: -2864859.750000 Penalty: 11673.751953 Iteration 11Q: 3 clusters Score -2864860 nChanged 268 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7097 members Mstep: Class 2 contains 6664 members Entering Unmasked Estep Score: -2864991.250000 Penalty: 11673.751953 Iteration 12Q: 3 clusters Score -2864991 nChanged 235 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7122 members Mstep: Class 2 contains 6639 members Entering Unmasked Estep Score: -2865085.000000 Penalty: 11673.751953 Iteration 13Q: 3 clusters Score -2865085 nChanged 211 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7119 members Mstep: Class 2 contains 6642 members Entering Unmasked Estep Score: -2865192.750000 Penalty: 11673.751953 Iteration 14Q: 3 clusters Score -2865193 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7106 members Mstep: Class 2 contains 6655 members Entering Unmasked Estep Score: -2865261.250000 Penalty: 11673.751953 Iteration 15Q: 3 clusters Score -2865261 nChanged 181 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7131 members Mstep: Class 2 contains 6630 members Entering Unmasked Estep Score: -2865336.750000 Penalty: 11673.751953 Iteration 16Q: 3 clusters Score -2865337 nChanged 185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7164 members Mstep: Class 2 contains 6597 members Entering Unmasked Estep Score: -2865431.750000 Penalty: 11673.751953 Iteration 17Q: 3 clusters Score -2865432 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7177 members Mstep: Class 2 contains 6584 members Entering Unmasked Estep Score: -2865514.250000 Penalty: 11673.751953 Iteration 18Q: 3 clusters Score -2865514 nChanged 174 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7205 members Mstep: Class 2 contains 6556 members Entering Unmasked Estep 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Entering Unmasked Estep Score: -2865945.500000 Penalty: 11673.751953 Iteration 23Q: 3 clusters Score -2865946 nChanged 206 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7364 members Mstep: Class 2 contains 6397 members Entering Unmasked Estep Score: -2866081.500000 Penalty: 11673.751953 Iteration 24Q: 3 clusters Score -2866082 nChanged 216 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7406 members Mstep: Class 2 contains 6355 members Entering Unmasked Estep Score: -2866221.250000 Penalty: 11673.751953 Iteration 25Q: 3 clusters Score -2866221 nChanged 185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7429 members Mstep: Class 2 contains 6332 members Entering Unmasked Estep Score: -2866313.000000 Penalty: 11673.751953 Iteration 26Q: 3 clusters Score -2866313 nChanged 177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7420 members Mstep: Class 2 contains 6341 members Entering Unmasked Estep Score: -2866406.750000 Penalty: 11673.751953 Iteration 27Q: 3 clusters Score -2866407 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7398 members Mstep: Class 2 contains 6363 members Entering Unmasked Estep Score: -2866467.250000 Penalty: 11673.751953 Iteration 28Q: 3 clusters Score -2866467 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7370 members Mstep: Class 2 contains 6391 members Entering Unmasked Estep Score: -2866535.500000 Penalty: 11673.751953 Iteration 29Q: 3 clusters Score -2866536 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7334 members Mstep: Class 2 contains 6427 members Entering Unmasked Estep Score: -2866580.250000 Penalty: 11673.751953 Iteration 30Q: 3 clusters Score -2866580 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7288 members Mstep: Class 2 contains 6473 members Entering Unmasked Estep Score: -2866619.250000 Penalty: 11673.751953 Iteration 31Q: 3 clusters Score -2866619 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7261 members Mstep: Class 2 contains 6500 members Entering Unmasked Estep Score: -2866633.750000 Penalty: 11673.751953 Iteration 32Q: 3 clusters Score -2866634 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7222 members Mstep: Class 2 contains 6539 members Entering Unmasked Estep Score: -2866666.000000 Penalty: 11673.751953 Iteration 33Q: 3 clusters Score -2866666 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7180 members Mstep: Class 2 contains 6581 members Entering Unmasked Estep Score: -2866682.500000 Penalty: 11673.751953 Iteration 34Q: 3 clusters Score -2866682 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7147 members Mstep: Class 2 contains 6614 members Entering Unmasked Estep Score: -2866692.500000 Penalty: 11673.751953 Iteration 35Q: 3 clusters Score -2866692 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7113 members Mstep: Class 2 contains 6648 members Entering Unmasked Estep Score: -2866704.500000 Penalty: 11673.751953 Iteration 36Q: 3 clusters Score -2866704 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7090 members Mstep: Class 2 contains 6671 members Entering Unmasked Estep Score: -2866712.250000 Penalty: 11673.751953 Iteration 37Q: 3 clusters Score -2866712 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7074 members Mstep: Class 2 contains 6687 members Entering Unmasked Estep Score: -2866724.000000 Penalty: 11673.751953 Iteration 38Q: 3 clusters Score -2866724 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7055 members Mstep: Class 2 contains 6706 members Entering Unmasked Estep Score: -2866731.250000 Penalty: 11673.751953 Iteration 39Q: 3 clusters Score -2866731 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7041 members Mstep: Class 2 contains 6720 members Entering Unmasked Estep Score: -2866732.500000 Penalty: 11673.751953 Iteration 40F: 3 clusters Score -2866732 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7029 members Mstep: Class 2 contains 6732 members Entering Unmasked Estep Score: -2866731.000000 Penalty: 11673.751953 Iteration 41Q: 3 clusters Score -2866731 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7017 members Mstep: Class 2 contains 6744 members Entering Unmasked Estep Score: -2866744.000000 Penalty: 11673.751953 Iteration 42Q: 3 clusters Score -2866744 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7005 members Mstep: Class 2 contains 6756 members Entering Unmasked Estep Score: -2866743.750000 Penalty: 11673.751953 Iteration 43Q: 3 clusters Score -2866744 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6996 members Mstep: Class 2 contains 6765 members Entering Unmasked Estep Score: -2866750.750000 Penalty: 11673.751953 Iteration 44Q: 3 clusters Score -2866751 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6982 members Mstep: Class 2 contains 6779 members Entering Unmasked Estep Score: -2866751.750000 Penalty: 11673.751953 Iteration 45Q: 3 clusters Score -2866752 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6972 members Mstep: Class 2 contains 6789 members Entering Unmasked Estep Score: -2866753.250000 Penalty: 11673.751953 Iteration 46Q: 3 clusters Score -2866753 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6960 members Mstep: Class 2 contains 6801 members Entering Unmasked Estep Score: -2866754.250000 Penalty: 11673.751953 Iteration 47Q: 3 clusters Score -2866754 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6945 members Mstep: Class 2 contains 6816 members Entering Unmasked Estep Score: -2866754.750000 Penalty: 11673.751953 Iteration 48Q: 3 clusters Score -2866755 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6926 members Mstep: Class 2 contains 6835 members Entering Unmasked Estep Score: -2866762.250000 Penalty: 11673.751953 Iteration 49Q: 3 clusters Score -2866762 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6903 members Mstep: Class 2 contains 6858 members Entering Unmasked Estep Score: -2866778.500000 Penalty: 11673.751953 Iteration 50Q: 3 clusters Score -2866778 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6893 members Mstep: Class 2 contains 6868 members Entering Unmasked Estep Score: -2866785.250000 Penalty: 11673.751953 Iteration 51Q: 3 clusters Score -2866785 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6877 members Mstep: Class 2 contains 6884 members Entering Unmasked Estep Score: -2866784.250000 Penalty: 11673.751953 Iteration 52Q: 3 clusters Score -2866784 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6855 members Mstep: Class 2 contains 6906 members Entering Unmasked Estep Score: -2866792.000000 Penalty: 11673.751953 Iteration 53Q: 3 clusters Score -2866792 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6838 members Mstep: Class 2 contains 6923 members Entering Unmasked Estep Score: -2866799.750000 Penalty: 11673.751953 Iteration 54Q: 3 clusters Score -2866800 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6820 members Mstep: Class 2 contains 6941 members Entering Unmasked Estep Score: -2866804.250000 Penalty: 11673.751953 Iteration 55Q: 3 clusters Score -2866804 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6801 members Mstep: Class 2 contains 6960 members Entering Unmasked Estep Score: -2866811.500000 Penalty: 11673.751953 Iteration 56Q: 3 clusters Score -2866812 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6790 members Mstep: Class 2 contains 6971 members Entering Unmasked Estep Score: -2866819.500000 Penalty: 11673.751953 Iteration 57Q: 3 clusters Score -2866820 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6775 members Mstep: Class 2 contains 6986 members Entering Unmasked Estep Score: -2866825.500000 Penalty: 11673.751953 Iteration 58Q: 3 clusters Score -2866826 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6769 members Mstep: Class 2 contains 6992 members Entering Unmasked Estep Score: -2866826.500000 Penalty: 11673.751953 Iteration 59Q: 3 clusters Score -2866826 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6756 members Mstep: Class 2 contains 7005 members Entering Unmasked Estep Score: -2866831.500000 Penalty: 11673.751953 Iteration 60F: 3 clusters Score -2866832 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6748 members Mstep: Class 2 contains 7013 members Entering Unmasked Estep Score: -2866831.250000 Penalty: 11673.751953 Iteration 61Q: 3 clusters Score -2866831 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6739 members Mstep: Class 2 contains 7022 members Entering Unmasked Estep Score: -2866831.750000 Penalty: 11673.751953 Iteration 62Q: 3 clusters Score -2866832 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6728 members Mstep: Class 2 contains 7033 members Entering Unmasked Estep Score: -2866846.750000 Penalty: 11673.751953 Iteration 63Q: 3 clusters Score -2866847 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6718 members Mstep: Class 2 contains 7043 members Entering Unmasked Estep Score: -2866847.000000 Penalty: 11673.751953 Iteration 64Q: 3 clusters Score -2866847 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6706 members Mstep: Class 2 contains 7055 members Entering Unmasked Estep Score: -2866846.750000 Penalty: 11673.751953 Iteration 65Q: 3 clusters Score -2866847 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6691 members Mstep: Class 2 contains 7070 members Entering Unmasked Estep Score: 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Unmasked Estep Score: -2866866.750000 Penalty: 11673.751953 Iteration 70Q: 3 clusters Score -2866867 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6612 members Mstep: Class 2 contains 7149 members Entering Unmasked Estep Score: -2866871.250000 Penalty: 11673.751953 Iteration 71Q: 3 clusters Score -2866871 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6596 members Mstep: Class 2 contains 7165 members Entering Unmasked Estep Score: -2866871.750000 Penalty: 11673.751953 Iteration 72Q: 3 clusters Score -2866872 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6574 members Mstep: Class 2 contains 7187 members Entering Unmasked Estep Score: -2866883.000000 Penalty: 11673.751953 Iteration 73Q: 3 clusters Score -2866883 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6545 members Mstep: Class 2 contains 7216 members Entering Unmasked Estep Score: -2866894.500000 Penalty: 11673.751953 Iteration 74Q: 3 clusters Score -2866894 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6524 members Mstep: Class 2 contains 7237 members Entering Unmasked Estep Score: -2866903.500000 Penalty: 11673.751953 Iteration 75Q: 3 clusters Score -2866904 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6501 members Mstep: Class 2 contains 7260 members Entering Unmasked Estep Score: -2866904.250000 Penalty: 11673.751953 Iteration 76Q: 3 clusters Score -2866904 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6479 members Mstep: Class 2 contains 7282 members Entering Unmasked Estep Score: -2866912.000000 Penalty: 11673.751953 Iteration 77Q: 3 clusters Score -2866912 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6453 members Mstep: Class 2 contains 7308 members Entering Unmasked Estep Score: -2866929.000000 Penalty: 11673.751953 Iteration 78Q: 3 clusters Score -2866929 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6428 members Mstep: Class 2 contains 7333 members Entering Unmasked Estep Score: -2866920.500000 Penalty: 11673.751953 Iteration 79Q: 3 clusters Score -2866920 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6402 members Mstep: Class 2 contains 7359 members Entering Unmasked Estep Score: -2866934.750000 Penalty: 11673.751953 Iteration 80F: 3 clusters Score -2866935 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6382 members Mstep: Class 2 contains 7379 members Entering Unmasked Estep Score: -2866937.000000 Penalty: 11673.751953 Iteration 81Q: 3 clusters Score -2866937 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6354 members Mstep: Class 2 contains 7407 members Entering Unmasked Estep Score: -2866951.500000 Penalty: 11673.751953 Iteration 82Q: 3 clusters Score -2866952 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6326 members Mstep: Class 2 contains 7435 members Entering Unmasked Estep Score: -2866965.250000 Penalty: 11673.751953 Iteration 83Q: 3 clusters Score -2866965 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6296 members Mstep: Class 2 contains 7465 members Entering Unmasked Estep Score: -2866975.750000 Penalty: 11673.751953 Iteration 84Q: 3 clusters Score -2866976 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6272 members Mstep: Class 2 contains 7489 members Entering Unmasked Estep Score: -2866982.500000 Penalty: 11673.751953 Iteration 85Q: 3 clusters Score -2866982 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 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contains 0 members Mstep: Class 1 contains 6170 members Mstep: Class 2 contains 7591 members Entering Unmasked Estep Score: -2867002.500000 Penalty: 11673.751953 Iteration 94Q: 3 clusters Score -2867002 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6167 members Mstep: Class 2 contains 7594 members Entering Unmasked Estep Score: -2866997.000000 Penalty: 11673.751953 Iteration 95Q: 3 clusters Score -2866997 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6164 members Mstep: Class 2 contains 7597 members Entering Unmasked Estep Score: -2867003.250000 Penalty: 11673.751953 Iteration 96Q: 3 clusters Score -2867003 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6161 members Mstep: Class 2 contains 7600 members Entering Unmasked Estep Score: -2867003.250000 Penalty: 11673.751953 Iteration 97Q: 3 clusters Score -2867003 nChanged 8 Entering Unmasked Mstep 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Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6105 members Mstep: Class 2 contains 7656 members Entering Unmasked Estep Score: -2867020.750000 Penalty: 11673.751953 Iteration 102Q: 3 clusters Score -2867021 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6091 members Mstep: Class 2 contains 7670 members Entering Unmasked Estep Score: -2867027.250000 Penalty: 11673.751953 Iteration 103Q: 3 clusters Score -2867027 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6082 members Mstep: Class 2 contains 7679 members Entering Unmasked Estep Score: -2867034.750000 Penalty: 11673.751953 Iteration 104Q: 3 clusters Score -2867035 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6069 members Mstep: Class 2 contains 7692 members Entering Unmasked Estep Score: -2867034.750000 Penalty: 11673.751953 Iteration 105Q: 3 clusters Score -2867035 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6059 members Mstep: Class 2 contains 7702 members Entering Unmasked Estep Score: -2867038.250000 Penalty: 11673.751953 Iteration 106Q: 3 clusters Score -2867038 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6047 members Mstep: Class 2 contains 7714 members Entering Unmasked Estep Score: -2867043.000000 Penalty: 11673.751953 Iteration 107Q: 3 clusters Score -2867043 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6037 members Mstep: Class 2 contains 7724 members Entering Unmasked Estep Score: -2867041.500000 Penalty: 11673.751953 Iteration 108Q: 3 clusters Score -2867042 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6025 members Mstep: Class 2 contains 7736 members Entering Unmasked Estep Score: -2867040.000000 Penalty: 11673.751953 Iteration 109Q: 3 clusters Score -2867040 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6014 members Mstep: Class 2 contains 7747 members Entering Unmasked Estep Score: -2867052.500000 Penalty: 11673.751953 Iteration 110Q: 3 clusters Score -2867052 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6001 members Mstep: Class 2 contains 7760 members Entering Unmasked Estep Score: -2867051.000000 Penalty: 11673.751953 Iteration 111Q: 3 clusters Score -2867051 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5991 members Mstep: Class 2 contains 7770 members Entering Unmasked Estep Score: -2867051.750000 Penalty: 11673.751953 Iteration 112Q: 3 clusters Score -2867052 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5982 members Mstep: Class 2 contains 7779 members Entering Unmasked Estep Score: -2867055.000000 Penalty: 11673.751953 Iteration 113Q: 3 clusters Score -2867055 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5968 members Mstep: Class 2 contains 7793 members Entering Unmasked Estep Score: -2867054.000000 Penalty: 11673.751953 Iteration 114Q: 3 clusters Score -2867054 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5956 members Mstep: Class 2 contains 7805 members Entering Unmasked Estep Score: -2867060.500000 Penalty: 11673.751953 Iteration 115Q: 3 clusters Score -2867060 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5948 members Mstep: Class 2 contains 7813 members Entering Unmasked Estep Score: -2867064.000000 Penalty: 11673.751953 Iteration 116Q: 3 clusters Score -2867064 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5941 members Mstep: Class 2 contains 7820 members Entering Unmasked Estep Score: -2867064.250000 Penalty: 11673.751953 Iteration 117Q: 3 clusters Score -2867064 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5935 members Mstep: Class 2 contains 7826 members Entering Unmasked Estep Score: -2867063.750000 Penalty: 11673.751953 Iteration 118Q: 3 clusters Score -2867064 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5932 members Mstep: Class 2 contains 7829 members Entering Unmasked Estep Score: -2867064.000000 Penalty: 11673.751953 Iteration 119Q: 3 clusters Score -2867064 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5930 members Mstep: Class 2 contains 7831 members Entering Unmasked Estep Score: -2867061.750000 Penalty: 11673.751953 Iteration 120F: 3 clusters Score -2867062 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5926 members Mstep: Class 2 contains 7835 members Entering Unmasked Estep Score: -2867062.000000 Penalty: 11673.751953 Iteration 121Q: 3 clusters Score -2867062 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5924 members Mstep: Class 2 contains 7837 members Entering Unmasked Estep Score: -2867059.250000 Penalty: 11673.751953 Iteration 122Q: 3 clusters Score -2867059 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5920 members Mstep: Class 2 contains 7841 members Entering Unmasked Estep Score: -2867062.750000 Penalty: 11673.751953 Iteration 123Q: 3 clusters Score -2867063 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5916 members Mstep: Class 2 contains 7845 members Entering Unmasked Estep Score: -2867064.750000 Penalty: 11673.751953 Iteration 124Q: 3 clusters Score -2867065 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5913 members Mstep: Class 2 contains 7848 members Entering Unmasked Estep Score: -2867063.250000 Penalty: 11673.751953 Iteration 125Q: 3 clusters Score -2867063 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5909 members Mstep: Class 2 contains 7852 members Entering Unmasked Estep Score: -2867067.500000 Penalty: 11673.751953 Iteration 126Q: 3 clusters Score -2867068 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5903 members Mstep: Class 2 contains 7858 members Entering Unmasked Estep Score: -2867065.000000 Penalty: 11673.751953 Iteration 127Q: 3 clusters Score -2867065 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5898 members Mstep: Class 2 contains 7863 members Entering Unmasked Estep Score: -2867067.250000 Penalty: 11673.751953 Iteration 128Q: 3 clusters Score -2867067 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5895 members Mstep: Class 2 contains 7866 members Entering Unmasked Estep Score: -2867067.500000 Penalty: 11673.751953 Iteration 129Q: 3 clusters Score -2867068 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5892 members Mstep: Class 2 contains 7869 members Entering Unmasked Estep Score: -2867072.750000 Penalty: 11673.751953 Iteration 130Q: 3 clusters Score -2867073 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5889 members Mstep: Class 2 contains 7872 members Entering Unmasked Estep Score: -2867075.750000 Penalty: 11673.751953 Iteration 131Q: 3 clusters Score -2867076 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5885 members Mstep: Class 2 contains 7876 members Entering Unmasked Estep Score: -2867080.750000 Penalty: 11673.751953 Iteration 132Q: 3 clusters Score -2867081 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5878 members Mstep: Class 2 contains 7883 members Entering Unmasked Estep Score: -2867075.750000 Penalty: 11673.751953 Iteration 133Q: 3 clusters Score -2867076 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5874 members Mstep: Class 2 contains 7887 members Entering Unmasked Estep Score: -2867078.000000 Penalty: 11673.751953 Iteration 134Q: 3 clusters Score -2867078 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5871 members Mstep: Class 2 contains 7890 members Entering Unmasked Estep Score: -2867082.500000 Penalty: 11673.751953 Iteration 135Q: 3 clusters Score -2867082 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5865 members Mstep: Class 2 contains 7896 members Entering Unmasked Estep Score: -2867078.000000 Penalty: 11673.751953 Iteration 136Q: 3 clusters Score -2867078 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5859 members Mstep: Class 2 contains 7902 members Entering Unmasked Estep Score: -2867078.250000 Penalty: 11673.751953 Iteration 137Q: 3 clusters Score -2867078 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5851 members Mstep: Class 2 contains 7910 members Entering Unmasked Estep Score: -2867084.250000 Penalty: 11673.751953 Iteration 138Q: 3 clusters Score -2867084 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5843 members Mstep: Class 2 contains 7918 members Entering Unmasked Estep Score: -2867082.750000 Penalty: 11673.751953 Iteration 139Q: 3 clusters Score -2867083 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5836 members Mstep: Class 2 contains 7925 members Entering Unmasked Estep Score: -2867085.750000 Penalty: 11673.751953 Iteration 140F: 3 clusters Score -2867086 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5823 members Mstep: Class 2 contains 7938 members Entering Unmasked Estep Score: -2867092.500000 Penalty: 11673.751953 Iteration 141Q: 3 clusters Score -2867092 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5808 members Mstep: Class 2 contains 7953 members Entering Unmasked Estep Score: -2867093.750000 Penalty: 11673.751953 Iteration 142Q: 3 clusters Score -2867094 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5790 members Mstep: Class 2 contains 7971 members Entering Unmasked Estep Score: -2867098.000000 Penalty: 11673.751953 Iteration 143Q: 3 clusters Score -2867098 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5775 members Mstep: Class 2 contains 7986 members Entering Unmasked Estep Score: -2867097.500000 Penalty: 11673.751953 Iteration 144Q: 3 clusters Score -2867098 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5762 members Mstep: Class 2 contains 7999 members Entering Unmasked Estep Score: -2867104.750000 Penalty: 11673.751953 Iteration 145Q: 3 clusters Score -2867105 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5748 members Mstep: Class 2 contains 8013 members Entering Unmasked Estep Score: -2867106.000000 Penalty: 11673.751953 Iteration 146Q: 3 clusters Score -2867106 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5736 members Mstep: Class 2 contains 8025 members Entering Unmasked Estep Score: -2867111.750000 Penalty: 11673.751953 Iteration 147Q: 3 clusters Score -2867112 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5725 members Mstep: Class 2 contains 8036 members Entering Unmasked Estep Score: -2867113.250000 Penalty: 11673.751953 Iteration 148Q: 3 clusters Score -2867113 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5711 members Mstep: Class 2 contains 8050 members Entering Unmasked Estep Score: -2867122.000000 Penalty: 11673.751953 Iteration 149Q: 3 clusters Score -2867122 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5698 members Mstep: Class 2 contains 8063 members Entering Unmasked Estep Score: -2867122.750000 Penalty: 11673.751953 Iteration 150Q: 3 clusters Score -2867123 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5685 members Mstep: Class 2 contains 8076 members Entering Unmasked Estep Score: -2867129.000000 Penalty: 11673.751953 Iteration 151Q: 3 clusters Score -2867129 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5666 members Mstep: Class 2 contains 8095 members Entering Unmasked Estep Score: -2867140.500000 Penalty: 11673.751953 Iteration 152Q: 3 clusters Score -2867140 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5654 members Mstep: Class 2 contains 8107 members Entering Unmasked Estep Score: -2867134.250000 Penalty: 11673.751953 Iteration 153Q: 3 clusters Score -2867134 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5636 members Mstep: Class 2 contains 8125 members Entering Unmasked Estep Score: -2867137.000000 Penalty: 11673.751953 Iteration 154Q: 3 clusters Score -2867137 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5617 members Mstep: Class 2 contains 8144 members Entering Unmasked Estep Score: -2867139.000000 Penalty: 11673.751953 Iteration 155Q: 3 clusters Score -2867139 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5605 members Mstep: Class 2 contains 8156 members Entering Unmasked Estep Score: -2867146.500000 Penalty: 11673.751953 Iteration 156Q: 3 clusters Score -2867146 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5594 members Mstep: Class 2 contains 8167 members Entering Unmasked Estep Score: -2867151.000000 Penalty: 11673.751953 Iteration 157Q: 3 clusters Score -2867151 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5581 members Mstep: Class 2 contains 8180 members Entering Unmasked Estep Score: -2867157.750000 Penalty: 11673.751953 Iteration 158Q: 3 clusters Score -2867158 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5565 members Mstep: Class 2 contains 8196 members Entering Unmasked Estep Score: -2867161.750000 Penalty: 11673.751953 Iteration 159Q: 3 clusters Score -2867162 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5550 members Mstep: Class 2 contains 8211 members Entering Unmasked Estep Score: -2867162.250000 Penalty: 11673.751953 Iteration 160F: 3 clusters Score -2867162 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5536 members Mstep: Class 2 contains 8225 members Entering Unmasked Estep Score: -2867173.000000 Penalty: 11673.751953 Iteration 161Q: 3 clusters Score -2867173 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5527 members Mstep: Class 2 contains 8234 members Entering Unmasked Estep Score: -2867162.750000 Penalty: 11673.751953 Iteration 162Q: 3 clusters Score -2867163 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5518 members Mstep: Class 2 contains 8243 members Entering Unmasked Estep Score: -2867173.500000 Penalty: 11673.751953 Iteration 163Q: 3 clusters Score -2867174 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5512 members Mstep: Class 2 contains 8249 members Entering Unmasked Estep Score: -2867177.250000 Penalty: 11673.751953 Iteration 164Q: 3 clusters Score -2867177 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5509 members Mstep: Class 2 contains 8252 members Entering Unmasked Estep Score: -2867175.750000 Penalty: 11673.751953 Iteration 165Q: 3 clusters Score -2867176 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5506 members Mstep: Class 2 contains 8255 members Entering Unmasked Estep Score: -2867176.500000 Penalty: 11673.751953 Iteration 166Q: 3 clusters Score -2867176 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5504 members Mstep: Class 2 contains 8257 members Entering Unmasked Estep Score: -2867179.500000 Penalty: 11673.751953 Iteration 167Q: 3 clusters Score -2867180 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5501 members Mstep: Class 2 contains 8260 members Entering Unmasked Estep Score: -2867177.750000 Penalty: 11673.751953 Iteration 168Q: 3 clusters Score -2867178 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5498 members Mstep: Class 2 contains 8263 members Entering Unmasked Estep Score: -2867178.500000 Penalty: 11673.751953 Iteration 169Q: 3 clusters Score -2867178 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5495 members Mstep: Class 2 contains 8266 members Entering Unmasked Estep Score: -2867178.750000 Penalty: 11673.751953 Iteration 170Q: 3 clusters Score -2867179 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5493 members Mstep: Class 2 contains 8268 members Entering Unmasked Estep Score: -2867180.250000 Penalty: 11673.751953 Iteration 171Q: 3 clusters Score -2867180 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5491 members Mstep: Class 2 contains 8270 members Entering Unmasked Estep Score: -2867178.250000 Penalty: 11673.751953 Iteration 172Q: 3 clusters Score -2867178 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5489 members Mstep: Class 2 contains 8272 members Entering Unmasked Estep Score: -2867178.250000 Penalty: 11673.751953 Iteration 173Q: 3 clusters Score -2867178 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5489 members Mstep: Class 2 contains 8272 members Entering Unmasked Estep Score: -2867178.250000 Penalty: 11673.751953 Iteration 174F: 3 clusters Score -2867178 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (374 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 374 members Entering Unmasked Estep Score: -70207.750000 Penalty: 3628.606689 Iteration 0F: 2 clusters Score -70207.75 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 178 members Mstep: Class 2 contains 196 members Entering Unmasked Estep Score: -67201.421875 Penalty: 7257.213379 Iteration 0F: 3 clusters Score -67201.42 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 185 members Mstep: Class 2 contains 189 members Entering Unmasked Estep Score: -67334.945312 Penalty: 7257.213379 Iteration 1F: 3 clusters Score -67334.95 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 187 members Mstep: Class 2 contains 187 members Entering Unmasked Estep Score: -67355.765625 Penalty: 7257.213379 Iteration 2Q: 3 clusters Score -67355.77 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 190 members Mstep: Class 2 contains 184 members Entering Unmasked Estep Score: -67367.554688 Penalty: 7257.213379 Iteration 3Q: 3 clusters Score -67367.55 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 190 members Mstep: Class 2 contains 184 members Entering Unmasked Estep Score: -67367.554688 Penalty: 7257.213379 Iteration 4F: 3 clusters Score -67367.55 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (121829 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 121829 members Entering Unmasked Estep Score: -26989650.000000 Penalty: 7172.604004 Iteration 0F: 2 clusters Score -2.698965e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61079 members Mstep: Class 2 contains 60750 members Entering Unmasked Estep Score: -26907048.000000 Penalty: 14345.208008 Iteration 0F: 3 clusters Score -2.690705e+07 nChanged 56300 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62473 members Mstep: Class 2 contains 59356 members Entering Unmasked Estep Score: -26937892.000000 Penalty: 14345.208008 Iteration 1F: 3 clusters Score -2.693789e+07 nChanged 4439 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63316 members Mstep: Class 2 contains 58513 members Entering Unmasked Estep Score: -26939194.000000 Penalty: 14345.208008 Iteration 2Q: 3 clusters Score -2.693919e+07 nChanged 3977 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64511 members Mstep: Class 2 contains 57318 members Entering Unmasked Estep Score: -26940020.000000 Penalty: 14345.208008 Iteration 3Q: 3 clusters Score -2.694002e+07 nChanged 3642 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66137 members Mstep: Class 2 contains 55692 members Entering Unmasked Estep Score: -26940814.000000 Penalty: 14345.208008 Iteration 4Q: 3 clusters Score -2.694081e+07 nChanged 3559 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 68370 members Mstep: Class 2 contains 53459 members Entering Unmasked Estep Score: -26941666.000000 Penalty: 14345.208008 Iteration 5Q: 3 clusters Score -2.694167e+07 nChanged 3762 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71400 members Mstep: Class 2 contains 50429 members Entering Unmasked Estep Score: -26942868.000000 Penalty: 14345.208008 Iteration 6Q: 3 clusters Score -2.694287e+07 nChanged 4601 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 75693 members Mstep: Class 2 contains 46136 members Entering Unmasked Estep Score: -26944566.000000 Penalty: 14345.208008 Iteration 7Q: 3 clusters Score -2.694457e+07 nChanged 6086 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81659 members Mstep: Class 2 contains 40170 members Entering Unmasked Estep Score: -26947584.000000 Penalty: 14345.208008 Iteration 8Q: 3 clusters Score -2.694758e+07 nChanged 8074 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 89709 members Mstep: Class 2 contains 32120 members Entering Unmasked Estep Score: -26953258.000000 Penalty: 14345.208008 Iteration 9F: 3 clusters Score -2.695326e+07 nChanged 9793 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99500 members Mstep: Class 2 contains 22329 members Entering Unmasked Estep Score: -26961416.000000 Penalty: 14345.208008 Iteration 10F: 3 clusters Score -2.696142e+07 nChanged 9815 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 109313 members Mstep: Class 2 contains 12516 members Entering Unmasked Estep Score: -26970730.000000 Penalty: 14345.208008 Iteration 11F: 3 clusters Score -2.697073e+07 nChanged 7237 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 116550 members Mstep: Class 2 contains 5279 members Entering Unmasked Estep Score: -26978006.000000 Penalty: 14345.208008 Iteration 12F: 3 clusters Score -2.697801e+07 nChanged 3264 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 119812 members Mstep: Class 2 contains 2017 members Entering Unmasked Estep Score: -26981300.000000 Penalty: 14345.208008 Iteration 13Q: 3 clusters Score -2.69813e+07 nChanged 1044 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 120840 members Mstep: Class 2 contains 989 members Entering Unmasked Estep Score: -26982412.000000 Penalty: 14345.208008 Iteration 14Q: 3 clusters Score -2.698241e+07 nChanged 329 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 121131 members Mstep: Class 2 contains 698 members Entering Unmasked Estep Score: -26982780.000000 Penalty: 14345.208008 Iteration 15Q: 3 clusters Score -2.698278e+07 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 121243 members Mstep: Class 2 contains 586 members Entering Unmasked Estep Score: -26982966.000000 Penalty: 14345.208008 Iteration 16Q: 3 clusters Score -2.698297e+07 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 121290 members Mstep: Class 2 contains 539 members Entering Unmasked Estep Score: -26983044.000000 Penalty: 14345.208008 Iteration 17Q: 3 clusters Score -2.698304e+07 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 121330 members Mstep: Class 2 contains 499 members Entering Unmasked Estep Score: -26983166.000000 Penalty: 14345.208008 Iteration 18Q: 3 clusters Score -2.698317e+07 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 121360 members Mstep: Class 2 contains 469 members Entering Unmasked Estep Score: -26983230.000000 Penalty: 14345.208008 Iteration 19Q: 3 clusters Score -2.698323e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 121370 members Mstep: Class 2 contains 459 members Entering Unmasked Estep Score: -26983228.000000 Penalty: 14345.208008 Iteration 20F: 3 clusters Score -2.698323e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 121374 members Mstep: Class 2 contains 455 members Entering Unmasked Estep Score: -26983236.000000 Penalty: 14345.208008 Iteration 21Q: 3 clusters Score -2.698324e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 121377 members Mstep: Class 2 contains 452 members Entering Unmasked Estep Score: -26983248.000000 Penalty: 14345.208008 Iteration 22Q: 3 clusters Score -2.698325e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 121379 members Mstep: Class 2 contains 450 members Entering Unmasked Estep Score: -26983280.000000 Penalty: 14345.208008 Iteration 23Q: 3 clusters Score -2.698328e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 121382 members Mstep: Class 2 contains 447 members Entering Unmasked Estep Score: -26983278.000000 Penalty: 14345.208008 Iteration 24Q: 3 clusters Score -2.698328e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 121385 members Mstep: Class 2 contains 444 members Entering Unmasked Estep Score: -26983274.000000 Penalty: 14345.208008 Iteration 25Q: 3 clusters Score -2.698327e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 121386 members Mstep: Class 2 contains 443 members Entering Unmasked Estep Score: -26983282.000000 Penalty: 14345.208008 Iteration 26Q: 3 clusters Score -2.698328e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 121389 members Mstep: Class 2 contains 440 members Entering Unmasked Estep Score: -26983272.000000 Penalty: 14345.208008 Iteration 27Q: 3 clusters Score -2.698327e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 121389 members Mstep: Class 2 contains 440 members Entering Unmasked Estep Score: -26983272.000000 Penalty: 14345.208008 Iteration 28F: 3 clusters Score -2.698327e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (1078 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1078 members Entering Unmasked Estep Score: -203560.921875 Penalty: 4277.003418 Iteration 0F: 2 clusters Score -203560.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 531 members Mstep: Class 2 contains 547 members Entering Unmasked Estep Score: -199592.859375 Penalty: 8554.006836 Iteration 0F: 3 clusters Score -199592.9 nChanged 214 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 529 members Mstep: Class 2 contains 549 members Entering Unmasked Estep Score: -200425.218750 Penalty: 8554.006836 Iteration 1F: 3 clusters Score -200425.2 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 518 members Mstep: Class 2 contains 560 members Entering Unmasked Estep Score: -200837.812500 Penalty: 8554.006836 Iteration 2F: 3 clusters Score -200837.8 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 507 members Mstep: Class 2 contains 571 members Entering Unmasked Estep Score: -201358.890625 Penalty: 8554.006836 Iteration 3F: 3 clusters Score -201358.9 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 500 members Mstep: Class 2 contains 578 members Entering Unmasked Estep Score: -201651.515625 Penalty: 8554.006836 Iteration 4Q: 3 clusters Score -201651.5 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 492 members Mstep: Class 2 contains 586 members Entering Unmasked Estep Score: -201938.062500 Penalty: 8554.006836 Iteration 5Q: 3 clusters Score -201938.1 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 484 members Mstep: Class 2 contains 594 members Entering Unmasked Estep Score: -202054.562500 Penalty: 8554.006836 Iteration 6Q: 3 clusters Score -202054.6 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 483 members Mstep: Class 2 contains 595 members Entering Unmasked Estep Score: -202106.156250 Penalty: 8554.006836 Iteration 7Q: 3 clusters Score -202106.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 476 members Mstep: Class 2 contains 602 members Entering Unmasked Estep Score: -202146.546875 Penalty: 8554.006836 Iteration 8Q: 3 clusters Score -202146.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 474 members Mstep: Class 2 contains 604 members Entering Unmasked Estep Score: -202194.031250 Penalty: 8554.006836 Iteration 9Q: 3 clusters Score -202194 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 472 members Mstep: Class 2 contains 606 members Entering Unmasked Estep Score: -202251.765625 Penalty: 8554.006836 Iteration 10Q: 3 clusters Score -202251.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 473 members Mstep: Class 2 contains 605 members Entering Unmasked Estep Score: -202292.046875 Penalty: 8554.006836 Iteration 11Q: 3 clusters Score -202292 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 474 members Mstep: Class 2 contains 604 members Entering Unmasked Estep Score: -202326.062500 Penalty: 8554.006836 Iteration 12Q: 3 clusters Score -202326.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 477 members Mstep: Class 2 contains 601 members Entering Unmasked Estep Score: -202337.890625 Penalty: 8554.006836 Iteration 13Q: 3 clusters Score -202337.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 478 members Mstep: Class 2 contains 600 members Entering Unmasked Estep Score: -202342.968750 Penalty: 8554.006836 Iteration 14Q: 3 clusters Score -202343 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 478 members Mstep: Class 2 contains 600 members Entering Unmasked Estep Score: -202342.968750 Penalty: 8554.006836 Iteration 15F: 3 clusters Score -202343 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (2040 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2040 members Entering Unmasked Estep Score: -436134.156250 Penalty: 4667.682129 Iteration 0F: 2 clusters Score -436134.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1035 members Mstep: Class 2 contains 1005 members Entering Unmasked Estep Score: -431103.968750 Penalty: 9335.364258 Iteration 0F: 3 clusters Score -431104 nChanged 471 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1028 members Mstep: Class 2 contains 1012 members Entering Unmasked Estep Score: -431818.593750 Penalty: 9335.364258 Iteration 1F: 3 clusters Score -431818.6 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1002 members Mstep: Class 2 contains 1038 members Entering Unmasked Estep Score: -432045.406250 Penalty: 9335.364258 Iteration 2F: 3 clusters Score -432045.4 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 969 members Mstep: Class 2 contains 1071 members Entering Unmasked Estep Score: -432229.156250 Penalty: 9335.364258 Iteration 3Q: 3 clusters Score -432229.2 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 944 members Mstep: Class 2 contains 1096 members Entering Unmasked Estep Score: -432428.312500 Penalty: 9335.364258 Iteration 4Q: 3 clusters Score -432428.3 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 919 members Mstep: Class 2 contains 1121 members Entering Unmasked Estep Score: -432512.406250 Penalty: 9335.364258 Iteration 5Q: 3 clusters Score -432512.4 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 897 members Mstep: Class 2 contains 1143 members Entering Unmasked Estep Score: -432577.937500 Penalty: 9335.364258 Iteration 6Q: 3 clusters Score -432577.9 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 880 members Mstep: Class 2 contains 1160 members Entering Unmasked Estep Score: -432625.468750 Penalty: 9335.364258 Iteration 7Q: 3 clusters Score -432625.5 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 864 members Mstep: Class 2 contains 1176 members Entering Unmasked Estep Score: -432674.906250 Penalty: 9335.364258 Iteration 8Q: 3 clusters Score -432674.9 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 847 members Mstep: Class 2 contains 1193 members Entering Unmasked Estep Score: -432706.718750 Penalty: 9335.364258 Iteration 9Q: 3 clusters Score -432706.7 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 829 members Mstep: Class 2 contains 1211 members Entering Unmasked Estep Score: -432739.437500 Penalty: 9335.364258 Iteration 10Q: 3 clusters Score -432739.4 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 817 members Mstep: Class 2 contains 1223 members Entering Unmasked Estep Score: -432754.812500 Penalty: 9335.364258 Iteration 11Q: 3 clusters Score -432754.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 810 members Mstep: Class 2 contains 1230 members Entering Unmasked Estep Score: -432761.906250 Penalty: 9335.364258 Iteration 12Q: 3 clusters Score -432761.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 806 members Mstep: Class 2 contains 1234 members Entering Unmasked Estep Score: -432769.187500 Penalty: 9335.364258 Iteration 13Q: 3 clusters Score -432769.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 803 members Mstep: Class 2 contains 1237 members Entering Unmasked Estep Score: -432772.625000 Penalty: 9335.364258 Iteration 14Q: 3 clusters Score -432772.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 799 members Mstep: Class 2 contains 1241 members Entering Unmasked Estep Score: -432780.000000 Penalty: 9335.364258 Iteration 15Q: 3 clusters Score -432780 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 795 members Mstep: Class 2 contains 1245 members Entering Unmasked Estep Score: -432784.593750 Penalty: 9335.364258 Iteration 16Q: 3 clusters Score -432784.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 793 members Mstep: Class 2 contains 1247 members Entering Unmasked Estep Score: -432786.062500 Penalty: 9335.364258 Iteration 17Q: 3 clusters Score -432786.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 792 members Mstep: Class 2 contains 1248 members Entering Unmasked Estep Score: -432788.000000 Penalty: 9335.364258 Iteration 18Q: 3 clusters Score -432788 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 792 members Mstep: Class 2 contains 1248 members Entering Unmasked Estep Score: -432788.000000 Penalty: 9335.364258 Iteration 19F: 3 clusters Score -432788 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (17355 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17355 members Entering Unmasked Estep Score: -3833163.000000 Penalty: 5979.001953 Iteration 0F: 2 clusters Score -3833163 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8701 members Mstep: Class 2 contains 8654 members Entering Unmasked Estep Score: -3818386.500000 Penalty: 11958.003906 Iteration 0F: 3 clusters Score -3818386 nChanged 6877 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8662 members Mstep: Class 2 contains 8693 members Entering Unmasked Estep Score: -3822124.250000 Penalty: 11958.003906 Iteration 1F: 3 clusters Score -3822124 nChanged 1117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8661 members Mstep: Class 2 contains 8694 members Entering Unmasked Estep Score: -3822663.000000 Penalty: 11958.003906 Iteration 2F: 3 clusters Score -3822663 nChanged 823 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8660 members Mstep: Class 2 contains 8695 members Entering Unmasked Estep Score: -3823064.750000 Penalty: 11958.003906 Iteration 3Q: 3 clusters Score -3823065 nChanged 667 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8643 members Mstep: Class 2 contains 8712 members Entering Unmasked Estep Score: -3823358.250000 Penalty: 11958.003906 Iteration 4Q: 3 clusters Score -3823358 nChanged 522 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8599 members Mstep: Class 2 contains 8756 members Entering Unmasked Estep Score: -3823595.000000 Penalty: 11958.003906 Iteration 5Q: 3 clusters Score -3823595 nChanged 481 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8556 members Mstep: Class 2 contains 8799 members Entering Unmasked Estep Score: -3823824.000000 Penalty: 11958.003906 Iteration 6Q: 3 clusters Score -3823824 nChanged 443 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8517 members Mstep: Class 2 contains 8838 members Entering Unmasked Estep Score: -3824018.750000 Penalty: 11958.003906 Iteration 7Q: 3 clusters Score -3824019 nChanged 442 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8451 members Mstep: Class 2 contains 8904 members Entering Unmasked Estep Score: -3824208.250000 Penalty: 11958.003906 Iteration 8Q: 3 clusters Score -3824208 nChanged 445 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8392 members Mstep: Class 2 contains 8963 members Entering Unmasked Estep Score: -3824413.750000 Penalty: 11958.003906 Iteration 9Q: 3 clusters Score -3824414 nChanged 451 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8369 members Mstep: Class 2 contains 8986 members Entering Unmasked Estep Score: -3824645.750000 Penalty: 11958.003906 Iteration 10Q: 3 clusters Score -3824646 nChanged 489 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8324 members Mstep: Class 2 contains 9031 members Entering Unmasked Estep Score: -3824897.000000 Penalty: 11958.003906 Iteration 11Q: 3 clusters Score -3824897 nChanged 486 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8254 members Mstep: Class 2 contains 9101 members Entering Unmasked Estep Score: -3825132.250000 Penalty: 11958.003906 Iteration 12Q: 3 clusters Score -3825132 nChanged 513 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8173 members Mstep: Class 2 contains 9182 members Entering Unmasked Estep Score: -3825414.750000 Penalty: 11958.003906 Iteration 13Q: 3 clusters Score -3825415 nChanged 526 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8077 members Mstep: Class 2 contains 9278 members Entering Unmasked Estep Score: -3825722.500000 Penalty: 11958.003906 Iteration 14Q: 3 clusters Score -3825722 nChanged 540 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7981 members Mstep: Class 2 contains 9374 members Entering Unmasked Estep Score: -3826039.000000 Penalty: 11958.003906 Iteration 15Q: 3 clusters Score -3826039 nChanged 581 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7868 members Mstep: Class 2 contains 9487 members Entering Unmasked Estep Score: -3826466.500000 Penalty: 11958.003906 Iteration 16Q: 3 clusters Score -3826466 nChanged 623 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7769 members Mstep: Class 2 contains 9586 members Entering Unmasked Estep Score: -3826980.750000 Penalty: 11958.003906 Iteration 17Q: 3 clusters Score -3826981 nChanged 684 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7701 members Mstep: Class 2 contains 9654 members Entering Unmasked Estep Score: -3827710.000000 Penalty: 11958.003906 Iteration 18Q: 3 clusters Score -3827710 nChanged 809 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7802 members Mstep: Class 2 contains 9553 members Entering Unmasked Estep Score: -3828820.250000 Penalty: 11958.003906 Iteration 19Q: 3 clusters Score -3828820 nChanged 930 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8024 members Mstep: Class 2 contains 9331 members Entering Unmasked Estep Score: -3830403.250000 Penalty: 11958.003906 Iteration 20F: 3 clusters Score -3830403 nChanged 834 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8352 members Mstep: Class 2 contains 9003 members Entering Unmasked Estep Score: -3831658.750000 Penalty: 11958.003906 Iteration 21Q: 3 clusters Score -3831659 nChanged 549 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8639 members Mstep: Class 2 contains 8716 members Entering Unmasked Estep Score: -3832267.750000 Penalty: 11958.003906 Iteration 22Q: 3 clusters Score -3832268 nChanged 316 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8873 members Mstep: Class 2 contains 8482 members Entering Unmasked Estep Score: -3832542.000000 Penalty: 11958.003906 Iteration 23Q: 3 clusters Score -3832542 nChanged 177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9038 members Mstep: Class 2 contains 8317 members Entering Unmasked Estep Score: -3832654.500000 Penalty: 11958.003906 Iteration 24Q: 3 clusters Score -3832654 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9164 members Mstep: Class 2 contains 8191 members Entering Unmasked Estep Score: -3832716.500000 Penalty: 11958.003906 Iteration 25Q: 3 clusters Score -3832716 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9267 members Mstep: Class 2 contains 8088 members Entering Unmasked Estep Score: -3832766.500000 Penalty: 11958.003906 Iteration 26Q: 3 clusters Score -3832766 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9355 members Mstep: Class 2 contains 8000 members Entering Unmasked Estep Score: -3832790.000000 Penalty: 11958.003906 Iteration 27Q: 3 clusters Score -3832790 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9446 members Mstep: Class 2 contains 7909 members Entering Unmasked Estep Score: -3832833.750000 Penalty: 11958.003906 Iteration 28Q: 3 clusters Score -3832834 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9516 members Mstep: Class 2 contains 7839 members Entering Unmasked Estep Score: -3832855.250000 Penalty: 11958.003906 Iteration 29Q: 3 clusters Score -3832855 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9569 members Mstep: Class 2 contains 7786 members Entering Unmasked Estep Score: -3832883.250000 Penalty: 11958.003906 Iteration 30Q: 3 clusters Score -3832883 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9614 members Mstep: Class 2 contains 7741 members Entering Unmasked Estep Score: -3832885.500000 Penalty: 11958.003906 Iteration 31Q: 3 clusters Score -3832886 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9648 members Mstep: Class 2 contains 7707 members Entering Unmasked Estep Score: -3832905.500000 Penalty: 11958.003906 Iteration 32Q: 3 clusters Score -3832906 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9673 members Mstep: Class 2 contains 7682 members Entering Unmasked Estep Score: -3832904.500000 Penalty: 11958.003906 Iteration 33Q: 3 clusters Score -3832904 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9692 members Mstep: Class 2 contains 7663 members Entering Unmasked Estep Score: -3832917.000000 Penalty: 11958.003906 Iteration 34Q: 3 clusters Score -3832917 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9702 members Mstep: Class 2 contains 7653 members Entering Unmasked Estep Score: -3832921.500000 Penalty: 11958.003906 Iteration 35Q: 3 clusters Score -3832922 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9712 members Mstep: Class 2 contains 7643 members Entering Unmasked Estep Score: -3832916.500000 Penalty: 11958.003906 Iteration 36Q: 3 clusters Score -3832916 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9722 members Mstep: Class 2 contains 7633 members Entering Unmasked Estep Score: -3832921.000000 Penalty: 11958.003906 Iteration 37Q: 3 clusters Score -3832921 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9729 members Mstep: Class 2 contains 7626 members Entering Unmasked Estep Score: -3832924.500000 Penalty: 11958.003906 Iteration 38Q: 3 clusters Score -3832924 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9736 members Mstep: Class 2 contains 7619 members Entering Unmasked Estep Score: -3832923.750000 Penalty: 11958.003906 Iteration 39Q: 3 clusters Score -3832924 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9741 members Mstep: Class 2 contains 7614 members Entering Unmasked Estep Score: -3832924.750000 Penalty: 11958.003906 Iteration 40F: 3 clusters Score -3832925 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9744 members Mstep: Class 2 contains 7611 members Entering Unmasked Estep Score: -3832924.750000 Penalty: 11958.003906 Iteration 41Q: 3 clusters Score -3832925 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9746 members Mstep: Class 2 contains 7609 members Entering Unmasked Estep Score: -3832928.500000 Penalty: 11958.003906 Iteration 42Q: 3 clusters Score -3832928 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9749 members Mstep: Class 2 contains 7606 members Entering Unmasked Estep Score: -3832930.750000 Penalty: 11958.003906 Iteration 43Q: 3 clusters Score -3832931 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9750 members Mstep: Class 2 contains 7605 members Entering Unmasked Estep Score: -3832927.000000 Penalty: 11958.003906 Iteration 44Q: 3 clusters Score -3832927 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9750 members Mstep: Class 2 contains 7605 members Entering Unmasked Estep Score: -3832927.000000 Penalty: 11958.003906 Iteration 45F: 3 clusters Score -3832927 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (37351 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37351 members Entering Unmasked Estep Score: -8266779.500000 Penalty: 6448.470703 Iteration 0F: 2 clusters Score -8266780 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18657 members Mstep: Class 2 contains 18694 members Entering Unmasked Estep Score: -8239334.500000 Penalty: 12896.941406 Iteration 0F: 3 clusters Score -8239334 nChanged 15978 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18581 members Mstep: Class 2 contains 18770 members Entering Unmasked Estep Score: -8247892.000000 Penalty: 12896.941406 Iteration 1F: 3 clusters Score -8247892 nChanged 2078 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18503 members Mstep: Class 2 contains 18848 members Entering Unmasked Estep Score: -8248596.500000 Penalty: 12896.941406 Iteration 2F: 3 clusters Score -8248596 nChanged 1689 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18482 members Mstep: Class 2 contains 18869 members Entering Unmasked Estep Score: -8249238.000000 Penalty: 12896.941406 Iteration 3Q: 3 clusters Score -8249238 nChanged 1427 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18473 members Mstep: Class 2 contains 18878 members Entering Unmasked Estep Score: -8249705.500000 Penalty: 12896.941406 Iteration 4Q: 3 clusters Score -8249706 nChanged 1285 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18462 members Mstep: Class 2 contains 18889 members Entering Unmasked Estep Score: -8250205.500000 Penalty: 12896.941406 Iteration 5Q: 3 clusters Score -8250206 nChanged 1162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18454 members Mstep: Class 2 contains 18897 members Entering Unmasked Estep Score: -8250624.000000 Penalty: 12896.941406 Iteration 6Q: 3 clusters Score -8250624 nChanged 1065 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18433 members Mstep: Class 2 contains 18918 members Entering Unmasked Estep Score: -8250877.500000 Penalty: 12896.941406 Iteration 7Q: 3 clusters Score -8250878 nChanged 970 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18399 members Mstep: Class 2 contains 18952 members Entering Unmasked Estep Score: -8251223.500000 Penalty: 12896.941406 Iteration 8Q: 3 clusters Score -8251224 nChanged 927 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18336 members Mstep: Class 2 contains 19015 members Entering Unmasked Estep Score: -8251495.500000 Penalty: 12896.941406 Iteration 9Q: 3 clusters Score -8251496 nChanged 883 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18291 members Mstep: Class 2 contains 19060 members Entering Unmasked Estep Score: -8251738.000000 Penalty: 12896.941406 Iteration 10Q: 3 clusters Score -8251738 nChanged 865 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18250 members Mstep: Class 2 contains 19101 members Entering Unmasked Estep Score: -8252017.000000 Penalty: 12896.941406 Iteration 11Q: 3 clusters Score -8252017 nChanged 803 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18247 members Mstep: Class 2 contains 19104 members Entering Unmasked Estep Score: -8252247.000000 Penalty: 12896.941406 Iteration 12Q: 3 clusters Score -8252247 nChanged 805 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18230 members Mstep: Class 2 contains 19121 members Entering Unmasked Estep Score: -8252474.000000 Penalty: 12896.941406 Iteration 13Q: 3 clusters Score -8252474 nChanged 776 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18236 members Mstep: Class 2 contains 19115 members Entering Unmasked Estep Score: -8252682.500000 Penalty: 12896.941406 Iteration 14Q: 3 clusters Score -8252682 nChanged 738 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18214 members Mstep: Class 2 contains 19137 members Entering Unmasked Estep Score: -8252919.000000 Penalty: 12896.941406 Iteration 15Q: 3 clusters Score -8252919 nChanged 723 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18211 members Mstep: Class 2 contains 19140 members Entering Unmasked Estep Score: -8253064.500000 Penalty: 12896.941406 Iteration 16Q: 3 clusters Score -8253064 nChanged 647 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18222 members Mstep: Class 2 contains 19129 members Entering Unmasked Estep Score: -8253218.500000 Penalty: 12896.941406 Iteration 17Q: 3 clusters Score -8253218 nChanged 627 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18185 members Mstep: Class 2 contains 19166 members Entering Unmasked Estep Score: -8253404.500000 Penalty: 12896.941406 Iteration 18Q: 3 clusters Score -8253404 nChanged 626 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18145 members Mstep: Class 2 contains 19206 members Entering Unmasked Estep Score: -8253537.500000 Penalty: 12896.941406 Iteration 19Q: 3 clusters Score -8253538 nChanged 560 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18111 members Mstep: Class 2 contains 19240 members Entering Unmasked Estep Score: -8253671.000000 Penalty: 12896.941406 Iteration 20F: 3 clusters Score -8253671 nChanged 514 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18071 members Mstep: Class 2 contains 19280 members Entering Unmasked Estep Score: -8253738.000000 Penalty: 12896.941406 Iteration 21Q: 3 clusters Score -8253738 nChanged 496 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18033 members Mstep: Class 2 contains 19318 members Entering Unmasked Estep Score: -8253855.500000 Penalty: 12896.941406 Iteration 22Q: 3 clusters Score -8253856 nChanged 448 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17979 members Mstep: Class 2 contains 19372 members Entering Unmasked Estep Score: -8253972.500000 Penalty: 12896.941406 Iteration 23Q: 3 clusters Score -8253972 nChanged 400 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17917 members Mstep: Class 2 contains 19434 members Entering Unmasked Estep Score: -8254077.000000 Penalty: 12896.941406 Iteration 24Q: 3 clusters Score -8254077 nChanged 375 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17818 members Mstep: Class 2 contains 19533 members Entering Unmasked Estep Score: -8254150.000000 Penalty: 12896.941406 Iteration 25Q: 3 clusters Score -8254150 nChanged 356 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17742 members Mstep: Class 2 contains 19609 members Entering Unmasked Estep Score: -8254213.000000 Penalty: 12896.941406 Iteration 26Q: 3 clusters Score -8254213 nChanged 313 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17683 members Mstep: Class 2 contains 19668 members Entering Unmasked Estep Score: -8254280.000000 Penalty: 12896.941406 Iteration 27Q: 3 clusters Score -8254280 nChanged 295 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17600 members Mstep: Class 2 contains 19751 members Entering Unmasked Estep Score: -8254304.500000 Penalty: 12896.941406 Iteration 28Q: 3 clusters Score -8254304 nChanged 295 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17485 members Mstep: Class 2 contains 19866 members Entering Unmasked Estep Score: -8254349.000000 Penalty: 12896.941406 Iteration 29Q: 3 clusters Score -8254349 nChanged 306 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17363 members Mstep: Class 2 contains 19988 members Entering Unmasked Estep Score: -8254417.000000 Penalty: 12896.941406 Iteration 30Q: 3 clusters Score -8254417 nChanged 267 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17256 members Mstep: Class 2 contains 20095 members Entering Unmasked Estep Score: -8254462.000000 Penalty: 12896.941406 Iteration 31Q: 3 clusters Score -8254462 nChanged 264 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17126 members Mstep: Class 2 contains 20225 members Entering Unmasked Estep Score: -8254513.000000 Penalty: 12896.941406 Iteration 32Q: 3 clusters Score -8254513 nChanged 272 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16982 members Mstep: Class 2 contains 20369 members Entering Unmasked Estep Score: -8254550.500000 Penalty: 12896.941406 Iteration 33Q: 3 clusters Score -8254550 nChanged 262 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16838 members Mstep: Class 2 contains 20513 members Entering Unmasked Estep Score: -8254596.000000 Penalty: 12896.941406 Iteration 34Q: 3 clusters Score -8254596 nChanged 246 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16702 members Mstep: Class 2 contains 20649 members Entering Unmasked Estep Score: -8254650.000000 Penalty: 12896.941406 Iteration 35Q: 3 clusters Score -8254650 nChanged 253 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16567 members Mstep: Class 2 contains 20784 members Entering Unmasked Estep Score: -8254695.500000 Penalty: 12896.941406 Iteration 36Q: 3 clusters Score -8254696 nChanged 245 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16404 members Mstep: Class 2 contains 20947 members Entering Unmasked Estep Score: -8254737.500000 Penalty: 12896.941406 Iteration 37Q: 3 clusters Score -8254738 nChanged 240 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16236 members Mstep: Class 2 contains 21115 members Entering Unmasked Estep Score: -8254774.500000 Penalty: 12896.941406 Iteration 38Q: 3 clusters Score -8254774 nChanged 273 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16029 members Mstep: Class 2 contains 21322 members Entering Unmasked Estep Score: -8254849.000000 Penalty: 12896.941406 Iteration 39Q: 3 clusters Score -8254849 nChanged 302 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15803 members Mstep: Class 2 contains 21548 members Entering Unmasked Estep Score: -8254916.000000 Penalty: 12896.941406 Iteration 40F: 3 clusters Score -8254916 nChanged 317 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15560 members Mstep: Class 2 contains 21791 members Entering Unmasked Estep Score: -8254976.500000 Penalty: 12896.941406 Iteration 41Q: 3 clusters Score -8254976 nChanged 319 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15301 members Mstep: Class 2 contains 22050 members Entering Unmasked Estep Score: -8255048.500000 Penalty: 12896.941406 Iteration 42Q: 3 clusters Score -8255048 nChanged 291 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15044 members Mstep: Class 2 contains 22307 members Entering Unmasked Estep Score: -8255102.000000 Penalty: 12896.941406 Iteration 43Q: 3 clusters Score -8255102 nChanged 312 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14774 members Mstep: Class 2 contains 22577 members Entering Unmasked Estep Score: -8255141.000000 Penalty: 12896.941406 Iteration 44Q: 3 clusters Score -8255141 nChanged 325 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14483 members Mstep: Class 2 contains 22868 members Entering Unmasked Estep Score: -8255216.000000 Penalty: 12896.941406 Iteration 45Q: 3 clusters Score -8255216 nChanged 334 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14181 members Mstep: Class 2 contains 23170 members Entering Unmasked Estep Score: -8255308.000000 Penalty: 12896.941406 Iteration 46Q: 3 clusters Score -8255308 nChanged 390 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13835 members Mstep: Class 2 contains 23516 members Entering Unmasked Estep Score: -8255405.000000 Penalty: 12896.941406 Iteration 47Q: 3 clusters Score -8255405 nChanged 443 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13428 members Mstep: Class 2 contains 23923 members Entering Unmasked Estep Score: -8255531.000000 Penalty: 12896.941406 Iteration 48Q: 3 clusters Score -8255531 nChanged 456 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13000 members Mstep: Class 2 contains 24351 members Entering Unmasked Estep Score: -8255642.000000 Penalty: 12896.941406 Iteration 49Q: 3 clusters Score -8255642 nChanged 477 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12553 members Mstep: Class 2 contains 24798 members Entering Unmasked Estep Score: -8255773.000000 Penalty: 12896.941406 Iteration 50Q: 3 clusters Score -8255773 nChanged 511 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12070 members Mstep: Class 2 contains 25281 members Entering Unmasked Estep Score: -8255912.500000 Penalty: 12896.941406 Iteration 51Q: 3 clusters Score -8255912 nChanged 542 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11554 members Mstep: Class 2 contains 25797 members Entering Unmasked Estep Score: -8256109.000000 Penalty: 12896.941406 Iteration 52Q: 3 clusters Score -8256109 nChanged 565 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11005 members Mstep: Class 2 contains 26346 members Entering Unmasked Estep Score: -8256262.500000 Penalty: 12896.941406 Iteration 53Q: 3 clusters Score -8256262 nChanged 631 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10392 members Mstep: Class 2 contains 26959 members Entering Unmasked Estep Score: -8256502.000000 Penalty: 12896.941406 Iteration 54Q: 3 clusters Score -8256502 nChanged 640 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9764 members Mstep: Class 2 contains 27587 members Entering Unmasked Estep Score: -8256744.500000 Penalty: 12896.941406 Iteration 55Q: 3 clusters Score -8256744 nChanged 624 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9146 members Mstep: Class 2 contains 28205 members Entering Unmasked Estep Score: -8256941.500000 Penalty: 12896.941406 Iteration 56Q: 3 clusters Score -8256942 nChanged 677 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8477 members Mstep: Class 2 contains 28874 members Entering Unmasked Estep Score: -8257203.000000 Penalty: 12896.941406 Iteration 57Q: 3 clusters Score -8257203 nChanged 666 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7819 members Mstep: Class 2 contains 29532 members Entering Unmasked Estep Score: -8257474.000000 Penalty: 12896.941406 Iteration 58Q: 3 clusters Score -8257474 nChanged 702 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7121 members Mstep: Class 2 contains 30230 members Entering Unmasked Estep Score: -8257780.500000 Penalty: 12896.941406 Iteration 59Q: 3 clusters Score -8257780 nChanged 715 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6410 members Mstep: Class 2 contains 30941 members Entering Unmasked Estep Score: -8258119.500000 Penalty: 12896.941406 Iteration 60F: 3 clusters Score -8258120 nChanged 687 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5731 members Mstep: Class 2 contains 31620 members Entering Unmasked Estep Score: -8258437.500000 Penalty: 12896.941406 Iteration 61Q: 3 clusters Score -8258438 nChanged 670 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5067 members Mstep: Class 2 contains 32284 members Entering Unmasked Estep Score: -8258801.000000 Penalty: 12896.941406 Iteration 62Q: 3 clusters Score -8258801 nChanged 628 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4443 members Mstep: Class 2 contains 32908 members Entering Unmasked Estep Score: -8259164.000000 Penalty: 12896.941406 Iteration 63Q: 3 clusters Score -8259164 nChanged 582 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3869 members Mstep: Class 2 contains 33482 members Entering Unmasked Estep Score: -8259517.500000 Penalty: 12896.941406 Iteration 64Q: 3 clusters Score -8259518 nChanged 520 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3357 members Mstep: Class 2 contains 33994 members Entering Unmasked Estep Score: -8259816.500000 Penalty: 12896.941406 Iteration 65Q: 3 clusters Score -8259816 nChanged 433 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2934 members Mstep: Class 2 contains 34417 members Entering Unmasked Estep Score: -8260064.500000 Penalty: 12896.941406 Iteration 66Q: 3 clusters Score -8260064 nChanged 340 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2600 members Mstep: Class 2 contains 34751 members Entering Unmasked Estep Score: -8260290.000000 Penalty: 12896.941406 Iteration 67Q: 3 clusters Score -8260290 nChanged 295 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2309 members Mstep: Class 2 contains 35042 members Entering Unmasked Estep Score: -8260453.000000 Penalty: 12896.941406 Iteration 68Q: 3 clusters Score -8260453 nChanged 231 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2088 members Mstep: Class 2 contains 35263 members Entering Unmasked Estep Score: -8260592.500000 Penalty: 12896.941406 Iteration 69Q: 3 clusters Score -8260592 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1926 members Mstep: Class 2 contains 35425 members Entering Unmasked Estep Score: -8260717.500000 Penalty: 12896.941406 Iteration 70Q: 3 clusters Score -8260718 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1808 members Mstep: Class 2 contains 35543 members Entering Unmasked Estep Score: -8260816.000000 Penalty: 12896.941406 Iteration 71Q: 3 clusters Score -8260816 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1706 members Mstep: Class 2 contains 35645 members Entering Unmasked Estep Score: -8260872.000000 Penalty: 12896.941406 Iteration 72Q: 3 clusters Score -8260872 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1620 members Mstep: Class 2 contains 35731 members Entering Unmasked Estep Score: -8260927.000000 Penalty: 12896.941406 Iteration 73Q: 3 clusters Score -8260927 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1563 members Mstep: Class 2 contains 35788 members Entering Unmasked Estep Score: -8260952.500000 Penalty: 12896.941406 Iteration 74Q: 3 clusters Score -8260952 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1514 members Mstep: Class 2 contains 35837 members Entering Unmasked Estep Score: -8260969.000000 Penalty: 12896.941406 Iteration 75Q: 3 clusters Score -8260969 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1475 members Mstep: Class 2 contains 35876 members Entering Unmasked Estep Score: -8260991.000000 Penalty: 12896.941406 Iteration 76Q: 3 clusters Score -8260991 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1435 members Mstep: Class 2 contains 35916 members Entering Unmasked Estep Score: -8261041.000000 Penalty: 12896.941406 Iteration 77Q: 3 clusters Score -8261041 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1397 members Mstep: Class 2 contains 35954 members Entering Unmasked Estep Score: -8261064.000000 Penalty: 12896.941406 Iteration 78Q: 3 clusters Score -8261064 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1372 members Mstep: Class 2 contains 35979 members Entering Unmasked Estep Score: -8261082.000000 Penalty: 12896.941406 Iteration 79Q: 3 clusters Score -8261082 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1352 members Mstep: Class 2 contains 35999 members Entering Unmasked Estep Score: -8261099.500000 Penalty: 12896.941406 Iteration 80F: 3 clusters Score -8261100 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1335 members Mstep: Class 2 contains 36016 members Entering Unmasked Estep Score: -8261097.000000 Penalty: 12896.941406 Iteration 81Q: 3 clusters Score -8261097 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1326 members Mstep: Class 2 contains 36025 members Entering Unmasked Estep Score: -8261100.500000 Penalty: 12896.941406 Iteration 82Q: 3 clusters Score -8261100 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1316 members Mstep: Class 2 contains 36035 members Entering Unmasked Estep Score: -8261116.000000 Penalty: 12896.941406 Iteration 83Q: 3 clusters Score -8261116 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1304 members Mstep: Class 2 contains 36047 members Entering Unmasked Estep Score: -8261124.500000 Penalty: 12896.941406 Iteration 84Q: 3 clusters Score -8261124 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1291 members Mstep: Class 2 contains 36060 members Entering Unmasked Estep Score: -8261141.000000 Penalty: 12896.941406 Iteration 85Q: 3 clusters Score -8261141 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1279 members Mstep: Class 2 contains 36072 members Entering Unmasked Estep Score: -8261147.500000 Penalty: 12896.941406 Iteration 86Q: 3 clusters Score -8261148 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1271 members Mstep: Class 2 contains 36080 members Entering Unmasked Estep Score: -8261149.500000 Penalty: 12896.941406 Iteration 87Q: 3 clusters Score -8261150 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1262 members Mstep: Class 2 contains 36089 members Entering Unmasked Estep Score: -8261160.500000 Penalty: 12896.941406 Iteration 88Q: 3 clusters Score -8261160 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1260 members Mstep: Class 2 contains 36091 members Entering Unmasked Estep Score: -8261160.500000 Penalty: 12896.941406 Iteration 89Q: 3 clusters Score -8261160 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1255 members Mstep: Class 2 contains 36096 members Entering Unmasked Estep Score: -8261162.000000 Penalty: 12896.941406 Iteration 90Q: 3 clusters Score -8261162 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1248 members Mstep: Class 2 contains 36103 members Entering Unmasked Estep Score: -8261171.000000 Penalty: 12896.941406 Iteration 91Q: 3 clusters Score -8261171 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1243 members Mstep: Class 2 contains 36108 members Entering Unmasked Estep Score: -8261164.000000 Penalty: 12896.941406 Iteration 92Q: 3 clusters Score -8261164 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1236 members Mstep: Class 2 contains 36115 members Entering Unmasked Estep Score: -8261169.000000 Penalty: 12896.941406 Iteration 93Q: 3 clusters Score -8261169 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1235 members Mstep: Class 2 contains 36116 members Entering Unmasked Estep Score: -8261170.500000 Penalty: 12896.941406 Iteration 94Q: 3 clusters Score -8261170 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1231 members Mstep: Class 2 contains 36120 members Entering Unmasked Estep Score: -8261175.000000 Penalty: 12896.941406 Iteration 95Q: 3 clusters Score -8261175 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1229 members Mstep: Class 2 contains 36122 members Entering Unmasked Estep Score: -8261175.500000 Penalty: 12896.941406 Iteration 96Q: 3 clusters Score -8261176 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1226 members Mstep: Class 2 contains 36125 members Entering Unmasked Estep Score: -8261178.500000 Penalty: 12896.941406 Iteration 97Q: 3 clusters Score -8261178 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1222 members Mstep: Class 2 contains 36129 members Entering Unmasked Estep Score: -8261179.500000 Penalty: 12896.941406 Iteration 98Q: 3 clusters Score -8261180 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1216 members Mstep: Class 2 contains 36135 members Entering Unmasked Estep Score: -8261185.000000 Penalty: 12896.941406 Iteration 99Q: 3 clusters Score -8261185 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1212 members Mstep: Class 2 contains 36139 members Entering Unmasked Estep Score: -8261187.000000 Penalty: 12896.941406 Iteration 100F: 3 clusters Score -8261187 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1211 members Mstep: Class 2 contains 36140 members Entering Unmasked Estep Score: -8261185.500000 Penalty: 12896.941406 Iteration 101Q: 3 clusters Score -8261186 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1209 members Mstep: Class 2 contains 36142 members Entering Unmasked Estep Score: -8261191.500000 Penalty: 12896.941406 Iteration 102Q: 3 clusters Score -8261192 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1207 members Mstep: Class 2 contains 36144 members Entering Unmasked Estep Score: -8261187.000000 Penalty: 12896.941406 Iteration 103Q: 3 clusters Score -8261187 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1205 members Mstep: Class 2 contains 36146 members Entering Unmasked Estep Score: -8261190.000000 Penalty: 12896.941406 Iteration 104Q: 3 clusters Score -8261190 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1203 members Mstep: Class 2 contains 36148 members Entering Unmasked Estep Score: -8261185.500000 Penalty: 12896.941406 Iteration 105Q: 3 clusters Score -8261186 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1202 members Mstep: Class 2 contains 36149 members Entering Unmasked Estep Score: -8261191.000000 Penalty: 12896.941406 Iteration 106Q: 3 clusters Score -8261191 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1201 members Mstep: Class 2 contains 36150 members Entering Unmasked Estep Score: -8261194.000000 Penalty: 12896.941406 Iteration 107Q: 3 clusters Score -8261194 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1201 members Mstep: Class 2 contains 36150 members Entering Unmasked Estep Score: -8261194.000000 Penalty: 12896.941406 Iteration 108F: 3 clusters Score -8261194 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (84650 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 84650 members Entering Unmasked Estep Score: -18282478.000000 Penalty: 6949.596680 Iteration 0F: 2 clusters Score -1.828248e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42350 members Mstep: Class 2 contains 42300 members Entering Unmasked Estep Score: -18224418.000000 Penalty: 13899.193359 Iteration 0F: 3 clusters Score -1.822442e+07 nChanged 38146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42756 members Mstep: Class 2 contains 41894 members Entering Unmasked Estep Score: -18245104.000000 Penalty: 13899.193359 Iteration 1F: 3 clusters Score -1.82451e+07 nChanged 3586 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42924 members Mstep: Class 2 contains 41726 members Entering Unmasked Estep Score: -18246196.000000 Penalty: 13899.193359 Iteration 2Q: 3 clusters Score -1.82462e+07 nChanged 3167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43197 members Mstep: Class 2 contains 41453 members Entering Unmasked Estep Score: -18247056.000000 Penalty: 13899.193359 Iteration 3Q: 3 clusters Score -1.824706e+07 nChanged 3021 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43644 members Mstep: Class 2 contains 41006 members Entering Unmasked Estep Score: -18247942.000000 Penalty: 13899.193359 Iteration 4Q: 3 clusters Score -1.824794e+07 nChanged 3030 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44332 members Mstep: Class 2 contains 40318 members Entering Unmasked Estep Score: -18249082.000000 Penalty: 13899.193359 Iteration 5Q: 3 clusters Score -1.824908e+07 nChanged 3486 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45368 members Mstep: Class 2 contains 39282 members Entering Unmasked Estep Score: -18250790.000000 Penalty: 13899.193359 Iteration 6Q: 3 clusters Score -1.825079e+07 nChanged 4472 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46988 members Mstep: Class 2 contains 37662 members Entering Unmasked Estep Score: -18253728.000000 Penalty: 13899.193359 Iteration 7F: 3 clusters Score -1.825373e+07 nChanged 5763 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49187 members Mstep: Class 2 contains 35463 members Entering Unmasked Estep Score: -18258708.000000 Penalty: 13899.193359 Iteration 8F: 3 clusters Score -1.825871e+07 nChanged 6957 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51286 members Mstep: Class 2 contains 33364 members Entering Unmasked Estep Score: -18265634.000000 Penalty: 13899.193359 Iteration 9F: 3 clusters Score -1.826563e+07 nChanged 6814 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52088 members Mstep: Class 2 contains 32562 members Entering Unmasked Estep Score: -18272304.000000 Penalty: 13899.193359 Iteration 10F: 3 clusters Score -1.82723e+07 nChanged 5700 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51106 members Mstep: Class 2 contains 33544 members Entering Unmasked Estep Score: -18277702.000000 Penalty: 13899.193359 Iteration 11F: 3 clusters Score -1.82777e+07 nChanged 4544 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49186 members Mstep: Class 2 contains 35464 members Entering Unmasked Estep Score: -18282488.000000 Penalty: 13899.193359 Iteration 12F: 3 clusters Score -1.828249e+07 nChanged 3799 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47151 members Mstep: Class 2 contains 37499 members Entering Unmasked Estep Score: -18286750.000000 Penalty: 13899.193359 Iteration 13Q: 3 clusters Score -1.828675e+07 nChanged 2947 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45476 members Mstep: Class 2 contains 39174 members Entering Unmasked Estep Score: -18289404.000000 Penalty: 13899.193359 Iteration 14Q: 3 clusters Score -1.82894e+07 nChanged 1961 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44223 members Mstep: Class 2 contains 40427 members Entering Unmasked Estep Score: -18290648.000000 Penalty: 13899.193359 Iteration 15Q: 3 clusters Score -1.829065e+07 nChanged 1278 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43209 members Mstep: Class 2 contains 41441 members Entering Unmasked Estep Score: -18291132.000000 Penalty: 13899.193359 Iteration 16Q: 3 clusters Score -1.829113e+07 nChanged 798 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42465 members Mstep: Class 2 contains 42185 members Entering Unmasked Estep Score: -18291430.000000 Penalty: 13899.193359 Iteration 17Q: 3 clusters Score -1.829143e+07 nChanged 644 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41829 members Mstep: Class 2 contains 42821 members Entering Unmasked Estep Score: -18291606.000000 Penalty: 13899.193359 Iteration 18Q: 3 clusters Score -1.829161e+07 nChanged 552 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41281 members Mstep: Class 2 contains 43369 members Entering Unmasked Estep Score: -18291720.000000 Penalty: 13899.193359 Iteration 19Q: 3 clusters Score -1.829172e+07 nChanged 488 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40793 members Mstep: Class 2 contains 43857 members Entering Unmasked Estep Score: -18291954.000000 Penalty: 13899.193359 Iteration 20F: 3 clusters Score -1.829195e+07 nChanged 417 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40378 members Mstep: Class 2 contains 44272 members Entering Unmasked Estep Score: -18291958.000000 Penalty: 13899.193359 Iteration 21Q: 3 clusters Score -1.829196e+07 nChanged 347 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40033 members Mstep: Class 2 contains 44617 members Entering Unmasked Estep Score: -18292000.000000 Penalty: 13899.193359 Iteration 22Q: 3 clusters Score -1.8292e+07 nChanged 329 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39704 members Mstep: Class 2 contains 44946 members Entering Unmasked Estep Score: -18292064.000000 Penalty: 13899.193359 Iteration 23Q: 3 clusters Score -1.829206e+07 nChanged 330 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39374 members Mstep: Class 2 contains 45276 members Entering Unmasked Estep Score: -18292136.000000 Penalty: 13899.193359 Iteration 24Q: 3 clusters Score -1.829214e+07 nChanged 285 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39089 members Mstep: Class 2 contains 45561 members Entering Unmasked Estep Score: -18292176.000000 Penalty: 13899.193359 Iteration 25Q: 3 clusters Score -1.829218e+07 nChanged 233 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38856 members Mstep: Class 2 contains 45794 members Entering Unmasked Estep Score: -18292194.000000 Penalty: 13899.193359 Iteration 26Q: 3 clusters Score -1.829219e+07 nChanged 207 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38649 members Mstep: Class 2 contains 46001 members Entering Unmasked Estep Score: -18292162.000000 Penalty: 13899.193359 Iteration 27Q: 3 clusters Score -1.829216e+07 nChanged 183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38466 members Mstep: Class 2 contains 46184 members Entering Unmasked Estep Score: -18292236.000000 Penalty: 13899.193359 Iteration 28Q: 3 clusters Score -1.829224e+07 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38293 members Mstep: Class 2 contains 46357 members Entering Unmasked Estep Score: -18292278.000000 Penalty: 13899.193359 Iteration 29Q: 3 clusters Score -1.829228e+07 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38127 members Mstep: Class 2 contains 46523 members Entering Unmasked Estep Score: -18292328.000000 Penalty: 13899.193359 Iteration 30Q: 3 clusters Score -1.829233e+07 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37955 members Mstep: Class 2 contains 46695 members Entering Unmasked Estep Score: -18292322.000000 Penalty: 13899.193359 Iteration 31Q: 3 clusters Score -1.829232e+07 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37812 members Mstep: Class 2 contains 46838 members Entering Unmasked Estep Score: -18292336.000000 Penalty: 13899.193359 Iteration 32Q: 3 clusters Score -1.829234e+07 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37695 members Mstep: Class 2 contains 46955 members Entering Unmasked Estep Score: -18292346.000000 Penalty: 13899.193359 Iteration 33Q: 3 clusters Score -1.829235e+07 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37577 members Mstep: Class 2 contains 47073 members Entering Unmasked Estep Score: -18292376.000000 Penalty: 13899.193359 Iteration 34Q: 3 clusters Score -1.829238e+07 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37475 members Mstep: Class 2 contains 47175 members Entering Unmasked Estep Score: -18292404.000000 Penalty: 13899.193359 Iteration 35Q: 3 clusters Score -1.82924e+07 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37377 members Mstep: Class 2 contains 47273 members Entering Unmasked Estep Score: -18292426.000000 Penalty: 13899.193359 Iteration 36Q: 3 clusters Score -1.829243e+07 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37257 members Mstep: Class 2 contains 47393 members Entering Unmasked Estep Score: -18292470.000000 Penalty: 13899.193359 Iteration 37Q: 3 clusters Score -1.829247e+07 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37137 members Mstep: Class 2 contains 47513 members Entering Unmasked Estep Score: -18292486.000000 Penalty: 13899.193359 Iteration 38Q: 3 clusters Score -1.829249e+07 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37016 members Mstep: Class 2 contains 47634 members Entering Unmasked Estep Score: -18292476.000000 Penalty: 13899.193359 Iteration 39Q: 3 clusters Score -1.829248e+07 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36890 members Mstep: Class 2 contains 47760 members Entering Unmasked Estep Score: -18292460.000000 Penalty: 13899.193359 Iteration 40F: 3 clusters Score -1.829246e+07 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36778 members Mstep: Class 2 contains 47872 members Entering Unmasked Estep Score: -18292462.000000 Penalty: 13899.193359 Iteration 41Q: 3 clusters Score -1.829246e+07 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36687 members Mstep: Class 2 contains 47963 members Entering Unmasked Estep Score: -18292456.000000 Penalty: 13899.193359 Iteration 42Q: 3 clusters Score -1.829246e+07 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36583 members Mstep: Class 2 contains 48067 members Entering Unmasked Estep Score: -18292454.000000 Penalty: 13899.193359 Iteration 43Q: 3 clusters Score -1.829245e+07 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36481 members Mstep: Class 2 contains 48169 members Entering Unmasked Estep Score: -18292500.000000 Penalty: 13899.193359 Iteration 44Q: 3 clusters Score -1.82925e+07 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36396 members Mstep: Class 2 contains 48254 members Entering Unmasked Estep Score: -18292472.000000 Penalty: 13899.193359 Iteration 45Q: 3 clusters Score -1.829247e+07 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36307 members Mstep: Class 2 contains 48343 members Entering Unmasked Estep Score: -18292496.000000 Penalty: 13899.193359 Iteration 46Q: 3 clusters Score -1.82925e+07 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36237 members Mstep: Class 2 contains 48413 members Entering Unmasked Estep Score: -18292520.000000 Penalty: 13899.193359 Iteration 47Q: 3 clusters Score -1.829252e+07 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36152 members Mstep: Class 2 contains 48498 members Entering Unmasked Estep Score: -18292520.000000 Penalty: 13899.193359 Iteration 48Q: 3 clusters Score -1.829252e+07 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36069 members Mstep: Class 2 contains 48581 members Entering Unmasked Estep Score: -18292488.000000 Penalty: 13899.193359 Iteration 49Q: 3 clusters Score -1.829249e+07 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35990 members Mstep: Class 2 contains 48660 members Entering Unmasked Estep Score: -18292524.000000 Penalty: 13899.193359 Iteration 50Q: 3 clusters Score -1.829252e+07 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35911 members Mstep: Class 2 contains 48739 members Entering Unmasked Estep Score: -18292538.000000 Penalty: 13899.193359 Iteration 51Q: 3 clusters Score -1.829254e+07 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35835 members Mstep: Class 2 contains 48815 members Entering Unmasked Estep Score: -18292530.000000 Penalty: 13899.193359 Iteration 52Q: 3 clusters Score -1.829253e+07 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35748 members Mstep: Class 2 contains 48902 members Entering Unmasked Estep Score: -18292520.000000 Penalty: 13899.193359 Iteration 53Q: 3 clusters Score -1.829252e+07 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35658 members Mstep: Class 2 contains 48992 members Entering Unmasked Estep Score: -18292532.000000 Penalty: 13899.193359 Iteration 54Q: 3 clusters Score -1.829253e+07 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35570 members Mstep: Class 2 contains 49080 members Entering Unmasked Estep Score: -18292530.000000 Penalty: 13899.193359 Iteration 55Q: 3 clusters Score -1.829253e+07 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35486 members Mstep: Class 2 contains 49164 members Entering Unmasked Estep Score: -18292586.000000 Penalty: 13899.193359 Iteration 56Q: 3 clusters Score -1.829259e+07 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35399 members Mstep: Class 2 contains 49251 members Entering Unmasked Estep Score: -18292586.000000 Penalty: 13899.193359 Iteration 57Q: 3 clusters Score -1.829259e+07 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35323 members Mstep: Class 2 contains 49327 members Entering Unmasked Estep Score: -18292598.000000 Penalty: 13899.193359 Iteration 58Q: 3 clusters Score -1.82926e+07 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35246 members Mstep: Class 2 contains 49404 members Entering Unmasked Estep Score: -18292582.000000 Penalty: 13899.193359 Iteration 59Q: 3 clusters Score -1.829258e+07 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35182 members Mstep: Class 2 contains 49468 members Entering Unmasked Estep Score: -18292574.000000 Penalty: 13899.193359 Iteration 60F: 3 clusters Score -1.829257e+07 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35126 members Mstep: Class 2 contains 49524 members Entering Unmasked Estep Score: -18292606.000000 Penalty: 13899.193359 Iteration 61Q: 3 clusters Score -1.829261e+07 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35064 members Mstep: Class 2 contains 49586 members Entering Unmasked Estep Score: -18292620.000000 Penalty: 13899.193359 Iteration 62Q: 3 clusters Score -1.829262e+07 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35020 members Mstep: Class 2 contains 49630 members Entering Unmasked Estep Score: -18292610.000000 Penalty: 13899.193359 Iteration 63Q: 3 clusters Score -1.829261e+07 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34972 members Mstep: Class 2 contains 49678 members Entering Unmasked Estep Score: -18292606.000000 Penalty: 13899.193359 Iteration 64Q: 3 clusters Score -1.829261e+07 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34934 members Mstep: Class 2 contains 49716 members Entering Unmasked Estep Score: -18292572.000000 Penalty: 13899.193359 Iteration 65Q: 3 clusters Score -1.829257e+07 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34896 members Mstep: Class 2 contains 49754 members Entering Unmasked Estep Score: -18292556.000000 Penalty: 13899.193359 Iteration 66Q: 3 clusters Score -1.829256e+07 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34853 members Mstep: Class 2 contains 49797 members Entering Unmasked Estep Score: -18292568.000000 Penalty: 13899.193359 Iteration 67Q: 3 clusters Score -1.829257e+07 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34799 members Mstep: Class 2 contains 49851 members Entering Unmasked Estep Score: -18292580.000000 Penalty: 13899.193359 Iteration 68Q: 3 clusters Score -1.829258e+07 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34753 members Mstep: Class 2 contains 49897 members Entering Unmasked Estep Score: -18292588.000000 Penalty: 13899.193359 Iteration 69Q: 3 clusters Score -1.829259e+07 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34694 members Mstep: Class 2 contains 49956 members Entering Unmasked Estep Score: -18292564.000000 Penalty: 13899.193359 Iteration 70Q: 3 clusters Score -1.829256e+07 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34629 members Mstep: Class 2 contains 50021 members Entering Unmasked Estep Score: -18292578.000000 Penalty: 13899.193359 Iteration 71Q: 3 clusters Score -1.829258e+07 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34567 members Mstep: Class 2 contains 50083 members Entering Unmasked Estep Score: -18292576.000000 Penalty: 13899.193359 Iteration 72Q: 3 clusters Score -1.829258e+07 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34516 members Mstep: Class 2 contains 50134 members Entering Unmasked Estep Score: -18292562.000000 Penalty: 13899.193359 Iteration 73Q: 3 clusters Score -1.829256e+07 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34473 members Mstep: Class 2 contains 50177 members Entering Unmasked Estep Score: -18292558.000000 Penalty: 13899.193359 Iteration 74Q: 3 clusters Score -1.829256e+07 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34427 members Mstep: Class 2 contains 50223 members Entering Unmasked Estep Score: -18292544.000000 Penalty: 13899.193359 Iteration 75Q: 3 clusters Score -1.829254e+07 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34368 members Mstep: Class 2 contains 50282 members Entering Unmasked Estep Score: -18292568.000000 Penalty: 13899.193359 Iteration 76Q: 3 clusters Score -1.829257e+07 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34311 members Mstep: Class 2 contains 50339 members Entering Unmasked Estep Score: -18292610.000000 Penalty: 13899.193359 Iteration 77Q: 3 clusters Score -1.829261e+07 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34259 members Mstep: Class 2 contains 50391 members Entering Unmasked Estep Score: -18292628.000000 Penalty: 13899.193359 Iteration 78Q: 3 clusters Score -1.829263e+07 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34197 members Mstep: Class 2 contains 50453 members Entering Unmasked Estep Score: -18292612.000000 Penalty: 13899.193359 Iteration 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contains 51041 members Entering Unmasked Estep Score: -18292658.000000 Penalty: 13899.193359 Iteration 87Q: 3 clusters Score -1.829266e+07 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33521 members Mstep: Class 2 contains 51129 members Entering Unmasked Estep Score: -18292668.000000 Penalty: 13899.193359 Iteration 88Q: 3 clusters Score -1.829267e+07 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33447 members Mstep: Class 2 contains 51203 members Entering Unmasked Estep Score: -18292684.000000 Penalty: 13899.193359 Iteration 89Q: 3 clusters Score -1.829268e+07 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33369 members Mstep: Class 2 contains 51281 members Entering Unmasked Estep Score: -18292700.000000 Penalty: 13899.193359 Iteration 90Q: 3 clusters Score -1.82927e+07 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33311 members Mstep: Class 2 contains 51339 members Entering Unmasked Estep Score: -18292728.000000 Penalty: 13899.193359 Iteration 91Q: 3 clusters Score -1.829273e+07 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33231 members Mstep: Class 2 contains 51419 members Entering Unmasked Estep Score: -18292782.000000 Penalty: 13899.193359 Iteration 92Q: 3 clusters Score -1.829278e+07 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33156 members Mstep: Class 2 contains 51494 members Entering Unmasked Estep Score: -18292800.000000 Penalty: 13899.193359 Iteration 93Q: 3 clusters Score -1.82928e+07 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33087 members Mstep: Class 2 contains 51563 members Entering Unmasked Estep Score: -18292832.000000 Penalty: 13899.193359 Iteration 94Q: 3 clusters Score -1.829283e+07 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33032 members Mstep: Class 2 contains 51618 members Entering Unmasked Estep Score: -18292836.000000 Penalty: 13899.193359 Iteration 95Q: 3 clusters Score -1.829284e+07 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32965 members Mstep: Class 2 contains 51685 members Entering Unmasked Estep Score: -18292840.000000 Penalty: 13899.193359 Iteration 96Q: 3 clusters Score -1.829284e+07 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32900 members Mstep: Class 2 contains 51750 members Entering Unmasked Estep Score: -18292886.000000 Penalty: 13899.193359 Iteration 97Q: 3 clusters Score -1.829289e+07 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32828 members Mstep: Class 2 contains 51822 members Entering Unmasked Estep Score: -18292906.000000 Penalty: 13899.193359 Iteration 98Q: 3 clusters Score -1.829291e+07 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32761 members Mstep: Class 2 contains 51889 members Entering Unmasked Estep Score: -18292914.000000 Penalty: 13899.193359 Iteration 99Q: 3 clusters Score -1.829291e+07 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32695 members Mstep: Class 2 contains 51955 members Entering Unmasked Estep Score: -18292880.000000 Penalty: 13899.193359 Iteration 100F: 3 clusters Score -1.829288e+07 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32616 members Mstep: Class 2 contains 52034 members Entering Unmasked Estep Score: -18292890.000000 Penalty: 13899.193359 Iteration 101Q: 3 clusters Score -1.829289e+07 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32527 members Mstep: Class 2 contains 52123 members Entering Unmasked Estep Score: -18292866.000000 Penalty: 13899.193359 Iteration 102Q: 3 clusters Score -1.829287e+07 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32460 members Mstep: Class 2 contains 52190 members Entering Unmasked Estep Score: -18292858.000000 Penalty: 13899.193359 Iteration 103Q: 3 clusters Score -1.829286e+07 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32394 members Mstep: Class 2 contains 52256 members Entering Unmasked Estep Score: -18292854.000000 Penalty: 13899.193359 Iteration 104Q: 3 clusters Score -1.829285e+07 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32327 members Mstep: Class 2 contains 52323 members Entering Unmasked Estep Score: -18292896.000000 Penalty: 13899.193359 Iteration 105Q: 3 clusters Score -1.82929e+07 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32258 members Mstep: Class 2 contains 52392 members Entering Unmasked Estep Score: -18292872.000000 Penalty: 13899.193359 Iteration 106Q: 3 clusters Score -1.829287e+07 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32185 members Mstep: Class 2 contains 52465 members Entering Unmasked Estep Score: -18292892.000000 Penalty: 13899.193359 Iteration 107Q: 3 clusters Score -1.829289e+07 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32122 members Mstep: Class 2 contains 52528 members Entering Unmasked Estep Score: -18292882.000000 Penalty: 13899.193359 Iteration 108Q: 3 clusters Score -1.829288e+07 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32061 members Mstep: Class 2 contains 52589 members Entering Unmasked Estep Score: -18292900.000000 Penalty: 13899.193359 Iteration 109Q: 3 clusters Score -1.82929e+07 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32007 members Mstep: Class 2 contains 52643 members Entering Unmasked Estep Score: -18292890.000000 Penalty: 13899.193359 Iteration 110Q: 3 clusters Score -1.829289e+07 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31953 members Mstep: Class 2 contains 52697 members Entering Unmasked Estep Score: -18292894.000000 Penalty: 13899.193359 Iteration 111Q: 3 clusters Score -1.829289e+07 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31891 members Mstep: Class 2 contains 52759 members Entering Unmasked Estep Score: -18292878.000000 Penalty: 13899.193359 Iteration 112Q: 3 clusters Score -1.829288e+07 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31823 members Mstep: Class 2 contains 52827 members Entering Unmasked Estep Score: -18292880.000000 Penalty: 13899.193359 Iteration 113Q: 3 clusters Score -1.829288e+07 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31752 members Mstep: Class 2 contains 52898 members Entering Unmasked Estep Score: -18292864.000000 Penalty: 13899.193359 Iteration 114Q: 3 clusters Score -1.829286e+07 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31678 members Mstep: Class 2 contains 52972 members Entering Unmasked Estep Score: -18292892.000000 Penalty: 13899.193359 Iteration 115Q: 3 clusters Score -1.829289e+07 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31618 members Mstep: Class 2 contains 53032 members Entering Unmasked Estep Score: -18292908.000000 Penalty: 13899.193359 Iteration 116Q: 3 clusters Score -1.829291e+07 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31556 members Mstep: Class 2 contains 53094 members Entering Unmasked Estep Score: -18292924.000000 Penalty: 13899.193359 Iteration 117Q: 3 clusters Score -1.829292e+07 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31489 members Mstep: Class 2 contains 53161 members Entering Unmasked Estep Score: -18292908.000000 Penalty: 13899.193359 Iteration 118Q: 3 clusters Score -1.829291e+07 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31429 members Mstep: Class 2 contains 53221 members Entering Unmasked Estep Score: -18292874.000000 Penalty: 13899.193359 Iteration 119Q: 3 clusters Score -1.829287e+07 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31374 members Mstep: Class 2 contains 53276 members Entering Unmasked Estep Score: -18292900.000000 Penalty: 13899.193359 Iteration 120F: 3 clusters Score -1.82929e+07 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31316 members Mstep: Class 2 contains 53334 members Entering Unmasked Estep Score: -18292908.000000 Penalty: 13899.193359 Iteration 121Q: 3 clusters Score -1.829291e+07 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31273 members Mstep: Class 2 contains 53377 members Entering Unmasked Estep Score: -18292880.000000 Penalty: 13899.193359 Iteration 122Q: 3 clusters Score -1.829288e+07 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31218 members Mstep: Class 2 contains 53432 members Entering Unmasked Estep Score: -18292892.000000 Penalty: 13899.193359 Iteration 123Q: 3 clusters Score -1.829289e+07 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31160 members Mstep: Class 2 contains 53490 members Entering Unmasked Estep Score: -18292914.000000 Penalty: 13899.193359 Iteration 124Q: 3 clusters Score -1.829291e+07 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31107 members Mstep: Class 2 contains 53543 members Entering Unmasked Estep Score: -18292914.000000 Penalty: 13899.193359 Iteration 125Q: 3 clusters Score -1.829291e+07 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31056 members Mstep: Class 2 contains 53594 members Entering Unmasked Estep Score: -18292924.000000 Penalty: 13899.193359 Iteration 126Q: 3 clusters Score -1.829292e+07 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31008 members Mstep: Class 2 contains 53642 members Entering Unmasked Estep Score: -18292900.000000 Penalty: 13899.193359 Iteration 127Q: 3 clusters Score -1.82929e+07 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30973 members Mstep: Class 2 contains 53677 members Entering Unmasked Estep Score: -18292922.000000 Penalty: 13899.193359 Iteration 128Q: 3 clusters Score -1.829292e+07 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30939 members Mstep: Class 2 contains 53711 members Entering Unmasked Estep Score: -18292914.000000 Penalty: 13899.193359 Iteration 129Q: 3 clusters Score -1.829291e+07 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30901 members Mstep: Class 2 contains 53749 members Entering Unmasked Estep Score: -18292902.000000 Penalty: 13899.193359 Iteration 130Q: 3 clusters Score -1.82929e+07 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30874 members Mstep: Class 2 contains 53776 members Entering Unmasked Estep Score: -18292918.000000 Penalty: 13899.193359 Iteration 131Q: 3 clusters Score -1.829292e+07 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30854 members Mstep: Class 2 contains 53796 members Entering Unmasked Estep Score: -18292912.000000 Penalty: 13899.193359 Iteration 132Q: 3 clusters Score -1.829291e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30838 members Mstep: Class 2 contains 53812 members Entering Unmasked Estep Score: -18292902.000000 Penalty: 13899.193359 Iteration 133Q: 3 clusters Score -1.82929e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30823 members Mstep: Class 2 contains 53827 members Entering Unmasked Estep Score: -18292896.000000 Penalty: 13899.193359 Iteration 134Q: 3 clusters Score -1.82929e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30811 members Mstep: Class 2 contains 53839 members Entering Unmasked Estep Score: -18292900.000000 Penalty: 13899.193359 Iteration 135Q: 3 clusters Score -1.82929e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30798 members Mstep: Class 2 contains 53852 members Entering Unmasked Estep Score: -18292928.000000 Penalty: 13899.193359 Iteration 136Q: 3 clusters Score -1.829293e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30786 members Mstep: Class 2 contains 53864 members Entering Unmasked Estep Score: -18292936.000000 Penalty: 13899.193359 Iteration 137Q: 3 clusters Score -1.829294e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30774 members Mstep: Class 2 contains 53876 members Entering Unmasked Estep Score: -18292930.000000 Penalty: 13899.193359 Iteration 138Q: 3 clusters Score -1.829293e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30761 members Mstep: Class 2 contains 53889 members Entering Unmasked Estep Score: -18292924.000000 Penalty: 13899.193359 Iteration 139Q: 3 clusters Score -1.829292e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30744 members Mstep: Class 2 contains 53906 members Entering Unmasked Estep Score: -18292916.000000 Penalty: 13899.193359 Iteration 140F: 3 clusters Score -1.829292e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30729 members Mstep: Class 2 contains 53921 members Entering Unmasked Estep Score: -18292934.000000 Penalty: 13899.193359 Iteration 141Q: 3 clusters Score -1.829293e+07 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30711 members Mstep: Class 2 contains 53939 members Entering Unmasked Estep Score: -18292904.000000 Penalty: 13899.193359 Iteration 142Q: 3 clusters Score -1.82929e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30698 members Mstep: Class 2 contains 53952 members Entering Unmasked Estep Score: -18292896.000000 Penalty: 13899.193359 Iteration 143Q: 3 clusters Score -1.82929e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30685 members Mstep: Class 2 contains 53965 members Entering Unmasked Estep Score: -18292886.000000 Penalty: 13899.193359 Iteration 144Q: 3 clusters Score -1.829289e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30668 members Mstep: Class 2 contains 53982 members Entering Unmasked Estep Score: -18292902.000000 Penalty: 13899.193359 Iteration 145Q: 3 clusters Score -1.82929e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30656 members Mstep: Class 2 contains 53994 members Entering Unmasked Estep Score: -18292910.000000 Penalty: 13899.193359 Iteration 146Q: 3 clusters Score -1.829291e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30642 members Mstep: Class 2 contains 54008 members Entering Unmasked Estep Score: -18292940.000000 Penalty: 13899.193359 Iteration 147Q: 3 clusters Score -1.829294e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30632 members Mstep: Class 2 contains 54018 members Entering Unmasked Estep Score: -18292906.000000 Penalty: 13899.193359 Iteration 148Q: 3 clusters Score -1.829291e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30626 members Mstep: Class 2 contains 54024 members Entering Unmasked Estep Score: -18292914.000000 Penalty: 13899.193359 Iteration 149Q: 3 clusters Score -1.829291e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30623 members Mstep: Class 2 contains 54027 members Entering Unmasked Estep Score: -18292922.000000 Penalty: 13899.193359 Iteration 150Q: 3 clusters Score -1.829292e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30622 members Mstep: Class 2 contains 54028 members Entering Unmasked Estep Score: -18292918.000000 Penalty: 13899.193359 Iteration 151Q: 3 clusters Score -1.829292e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30619 members Mstep: Class 2 contains 54031 members Entering Unmasked Estep Score: -18292918.000000 Penalty: 13899.193359 Iteration 152Q: 3 clusters Score -1.829292e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30616 members Mstep: Class 2 contains 54034 members Entering Unmasked Estep Score: -18292924.000000 Penalty: 13899.193359 Iteration 153Q: 3 clusters Score -1.829292e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30615 members Mstep: Class 2 contains 54035 members Entering Unmasked Estep Score: -18292934.000000 Penalty: 13899.193359 Iteration 154Q: 3 clusters Score -1.829293e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30613 members Mstep: Class 2 contains 54037 members Entering Unmasked Estep Score: -18292926.000000 Penalty: 13899.193359 Iteration 155Q: 3 clusters Score -1.829293e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30611 members Mstep: Class 2 contains 54039 members Entering Unmasked Estep Score: -18292926.000000 Penalty: 13899.193359 Iteration 156Q: 3 clusters Score -1.829293e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30604 members Mstep: Class 2 contains 54046 members Entering Unmasked Estep Score: -18292902.000000 Penalty: 13899.193359 Iteration 157Q: 3 clusters Score -1.82929e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30597 members Mstep: Class 2 contains 54053 members Entering Unmasked Estep Score: -18292894.000000 Penalty: 13899.193359 Iteration 158Q: 3 clusters Score -1.829289e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30593 members Mstep: Class 2 contains 54057 members Entering Unmasked Estep Score: -18292904.000000 Penalty: 13899.193359 Iteration 159Q: 3 clusters Score -1.82929e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30588 members Mstep: Class 2 contains 54062 members Entering Unmasked Estep Score: -18292888.000000 Penalty: 13899.193359 Iteration 160F: 3 clusters Score -1.829289e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30586 members Mstep: Class 2 contains 54064 members Entering Unmasked Estep Score: -18292902.000000 Penalty: 13899.193359 Iteration 161Q: 3 clusters Score -1.82929e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30585 members Mstep: Class 2 contains 54065 members Entering Unmasked Estep Score: -18292910.000000 Penalty: 13899.193359 Iteration 162Q: 3 clusters Score -1.829291e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30583 members Mstep: Class 2 contains 54067 members Entering Unmasked Estep Score: -18292908.000000 Penalty: 13899.193359 Iteration 163Q: 3 clusters Score -1.829291e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30580 members Mstep: Class 2 contains 54070 members Entering Unmasked Estep Score: -18292888.000000 Penalty: 13899.193359 Iteration 164Q: 3 clusters Score -1.829289e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30577 members Mstep: Class 2 contains 54073 members Entering Unmasked Estep Score: -18292906.000000 Penalty: 13899.193359 Iteration 165Q: 3 clusters Score -1.829291e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30574 members Mstep: Class 2 contains 54076 members Entering Unmasked Estep Score: -18292910.000000 Penalty: 13899.193359 Iteration 166Q: 3 clusters Score -1.829291e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30571 members Mstep: Class 2 contains 54079 members Entering Unmasked Estep Score: -18292902.000000 Penalty: 13899.193359 Iteration 167Q: 3 clusters Score -1.82929e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30569 members Mstep: Class 2 contains 54081 members Entering Unmasked Estep Score: -18292902.000000 Penalty: 13899.193359 Iteration 168Q: 3 clusters Score -1.82929e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30569 members Mstep: Class 2 contains 54081 members Entering Unmasked Estep Score: -18292902.000000 Penalty: 13899.193359 Iteration 169F: 3 clusters Score -1.82929e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 45 members Mstep: Class 1 contains 26857 members Mstep: Class 2 contains 13761 members Mstep: Class 3 contains 374 members Mstep: Class 4 contains 121829 members Mstep: Class 5 contains 1078 members Mstep: Class 6 contains 2040 members Mstep: Class 7 contains 17355 members Mstep: Class 8 contains 37351 members Mstep: Class 9 contains 30569 members Mstep: Class 10 contains 144614 members Mstep: Class 11 contains 952 members Mstep: Class 12 contains 42798 members Mstep: Class 13 contains 843 members Mstep: Class 14 contains 160630 members Mstep: Class 15 contains 54081 members Mstep: Class 16 contains 867 members Mstep: Class 17 contains 13610 members Mstep: Class 18 contains 826 members Mstep: Class 19 contains 7241 members Mstep: Class 20 contains 1317 members Entering Unmasked Estep Score: -147560864.000000 Penalty: 164498.296875 Splitting cluster 9 changes total score from -147553040.000000 to -147560864.000000 So it's getting split into cluster 15. Entering ConstructFrom: Trying to split cluster 10 (144614 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 144614 members Entering Unmasked Estep Score: -32191034.000000 Penalty: 7277.616699 Iteration 0F: 2 clusters Score -3.219103e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72600 members Mstep: Class 2 contains 72014 members Entering Unmasked Estep Score: -32095852.000000 Penalty: 14555.233398 Iteration 0F: 3 clusters Score -3.209585e+07 nChanged 67123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74893 members Mstep: Class 2 contains 69721 members Entering Unmasked Estep Score: -32133482.000000 Penalty: 14555.233398 Iteration 1F: 3 clusters Score -3.213348e+07 nChanged 5580 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 76333 members Mstep: Class 2 contains 68281 members Entering Unmasked Estep Score: -32135184.000000 Penalty: 14555.233398 Iteration 2Q: 3 clusters Score -3.213518e+07 nChanged 5752 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 78511 members Mstep: Class 2 contains 66103 members Entering Unmasked Estep Score: -32136984.000000 Penalty: 14555.233398 Iteration 3Q: 3 clusters Score -3.213698e+07 nChanged 6490 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81699 members Mstep: Class 2 contains 62915 members Entering Unmasked Estep Score: -32139904.000000 Penalty: 14555.233398 Iteration 4Q: 3 clusters Score -3.21399e+07 nChanged 8019 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 86536 members Mstep: Class 2 contains 58078 members Entering Unmasked Estep Score: -32144792.000000 Penalty: 14555.233398 Iteration 5F: 3 clusters Score -3.214479e+07 nChanged 10093 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 93445 members Mstep: Class 2 contains 51169 members Entering Unmasked Estep Score: -32152154.000000 Penalty: 14555.233398 Iteration 6F: 3 clusters Score -3.215215e+07 nChanged 11421 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 102032 members Mstep: Class 2 contains 42582 members Entering Unmasked Estep Score: -32161450.000000 Penalty: 14555.233398 Iteration 7F: 3 clusters Score -3.216145e+07 nChanged 10882 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 110890 members Mstep: Class 2 contains 33724 members Entering Unmasked Estep Score: -32170664.000000 Penalty: 14555.233398 Iteration 8F: 3 clusters Score -3.217066e+07 nChanged 8687 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 118263 members Mstep: Class 2 contains 26351 members Entering Unmasked Estep Score: -32178462.000000 Penalty: 14555.233398 Iteration 9F: 3 clusters Score -3.217846e+07 nChanged 5993 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 123414 members Mstep: Class 2 contains 21200 members Entering Unmasked Estep Score: -32183666.000000 Penalty: 14555.233398 Iteration 10Q: 3 clusters Score -3.218367e+07 nChanged 3618 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 126538 members Mstep: Class 2 contains 18076 members Entering Unmasked Estep Score: -32186462.000000 Penalty: 14555.233398 Iteration 11Q: 3 clusters Score -3.218646e+07 nChanged 2275 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 128453 members Mstep: Class 2 contains 16161 members Entering Unmasked Estep Score: -32187848.000000 Penalty: 14555.233398 Iteration 12Q: 3 clusters Score -3.218785e+07 nChanged 1435 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 129726 members Mstep: Class 2 contains 14888 members Entering Unmasked Estep Score: -32188516.000000 Penalty: 14555.233398 Iteration 13Q: 3 clusters Score -3.218852e+07 nChanged 1031 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 130663 members Mstep: Class 2 contains 13951 members Entering Unmasked Estep Score: -32188892.000000 Penalty: 14555.233398 Iteration 14Q: 3 clusters Score -3.218889e+07 nChanged 766 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 131379 members Mstep: Class 2 contains 13235 members Entering Unmasked Estep Score: -32189094.000000 Penalty: 14555.233398 Iteration 15Q: 3 clusters Score -3.218909e+07 nChanged 601 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 131940 members Mstep: Class 2 contains 12674 members Entering Unmasked Estep Score: -32189338.000000 Penalty: 14555.233398 Iteration 16Q: 3 clusters Score -3.218934e+07 nChanged 541 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 132443 members Mstep: Class 2 contains 12171 members Entering Unmasked Estep Score: -32189668.000000 Penalty: 14555.233398 Iteration 17Q: 3 clusters Score -3.218967e+07 nChanged 538 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 132911 members Mstep: Class 2 contains 11703 members Entering Unmasked Estep Score: -32189880.000000 Penalty: 14555.233398 Iteration 18Q: 3 clusters Score -3.218988e+07 nChanged 470 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 133295 members Mstep: Class 2 contains 11319 members Entering Unmasked Estep Score: -32190164.000000 Penalty: 14555.233398 Iteration 19Q: 3 clusters Score -3.219016e+07 nChanged 395 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 133566 members Mstep: Class 2 contains 11048 members Entering Unmasked Estep Score: -32190334.000000 Penalty: 14555.233398 Iteration 20F: 3 clusters Score -3.219033e+07 nChanged 314 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 133786 members Mstep: Class 2 contains 10828 members Entering Unmasked Estep Score: -32190426.000000 Penalty: 14555.233398 Iteration 21Q: 3 clusters Score -3.219043e+07 nChanged 237 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 133953 members Mstep: Class 2 contains 10661 members Entering Unmasked Estep Score: -32190450.000000 Penalty: 14555.233398 Iteration 22Q: 3 clusters Score -3.219045e+07 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 134077 members Mstep: Class 2 contains 10537 members Entering Unmasked Estep Score: -32190460.000000 Penalty: 14555.233398 Iteration 23Q: 3 clusters Score -3.219046e+07 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 134168 members Mstep: Class 2 contains 10446 members Entering Unmasked Estep Score: -32190450.000000 Penalty: 14555.233398 Iteration 24Q: 3 clusters Score -3.219045e+07 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 134247 members Mstep: Class 2 contains 10367 members Entering Unmasked Estep Score: -32190524.000000 Penalty: 14555.233398 Iteration 25Q: 3 clusters Score -3.219052e+07 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 134310 members Mstep: Class 2 contains 10304 members Entering Unmasked Estep Score: -32190512.000000 Penalty: 14555.233398 Iteration 26Q: 3 clusters Score -3.219051e+07 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 134359 members Mstep: Class 2 contains 10255 members Entering Unmasked Estep Score: -32190504.000000 Penalty: 14555.233398 Iteration 27Q: 3 clusters Score -3.21905e+07 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 134402 members Mstep: Class 2 contains 10212 members Entering Unmasked Estep Score: -32190516.000000 Penalty: 14555.233398 Iteration 28Q: 3 clusters Score -3.219052e+07 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 134436 members Mstep: Class 2 contains 10178 members Entering Unmasked Estep Score: -32190512.000000 Penalty: 14555.233398 Iteration 29Q: 3 clusters Score -3.219051e+07 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 134460 members Mstep: Class 2 contains 10154 members Entering Unmasked Estep Score: -32190548.000000 Penalty: 14555.233398 Iteration 30Q: 3 clusters Score -3.219055e+07 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 134484 members Mstep: Class 2 contains 10130 members Entering Unmasked Estep Score: -32190534.000000 Penalty: 14555.233398 Iteration 31Q: 3 clusters Score -3.219053e+07 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 134504 members Mstep: Class 2 contains 10110 members Entering Unmasked Estep Score: -32190536.000000 Penalty: 14555.233398 Iteration 32Q: 3 clusters Score -3.219054e+07 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 134524 members Mstep: Class 2 contains 10090 members Entering Unmasked Estep Score: -32190510.000000 Penalty: 14555.233398 Iteration 33Q: 3 clusters Score -3.219051e+07 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 134540 members Mstep: Class 2 contains 10074 members Entering Unmasked Estep Score: -32190504.000000 Penalty: 14555.233398 Iteration 34Q: 3 clusters Score -3.21905e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 134549 members Mstep: Class 2 contains 10065 members Entering Unmasked Estep Score: -32190512.000000 Penalty: 14555.233398 Iteration 35Q: 3 clusters Score -3.219051e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 134561 members Mstep: Class 2 contains 10053 members Entering Unmasked Estep Score: -32190522.000000 Penalty: 14555.233398 Iteration 36Q: 3 clusters Score -3.219052e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 134570 members Mstep: Class 2 contains 10044 members Entering Unmasked Estep Score: -32190536.000000 Penalty: 14555.233398 Iteration 37Q: 3 clusters Score -3.219054e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 134577 members Mstep: Class 2 contains 10037 members Entering Unmasked Estep Score: -32190526.000000 Penalty: 14555.233398 Iteration 38Q: 3 clusters Score -3.219053e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 134583 members Mstep: Class 2 contains 10031 members Entering Unmasked Estep Score: -32190540.000000 Penalty: 14555.233398 Iteration 39Q: 3 clusters Score -3.219054e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 134590 members Mstep: Class 2 contains 10024 members Entering Unmasked Estep Score: -32190532.000000 Penalty: 14555.233398 Iteration 40F: 3 clusters Score -3.219053e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 134600 members Mstep: Class 2 contains 10014 members Entering Unmasked Estep Score: -32190544.000000 Penalty: 14555.233398 Iteration 41Q: 3 clusters Score -3.219054e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 134608 members Mstep: Class 2 contains 10006 members Entering Unmasked Estep Score: -32190538.000000 Penalty: 14555.233398 Iteration 42Q: 3 clusters Score -3.219054e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 134614 members Mstep: Class 2 contains 10000 members Entering Unmasked Estep Score: -32190532.000000 Penalty: 14555.233398 Iteration 43Q: 3 clusters Score -3.219053e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 134618 members Mstep: Class 2 contains 9996 members Entering Unmasked Estep Score: -32190524.000000 Penalty: 14555.233398 Iteration 44Q: 3 clusters Score -3.219052e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 134618 members Mstep: Class 2 contains 9996 members Entering Unmasked Estep Score: -32190524.000000 Penalty: 14555.233398 Iteration 45Q: 3 clusters Score -3.219052e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 134619 members Mstep: Class 2 contains 9995 members Entering Unmasked Estep Score: -32190520.000000 Penalty: 14555.233398 Iteration 46Q: 3 clusters Score -3.219052e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 134622 members Mstep: Class 2 contains 9992 members Entering Unmasked Estep Score: -32190538.000000 Penalty: 14555.233398 Iteration 47Q: 3 clusters Score -3.219054e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 134623 members Mstep: Class 2 contains 9991 members Entering Unmasked Estep Score: -32190528.000000 Penalty: 14555.233398 Iteration 48Q: 3 clusters Score -3.219053e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 134624 members Mstep: Class 2 contains 9990 members Entering Unmasked Estep Score: -32190510.000000 Penalty: 14555.233398 Iteration 49Q: 3 clusters Score -3.219051e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 134625 members Mstep: Class 2 contains 9989 members Entering Unmasked Estep Score: -32190498.000000 Penalty: 14555.233398 Iteration 50Q: 3 clusters Score -3.21905e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 134624 members Mstep: Class 2 contains 9990 members Entering Unmasked Estep Score: -32190518.000000 Penalty: 14555.233398 Iteration 51Q: 3 clusters Score -3.219052e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 134624 members Mstep: Class 2 contains 9990 members Entering Unmasked Estep Score: -32190518.000000 Penalty: 14555.233398 Iteration 52F: 3 clusters Score -3.219052e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (952 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 952 members Entering Unmasked Estep Score: -136601.484375 Penalty: 4200.871094 Iteration 0F: 2 clusters Score -136601.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 474 members Mstep: Class 2 contains 478 members Entering Unmasked Estep Score: -132986.031250 Penalty: 8401.742188 Iteration 0F: 3 clusters Score -132986 nChanged 236 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 522 members Mstep: Class 2 contains 430 members Entering Unmasked Estep Score: -134361.109375 Penalty: 8401.742188 Iteration 1F: 3 clusters Score -134361.1 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 613 members Mstep: Class 2 contains 339 members Entering Unmasked Estep Score: -136112.687500 Penalty: 8401.742188 Iteration 2F: 3 clusters Score -136112.7 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 656 members Mstep: Class 2 contains 296 members Entering Unmasked Estep Score: -138033.062500 Penalty: 8401.742188 Iteration 3F: 3 clusters Score -138033.1 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 676 members Mstep: Class 2 contains 276 members Entering Unmasked Estep Score: -138865.031250 Penalty: 8401.742188 Iteration 4F: 3 clusters Score -138865 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 679 members Mstep: Class 2 contains 273 members Entering Unmasked Estep Score: -139147.015625 Penalty: 8401.742188 Iteration 5Q: 3 clusters Score -139147 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 681 members Mstep: Class 2 contains 271 members Entering Unmasked Estep Score: -139215.843750 Penalty: 8401.742188 Iteration 6Q: 3 clusters Score -139215.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 679 members Mstep: Class 2 contains 273 members Entering Unmasked Estep Score: -139278.062500 Penalty: 8401.742188 Iteration 7Q: 3 clusters Score -139278.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 678 members Mstep: Class 2 contains 274 members Entering Unmasked Estep Score: -139281.437500 Penalty: 8401.742188 Iteration 8Q: 3 clusters Score -139281.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 678 members Mstep: Class 2 contains 274 members Entering Unmasked Estep Score: -139281.812500 Penalty: 8401.742188 Iteration 9F: 3 clusters Score -139281.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 677 members Mstep: Class 2 contains 275 members Entering Unmasked Estep Score: -139289.140625 Penalty: 8401.742188 Iteration 10Q: 3 clusters Score -139289.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 677 members Mstep: Class 2 contains 275 members Entering Unmasked Estep Score: -139289.140625 Penalty: 8401.742188 Iteration 11F: 3 clusters Score -139289.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 45 members Mstep: Class 1 contains 26857 members Mstep: Class 2 contains 13761 members Mstep: Class 3 contains 374 members Mstep: Class 4 contains 121829 members Mstep: Class 5 contains 1078 members Mstep: Class 6 contains 2040 members Mstep: Class 7 contains 17355 members Mstep: Class 8 contains 37351 members Mstep: Class 9 contains 30569 members Mstep: Class 10 contains 144614 members Mstep: Class 11 contains 677 members Mstep: Class 12 contains 42798 members Mstep: Class 13 contains 843 members Mstep: Class 14 contains 160630 members Mstep: Class 15 contains 54081 members Mstep: Class 16 contains 867 members Mstep: Class 17 contains 13610 members Mstep: Class 18 contains 826 members Mstep: Class 19 contains 7241 members Mstep: Class 20 contains 1317 members Mstep: Class 21 contains 275 members Entering Unmasked Estep Score: -147559568.000000 Penalty: 172723.218750 Splitting cluster 11 changes total score from -147553040.000000 to -147559568.000000 So it's getting split into cluster 21. Entering ConstructFrom: Trying to split cluster 12 (42798 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42798 members Entering Unmasked Estep Score: -9369182.000000 Penalty: 6531.851074 Iteration 0F: 2 clusters Score -9369182 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21475 members Mstep: Class 2 contains 21323 members Entering Unmasked Estep Score: -9338090.000000 Penalty: 13063.702148 Iteration 0F: 3 clusters Score -9338090 nChanged 18681 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21566 members Mstep: Class 2 contains 21232 members Entering Unmasked Estep Score: -9348118.000000 Penalty: 13063.702148 Iteration 1F: 3 clusters Score -9348118 nChanged 2360 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21630 members Mstep: Class 2 contains 21168 members Entering Unmasked Estep Score: -9349095.000000 Penalty: 13063.702148 Iteration 2F: 3 clusters Score -9349095 nChanged 2017 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21769 members Mstep: Class 2 contains 21029 members Entering Unmasked Estep Score: -9350039.000000 Penalty: 13063.702148 Iteration 3Q: 3 clusters Score -9350039 nChanged 1837 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22016 members Mstep: Class 2 contains 20782 members Entering Unmasked Estep Score: -9350893.000000 Penalty: 13063.702148 Iteration 4Q: 3 clusters Score -9350893 nChanged 1802 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22376 members Mstep: Class 2 contains 20422 members Entering Unmasked Estep Score: -9351689.000000 Penalty: 13063.702148 Iteration 5Q: 3 clusters Score -9351689 nChanged 1671 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22919 members Mstep: Class 2 contains 19879 members Entering Unmasked Estep Score: -9352437.000000 Penalty: 13063.702148 Iteration 6Q: 3 clusters Score -9352437 nChanged 1752 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23685 members Mstep: Class 2 contains 19113 members Entering Unmasked Estep Score: -9353254.000000 Penalty: 13063.702148 Iteration 7Q: 3 clusters Score -9353254 nChanged 1810 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24677 members Mstep: Class 2 contains 18121 members Entering Unmasked Estep Score: -9354065.000000 Penalty: 13063.702148 Iteration 8Q: 3 clusters Score -9354065 nChanged 1873 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25996 members Mstep: Class 2 contains 16802 members Entering Unmasked Estep Score: -9355109.000000 Penalty: 13063.702148 Iteration 9Q: 3 clusters Score -9355109 nChanged 2018 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27630 members Mstep: Class 2 contains 15168 members Entering Unmasked Estep Score: -9356392.000000 Penalty: 13063.702148 Iteration 10Q: 3 clusters Score -9356392 nChanged 2089 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29457 members Mstep: Class 2 contains 13341 members Entering Unmasked Estep Score: -9357842.000000 Penalty: 13063.702148 Iteration 11Q: 3 clusters Score -9357842 nChanged 2140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31387 members Mstep: Class 2 contains 11411 members Entering Unmasked Estep Score: -9359446.000000 Penalty: 13063.702148 Iteration 12F: 3 clusters Score -9359446 nChanged 1993 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33228 members Mstep: Class 2 contains 9570 members Entering Unmasked Estep Score: -9361070.000000 Penalty: 13063.702148 Iteration 13Q: 3 clusters Score -9361070 nChanged 1746 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34886 members Mstep: Class 2 contains 7912 members Entering Unmasked Estep Score: -9362572.000000 Penalty: 13063.702148 Iteration 14Q: 3 clusters Score -9362572 nChanged 1387 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36221 members Mstep: Class 2 contains 6577 members Entering Unmasked Estep Score: -9363761.000000 Penalty: 13063.702148 Iteration 15Q: 3 clusters Score -9363761 nChanged 1017 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37176 members Mstep: Class 2 contains 5622 members Entering Unmasked Estep Score: -9364573.000000 Penalty: 13063.702148 Iteration 16Q: 3 clusters Score -9364573 nChanged 725 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37877 members Mstep: Class 2 contains 4921 members Entering Unmasked Estep Score: -9365130.000000 Penalty: 13063.702148 Iteration 17Q: 3 clusters Score -9365130 nChanged 527 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38388 members Mstep: Class 2 contains 4410 members Entering Unmasked Estep Score: -9365470.000000 Penalty: 13063.702148 Iteration 18Q: 3 clusters Score -9365470 nChanged 376 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38760 members Mstep: Class 2 contains 4038 members Entering Unmasked Estep Score: -9365669.000000 Penalty: 13063.702148 Iteration 19Q: 3 clusters Score -9365669 nChanged 275 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39027 members Mstep: Class 2 contains 3771 members Entering Unmasked Estep Score: -9365813.000000 Penalty: 13063.702148 Iteration 20F: 3 clusters Score -9365813 nChanged 184 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39209 members Mstep: Class 2 contains 3589 members Entering Unmasked Estep Score: -9365906.000000 Penalty: 13063.702148 Iteration 21Q: 3 clusters Score -9365906 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39339 members Mstep: Class 2 contains 3459 members Entering Unmasked Estep Score: -9365977.000000 Penalty: 13063.702148 Iteration 22Q: 3 clusters Score -9365977 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39429 members Mstep: Class 2 contains 3369 members Entering Unmasked Estep Score: -9366009.000000 Penalty: 13063.702148 Iteration 23Q: 3 clusters Score -9366009 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39485 members Mstep: Class 2 contains 3313 members Entering Unmasked Estep Score: -9366021.000000 Penalty: 13063.702148 Iteration 24Q: 3 clusters Score -9366021 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39521 members Mstep: Class 2 contains 3277 members Entering Unmasked Estep Score: -9366042.000000 Penalty: 13063.702148 Iteration 25Q: 3 clusters Score -9366042 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39553 members Mstep: Class 2 contains 3245 members Entering Unmasked Estep Score: -9366063.000000 Penalty: 13063.702148 Iteration 26Q: 3 clusters Score -9366063 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39575 members Mstep: Class 2 contains 3223 members Entering Unmasked Estep Score: -9366055.000000 Penalty: 13063.702148 Iteration 27Q: 3 clusters Score -9366055 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39591 members Mstep: Class 2 contains 3207 members Entering Unmasked Estep Score: -9366054.000000 Penalty: 13063.702148 Iteration 28Q: 3 clusters Score -9366054 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39605 members Mstep: Class 2 contains 3193 members Entering Unmasked Estep Score: -9366064.000000 Penalty: 13063.702148 Iteration 29Q: 3 clusters Score -9366064 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39618 members Mstep: Class 2 contains 3180 members Entering Unmasked Estep Score: -9366072.000000 Penalty: 13063.702148 Iteration 30Q: 3 clusters Score -9366072 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39623 members Mstep: Class 2 contains 3175 members Entering Unmasked Estep Score: -9366081.000000 Penalty: 13063.702148 Iteration 31Q: 3 clusters Score -9366081 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39627 members Mstep: Class 2 contains 3171 members Entering Unmasked Estep Score: -9366078.000000 Penalty: 13063.702148 Iteration 32Q: 3 clusters Score -9366078 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39635 members Mstep: Class 2 contains 3163 members Entering Unmasked Estep Score: -9366088.000000 Penalty: 13063.702148 Iteration 33Q: 3 clusters Score -9366088 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39645 members Mstep: Class 2 contains 3153 members Entering Unmasked Estep Score: -9366096.000000 Penalty: 13063.702148 Iteration 34Q: 3 clusters Score -9366096 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39653 members Mstep: Class 2 contains 3145 members Entering Unmasked Estep Score: -9366087.000000 Penalty: 13063.702148 Iteration 35Q: 3 clusters Score -9366087 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39661 members Mstep: Class 2 contains 3137 members Entering Unmasked Estep Score: -9366101.000000 Penalty: 13063.702148 Iteration 36Q: 3 clusters Score -9366101 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39666 members Mstep: Class 2 contains 3132 members Entering Unmasked Estep Score: -9366093.000000 Penalty: 13063.702148 Iteration 37Q: 3 clusters Score -9366093 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39672 members Mstep: Class 2 contains 3126 members Entering Unmasked Estep Score: -9366095.000000 Penalty: 13063.702148 Iteration 38Q: 3 clusters Score -9366095 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39677 members Mstep: Class 2 contains 3121 members Entering Unmasked Estep Score: -9366107.000000 Penalty: 13063.702148 Iteration 39Q: 3 clusters Score -9366107 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39679 members Mstep: Class 2 contains 3119 members Entering Unmasked Estep Score: -9366112.000000 Penalty: 13063.702148 Iteration 40F: 3 clusters Score -9366112 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39681 members Mstep: Class 2 contains 3117 members Entering Unmasked Estep Score: -9366108.000000 Penalty: 13063.702148 Iteration 41Q: 3 clusters Score -9366108 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39685 members Mstep: Class 2 contains 3113 members Entering Unmasked Estep Score: -9366114.000000 Penalty: 13063.702148 Iteration 42Q: 3 clusters Score -9366114 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39687 members Mstep: Class 2 contains 3111 members Entering Unmasked Estep Score: -9366108.000000 Penalty: 13063.702148 Iteration 43Q: 3 clusters Score -9366108 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39688 members Mstep: Class 2 contains 3110 members Entering Unmasked Estep Score: -9366117.000000 Penalty: 13063.702148 Iteration 44Q: 3 clusters Score -9366117 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39689 members Mstep: Class 2 contains 3109 members Entering Unmasked Estep Score: -9366112.000000 Penalty: 13063.702148 Iteration 45Q: 3 clusters Score -9366112 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39689 members Mstep: Class 2 contains 3109 members Entering Unmasked Estep Score: -9366112.000000 Penalty: 13063.702148 Iteration 46F: 3 clusters Score -9366112 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (843 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 843 members Entering Unmasked Estep Score: -160877.734375 Penalty: 4126.392578 Iteration 0F: 2 clusters Score -160877.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 422 members Mstep: Class 2 contains 421 members Entering Unmasked Estep Score: -157174.359375 Penalty: 8252.785156 Iteration 0F: 3 clusters Score -157174.4 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 398 members Mstep: Class 2 contains 445 members Entering Unmasked Estep Score: -157565.593750 Penalty: 8252.785156 Iteration 1F: 3 clusters Score -157565.6 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 386 members Mstep: Class 2 contains 457 members Entering Unmasked Estep Score: -157676.546875 Penalty: 8252.785156 Iteration 2Q: 3 clusters Score -157676.5 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 377 members Mstep: Class 2 contains 466 members Entering Unmasked Estep Score: -157727.765625 Penalty: 8252.785156 Iteration 3Q: 3 clusters Score -157727.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 375 members Mstep: Class 2 contains 468 members Entering Unmasked Estep Score: -157768.531250 Penalty: 8252.785156 Iteration 4Q: 3 clusters Score -157768.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 369 members Mstep: Class 2 contains 474 members Entering Unmasked Estep Score: -157794.296875 Penalty: 8252.785156 Iteration 5Q: 3 clusters Score -157794.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 370 members Mstep: Class 2 contains 473 members Entering Unmasked Estep Score: -157816.875000 Penalty: 8252.785156 Iteration 6Q: 3 clusters Score -157816.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 375 members Mstep: Class 2 contains 468 members Entering Unmasked Estep Score: -157835.312500 Penalty: 8252.785156 Iteration 7Q: 3 clusters Score -157835.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 377 members Mstep: Class 2 contains 466 members Entering Unmasked Estep Score: -157842.140625 Penalty: 8252.785156 Iteration 8Q: 3 clusters Score -157842.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 376 members Mstep: Class 2 contains 467 members Entering Unmasked Estep Score: -157844.828125 Penalty: 8252.785156 Iteration 9Q: 3 clusters Score -157844.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 375 members Mstep: Class 2 contains 468 members Entering Unmasked Estep Score: -157846.859375 Penalty: 8252.785156 Iteration 10Q: 3 clusters Score -157846.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 375 members Mstep: Class 2 contains 468 members Entering Unmasked Estep Score: -157846.859375 Penalty: 8252.785156 Iteration 11F: 3 clusters Score -157846.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (160630 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 160630 members Entering Unmasked Estep Score: -35245736.000000 Penalty: 7341.951172 Iteration 0F: 2 clusters Score -3.524574e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80236 members Mstep: Class 2 contains 80394 members Entering Unmasked Estep Score: -35136980.000000 Penalty: 14683.902344 Iteration 0F: 3 clusters Score -3.513698e+07 nChanged 74724 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80026 members Mstep: Class 2 contains 80604 members Entering Unmasked Estep Score: -35178900.000000 Penalty: 14683.902344 Iteration 1F: 3 clusters Score -3.51789e+07 nChanged 5505 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 79803 members Mstep: Class 2 contains 80827 members Entering Unmasked Estep Score: -35180136.000000 Penalty: 14683.902344 Iteration 2Q: 3 clusters Score -3.518014e+07 nChanged 5363 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 79642 members Mstep: Class 2 contains 80988 members Entering Unmasked Estep Score: -35181456.000000 Penalty: 14683.902344 Iteration 3Q: 3 clusters Score -3.518146e+07 nChanged 5364 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 79352 members Mstep: Class 2 contains 81278 members Entering Unmasked Estep Score: -35182804.000000 Penalty: 14683.902344 Iteration 4Q: 3 clusters Score -3.51828e+07 nChanged 5287 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 79105 members Mstep: Class 2 contains 81525 members Entering Unmasked Estep Score: -35184232.000000 Penalty: 14683.902344 Iteration 5Q: 3 clusters Score -3.518423e+07 nChanged 5706 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 78767 members Mstep: Class 2 contains 81863 members Entering Unmasked Estep Score: -35186196.000000 Penalty: 14683.902344 Iteration 6Q: 3 clusters Score -3.51862e+07 nChanged 6136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 78447 members Mstep: Class 2 contains 82183 members Entering Unmasked Estep Score: -35188664.000000 Penalty: 14683.902344 Iteration 7Q: 3 clusters Score -3.518866e+07 nChanged 6577 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 78040 members Mstep: Class 2 contains 82590 members Entering Unmasked Estep Score: -35191408.000000 Penalty: 14683.902344 Iteration 8Q: 3 clusters Score -3.519141e+07 nChanged 7028 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 77502 members Mstep: Class 2 contains 83128 members Entering Unmasked Estep Score: -35194348.000000 Penalty: 14683.902344 Iteration 9Q: 3 clusters Score -3.519435e+07 nChanged 7206 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 76840 members Mstep: Class 2 contains 83790 members Entering Unmasked Estep Score: -35196744.000000 Penalty: 14683.902344 Iteration 10Q: 3 clusters Score -3.519674e+07 nChanged 6850 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 75972 members Mstep: Class 2 contains 84658 members Entering Unmasked Estep Score: -35199028.000000 Penalty: 14683.902344 Iteration 11Q: 3 clusters Score -3.519903e+07 nChanged 6000 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74870 members Mstep: Class 2 contains 85760 members Entering Unmasked Estep Score: -35200804.000000 Penalty: 14683.902344 Iteration 12Q: 3 clusters Score -3.52008e+07 nChanged 5163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73499 members Mstep: Class 2 contains 87131 members Entering Unmasked Estep Score: -35202396.000000 Penalty: 14683.902344 Iteration 13Q: 3 clusters Score -3.52024e+07 nChanged 4287 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71774 members Mstep: Class 2 contains 88856 members Entering Unmasked Estep Score: -35203644.000000 Penalty: 14683.902344 Iteration 14Q: 3 clusters Score -3.520364e+07 nChanged 3782 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 69646 members Mstep: Class 2 contains 90984 members Entering Unmasked Estep Score: -35204588.000000 Penalty: 14683.902344 Iteration 15Q: 3 clusters Score -3.520459e+07 nChanged 3546 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67088 members Mstep: Class 2 contains 93542 members Entering Unmasked Estep Score: -35205308.000000 Penalty: 14683.902344 Iteration 16Q: 3 clusters Score -3.520531e+07 nChanged 3606 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64062 members Mstep: Class 2 contains 96568 members Entering Unmasked Estep Score: -35206280.000000 Penalty: 14683.902344 Iteration 17Q: 3 clusters Score -3.520628e+07 nChanged 3912 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60454 members Mstep: Class 2 contains 100176 members Entering Unmasked Estep Score: -35207544.000000 Penalty: 14683.902344 Iteration 18Q: 3 clusters Score -3.520754e+07 nChanged 4459 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56159 members Mstep: Class 2 contains 104471 members Entering Unmasked Estep Score: -35209156.000000 Penalty: 14683.902344 Iteration 19Q: 3 clusters Score -3.520916e+07 nChanged 5050 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51215 members Mstep: Class 2 contains 109415 members Entering Unmasked Estep Score: -35211252.000000 Penalty: 14683.902344 Iteration 20F: 3 clusters Score -3.521125e+07 nChanged 5641 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45640 members Mstep: Class 2 contains 114990 members Entering Unmasked Estep Score: -35214108.000000 Penalty: 14683.902344 Iteration 21Q: 3 clusters Score -3.521411e+07 nChanged 5941 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39755 members Mstep: Class 2 contains 120875 members Entering Unmasked Estep Score: -35217036.000000 Penalty: 14683.902344 Iteration 22Q: 3 clusters Score -3.521704e+07 nChanged 5802 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33981 members Mstep: Class 2 contains 126649 members Entering Unmasked Estep Score: -35219912.000000 Penalty: 14683.902344 Iteration 23Q: 3 clusters Score -3.521991e+07 nChanged 5528 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28483 members Mstep: Class 2 contains 132147 members Entering Unmasked Estep Score: -35223144.000000 Penalty: 14683.902344 Iteration 24Q: 3 clusters Score -3.522314e+07 nChanged 4897 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23618 members Mstep: Class 2 contains 137012 members Entering Unmasked Estep Score: -35226092.000000 Penalty: 14683.902344 Iteration 25Q: 3 clusters Score -3.522609e+07 nChanged 4159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19495 members Mstep: Class 2 contains 141135 members Entering Unmasked Estep Score: -35228620.000000 Penalty: 14683.902344 Iteration 26Q: 3 clusters Score -3.522862e+07 nChanged 3362 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16181 members Mstep: Class 2 contains 144449 members Entering Unmasked Estep Score: -35230796.000000 Penalty: 14683.902344 Iteration 27Q: 3 clusters Score -3.52308e+07 nChanged 2751 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13482 members Mstep: Class 2 contains 147148 members Entering Unmasked Estep Score: -35232500.000000 Penalty: 14683.902344 Iteration 28Q: 3 clusters Score -3.52325e+07 nChanged 2180 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11338 members Mstep: Class 2 contains 149292 members Entering Unmasked Estep Score: -35233872.000000 Penalty: 14683.902344 Iteration 29Q: 3 clusters Score -3.523387e+07 nChanged 1730 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9638 members Mstep: Class 2 contains 150992 members Entering Unmasked Estep Score: -35234896.000000 Penalty: 14683.902344 Iteration 30Q: 3 clusters Score -3.52349e+07 nChanged 1450 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8206 members Mstep: Class 2 contains 152424 members Entering Unmasked Estep Score: -35235732.000000 Penalty: 14683.902344 Iteration 31Q: 3 clusters Score -3.523573e+07 nChanged 1130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7106 members Mstep: Class 2 contains 153524 members Entering Unmasked Estep Score: -35236360.000000 Penalty: 14683.902344 Iteration 32Q: 3 clusters Score -3.523636e+07 nChanged 929 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6193 members Mstep: Class 2 contains 154437 members Entering Unmasked Estep Score: -35236848.000000 Penalty: 14683.902344 Iteration 33Q: 3 clusters Score -3.523685e+07 nChanged 777 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5434 members Mstep: Class 2 contains 155196 members Entering Unmasked Estep Score: -35237180.000000 Penalty: 14683.902344 Iteration 34Q: 3 clusters Score -3.523718e+07 nChanged 654 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4796 members Mstep: Class 2 contains 155834 members Entering Unmasked Estep Score: -35237580.000000 Penalty: 14683.902344 Iteration 35Q: 3 clusters Score -3.523758e+07 nChanged 538 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4276 members Mstep: Class 2 contains 156354 members Entering Unmasked Estep Score: -35237876.000000 Penalty: 14683.902344 Iteration 36Q: 3 clusters Score -3.523788e+07 nChanged 442 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3844 members Mstep: Class 2 contains 156786 members Entering Unmasked Estep Score: -35238064.000000 Penalty: 14683.902344 Iteration 37Q: 3 clusters Score -3.523806e+07 nChanged 342 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3512 members Mstep: Class 2 contains 157118 members Entering Unmasked Estep Score: -35238268.000000 Penalty: 14683.902344 Iteration 38Q: 3 clusters Score -3.523827e+07 nChanged 283 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3231 members Mstep: Class 2 contains 157399 members Entering Unmasked Estep Score: -35238496.000000 Penalty: 14683.902344 Iteration 39Q: 3 clusters Score -3.52385e+07 nChanged 223 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3012 members Mstep: Class 2 contains 157618 members Entering Unmasked Estep Score: -35238628.000000 Penalty: 14683.902344 Iteration 40F: 3 clusters Score -3.523863e+07 nChanged 190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2828 members Mstep: Class 2 contains 157802 members Entering Unmasked Estep Score: -35238704.000000 Penalty: 14683.902344 Iteration 41Q: 3 clusters Score -3.52387e+07 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2683 members Mstep: Class 2 contains 157947 members Entering Unmasked Estep Score: -35238808.000000 Penalty: 14683.902344 Iteration 42Q: 3 clusters Score -3.523881e+07 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2548 members Mstep: Class 2 contains 158082 members Entering Unmasked Estep Score: -35238940.000000 Penalty: 14683.902344 Iteration 43Q: 3 clusters Score -3.523894e+07 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2419 members Mstep: Class 2 contains 158211 members Entering Unmasked Estep Score: -35239036.000000 Penalty: 14683.902344 Iteration 44Q: 3 clusters Score -3.523904e+07 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2325 members Mstep: Class 2 contains 158305 members Entering Unmasked Estep Score: -35239080.000000 Penalty: 14683.902344 Iteration 45Q: 3 clusters Score -3.523908e+07 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2252 members Mstep: Class 2 contains 158378 members Entering Unmasked Estep Score: -35239076.000000 Penalty: 14683.902344 Iteration 46Q: 3 clusters Score -3.523908e+07 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2183 members Mstep: Class 2 contains 158447 members Entering Unmasked Estep Score: -35239124.000000 Penalty: 14683.902344 Iteration 47Q: 3 clusters Score -3.523912e+07 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2130 members Mstep: Class 2 contains 158500 members Entering Unmasked Estep Score: -35239184.000000 Penalty: 14683.902344 Iteration 48Q: 3 clusters Score -3.523918e+07 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2090 members Mstep: Class 2 contains 158540 members Entering Unmasked Estep Score: -35239160.000000 Penalty: 14683.902344 Iteration 49Q: 3 clusters Score -3.523916e+07 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2063 members Mstep: Class 2 contains 158567 members Entering Unmasked Estep Score: -35239208.000000 Penalty: 14683.902344 Iteration 50Q: 3 clusters Score -3.523921e+07 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2033 members Mstep: Class 2 contains 158597 members Entering Unmasked Estep Score: -35239252.000000 Penalty: 14683.902344 Iteration 51Q: 3 clusters Score -3.523925e+07 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2004 members Mstep: Class 2 contains 158626 members Entering Unmasked Estep Score: -35239292.000000 Penalty: 14683.902344 Iteration 52Q: 3 clusters Score -3.523929e+07 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1984 members Mstep: Class 2 contains 158646 members Entering Unmasked Estep Score: -35239312.000000 Penalty: 14683.902344 Iteration 53Q: 3 clusters Score -3.523931e+07 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1966 members Mstep: Class 2 contains 158664 members Entering Unmasked Estep Score: -35239292.000000 Penalty: 14683.902344 Iteration 54Q: 3 clusters Score -3.523929e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1954 members Mstep: Class 2 contains 158676 members Entering Unmasked Estep Score: -35239236.000000 Penalty: 14683.902344 Iteration 55Q: 3 clusters Score -3.523924e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1938 members Mstep: Class 2 contains 158692 members Entering Unmasked Estep Score: -35239300.000000 Penalty: 14683.902344 Iteration 56Q: 3 clusters Score -3.52393e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1925 members Mstep: Class 2 contains 158705 members Entering Unmasked Estep Score: -35239316.000000 Penalty: 14683.902344 Iteration 57Q: 3 clusters Score -3.523932e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1917 members Mstep: Class 2 contains 158713 members Entering Unmasked Estep Score: -35239308.000000 Penalty: 14683.902344 Iteration 58Q: 3 clusters Score -3.523931e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1915 members Mstep: Class 2 contains 158715 members Entering Unmasked Estep Score: -35239304.000000 Penalty: 14683.902344 Iteration 59Q: 3 clusters Score -3.52393e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1916 members Mstep: Class 2 contains 158714 members Entering Unmasked Estep Score: -35239328.000000 Penalty: 14683.902344 Iteration 60F: 3 clusters Score -3.523933e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1915 members Mstep: Class 2 contains 158715 members Entering Unmasked Estep Score: -35239316.000000 Penalty: 14683.902344 Iteration 61Q: 3 clusters Score -3.523932e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1913 members Mstep: Class 2 contains 158717 members Entering Unmasked Estep Score: -35239308.000000 Penalty: 14683.902344 Iteration 62Q: 3 clusters Score -3.523931e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1912 members Mstep: Class 2 contains 158718 members Entering Unmasked Estep Score: -35239296.000000 Penalty: 14683.902344 Iteration 63Q: 3 clusters Score -3.52393e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1912 members Mstep: Class 2 contains 158718 members Entering Unmasked Estep Score: -35239316.000000 Penalty: 14683.902344 Iteration 64Q: 3 clusters Score -3.523932e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1907 members Mstep: Class 2 contains 158723 members Entering Unmasked Estep Score: -35239296.000000 Penalty: 14683.902344 Iteration 65Q: 3 clusters Score -3.52393e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1904 members Mstep: Class 2 contains 158726 members Entering Unmasked Estep Score: -35239312.000000 Penalty: 14683.902344 Iteration 66Q: 3 clusters Score -3.523931e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1899 members Mstep: Class 2 contains 158731 members Entering Unmasked Estep Score: -35239324.000000 Penalty: 14683.902344 Iteration 67Q: 3 clusters Score -3.523932e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1894 members Mstep: Class 2 contains 158736 members Entering Unmasked Estep Score: -35239320.000000 Penalty: 14683.902344 Iteration 68Q: 3 clusters Score -3.523932e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1890 members Mstep: Class 2 contains 158740 members Entering Unmasked Estep Score: -35239328.000000 Penalty: 14683.902344 Iteration 69Q: 3 clusters Score -3.523933e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1889 members Mstep: Class 2 contains 158741 members Entering Unmasked Estep Score: -35239308.000000 Penalty: 14683.902344 Iteration 70Q: 3 clusters Score -3.523931e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1889 members Mstep: Class 2 contains 158741 members Entering Unmasked Estep Score: -35239308.000000 Penalty: 14683.902344 Iteration 71F: 3 clusters Score -3.523931e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (867 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 867 members Entering Unmasked Estep Score: -163653.375000 Penalty: 4143.586426 Iteration 0F: 2 clusters Score -163653.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 448 members Mstep: Class 2 contains 419 members Entering Unmasked Estep Score: -159820.312500 Penalty: 8287.172852 Iteration 0F: 3 clusters Score -159820.3 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 439 members Mstep: Class 2 contains 428 members Entering Unmasked Estep Score: -160348.484375 Penalty: 8287.172852 Iteration 1F: 3 clusters Score -160348.5 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 431 members Mstep: Class 2 contains 436 members Entering Unmasked Estep Score: -160803.343750 Penalty: 8287.172852 Iteration 2F: 3 clusters Score -160803.3 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 406 members Mstep: Class 2 contains 461 members Entering Unmasked Estep Score: -161209.406250 Penalty: 8287.172852 Iteration 3F: 3 clusters Score -161209.4 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 391 members Mstep: Class 2 contains 476 members Entering Unmasked Estep Score: -161627.687500 Penalty: 8287.172852 Iteration 4F: 3 clusters Score -161627.7 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 390 members Mstep: Class 2 contains 477 members Entering Unmasked Estep Score: -161863.609375 Penalty: 8287.172852 Iteration 5Q: 3 clusters Score -161863.6 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 393 members Mstep: Class 2 contains 474 members Entering Unmasked Estep Score: -162178.953125 Penalty: 8287.172852 Iteration 6Q: 3 clusters Score -162179 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 399 members Mstep: Class 2 contains 468 members Entering Unmasked Estep Score: -162459.921875 Penalty: 8287.172852 Iteration 7Q: 3 clusters Score -162459.9 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 397 members Mstep: Class 2 contains 470 members Entering Unmasked Estep Score: -162631.906250 Penalty: 8287.172852 Iteration 8Q: 3 clusters Score -162631.9 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 399 members Mstep: Class 2 contains 468 members Entering Unmasked Estep Score: -162817.265625 Penalty: 8287.172852 Iteration 9Q: 3 clusters Score -162817.3 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 405 members Mstep: Class 2 contains 462 members Entering Unmasked Estep Score: -162944.578125 Penalty: 8287.172852 Iteration 10Q: 3 clusters Score -162944.6 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 409 members Mstep: Class 2 contains 458 members Entering Unmasked Estep Score: -163108.140625 Penalty: 8287.172852 Iteration 11Q: 3 clusters Score -163108.1 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 418 members Mstep: Class 2 contains 449 members Entering Unmasked Estep Score: -163276.562500 Penalty: 8287.172852 Iteration 12Q: 3 clusters Score -163276.6 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 435 members Mstep: Class 2 contains 432 members Entering Unmasked Estep Score: -163542.046875 Penalty: 8287.172852 Iteration 13Q: 3 clusters Score -163542 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 450 members Mstep: Class 2 contains 417 members Entering Unmasked Estep Score: -163957.515625 Penalty: 8287.172852 Iteration 14Q: 3 clusters Score -163957.5 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 458 members Mstep: Class 2 contains 409 members Entering Unmasked Estep Score: -164258.218750 Penalty: 8287.172852 Iteration 15Q: 3 clusters Score -164258.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 464 members Mstep: Class 2 contains 403 members Entering Unmasked Estep Score: -164411.203125 Penalty: 8287.172852 Iteration 16Q: 3 clusters Score -164411.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 469 members Mstep: Class 2 contains 398 members Entering Unmasked Estep Score: -164503.312500 Penalty: 8287.172852 Iteration 17Q: 3 clusters Score -164503.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 473 members Mstep: Class 2 contains 394 members Entering Unmasked Estep Score: -164642.218750 Penalty: 8287.172852 Iteration 18Q: 3 clusters Score -164642.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 475 members Mstep: Class 2 contains 392 members Entering Unmasked Estep Score: -164764.187500 Penalty: 8287.172852 Iteration 19Q: 3 clusters Score -164764.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 477 members Mstep: Class 2 contains 390 members Entering Unmasked Estep Score: -165043.890625 Penalty: 8287.172852 Iteration 20F: 3 clusters Score -165043.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 480 members Mstep: Class 2 contains 387 members Entering Unmasked Estep Score: -165070.578125 Penalty: 8287.172852 Iteration 21Q: 3 clusters Score -165070.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 479 members Mstep: Class 2 contains 388 members Entering Unmasked Estep Score: -165076.921875 Penalty: 8287.172852 Iteration 22Q: 3 clusters Score -165076.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 479 members Mstep: Class 2 contains 388 members Entering Unmasked Estep Score: -165076.921875 Penalty: 8287.172852 Iteration 23F: 3 clusters Score -165076.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 45 members Mstep: Class 1 contains 26857 members Mstep: Class 2 contains 13761 members Mstep: Class 3 contains 374 members Mstep: Class 4 contains 121829 members Mstep: Class 5 contains 1078 members Mstep: Class 6 contains 2040 members Mstep: Class 7 contains 17355 members Mstep: Class 8 contains 37351 members Mstep: Class 9 contains 30569 members Mstep: Class 10 contains 144614 members Mstep: Class 11 contains 677 members Mstep: Class 12 contains 42798 members Mstep: Class 13 contains 843 members Mstep: Class 14 contains 160630 members Mstep: Class 15 contains 54081 members Mstep: Class 16 contains 479 members Mstep: Class 17 contains 13610 members Mstep: Class 18 contains 826 members Mstep: Class 19 contains 7241 members Mstep: Class 20 contains 1317 members Mstep: Class 21 contains 275 members Mstep: Class 22 contains 388 members Entering Unmasked Estep Score: -147556816.000000 Penalty: 180948.125000 Splitting cluster 16 changes total score from -147553040.000000 to -147556816.000000 So it's getting split into cluster 22. Entering ConstructFrom: Trying to split cluster 17 (13610 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13610 members Entering Unmasked Estep Score: -2989134.250000 Penalty: 5830.118164 Iteration 0F: 2 clusters Score -2989134 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6770 members Mstep: Class 2 contains 6840 members Entering Unmasked Estep Score: -2976672.500000 Penalty: 11660.236328 Iteration 0F: 3 clusters Score -2976672 nChanged 5176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6714 members Mstep: Class 2 contains 6896 members Entering Unmasked Estep Score: -2979536.750000 Penalty: 11660.236328 Iteration 1F: 3 clusters Score -2979537 nChanged 971 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6643 members Mstep: Class 2 contains 6967 members Entering Unmasked Estep Score: -2980160.500000 Penalty: 11660.236328 Iteration 2F: 3 clusters Score -2980160 nChanged 737 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6602 members Mstep: Class 2 contains 7008 members Entering Unmasked Estep Score: -2980784.750000 Penalty: 11660.236328 Iteration 3F: 3 clusters Score -2980785 nChanged 745 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6649 members Mstep: Class 2 contains 6961 members Entering Unmasked Estep Score: -2981470.250000 Penalty: 11660.236328 Iteration 4F: 3 clusters Score -2981470 nChanged 775 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6800 members Mstep: Class 2 contains 6810 members Entering Unmasked Estep Score: -2982275.000000 Penalty: 11660.236328 Iteration 5F: 3 clusters Score -2982275 nChanged 870 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7072 members Mstep: Class 2 contains 6538 members Entering Unmasked Estep Score: -2983278.000000 Penalty: 11660.236328 Iteration 6F: 3 clusters Score -2983278 nChanged 928 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7488 members Mstep: Class 2 contains 6122 members Entering Unmasked Estep Score: -2984433.500000 Penalty: 11660.236328 Iteration 7F: 3 clusters Score -2984434 nChanged 980 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8058 members Mstep: Class 2 contains 5552 members Entering Unmasked Estep Score: -2985587.750000 Penalty: 11660.236328 Iteration 8F: 3 clusters Score -2985588 nChanged 894 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8636 members Mstep: Class 2 contains 4974 members Entering Unmasked Estep Score: -2986512.500000 Penalty: 11660.236328 Iteration 9F: 3 clusters Score -2986512 nChanged 658 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9132 members Mstep: Class 2 contains 4478 members Entering Unmasked Estep Score: -2987182.000000 Penalty: 11660.236328 Iteration 10Q: 3 clusters Score -2987182 nChanged 424 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9482 members Mstep: Class 2 contains 4128 members Entering Unmasked Estep Score: -2987629.500000 Penalty: 11660.236328 Iteration 11Q: 3 clusters Score -2987630 nChanged 272 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9720 members Mstep: Class 2 contains 3890 members Entering Unmasked Estep Score: -2987892.250000 Penalty: 11660.236328 Iteration 12Q: 3 clusters Score -2987892 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9883 members Mstep: Class 2 contains 3727 members Entering Unmasked Estep Score: -2988065.500000 Penalty: 11660.236328 Iteration 13Q: 3 clusters Score -2988066 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10018 members Mstep: Class 2 contains 3592 members Entering Unmasked Estep Score: -2988184.750000 Penalty: 11660.236328 Iteration 14Q: 3 clusters Score -2988185 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10127 members Mstep: Class 2 contains 3483 members Entering Unmasked Estep Score: -2988250.500000 Penalty: 11660.236328 Iteration 15Q: 3 clusters Score -2988250 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10204 members Mstep: Class 2 contains 3406 members Entering Unmasked Estep Score: -2988293.250000 Penalty: 11660.236328 Iteration 16Q: 3 clusters Score -2988293 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10261 members Mstep: Class 2 contains 3349 members Entering Unmasked Estep Score: -2988315.500000 Penalty: 11660.236328 Iteration 17Q: 3 clusters Score -2988316 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10302 members Mstep: Class 2 contains 3308 members Entering Unmasked Estep Score: -2988330.750000 Penalty: 11660.236328 Iteration 18Q: 3 clusters Score -2988331 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10326 members Mstep: Class 2 contains 3284 members Entering Unmasked Estep Score: -2988344.000000 Penalty: 11660.236328 Iteration 19Q: 3 clusters Score -2988344 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10336 members Mstep: Class 2 contains 3274 members Entering Unmasked Estep Score: -2988351.250000 Penalty: 11660.236328 Iteration 20F: 3 clusters Score -2988351 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10345 members Mstep: Class 2 contains 3265 members Entering Unmasked Estep Score: -2988355.000000 Penalty: 11660.236328 Iteration 21Q: 3 clusters Score -2988355 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10354 members Mstep: Class 2 contains 3256 members Entering Unmasked Estep Score: -2988357.500000 Penalty: 11660.236328 Iteration 22Q: 3 clusters Score -2988358 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10362 members Mstep: Class 2 contains 3248 members Entering Unmasked Estep Score: -2988360.750000 Penalty: 11660.236328 Iteration 23Q: 3 clusters Score -2988361 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10372 members Mstep: Class 2 contains 3238 members Entering Unmasked Estep Score: -2988365.000000 Penalty: 11660.236328 Iteration 24Q: 3 clusters Score -2988365 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10375 members Mstep: Class 2 contains 3235 members Entering Unmasked Estep Score: -2988363.500000 Penalty: 11660.236328 Iteration 25Q: 3 clusters Score -2988364 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10376 members Mstep: Class 2 contains 3234 members Entering Unmasked Estep Score: -2988362.500000 Penalty: 11660.236328 Iteration 26Q: 3 clusters Score -2988362 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10376 members Mstep: Class 2 contains 3234 members Entering Unmasked Estep Score: -2988362.500000 Penalty: 11660.236328 Iteration 27F: 3 clusters Score -2988362 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (826 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 826 members Entering Unmasked Estep Score: -165864.250000 Penalty: 4113.914062 Iteration 0F: 2 clusters Score -165864.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 422 members Mstep: Class 2 contains 404 members Entering Unmasked Estep Score: -162009.453125 Penalty: 8227.828125 Iteration 0F: 3 clusters Score -162009.5 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 414 members Mstep: Class 2 contains 412 members Entering Unmasked Estep Score: -162273.984375 Penalty: 8227.828125 Iteration 1F: 3 clusters Score -162274 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 414 members Mstep: Class 2 contains 412 members Entering Unmasked Estep Score: -162400.343750 Penalty: 8227.828125 Iteration 2Q: 3 clusters Score -162400.3 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 415 members Mstep: Class 2 contains 411 members Entering Unmasked Estep Score: -162460.609375 Penalty: 8227.828125 Iteration 3Q: 3 clusters Score -162460.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 416 members Mstep: Class 2 contains 410 members Entering Unmasked Estep Score: -162483.140625 Penalty: 8227.828125 Iteration 4Q: 3 clusters Score -162483.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 414 members Mstep: Class 2 contains 412 members Entering Unmasked Estep Score: -162496.734375 Penalty: 8227.828125 Iteration 5Q: 3 clusters Score -162496.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 413 members Mstep: Class 2 contains 413 members Entering Unmasked Estep Score: -162506.796875 Penalty: 8227.828125 Iteration 6Q: 3 clusters Score -162506.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 412 members Mstep: Class 2 contains 414 members Entering Unmasked Estep Score: -162509.765625 Penalty: 8227.828125 Iteration 7Q: 3 clusters Score -162509.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 411 members Mstep: Class 2 contains 415 members Entering Unmasked Estep Score: -162514.062500 Penalty: 8227.828125 Iteration 8Q: 3 clusters Score -162514.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 411 members Mstep: Class 2 contains 415 members Entering Unmasked Estep Score: -162523.765625 Penalty: 8227.828125 Iteration 9Q: 3 clusters Score -162523.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 408 members Mstep: Class 2 contains 418 members Entering Unmasked Estep Score: -162533.875000 Penalty: 8227.828125 Iteration 10Q: 3 clusters Score -162533.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 407 members Mstep: Class 2 contains 419 members Entering Unmasked Estep Score: -162542.390625 Penalty: 8227.828125 Iteration 11Q: 3 clusters Score -162542.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 407 members Mstep: Class 2 contains 419 members Entering Unmasked Estep Score: -162542.390625 Penalty: 8227.828125 Iteration 12F: 3 clusters Score -162542.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (7241 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7241 members Entering Unmasked Estep Score: -1552398.625000 Penalty: 5443.603027 Iteration 0F: 2 clusters Score -1552399 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3620 members Mstep: Class 2 contains 3621 members Entering Unmasked Estep Score: -1543950.125000 Penalty: 10887.206055 Iteration 0F: 3 clusters Score -1543950 nChanged 2462 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3678 members Mstep: Class 2 contains 3563 members Entering Unmasked Estep Score: -1545493.000000 Penalty: 10887.206055 Iteration 1F: 3 clusters Score -1545493 nChanged 509 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3719 members Mstep: Class 2 contains 3522 members Entering Unmasked Estep Score: -1545854.750000 Penalty: 10887.206055 Iteration 2F: 3 clusters Score -1545855 nChanged 331 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3742 members Mstep: Class 2 contains 3499 members Entering Unmasked Estep Score: -1546054.375000 Penalty: 10887.206055 Iteration 3Q: 3 clusters Score -1546054 nChanged 193 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3755 members Mstep: Class 2 contains 3486 members Entering Unmasked Estep Score: -1546158.500000 Penalty: 10887.206055 Iteration 4Q: 3 clusters Score -1546158 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3787 members Mstep: Class 2 contains 3454 members Entering Unmasked Estep Score: -1546256.000000 Penalty: 10887.206055 Iteration 5Q: 3 clusters Score -1546256 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3818 members Mstep: Class 2 contains 3423 members Entering Unmasked Estep Score: -1546327.500000 Penalty: 10887.206055 Iteration 6Q: 3 clusters Score -1546328 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3845 members Mstep: Class 2 contains 3396 members Entering Unmasked Estep Score: -1546366.125000 Penalty: 10887.206055 Iteration 7Q: 3 clusters Score -1546366 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3863 members Mstep: Class 2 contains 3378 members Entering Unmasked Estep Score: -1546396.000000 Penalty: 10887.206055 Iteration 8Q: 3 clusters Score -1546396 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3874 members Mstep: Class 2 contains 3367 members Entering Unmasked Estep Score: -1546424.750000 Penalty: 10887.206055 Iteration 9Q: 3 clusters Score -1546425 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3895 members Mstep: Class 2 contains 3346 members Entering Unmasked Estep Score: -1546445.625000 Penalty: 10887.206055 Iteration 10Q: 3 clusters Score -1546446 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3906 members Mstep: Class 2 contains 3335 members Entering Unmasked Estep Score: -1546472.625000 Penalty: 10887.206055 Iteration 11Q: 3 clusters Score -1546473 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3913 members Mstep: Class 2 contains 3328 members Entering Unmasked Estep Score: -1546491.125000 Penalty: 10887.206055 Iteration 12Q: 3 clusters Score -1546491 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3932 members Mstep: Class 2 contains 3309 members Entering Unmasked Estep Score: -1546508.875000 Penalty: 10887.206055 Iteration 13Q: 3 clusters Score -1546509 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3940 members Mstep: Class 2 contains 3301 members Entering Unmasked Estep Score: -1546525.500000 Penalty: 10887.206055 Iteration 14Q: 3 clusters Score -1546526 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3946 members Mstep: Class 2 contains 3295 members Entering Unmasked Estep Score: -1546536.375000 Penalty: 10887.206055 Iteration 15Q: 3 clusters Score -1546536 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3958 members Mstep: Class 2 contains 3283 members Entering Unmasked Estep Score: -1546544.875000 Penalty: 10887.206055 Iteration 16Q: 3 clusters Score -1546545 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3968 members Mstep: Class 2 contains 3273 members Entering Unmasked Estep Score: -1546557.375000 Penalty: 10887.206055 Iteration 17Q: 3 clusters Score -1546557 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3981 members Mstep: Class 2 contains 3260 members Entering Unmasked Estep Score: -1546565.375000 Penalty: 10887.206055 Iteration 18Q: 3 clusters Score -1546565 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3985 members Mstep: Class 2 contains 3256 members Entering Unmasked Estep Score: -1546575.750000 Penalty: 10887.206055 Iteration 19Q: 3 clusters Score -1546576 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3993 members Mstep: Class 2 contains 3248 members Entering Unmasked Estep Score: -1546581.250000 Penalty: 10887.206055 Iteration 20F: 3 clusters Score -1546581 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3997 members Mstep: Class 2 contains 3244 members Entering Unmasked Estep Score: -1546589.125000 Penalty: 10887.206055 Iteration 21Q: 3 clusters Score -1546589 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4008 members Mstep: Class 2 contains 3233 members Entering Unmasked Estep Score: -1546594.375000 Penalty: 10887.206055 Iteration 22Q: 3 clusters Score -1546594 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4017 members Mstep: Class 2 contains 3224 members Entering Unmasked Estep Score: -1546604.875000 Penalty: 10887.206055 Iteration 23Q: 3 clusters Score -1546605 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4026 members Mstep: Class 2 contains 3215 members Entering Unmasked Estep Score: -1546605.375000 Penalty: 10887.206055 Iteration 24Q: 3 clusters Score -1546605 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4041 members Mstep: Class 2 contains 3200 members Entering Unmasked Estep Score: -1546612.000000 Penalty: 10887.206055 Iteration 25Q: 3 clusters Score -1546612 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4056 members Mstep: Class 2 contains 3185 members Entering Unmasked Estep Score: -1546626.375000 Penalty: 10887.206055 Iteration 26Q: 3 clusters Score -1546626 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4070 members Mstep: Class 2 contains 3171 members Entering Unmasked Estep Score: -1546637.500000 Penalty: 10887.206055 Iteration 27Q: 3 clusters Score -1546638 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4079 members Mstep: Class 2 contains 3162 members Entering Unmasked Estep Score: -1546650.000000 Penalty: 10887.206055 Iteration 28Q: 3 clusters Score -1546650 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4081 members Mstep: Class 2 contains 3160 members Entering Unmasked Estep Score: -1546663.250000 Penalty: 10887.206055 Iteration 29Q: 3 clusters Score -1546663 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4085 members Mstep: Class 2 contains 3156 members Entering Unmasked Estep Score: -1546665.500000 Penalty: 10887.206055 Iteration 30Q: 3 clusters Score -1546666 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4092 members Mstep: Class 2 contains 3149 members Entering Unmasked Estep Score: -1546669.250000 Penalty: 10887.206055 Iteration 31Q: 3 clusters Score -1546669 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4098 members Mstep: Class 2 contains 3143 members Entering Unmasked Estep Score: -1546671.750000 Penalty: 10887.206055 Iteration 32Q: 3 clusters Score -1546672 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4108 members Mstep: Class 2 contains 3133 members Entering Unmasked Estep Score: -1546679.625000 Penalty: 10887.206055 Iteration 33Q: 3 clusters Score -1546680 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4117 members Mstep: Class 2 contains 3124 members Entering Unmasked Estep Score: -1546679.250000 Penalty: 10887.206055 Iteration 34Q: 3 clusters Score -1546679 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4124 members Mstep: Class 2 contains 3117 members Entering Unmasked Estep Score: -1546680.625000 Penalty: 10887.206055 Iteration 35Q: 3 clusters Score -1546681 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4133 members Mstep: Class 2 contains 3108 members Entering Unmasked Estep Score: -1546688.500000 Penalty: 10887.206055 Iteration 36Q: 3 clusters Score -1546688 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4141 members Mstep: Class 2 contains 3100 members Entering Unmasked Estep Score: -1546690.625000 Penalty: 10887.206055 Iteration 37Q: 3 clusters Score -1546691 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4144 members Mstep: Class 2 contains 3097 members Entering Unmasked Estep Score: -1546691.500000 Penalty: 10887.206055 Iteration 38Q: 3 clusters Score -1546692 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4150 members Mstep: Class 2 contains 3091 members Entering Unmasked Estep Score: -1546693.625000 Penalty: 10887.206055 Iteration 39Q: 3 clusters Score -1546694 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4159 members Mstep: Class 2 contains 3082 members Entering Unmasked Estep Score: -1546699.250000 Penalty: 10887.206055 Iteration 40F: 3 clusters Score -1546699 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4166 members Mstep: Class 2 contains 3075 members Entering Unmasked Estep Score: -1546705.500000 Penalty: 10887.206055 Iteration 41Q: 3 clusters Score -1546706 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4176 members Mstep: Class 2 contains 3065 members Entering Unmasked Estep Score: -1546704.875000 Penalty: 10887.206055 Iteration 42Q: 3 clusters Score -1546705 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4182 members Mstep: Class 2 contains 3059 members Entering Unmasked Estep Score: -1546710.000000 Penalty: 10887.206055 Iteration 43Q: 3 clusters Score -1546710 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4185 members Mstep: Class 2 contains 3056 members Entering Unmasked Estep Score: -1546715.625000 Penalty: 10887.206055 Iteration 44Q: 3 clusters Score -1546716 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4191 members Mstep: Class 2 contains 3050 members Entering Unmasked Estep Score: -1546718.500000 Penalty: 10887.206055 Iteration 45Q: 3 clusters Score -1546718 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4197 members Mstep: Class 2 contains 3044 members Entering Unmasked Estep Score: -1546718.625000 Penalty: 10887.206055 Iteration 46Q: 3 clusters Score -1546719 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4198 members Mstep: Class 2 contains 3043 members Entering Unmasked Estep Score: -1546722.875000 Penalty: 10887.206055 Iteration 47Q: 3 clusters Score -1546723 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4200 members Mstep: Class 2 contains 3041 members Entering Unmasked Estep Score: -1546721.125000 Penalty: 10887.206055 Iteration 48Q: 3 clusters Score -1546721 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4199 members Mstep: Class 2 contains 3042 members Entering Unmasked Estep Score: -1546721.000000 Penalty: 10887.206055 Iteration 49Q: 3 clusters Score -1546721 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4199 members Mstep: Class 2 contains 3042 members Entering Unmasked Estep Score: -1546722.000000 Penalty: 10887.206055 Iteration 50Q: 3 clusters Score -1546722 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4201 members Mstep: Class 2 contains 3040 members Entering Unmasked Estep Score: -1546722.875000 Penalty: 10887.206055 Iteration 51Q: 3 clusters Score -1546723 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4205 members Mstep: Class 2 contains 3036 members Entering Unmasked Estep Score: -1546723.250000 Penalty: 10887.206055 Iteration 52Q: 3 clusters Score -1546723 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4208 members Mstep: Class 2 contains 3033 members Entering Unmasked Estep Score: -1546723.500000 Penalty: 10887.206055 Iteration 53Q: 3 clusters Score -1546724 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4209 members Mstep: Class 2 contains 3032 members Entering Unmasked Estep Score: -1546724.500000 Penalty: 10887.206055 Iteration 54Q: 3 clusters Score -1546724 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4210 members Mstep: Class 2 contains 3031 members Entering Unmasked Estep Score: -1546724.500000 Penalty: 10887.206055 Iteration 55Q: 3 clusters Score -1546724 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4210 members Mstep: Class 2 contains 3031 members Entering Unmasked Estep Score: -1546724.500000 Penalty: 10887.206055 Iteration 56F: 3 clusters Score -1546724 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (1317 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1317 members Entering Unmasked Estep Score: -252441.562500 Penalty: 4399.655762 Iteration 0F: 2 clusters Score -252441.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 629 members Mstep: Class 2 contains 688 members Entering Unmasked Estep Score: -248120.515625 Penalty: 8799.311523 Iteration 0F: 3 clusters Score -248120.5 nChanged 283 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 572 members Mstep: Class 2 contains 745 members Entering Unmasked Estep Score: -248848.359375 Penalty: 8799.311523 Iteration 1F: 3 clusters Score -248848.4 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 527 members Mstep: Class 2 contains 790 members Entering Unmasked Estep Score: -249372.015625 Penalty: 8799.311523 Iteration 2F: 3 clusters Score -249372 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 484 members Mstep: Class 2 contains 833 members Entering Unmasked Estep Score: -249746.578125 Penalty: 8799.311523 Iteration 3F: 3 clusters Score -249746.6 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 456 members Mstep: Class 2 contains 861 members Entering Unmasked Estep Score: -250247.453125 Penalty: 8799.311523 Iteration 4F: 3 clusters Score -250247.5 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 424 members Mstep: Class 2 contains 893 members Entering Unmasked Estep Score: -250961.843750 Penalty: 8799.311523 Iteration 5F: 3 clusters Score -250961.8 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 374 members Mstep: Class 2 contains 943 members Entering Unmasked Estep Score: -251216.359375 Penalty: 8799.311523 Iteration 6Q: 3 clusters Score -251216.4 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 346 members Mstep: Class 2 contains 971 members Entering Unmasked Estep Score: -251367.406250 Penalty: 8799.311523 Iteration 7Q: 3 clusters Score -251367.4 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 323 members Mstep: Class 2 contains 994 members Entering Unmasked Estep Score: -251512.937500 Penalty: 8799.311523 Iteration 8Q: 3 clusters Score -251512.9 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 307 members Mstep: Class 2 contains 1010 members Entering Unmasked Estep Score: -251610.593750 Penalty: 8799.311523 Iteration 9Q: 3 clusters Score -251610.6 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 296 members Mstep: Class 2 contains 1021 members Entering Unmasked Estep Score: -251699.906250 Penalty: 8799.311523 Iteration 10Q: 3 clusters Score -251699.9 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 286 members Mstep: Class 2 contains 1031 members Entering Unmasked Estep Score: -251753.031250 Penalty: 8799.311523 Iteration 11Q: 3 clusters Score -251753 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 283 members Mstep: Class 2 contains 1034 members Entering Unmasked Estep Score: -251762.250000 Penalty: 8799.311523 Iteration 12Q: 3 clusters Score -251762.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 280 members Mstep: Class 2 contains 1037 members Entering Unmasked Estep Score: -251775.015625 Penalty: 8799.311523 Iteration 13Q: 3 clusters Score -251775 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 277 members Mstep: Class 2 contains 1040 members Entering Unmasked Estep Score: -251786.125000 Penalty: 8799.311523 Iteration 14Q: 3 clusters Score -251786.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 276 members Mstep: Class 2 contains 1041 members Entering Unmasked Estep Score: -251791.765625 Penalty: 8799.311523 Iteration 15Q: 3 clusters Score -251791.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 275 members Mstep: Class 2 contains 1042 members Entering Unmasked Estep Score: -251796.156250 Penalty: 8799.311523 Iteration 16Q: 3 clusters Score -251796.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 275 members Mstep: Class 2 contains 1042 members Entering Unmasked Estep Score: -251796.156250 Penalty: 8799.311523 Iteration 17F: 3 clusters Score -251796.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 45 members Mstep: Class 1 contains 26857 members Mstep: Class 2 contains 13761 members Mstep: Class 3 contains 374 members Mstep: Class 4 contains 121829 members Mstep: Class 5 contains 1078 members Mstep: Class 6 contains 2040 members Mstep: Class 7 contains 17355 members Mstep: Class 8 contains 37351 members Mstep: Class 9 contains 30569 members Mstep: Class 10 contains 144614 members Mstep: Class 11 contains 677 members Mstep: Class 12 contains 42798 members Mstep: Class 13 contains 843 members Mstep: Class 14 contains 160630 members Mstep: Class 16 contains 479 members Mstep: Class 17 contains 13610 members Mstep: Class 18 contains 826 members Mstep: Class 19 contains 7241 members Mstep: Class 20 contains 1317 members Entering Unmasked Estep ConsiderDeletion Score: -147562800.000000 Penalty: 180948.125000 Iteration 119Q: 23 clusters Score -1.475628e+08 nChanged 11150 Entering Unmasked Mstep Mstep: Class 0 contains 45 members Mstep: Class 1 contains 26853 members Mstep: Class 2 contains 14184 members Mstep: Class 3 contains 374 members Mstep: Class 4 contains 127258 members Mstep: Class 5 contains 1078 members Mstep: Class 6 contains 2040 members Mstep: Class 7 contains 17383 members Mstep: Class 8 contains 37396 members Mstep: Class 9 contains 31351 members Mstep: Class 10 contains 144620 members Mstep: Class 11 contains 677 members Mstep: Class 12 contains 43166 members Mstep: Class 13 contains 843 members Mstep: Class 14 contains 160246 members Mstep: Class 15 contains 46972 members Mstep: Class 16 contains 484 members Mstep: Class 17 contains 14007 members Mstep: Class 18 contains 825 members Mstep: Class 19 contains 7256 members Mstep: Class 20 contains 1317 members Mstep: Class 21 contains 275 members Mstep: Class 22 contains 388 members Entering Unmasked Estep ConsiderDeletion Score: -147567760.000000 Penalty: 180948.125000 Iteration 120F: 23 clusters Score -1.475678e+08 nChanged 7700 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 26815 members Mstep: Class 2 contains 14207 members Mstep: Class 3 contains 370 members Mstep: Class 4 contains 131351 members Mstep: Class 5 contains 1078 members Mstep: Class 6 contains 2040 members Mstep: Class 7 contains 17381 members Mstep: Class 8 contains 37384 members Mstep: Class 9 contains 31627 members Mstep: Class 10 contains 144625 members Mstep: Class 11 contains 676 members Mstep: Class 12 contains 43469 members Mstep: Class 13 contains 843 members Mstep: Class 14 contains 159994 members Mstep: Class 15 contains 42195 members Mstep: Class 16 contains 486 members Mstep: Class 17 contains 14351 members Mstep: Class 18 contains 825 members Mstep: Class 19 contains 7171 members Mstep: Class 20 contains 1317 members Mstep: Class 21 contains 284 members Mstep: Class 22 contains 513 members Entering Unmasked Estep ConsiderDeletion Score: -147571440.000000 Penalty: 180948.125000 Iteration 121Q: 23 clusters Score -1.475714e+08 nChanged 5857 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 26796 members Mstep: Class 2 contains 14360 members Mstep: Class 3 contains 367 members Mstep: Class 4 contains 134743 members Mstep: Class 5 contains 1078 members Mstep: Class 6 contains 2039 members Mstep: Class 7 contains 17366 members Mstep: Class 8 contains 37345 members Mstep: Class 9 contains 32035 members Mstep: Class 10 contains 144541 members Mstep: Class 11 contains 678 members Mstep: Class 12 contains 43628 members Mstep: Class 13 contains 843 members Mstep: Class 14 contains 159805 members Mstep: Class 15 contains 38144 members Mstep: Class 16 contains 486 members Mstep: Class 17 contains 14638 members Mstep: Class 18 contains 825 members Mstep: Class 19 contains 7122 members Mstep: Class 20 contains 1317 members Mstep: Class 21 contains 282 members Mstep: Class 22 contains 564 members Entering Unmasked Estep ConsiderDeletion Score: -147573808.000000 Penalty: 180948.125000 Iteration 122Q: 23 clusters Score -1.475738e+08 nChanged 4848 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 26787 members Mstep: Class 2 contains 14543 members Mstep: Class 3 contains 363 members Mstep: Class 4 contains 137645 members Mstep: Class 5 contains 1078 members Mstep: Class 6 contains 2037 members Mstep: Class 7 contains 17363 members Mstep: Class 8 contains 37312 members Mstep: Class 9 contains 32407 members Mstep: Class 10 contains 144449 members Mstep: Class 11 contains 680 members Mstep: Class 12 contains 43720 members Mstep: Class 13 contains 843 members Mstep: Class 14 contains 159632 members Mstep: Class 15 contains 34655 members Mstep: Class 16 contains 486 members Mstep: Class 17 contains 14892 members Mstep: Class 18 contains 825 members Mstep: Class 19 contains 7085 members Mstep: Class 20 contains 1317 members Mstep: Class 21 contains 280 members Mstep: Class 22 contains 603 members Entering Unmasked Estep ConsiderDeletion Score: -147574624.000000 Penalty: 180948.125000 Iteration 123Q: 23 clusters Score -1.475746e+08 nChanged 3993 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 26769 members Mstep: Class 2 contains 14721 members Mstep: Class 3 contains 355 members Mstep: Class 4 contains 140058 members Mstep: Class 5 contains 1078 members Mstep: Class 6 contains 2035 members Mstep: Class 7 contains 17353 members Mstep: Class 8 contains 37291 members Mstep: Class 9 contains 32694 members Mstep: Class 10 contains 144381 members Mstep: Class 11 contains 680 members Mstep: Class 12 contains 43785 members Mstep: Class 13 contains 843 members Mstep: Class 14 contains 159480 members Mstep: Class 15 contains 31815 members Mstep: Class 16 contains 485 members Mstep: Class 17 contains 15089 members Mstep: Class 18 contains 825 members Mstep: Class 19 contains 7021 members Mstep: Class 20 contains 1317 members Mstep: Class 21 contains 280 members Mstep: Class 22 contains 647 members Entering Unmasked Estep ConsiderDeletion Score: -147575488.000000 Penalty: 180948.125000 Iteration 124Q: 23 clusters Score -1.475755e+08 nChanged 3390 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 26751 members Mstep: Class 2 contains 14854 members Mstep: Class 3 contains 349 members Mstep: Class 4 contains 142103 members Mstep: Class 5 contains 1078 members Mstep: Class 6 contains 2034 members Mstep: Class 7 contains 17350 members Mstep: Class 8 contains 37273 members Mstep: Class 9 contains 32975 members Mstep: Class 10 contains 144302 members Mstep: Class 11 contains 680 members Mstep: Class 12 contains 43847 members Mstep: Class 13 contains 843 members Mstep: Class 14 contains 159350 members Mstep: Class 15 contains 29393 members Mstep: Class 16 contains 486 members Mstep: Class 17 contains 15249 members Mstep: Class 18 contains 825 members Mstep: Class 19 contains 6979 members Mstep: Class 20 contains 1317 members Mstep: Class 21 contains 280 members Mstep: Class 22 contains 684 members Entering Unmasked Estep ConsiderDeletion Score: -147576560.000000 Penalty: 180948.125000 Iteration 125Q: 23 clusters Score -1.475766e+08 nChanged 2706 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 26738 members Mstep: Class 2 contains 14981 members Mstep: Class 3 contains 347 members Mstep: Class 4 contains 143733 members Mstep: Class 5 contains 1078 members Mstep: Class 6 contains 2032 members Mstep: Class 7 contains 17352 members Mstep: Class 8 contains 37258 members Mstep: Class 9 contains 33193 members Mstep: Class 10 contains 144231 members Mstep: Class 11 contains 680 members Mstep: Class 12 contains 43880 members Mstep: Class 13 contains 843 members Mstep: Class 14 contains 159266 members Mstep: Class 15 contains 27475 members Mstep: Class 16 contains 487 members Mstep: Class 17 contains 15367 members Mstep: Class 18 contains 825 members Mstep: Class 19 contains 6933 members Mstep: Class 20 contains 1317 members Mstep: Class 21 contains 280 members Mstep: Class 22 contains 706 members Entering Unmasked Estep ConsiderDeletion Score: -147576784.000000 Penalty: 180948.125000 Iteration 126Q: 23 clusters Score -1.475768e+08 nChanged 2222 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 26733 members Mstep: Class 2 contains 15050 members Mstep: Class 3 contains 347 members Mstep: Class 4 contains 145126 members Mstep: Class 5 contains 1078 members Mstep: Class 6 contains 2031 members Mstep: Class 7 contains 17345 members Mstep: Class 8 contains 37250 members Mstep: Class 9 contains 33349 members Mstep: Class 10 contains 144193 members Mstep: Class 11 contains 680 members Mstep: Class 12 contains 43909 members Mstep: Class 13 contains 843 members Mstep: Class 14 contains 159199 members Mstep: Class 15 contains 25925 members Mstep: Class 16 contains 488 members Mstep: Class 17 contains 15427 members Mstep: Class 18 contains 825 members Mstep: Class 19 contains 6889 members Mstep: Class 20 contains 1317 members Mstep: Class 21 contains 280 members Mstep: Class 22 contains 718 members Entering Unmasked Estep ConsiderDeletion Score: -147577152.000000 Penalty: 180948.125000 Iteration 127Q: 23 clusters Score -1.475772e+08 nChanged 1913 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 26728 members Mstep: Class 2 contains 15121 members Mstep: Class 3 contains 347 members Mstep: Class 4 contains 146296 members Mstep: Class 5 contains 1078 members Mstep: Class 6 contains 2030 members Mstep: Class 7 contains 17350 members Mstep: Class 8 contains 37224 members Mstep: Class 9 contains 33465 members Mstep: Class 10 contains 144152 members Mstep: Class 11 contains 680 members Mstep: Class 12 contains 43926 members Mstep: Class 13 contains 843 members Mstep: Class 14 contains 159153 members Mstep: Class 15 contains 24627 members Mstep: Class 16 contains 488 members Mstep: Class 17 contains 15491 members Mstep: Class 18 contains 825 members Mstep: Class 19 contains 6852 members Mstep: Class 20 contains 1317 members Mstep: Class 21 contains 280 members Mstep: Class 22 contains 729 members Entering Unmasked Estep ConsiderDeletion Score: -147577088.000000 Penalty: 180948.125000 Iteration 128Q: 23 clusters Score -1.475771e+08 nChanged 1550 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 26729 members Mstep: Class 2 contains 15174 members Mstep: Class 3 contains 347 members Mstep: Class 4 contains 147236 members Mstep: Class 5 contains 1078 members Mstep: Class 6 contains 2029 members Mstep: Class 7 contains 17357 members Mstep: Class 8 contains 37198 members Mstep: Class 9 contains 33576 members Mstep: Class 10 contains 144124 members Mstep: Class 11 contains 680 members Mstep: Class 12 contains 43935 members Mstep: Class 13 contains 843 members Mstep: Class 14 contains 159106 members Mstep: Class 15 contains 23568 members Mstep: Class 16 contains 488 members Mstep: Class 17 contains 15553 members Mstep: Class 18 contains 825 members Mstep: Class 19 contains 6826 members Mstep: Class 20 contains 1317 members Mstep: Class 21 contains 280 members Mstep: Class 22 contains 733 members Entering Unmasked Estep ConsiderDeletion Score: -147577488.000000 Penalty: 180948.125000 Iteration 129Q: 23 clusters Score -1.475775e+08 nChanged 1298 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 26726 members Mstep: Class 2 contains 15207 members Mstep: Class 3 contains 347 members Mstep: Class 4 contains 148019 members Mstep: Class 5 contains 1078 members Mstep: Class 6 contains 2030 members Mstep: Class 7 contains 17356 members Mstep: Class 8 contains 37180 members Mstep: Class 9 contains 33662 members Mstep: Class 10 contains 144102 members Mstep: Class 11 contains 680 members Mstep: Class 12 contains 43953 members Mstep: Class 13 contains 843 members Mstep: Class 14 contains 159063 members Mstep: Class 15 contains 22705 members Mstep: Class 16 contains 488 members Mstep: Class 17 contains 15605 members Mstep: Class 18 contains 825 members Mstep: Class 19 contains 6802 members Mstep: Class 20 contains 1317 members Mstep: Class 21 contains 280 members Mstep: Class 22 contains 734 members Entering Unmasked Estep ConsiderDeletion Score: -147577728.000000 Penalty: 180948.125000 Iteration 130Q: 23 clusters Score -1.475777e+08 nChanged 1063 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 26723 members Mstep: Class 2 contains 15225 members Mstep: Class 3 contains 347 members Mstep: Class 4 contains 148654 members Mstep: Class 5 contains 1078 members Mstep: Class 6 contains 2029 members Mstep: Class 7 contains 17351 members Mstep: Class 8 contains 37162 members Mstep: Class 9 contains 33740 members Mstep: Class 10 contains 144100 members Mstep: Class 11 contains 680 members Mstep: Class 12 contains 43969 members Mstep: Class 13 contains 843 members Mstep: Class 14 contains 159034 members Mstep: Class 15 contains 22013 members Mstep: Class 16 contains 488 members Mstep: Class 17 contains 15622 members Mstep: Class 18 contains 825 members Mstep: Class 19 contains 6789 members Mstep: Class 20 contains 1316 members Mstep: Class 21 contains 280 members Mstep: Class 22 contains 734 members Entering Unmasked Estep ConsiderDeletion Score: -147577728.000000 Penalty: 180948.125000 Iteration 131Q: 23 clusters Score -1.475777e+08 nChanged 913 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 26722 members Mstep: Class 2 contains 15255 members Mstep: Class 3 contains 347 members Mstep: Class 4 contains 149197 members Mstep: Class 5 contains 1078 members Mstep: Class 6 contains 2029 members Mstep: Class 7 contains 17354 members Mstep: Class 8 contains 37142 members Mstep: Class 9 contains 33801 members Mstep: Class 10 contains 144078 members Mstep: Class 11 contains 680 members Mstep: Class 12 contains 43985 members Mstep: Class 13 contains 843 members Mstep: Class 14 contains 159008 members Mstep: Class 15 contains 21417 members Mstep: Class 16 contains 488 members Mstep: Class 17 contains 15644 members Mstep: Class 18 contains 825 members Mstep: Class 19 contains 6779 members Mstep: Class 20 contains 1316 members Mstep: Class 21 contains 280 members Mstep: Class 22 contains 734 members Entering Unmasked Estep ConsiderDeletion Score: -147577744.000000 Penalty: 180948.125000 Iteration 132Q: 23 clusters Score -1.475777e+08 nChanged 752 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 26720 members Mstep: Class 2 contains 15314 members Mstep: Class 3 contains 347 members Mstep: Class 4 contains 149624 members Mstep: Class 5 contains 1078 members Mstep: Class 6 contains 2029 members Mstep: Class 7 contains 17360 members Mstep: Class 8 contains 37122 members Mstep: Class 9 contains 33840 members Mstep: Class 10 contains 144056 members Mstep: Class 11 contains 680 members Mstep: Class 12 contains 43985 members Mstep: Class 13 contains 843 members Mstep: Class 14 contains 158978 members Mstep: Class 15 contains 20954 members Mstep: Class 16 contains 488 members Mstep: Class 17 contains 15663 members Mstep: Class 18 contains 825 members Mstep: Class 19 contains 6765 members Mstep: Class 20 contains 1316 members Mstep: Class 21 contains 280 members Mstep: Class 22 contains 735 members Entering Unmasked Estep ConsiderDeletion Score: -147577712.000000 Penalty: 180948.125000 Iteration 133Q: 23 clusters Score -1.475777e+08 nChanged 615 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 26719 members Mstep: Class 2 contains 15352 members Mstep: Class 3 contains 347 members Mstep: Class 4 contains 149958 members Mstep: Class 5 contains 1078 members Mstep: Class 6 contains 2029 members Mstep: Class 7 contains 17360 members Mstep: Class 8 contains 37109 members Mstep: Class 9 contains 33871 members Mstep: Class 10 contains 144060 members Mstep: Class 11 contains 680 members Mstep: Class 12 contains 43982 members Mstep: Class 13 contains 843 members Mstep: Class 14 contains 158942 members Mstep: Class 15 contains 20599 members Mstep: Class 16 contains 488 members Mstep: Class 17 contains 15672 members Mstep: Class 18 contains 825 members Mstep: Class 19 contains 6757 members Mstep: Class 20 contains 1316 members Mstep: Class 21 contains 280 members Mstep: Class 22 contains 735 members Entering Unmasked Estep ConsiderDeletion Score: -147577936.000000 Penalty: 180948.125000 Iteration 134Q: 23 clusters Score -1.475779e+08 nChanged 528 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 26720 members Mstep: Class 2 contains 15398 members Mstep: Class 3 contains 347 members Mstep: Class 4 contains 150226 members Mstep: Class 5 contains 1078 members Mstep: Class 6 contains 2029 members Mstep: Class 7 contains 17362 members Mstep: Class 8 contains 37094 members Mstep: Class 9 contains 33880 members Mstep: Class 10 contains 144042 members Mstep: Class 11 contains 680 members Mstep: Class 12 contains 43973 members Mstep: Class 13 contains 843 members Mstep: Class 14 contains 158916 members Mstep: Class 15 contains 20331 members Mstep: Class 16 contains 488 members Mstep: Class 17 contains 15685 members Mstep: Class 18 contains 825 members Mstep: Class 19 contains 6754 members Mstep: Class 20 contains 1316 members Mstep: Class 21 contains 280 members Mstep: Class 22 contains 735 members Entering Unmasked Estep ConsiderDeletion Score: -147578000.000000 Penalty: 180948.125000 Iteration 135Q: 23 clusters Score -1.47578e+08 nChanged 465 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 26722 members Mstep: Class 2 contains 15433 members Mstep: Class 3 contains 347 members Mstep: Class 4 contains 150443 members Mstep: Class 5 contains 1078 members Mstep: Class 6 contains 2029 members Mstep: Class 7 contains 17366 members Mstep: Class 8 contains 37075 members Mstep: Class 9 contains 33880 members Mstep: Class 10 contains 144036 members Mstep: Class 11 contains 680 members Mstep: Class 12 contains 43975 members Mstep: Class 13 contains 843 members Mstep: Class 14 contains 158884 members Mstep: Class 15 contains 20114 members Mstep: Class 16 contains 488 members Mstep: Class 17 contains 15702 members Mstep: Class 18 contains 825 members Mstep: Class 19 contains 6751 members Mstep: Class 20 contains 1316 members Mstep: Class 21 contains 280 members Mstep: Class 22 contains 735 members Entering Unmasked Estep ConsiderDeletion Score: -147577936.000000 Penalty: 180948.125000 Iteration 136Q: 23 clusters Score -1.475779e+08 nChanged 410 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 26721 members Mstep: Class 2 contains 15440 members Mstep: Class 3 contains 347 members Mstep: Class 4 contains 150625 members Mstep: Class 5 contains 1078 members Mstep: Class 6 contains 2027 members Mstep: Class 7 contains 17363 members Mstep: Class 8 contains 37061 members Mstep: Class 9 contains 33878 members Mstep: Class 10 contains 144036 members Mstep: Class 11 contains 680 members Mstep: Class 12 contains 43980 members Mstep: Class 13 contains 843 members Mstep: Class 14 contains 158873 members Mstep: Class 15 contains 19947 members Mstep: Class 16 contains 488 members Mstep: Class 17 contains 15712 members Mstep: Class 18 contains 825 members Mstep: Class 19 contains 6747 members Mstep: Class 20 contains 1316 members Mstep: Class 21 contains 280 members Mstep: Class 22 contains 735 members Entering Unmasked Estep ConsiderDeletion Score: -147578240.000000 Penalty: 180948.125000 Iteration 137Q: 23 clusters Score -1.475782e+08 nChanged 350 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 26720 members Mstep: Class 2 contains 15461 members Mstep: Class 3 contains 347 members Mstep: Class 4 contains 150783 members Mstep: Class 5 contains 1078 members Mstep: Class 6 contains 2027 members Mstep: Class 7 contains 17364 members Mstep: Class 8 contains 37049 members Mstep: Class 9 contains 33880 members Mstep: Class 10 contains 144028 members Mstep: Class 11 contains 680 members Mstep: Class 12 contains 43976 members Mstep: Class 13 contains 843 members Mstep: Class 14 contains 158855 members Mstep: Class 15 contains 19805 members Mstep: Class 16 contains 488 members Mstep: Class 17 contains 15716 members Mstep: Class 18 contains 825 members Mstep: Class 19 contains 6745 members Mstep: Class 20 contains 1316 members Mstep: Class 21 contains 280 members Mstep: Class 22 contains 736 members Entering Unmasked Estep ConsiderDeletion Score: -147578224.000000 Penalty: 180948.125000 Iteration 138Q: 23 clusters Score -1.475782e+08 nChanged 293 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 26720 members Mstep: Class 2 contains 15458 members Mstep: Class 3 contains 347 members Mstep: Class 4 contains 150906 members Mstep: Class 5 contains 1078 members Mstep: Class 6 contains 2027 members Mstep: Class 7 contains 17366 members Mstep: Class 8 contains 37031 members Mstep: Class 9 contains 33890 members Mstep: Class 10 contains 144026 members Mstep: Class 11 contains 680 members Mstep: Class 12 contains 43979 members Mstep: Class 13 contains 843 members Mstep: Class 14 contains 158845 members Mstep: Class 15 contains 19699 members Mstep: Class 16 contains 488 members Mstep: Class 17 contains 15718 members Mstep: Class 18 contains 825 members Mstep: Class 19 contains 6743 members Mstep: Class 20 contains 1316 members Mstep: Class 21 contains 280 members Mstep: Class 22 contains 737 members Entering Unmasked Estep ConsiderDeletion Score: -147578288.000000 Penalty: 180948.125000 Iteration 139Q: 23 clusters Score -1.475783e+08 nChanged 291 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 26720 members Mstep: Class 2 contains 15454 members Mstep: Class 3 contains 347 members Mstep: Class 4 contains 151025 members Mstep: Class 5 contains 1078 members Mstep: Class 6 contains 2027 members Mstep: Class 7 contains 17364 members Mstep: Class 8 contains 37017 members Mstep: Class 9 contains 33893 members Mstep: Class 10 contains 144020 members Mstep: Class 11 contains 680 members Mstep: Class 12 contains 43993 members Mstep: Class 13 contains 843 members Mstep: Class 14 contains 158829 members Mstep: Class 15 contains 19600 members Mstep: Class 16 contains 488 members Mstep: Class 17 contains 15723 members Mstep: Class 18 contains 825 members Mstep: Class 19 contains 6742 members Mstep: Class 20 contains 1316 members Mstep: Class 21 contains 280 members Mstep: Class 22 contains 738 members Entering Unmasked Estep ConsiderDeletion Score: -147578384.000000 Penalty: 180948.125000 Iteration 140F: 23 clusters Score -1.475784e+08 nChanged 295 Entering Unmasked Mstep Mstep: Class 0 contains 33 members Mstep: Class 1 contains 26713 members Mstep: Class 2 contains 15447 members Mstep: Class 3 contains 315 members Mstep: Class 4 contains 151114 members Mstep: Class 5 contains 1078 members Mstep: Class 6 contains 2027 members Mstep: Class 7 contains 17360 members Mstep: Class 8 contains 37013 members Mstep: Class 9 contains 33889 members Mstep: Class 10 contains 144003 members Mstep: Class 11 contains 680 members Mstep: Class 12 contains 44004 members Mstep: Class 13 contains 843 members Mstep: Class 14 contains 158810 members Mstep: Class 15 contains 19540 members Mstep: Class 16 contains 487 members Mstep: Class 17 contains 15727 members Mstep: Class 18 contains 825 members Mstep: Class 19 contains 6739 members Mstep: Class 20 contains 1316 members Mstep: Class 21 contains 283 members Mstep: Class 22 contains 792 members Entering Unmasked Estep ConsiderDeletion Score: -147578880.000000 Penalty: 180948.125000 Iteration 141Q: 23 clusters Score -1.475789e+08 nChanged 305 Entering Unmasked Mstep Mstep: Class 0 contains 33 members Mstep: Class 1 contains 26702 members Mstep: Class 2 contains 15439 members Mstep: Class 3 contains 303 members Mstep: Class 4 contains 151213 members Mstep: Class 5 contains 1078 members Mstep: Class 6 contains 2026 members Mstep: Class 7 contains 17362 members Mstep: Class 8 contains 37005 members Mstep: Class 9 contains 33885 members Mstep: Class 10 contains 143984 members Mstep: Class 11 contains 683 members Mstep: Class 12 contains 44020 members Mstep: Class 13 contains 843 members Mstep: Class 14 contains 158790 members Mstep: Class 15 contains 19466 members Mstep: Class 16 contains 486 members Mstep: Class 17 contains 15729 members Mstep: Class 18 contains 825 members Mstep: Class 19 contains 6739 members Mstep: Class 20 contains 1316 members Mstep: Class 21 contains 280 members Mstep: Class 22 contains 831 members Entering Unmasked Estep ConsiderDeletion Score: -147579120.000000 Penalty: 180948.125000 Iteration 142Q: 23 clusters Score -1.475791e+08 nChanged 227 Entering Unmasked Mstep Mstep: Class 0 contains 33 members Mstep: Class 1 contains 26685 members Mstep: Class 2 contains 15438 members Mstep: Class 3 contains 297 members Mstep: Class 4 contains 151293 members Mstep: Class 5 contains 1078 members Mstep: Class 6 contains 2024 members Mstep: Class 7 contains 17362 members Mstep: Class 8 contains 37001 members Mstep: Class 9 contains 33884 members Mstep: Class 10 contains 143978 members Mstep: Class 11 contains 684 members Mstep: Class 12 contains 44018 members Mstep: Class 13 contains 843 members Mstep: Class 14 contains 158773 members Mstep: Class 15 contains 19411 members Mstep: Class 16 contains 489 members Mstep: Class 17 contains 15735 members Mstep: Class 18 contains 825 members Mstep: Class 19 contains 6737 members Mstep: Class 20 contains 1316 members Mstep: Class 21 contains 279 members Mstep: Class 22 contains 855 members Entering Unmasked Estep ConsiderDeletion Score: -147579120.000000 Penalty: 180948.125000 Iteration 143Q: 23 clusters Score -1.475791e+08 nChanged 225 Entering Unmasked Mstep Mstep: Class 0 contains 33 members Mstep: Class 1 contains 26676 members Mstep: Class 2 contains 15444 members Mstep: Class 3 contains 295 members Mstep: Class 4 contains 151376 members Mstep: Class 5 contains 1078 members Mstep: Class 6 contains 2024 members Mstep: Class 7 contains 17361 members Mstep: Class 8 contains 36991 members Mstep: Class 9 contains 33884 members Mstep: Class 10 contains 143973 members Mstep: Class 11 contains 684 members Mstep: Class 12 contains 44020 members Mstep: Class 13 contains 843 members Mstep: Class 14 contains 158764 members Mstep: Class 15 contains 19337 members Mstep: Class 16 contains 490 members Mstep: Class 17 contains 15738 members Mstep: Class 18 contains 825 members Mstep: Class 19 contains 6737 members Mstep: Class 20 contains 1316 members Mstep: Class 21 contains 279 members Mstep: Class 22 contains 870 members Entering Unmasked Estep ConsiderDeletion Score: -147579376.000000 Penalty: 180948.125000 Iteration 144Q: 23 clusters Score -1.475794e+08 nChanged 198 Entering Unmasked Mstep Mstep: Class 0 contains 33 members Mstep: Class 1 contains 26665 members Mstep: Class 2 contains 15454 members Mstep: Class 3 contains 294 members Mstep: Class 4 contains 151443 members Mstep: Class 5 contains 1078 members Mstep: Class 6 contains 2024 members Mstep: Class 7 contains 17357 members Mstep: Class 8 contains 36984 members Mstep: Class 9 contains 33888 members Mstep: Class 10 contains 143952 members Mstep: Class 11 contains 684 members Mstep: Class 12 contains 44030 members Mstep: Class 13 contains 843 members Mstep: Class 14 contains 158756 members Mstep: Class 15 contains 19279 members Mstep: Class 16 contains 490 members Mstep: Class 17 contains 15743 members Mstep: Class 18 contains 825 members Mstep: Class 19 contains 6735 members Mstep: Class 20 contains 1316 members Mstep: Class 21 contains 279 members Mstep: Class 22 contains 886 members Entering Unmasked Estep ConsiderDeletion Score: -147579504.000000 Penalty: 180948.125000 Iteration 145Q: 23 clusters Score -1.475795e+08 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 33 members Mstep: Class 1 contains 26663 members Mstep: Class 2 contains 15440 members Mstep: Class 3 contains 294 members Mstep: Class 4 contains 151502 members Mstep: Class 5 contains 1078 members Mstep: Class 6 contains 2024 members Mstep: Class 7 contains 17356 members Mstep: Class 8 contains 36977 members Mstep: Class 9 contains 33888 members Mstep: Class 10 contains 143944 members Mstep: Class 11 contains 684 members Mstep: Class 12 contains 44039 members Mstep: Class 13 contains 843 members Mstep: Class 14 contains 158758 members Mstep: Class 15 contains 19238 members Mstep: Class 16 contains 490 members Mstep: Class 17 contains 15745 members Mstep: Class 18 contains 825 members Mstep: Class 19 contains 6730 members Mstep: Class 20 contains 1316 members Mstep: Class 21 contains 279 members Mstep: Class 22 contains 892 members Entering Unmasked Estep ConsiderDeletion Score: -147579312.000000 Penalty: 180948.125000 Iteration 146Q: 23 clusters Score -1.475793e+08 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 33 members Mstep: Class 1 contains 26657 members Mstep: Class 2 contains 15428 members Mstep: Class 3 contains 294 members Mstep: Class 4 contains 151556 members Mstep: Class 5 contains 1078 members Mstep: Class 6 contains 2024 members Mstep: Class 7 contains 17352 members Mstep: Class 8 contains 36975 members Mstep: Class 9 contains 33888 members Mstep: Class 10 contains 143938 members Mstep: Class 11 contains 684 members Mstep: Class 12 contains 44040 members Mstep: Class 13 contains 843 members Mstep: Class 14 contains 158759 members Mstep: Class 15 contains 19205 members Mstep: Class 16 contains 489 members Mstep: Class 17 contains 15749 members Mstep: Class 18 contains 825 members Mstep: Class 19 contains 6731 members Mstep: Class 20 contains 1316 members Mstep: Class 21 contains 279 members Mstep: Class 22 contains 895 members Entering Unmasked Estep ConsiderDeletion Score: -147579280.000000 Penalty: 180948.125000 Iteration 147Q: 23 clusters Score -1.475793e+08 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 33 members Mstep: Class 1 contains 26655 members Mstep: Class 2 contains 15413 members Mstep: Class 3 contains 294 members Mstep: Class 4 contains 151600 members Mstep: Class 5 contains 1078 members Mstep: Class 6 contains 2024 members Mstep: Class 7 contains 17347 members Mstep: Class 8 contains 36971 members Mstep: Class 9 contains 33889 members Mstep: Class 10 contains 143929 members Mstep: Class 11 contains 684 members Mstep: Class 12 contains 44051 members Mstep: Class 13 contains 843 members Mstep: Class 14 contains 158756 members Mstep: Class 15 contains 19185 members Mstep: Class 16 contains 489 members Mstep: Class 17 contains 15750 members Mstep: Class 18 contains 825 members Mstep: Class 19 contains 6730 members Mstep: Class 20 contains 1316 members Mstep: Class 21 contains 279 members Mstep: Class 22 contains 897 members Entering Unmasked Estep ConsiderDeletion Score: -147579136.000000 Penalty: 180948.125000 Iteration 148Q: 23 clusters Score -1.475791e+08 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 33 members Mstep: Class 1 contains 26651 members Mstep: Class 2 contains 15415 members Mstep: Class 3 contains 294 members Mstep: Class 4 contains 151650 members Mstep: Class 5 contains 1078 members Mstep: Class 6 contains 2024 members Mstep: Class 7 contains 17349 members Mstep: Class 8 contains 36970 members Mstep: Class 9 contains 33883 members Mstep: Class 10 contains 143922 members Mstep: Class 11 contains 684 members Mstep: Class 12 contains 44056 members Mstep: Class 13 contains 843 members Mstep: Class 14 contains 158747 members Mstep: Class 15 contains 19159 members Mstep: Class 16 contains 489 members Mstep: Class 17 contains 15748 members Mstep: Class 18 contains 825 members Mstep: Class 19 contains 6725 members Mstep: Class 20 contains 1316 members Mstep: Class 21 contains 279 members Mstep: Class 22 contains 898 members Entering Unmasked Estep ConsiderDeletion Score: -147579216.000000 Penalty: 180948.125000 Iteration 149Q: 23 clusters Score -1.475792e+08 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 33 members Mstep: Class 1 contains 26651 members Mstep: Class 2 contains 15393 members Mstep: Class 3 contains 294 members Mstep: Class 4 contains 151685 members Mstep: Class 5 contains 1078 members Mstep: Class 6 contains 2024 members Mstep: Class 7 contains 17352 members Mstep: Class 8 contains 36966 members Mstep: Class 9 contains 33879 members Mstep: Class 10 contains 143924 members Mstep: Class 11 contains 684 members Mstep: Class 12 contains 44061 members Mstep: Class 13 contains 843 members Mstep: Class 14 contains 158741 members Mstep: Class 15 contains 19153 members Mstep: Class 16 contains 489 members Mstep: Class 17 contains 15750 members Mstep: Class 18 contains 825 members Mstep: Class 19 contains 6720 members Mstep: Class 20 contains 1316 members Mstep: Class 21 contains 279 members Mstep: Class 22 contains 898 members Entering Unmasked Estep ConsiderDeletion Score: -147579312.000000 Penalty: 180948.125000 Iteration 150Q: 23 clusters Score -1.475793e+08 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 33 members Mstep: Class 1 contains 26652 members Mstep: Class 2 contains 15375 members Mstep: Class 3 contains 294 members Mstep: Class 4 contains 151730 members Mstep: Class 5 contains 1078 members Mstep: Class 6 contains 2024 members Mstep: Class 7 contains 17353 members Mstep: Class 8 contains 36960 members Mstep: Class 9 contains 33871 members Mstep: Class 10 contains 143927 members Mstep: Class 11 contains 684 members Mstep: Class 12 contains 44067 members Mstep: Class 13 contains 843 members Mstep: Class 14 contains 158739 members Mstep: Class 15 contains 19130 members Mstep: Class 16 contains 489 members Mstep: Class 17 contains 15756 members Mstep: Class 18 contains 825 members Mstep: Class 19 contains 6715 members Mstep: Class 20 contains 1316 members Mstep: Class 21 contains 279 members Mstep: Class 22 contains 898 members Entering Unmasked Estep ConsiderDeletion Score: -147579248.000000 Penalty: 180948.125000 Iteration 151Q: 23 clusters Score -1.475792e+08 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 33 members Mstep: Class 1 contains 26653 members Mstep: Class 2 contains 15356 members Mstep: Class 3 contains 294 members Mstep: Class 4 contains 151760 members Mstep: Class 5 contains 1078 members Mstep: Class 6 contains 2024 members Mstep: Class 7 contains 17354 members Mstep: Class 8 contains 36959 members Mstep: Class 9 contains 33871 members Mstep: Class 10 contains 143919 members Mstep: Class 11 contains 684 members Mstep: Class 12 contains 44074 members Mstep: Class 13 contains 843 members Mstep: Class 14 contains 158736 members Mstep: Class 15 contains 19120 members Mstep: Class 16 contains 489 members Mstep: Class 17 contains 15759 members Mstep: Class 18 contains 825 members Mstep: Class 19 contains 6714 members Mstep: Class 20 contains 1316 members Mstep: Class 21 contains 279 members Mstep: Class 22 contains 898 members Entering Unmasked Estep ConsiderDeletion Score: -147579408.000000 Penalty: 180948.125000 Iteration 152Q: 23 clusters Score -1.475794e+08 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 33 members Mstep: Class 1 contains 26652 members Mstep: Class 2 contains 15344 members Mstep: Class 3 contains 294 members Mstep: Class 4 contains 151812 members Mstep: Class 5 contains 1078 members Mstep: Class 6 contains 2024 members Mstep: Class 7 contains 17352 members Mstep: Class 8 contains 36960 members Mstep: Class 9 contains 33868 members Mstep: Class 10 contains 143910 members Mstep: Class 11 contains 684 members Mstep: Class 12 contains 44084 members Mstep: Class 13 contains 843 members Mstep: Class 14 contains 158724 members Mstep: Class 15 contains 19096 members Mstep: Class 16 contains 489 members Mstep: Class 17 contains 15759 members Mstep: Class 18 contains 825 members Mstep: Class 19 contains 6714 members Mstep: Class 20 contains 1316 members Mstep: Class 21 contains 279 members Mstep: Class 22 contains 898 members Entering Unmasked Estep ConsiderDeletion Score: -147579232.000000 Penalty: 180948.125000 Iteration 153Q: 23 clusters Score -1.475792e+08 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 33 members Mstep: Class 1 contains 26653 members Mstep: Class 2 contains 15342 members Mstep: Class 3 contains 294 members Mstep: Class 4 contains 151871 members Mstep: Class 5 contains 1078 members Mstep: Class 6 contains 2024 members Mstep: Class 7 contains 17349 members Mstep: Class 8 contains 36955 members Mstep: Class 9 contains 33862 members Mstep: Class 10 contains 143904 members Mstep: Class 11 contains 684 members Mstep: Class 12 contains 44085 members Mstep: Class 13 contains 843 members Mstep: Class 14 contains 158717 members Mstep: Class 15 contains 19061 members Mstep: Class 16 contains 489 members Mstep: Class 17 contains 15761 members Mstep: Class 18 contains 825 members Mstep: Class 19 contains 6714 members Mstep: Class 20 contains 1316 members Mstep: Class 21 contains 279 members Mstep: Class 22 contains 899 members Entering Unmasked Estep ConsiderDeletion Score: -147579280.000000 Penalty: 180948.125000 Iteration 154Q: 23 clusters Score -1.475793e+08 nChanged 178 Entering Unmasked Mstep Mstep: Class 0 contains 33 members Mstep: Class 1 contains 26653 members Mstep: Class 2 contains 15341 members Mstep: Class 3 contains 294 members Mstep: Class 4 contains 151929 members Mstep: Class 5 contains 1078 members Mstep: Class 6 contains 2024 members Mstep: Class 7 contains 17348 members Mstep: Class 8 contains 36945 members Mstep: Class 9 contains 33859 members Mstep: Class 10 contains 143904 members Mstep: Class 11 contains 684 members Mstep: Class 12 contains 44085 members Mstep: Class 13 contains 843 members Mstep: Class 14 contains 158708 members Mstep: Class 15 contains 19024 members Mstep: Class 16 contains 489 members Mstep: Class 17 contains 15764 members Mstep: Class 18 contains 825 members Mstep: Class 19 contains 6713 members Mstep: Class 20 contains 1316 members Mstep: Class 21 contains 279 members Mstep: Class 22 contains 900 members Entering Unmasked Estep ConsiderDeletion Score: -147579328.000000 Penalty: 180948.125000 Iteration 155Q: 23 clusters Score -1.475793e+08 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 33 members Mstep: Class 1 contains 26652 members Mstep: Class 2 contains 15336 members Mstep: Class 3 contains 294 members Mstep: Class 4 contains 151985 members Mstep: Class 5 contains 1078 members Mstep: Class 6 contains 2024 members Mstep: Class 7 contains 17346 members Mstep: Class 8 contains 36941 members Mstep: Class 9 contains 33859 members Mstep: Class 10 contains 143902 members Mstep: Class 11 contains 684 members Mstep: Class 12 contains 44083 members Mstep: Class 13 contains 843 members Mstep: Class 14 contains 158703 members Mstep: Class 15 contains 18988 members Mstep: Class 16 contains 490 members Mstep: Class 17 contains 15764 members Mstep: Class 18 contains 825 members Mstep: Class 19 contains 6712 members Mstep: Class 20 contains 1316 members Mstep: Class 21 contains 279 members Mstep: Class 22 contains 901 members Entering Unmasked Estep ConsiderDeletion Score: -147579472.000000 Penalty: 180948.125000 Iteration 156Q: 23 clusters Score -1.475795e+08 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 33 members Mstep: Class 1 contains 26650 members Mstep: Class 2 contains 15332 members Mstep: Class 3 contains 294 members Mstep: Class 4 contains 152026 members Mstep: Class 5 contains 1078 members Mstep: Class 6 contains 2023 members Mstep: Class 7 contains 17344 members Mstep: Class 8 contains 36932 members Mstep: Class 9 contains 33857 members Mstep: Class 10 contains 143901 members Mstep: Class 11 contains 684 members Mstep: Class 12 contains 44086 members Mstep: Class 13 contains 843 members Mstep: Class 14 contains 158701 members Mstep: Class 15 contains 18959 members Mstep: Class 16 contains 490 members Mstep: Class 17 contains 15767 members Mstep: Class 18 contains 825 members Mstep: Class 19 contains 6713 members Mstep: Class 20 contains 1316 members Mstep: Class 21 contains 279 members Mstep: Class 22 contains 905 members Entering Unmasked Estep ConsiderDeletion Score: -147579520.000000 Penalty: 180948.125000 Iteration 157Q: 23 clusters Score -1.475795e+08 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 33 members Mstep: Class 1 contains 26649 members Mstep: Class 2 contains 15330 members Mstep: Class 3 contains 294 members Mstep: Class 4 contains 152063 members Mstep: Class 5 contains 1078 members Mstep: Class 6 contains 2023 members Mstep: Class 7 contains 17344 members Mstep: Class 8 contains 36927 members Mstep: Class 9 contains 33851 members Mstep: Class 10 contains 143894 members Mstep: Class 11 contains 684 members Mstep: Class 12 contains 44083 members Mstep: Class 13 contains 843 members Mstep: Class 14 contains 158697 members Mstep: Class 15 contains 18944 members Mstep: Class 16 contains 490 members Mstep: Class 17 contains 15769 members Mstep: Class 18 contains 825 members Mstep: Class 19 contains 6713 members Mstep: Class 20 contains 1316 members Mstep: Class 21 contains 279 members Mstep: Class 22 contains 909 members Entering Unmasked Estep ConsiderDeletion Score: -147579616.000000 Penalty: 180948.125000 Iteration 158Q: 23 clusters Score -1.475796e+08 nChanged 121 Entering ConstructFrom: Score: -147579616.000000 Penalty: 180948.125000 Entering ConstructFrom: Trying to split cluster 1 (26647 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26647 members Entering Unmasked Estep Score: -5765165.500000 Penalty: 6241.639160 Iteration 0F: 2 clusters Score -5765166 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13348 members Mstep: Class 2 contains 13299 members Entering Unmasked Estep Score: -5744499.000000 Penalty: 12483.278320 Iteration 0F: 3 clusters Score -5744499 nChanged 11090 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13470 members Mstep: Class 2 contains 13177 members Entering Unmasked Estep Score: -5750408.000000 Penalty: 12483.278320 Iteration 1F: 3 clusters Score -5750408 nChanged 1760 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13428 members Mstep: Class 2 contains 13219 members Entering Unmasked Estep Score: -5751453.500000 Penalty: 12483.278320 Iteration 2F: 3 clusters Score -5751454 nChanged 1510 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13248 members Mstep: Class 2 contains 13399 members Entering Unmasked Estep Score: -5752423.000000 Penalty: 12483.278320 Iteration 3F: 3 clusters Score -5752423 nChanged 1483 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12885 members Mstep: Class 2 contains 13762 members Entering Unmasked Estep Score: -5753393.500000 Penalty: 12483.278320 Iteration 4F: 3 clusters Score -5753394 nChanged 1475 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12388 members Mstep: Class 2 contains 14259 members Entering Unmasked Estep Score: -5754321.500000 Penalty: 12483.278320 Iteration 5F: 3 clusters Score -5754322 nChanged 1472 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11642 members Mstep: Class 2 contains 15005 members Entering Unmasked Estep Score: -5755228.500000 Penalty: 12483.278320 Iteration 6F: 3 clusters Score -5755228 nChanged 1520 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10718 members Mstep: Class 2 contains 15929 members Entering Unmasked Estep Score: -5756171.000000 Penalty: 12483.278320 Iteration 7F: 3 clusters Score -5756171 nChanged 1492 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9624 members Mstep: Class 2 contains 17023 members Entering Unmasked Estep Score: -5757111.500000 Penalty: 12483.278320 Iteration 8F: 3 clusters Score -5757112 nChanged 1348 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8556 members Mstep: Class 2 contains 18091 members Entering Unmasked Estep Score: -5757977.500000 Penalty: 12483.278320 Iteration 9F: 3 clusters Score -5757978 nChanged 1203 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7539 members Mstep: Class 2 contains 19108 members Entering Unmasked Estep Score: -5758775.000000 Penalty: 12483.278320 Iteration 10Q: 3 clusters Score -5758775 nChanged 1061 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6612 members Mstep: Class 2 contains 20035 members Entering Unmasked Estep Score: -5759411.000000 Penalty: 12483.278320 Iteration 11Q: 3 clusters Score -5759411 nChanged 820 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5892 members Mstep: Class 2 contains 20755 members Entering Unmasked Estep Score: -5759920.000000 Penalty: 12483.278320 Iteration 12Q: 3 clusters Score -5759920 nChanged 694 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5266 members Mstep: Class 2 contains 21381 members Entering Unmasked Estep Score: -5760311.000000 Penalty: 12483.278320 Iteration 13Q: 3 clusters Score -5760311 nChanged 550 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4754 members Mstep: Class 2 contains 21893 members Entering Unmasked Estep Score: -5760599.500000 Penalty: 12483.278320 Iteration 14Q: 3 clusters Score -5760600 nChanged 440 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4336 members Mstep: Class 2 contains 22311 members Entering Unmasked Estep Score: -5760839.000000 Penalty: 12483.278320 Iteration 15Q: 3 clusters Score -5760839 nChanged 359 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4005 members Mstep: Class 2 contains 22642 members Entering Unmasked Estep Score: -5761030.500000 Penalty: 12483.278320 Iteration 16Q: 3 clusters Score -5761030 nChanged 315 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3712 members Mstep: Class 2 contains 22935 members Entering Unmasked Estep Score: -5761178.000000 Penalty: 12483.278320 Iteration 17Q: 3 clusters Score -5761178 nChanged 250 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3482 members Mstep: Class 2 contains 23165 members Entering Unmasked Estep Score: -5761305.500000 Penalty: 12483.278320 Iteration 18Q: 3 clusters Score -5761306 nChanged 191 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3305 members Mstep: Class 2 contains 23342 members Entering Unmasked Estep Score: -5761391.500000 Penalty: 12483.278320 Iteration 19Q: 3 clusters Score -5761392 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3148 members Mstep: Class 2 contains 23499 members Entering Unmasked Estep Score: -5761458.000000 Penalty: 12483.278320 Iteration 20F: 3 clusters Score -5761458 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3024 members Mstep: Class 2 contains 23623 members Entering Unmasked Estep Score: -5761512.500000 Penalty: 12483.278320 Iteration 21Q: 3 clusters Score -5761512 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2920 members Mstep: Class 2 contains 23727 members Entering Unmasked Estep Score: -5761551.500000 Penalty: 12483.278320 Iteration 22Q: 3 clusters Score -5761552 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2849 members Mstep: Class 2 contains 23798 members Entering Unmasked Estep Score: -5761561.000000 Penalty: 12483.278320 Iteration 23Q: 3 clusters Score -5761561 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2783 members Mstep: Class 2 contains 23864 members Entering Unmasked Estep Score: -5761578.500000 Penalty: 12483.278320 Iteration 24Q: 3 clusters Score -5761578 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2735 members Mstep: Class 2 contains 23912 members Entering Unmasked Estep Score: -5761607.000000 Penalty: 12483.278320 Iteration 25Q: 3 clusters Score -5761607 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2703 members Mstep: Class 2 contains 23944 members Entering Unmasked Estep Score: -5761610.000000 Penalty: 12483.278320 Iteration 26Q: 3 clusters Score -5761610 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2689 members Mstep: Class 2 contains 23958 members Entering Unmasked Estep Score: -5761624.500000 Penalty: 12483.278320 Iteration 27Q: 3 clusters Score -5761624 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2680 members Mstep: Class 2 contains 23967 members Entering Unmasked Estep Score: -5761628.000000 Penalty: 12483.278320 Iteration 28Q: 3 clusters Score -5761628 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2665 members Mstep: Class 2 contains 23982 members Entering Unmasked Estep Score: -5761629.000000 Penalty: 12483.278320 Iteration 29Q: 3 clusters Score -5761629 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2654 members Mstep: Class 2 contains 23993 members Entering Unmasked Estep Score: -5761637.500000 Penalty: 12483.278320 Iteration 30Q: 3 clusters Score -5761638 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2641 members Mstep: Class 2 contains 24006 members Entering Unmasked Estep Score: -5761640.500000 Penalty: 12483.278320 Iteration 31Q: 3 clusters Score -5761640 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2630 members Mstep: Class 2 contains 24017 members Entering Unmasked Estep Score: -5761637.500000 Penalty: 12483.278320 Iteration 32Q: 3 clusters Score -5761638 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2620 members Mstep: Class 2 contains 24027 members Entering Unmasked Estep Score: -5761651.000000 Penalty: 12483.278320 Iteration 33Q: 3 clusters Score -5761651 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2611 members Mstep: Class 2 contains 24036 members Entering Unmasked Estep Score: -5761653.500000 Penalty: 12483.278320 Iteration 34Q: 3 clusters Score -5761654 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2607 members Mstep: Class 2 contains 24040 members Entering Unmasked Estep Score: -5761648.500000 Penalty: 12483.278320 Iteration 35Q: 3 clusters Score -5761648 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2602 members Mstep: Class 2 contains 24045 members Entering Unmasked Estep Score: -5761660.000000 Penalty: 12483.278320 Iteration 36Q: 3 clusters Score -5761660 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2596 members Mstep: Class 2 contains 24051 members Entering Unmasked Estep Score: -5761660.500000 Penalty: 12483.278320 Iteration 37Q: 3 clusters Score -5761660 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2593 members Mstep: Class 2 contains 24054 members Entering Unmasked Estep Score: -5761659.000000 Penalty: 12483.278320 Iteration 38Q: 3 clusters Score -5761659 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2590 members Mstep: Class 2 contains 24057 members Entering Unmasked Estep Score: -5761661.500000 Penalty: 12483.278320 Iteration 39Q: 3 clusters Score -5761662 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2587 members Mstep: Class 2 contains 24060 members Entering Unmasked Estep Score: -5761654.500000 Penalty: 12483.278320 Iteration 40F: 3 clusters Score -5761654 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2584 members Mstep: Class 2 contains 24063 members Entering Unmasked Estep Score: -5761661.500000 Penalty: 12483.278320 Iteration 41Q: 3 clusters Score -5761662 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2579 members Mstep: Class 2 contains 24068 members Entering Unmasked Estep Score: -5761660.500000 Penalty: 12483.278320 Iteration 42Q: 3 clusters Score -5761660 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2570 members Mstep: Class 2 contains 24077 members Entering Unmasked Estep Score: -5761669.000000 Penalty: 12483.278320 Iteration 43Q: 3 clusters Score -5761669 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2563 members Mstep: Class 2 contains 24084 members Entering Unmasked Estep Score: -5761661.500000 Penalty: 12483.278320 Iteration 44Q: 3 clusters Score -5761662 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2555 members Mstep: Class 2 contains 24092 members Entering Unmasked Estep Score: -5761660.000000 Penalty: 12483.278320 Iteration 45Q: 3 clusters Score -5761660 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2547 members Mstep: Class 2 contains 24100 members Entering Unmasked Estep Score: -5761666.000000 Penalty: 12483.278320 Iteration 46Q: 3 clusters Score -5761666 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2538 members Mstep: Class 2 contains 24109 members Entering Unmasked Estep Score: -5761668.500000 Penalty: 12483.278320 Iteration 47Q: 3 clusters Score -5761668 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2527 members Mstep: Class 2 contains 24120 members Entering Unmasked Estep Score: -5761676.500000 Penalty: 12483.278320 Iteration 48Q: 3 clusters Score -5761676 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2515 members Mstep: Class 2 contains 24132 members Entering Unmasked Estep Score: -5761670.500000 Penalty: 12483.278320 Iteration 49Q: 3 clusters Score -5761670 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2509 members Mstep: Class 2 contains 24138 members Entering Unmasked Estep Score: -5761681.500000 Penalty: 12483.278320 Iteration 50Q: 3 clusters Score -5761682 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2501 members Mstep: Class 2 contains 24146 members Entering Unmasked Estep Score: -5761682.500000 Penalty: 12483.278320 Iteration 51Q: 3 clusters Score -5761682 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2489 members Mstep: Class 2 contains 24158 members Entering Unmasked Estep Score: -5761693.500000 Penalty: 12483.278320 Iteration 52Q: 3 clusters Score -5761694 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2479 members Mstep: Class 2 contains 24168 members Entering Unmasked Estep Score: -5761709.000000 Penalty: 12483.278320 Iteration 53Q: 3 clusters Score -5761709 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2472 members Mstep: Class 2 contains 24175 members Entering Unmasked Estep Score: -5761699.000000 Penalty: 12483.278320 Iteration 54Q: 3 clusters Score -5761699 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2463 members Mstep: Class 2 contains 24184 members Entering Unmasked Estep Score: -5761703.000000 Penalty: 12483.278320 Iteration 55Q: 3 clusters Score -5761703 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2456 members Mstep: Class 2 contains 24191 members Entering Unmasked Estep Score: -5761699.000000 Penalty: 12483.278320 Iteration 56Q: 3 clusters Score -5761699 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2448 members Mstep: Class 2 contains 24199 members Entering Unmasked Estep Score: -5761703.000000 Penalty: 12483.278320 Iteration 57Q: 3 clusters Score -5761703 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2438 members Mstep: Class 2 contains 24209 members Entering Unmasked Estep Score: -5761711.000000 Penalty: 12483.278320 Iteration 58Q: 3 clusters Score -5761711 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2428 members Mstep: Class 2 contains 24219 members Entering Unmasked Estep Score: -5761714.500000 Penalty: 12483.278320 Iteration 59Q: 3 clusters Score -5761714 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2422 members Mstep: Class 2 contains 24225 members Entering Unmasked Estep Score: -5761717.000000 Penalty: 12483.278320 Iteration 60F: 3 clusters Score -5761717 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2413 members Mstep: Class 2 contains 24234 members Entering Unmasked Estep Score: -5761700.000000 Penalty: 12483.278320 Iteration 61Q: 3 clusters Score -5761700 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2406 members Mstep: Class 2 contains 24241 members Entering Unmasked Estep Score: -5761706.000000 Penalty: 12483.278320 Iteration 62Q: 3 clusters Score -5761706 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2401 members Mstep: Class 2 contains 24246 members Entering Unmasked Estep Score: -5761708.000000 Penalty: 12483.278320 Iteration 63Q: 3 clusters Score -5761708 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2395 members Mstep: Class 2 contains 24252 members Entering Unmasked Estep Score: -5761724.000000 Penalty: 12483.278320 Iteration 64Q: 3 clusters Score -5761724 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2385 members Mstep: Class 2 contains 24262 members Entering Unmasked Estep Score: -5761716.000000 Penalty: 12483.278320 Iteration 65Q: 3 clusters Score -5761716 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2380 members Mstep: Class 2 contains 24267 members Entering Unmasked Estep Score: -5761728.000000 Penalty: 12483.278320 Iteration 66Q: 3 clusters Score -5761728 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2375 members Mstep: Class 2 contains 24272 members Entering Unmasked Estep Score: -5761729.000000 Penalty: 12483.278320 Iteration 67Q: 3 clusters Score -5761729 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2369 members Mstep: Class 2 contains 24278 members Entering Unmasked Estep Score: -5761732.000000 Penalty: 12483.278320 Iteration 68Q: 3 clusters Score -5761732 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2367 members Mstep: Class 2 contains 24280 members Entering Unmasked Estep Score: -5761731.500000 Penalty: 12483.278320 Iteration 69Q: 3 clusters Score -5761732 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2365 members Mstep: Class 2 contains 24282 members Entering Unmasked Estep Score: -5761737.500000 Penalty: 12483.278320 Iteration 70Q: 3 clusters Score -5761738 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2363 members Mstep: Class 2 contains 24284 members Entering Unmasked Estep Score: -5761734.500000 Penalty: 12483.278320 Iteration 71Q: 3 clusters Score -5761734 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2362 members Mstep: Class 2 contains 24285 members Entering Unmasked Estep Score: -5761732.000000 Penalty: 12483.278320 Iteration 72Q: 3 clusters Score -5761732 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2361 members Mstep: Class 2 contains 24286 members Entering Unmasked Estep Score: -5761738.000000 Penalty: 12483.278320 Iteration 73Q: 3 clusters Score -5761738 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2360 members Mstep: Class 2 contains 24287 members Entering Unmasked Estep Score: -5761740.500000 Penalty: 12483.278320 Iteration 74Q: 3 clusters Score -5761740 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2360 members Mstep: Class 2 contains 24287 members Entering Unmasked Estep Score: -5761740.500000 Penalty: 12483.278320 Iteration 75F: 3 clusters Score -5761740 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (15320 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15320 members Entering Unmasked Estep Score: -3208758.000000 Penalty: 5902.609863 Iteration 0F: 2 clusters Score -3208758 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7575 members Mstep: Class 2 contains 7745 members Entering Unmasked Estep Score: -3195167.500000 Penalty: 11805.219727 Iteration 0F: 3 clusters Score -3195168 nChanged 6080 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7339 members Mstep: Class 2 contains 7981 members Entering Unmasked Estep Score: -3198512.000000 Penalty: 11805.219727 Iteration 1F: 3 clusters Score -3198512 nChanged 1063 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7220 members Mstep: Class 2 contains 8100 members Entering Unmasked Estep Score: -3199129.500000 Penalty: 11805.219727 Iteration 2F: 3 clusters Score -3199130 nChanged 862 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7034 members Mstep: Class 2 contains 8286 members Entering Unmasked Estep Score: -3199594.500000 Penalty: 11805.219727 Iteration 3F: 3 clusters Score -3199594 nChanged 657 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6851 members Mstep: Class 2 contains 8469 members Entering Unmasked Estep Score: -3199944.250000 Penalty: 11805.219727 Iteration 4Q: 3 clusters Score -3199944 nChanged 554 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6689 members Mstep: Class 2 contains 8631 members Entering Unmasked Estep Score: -3200234.000000 Penalty: 11805.219727 Iteration 5Q: 3 clusters Score -3200234 nChanged 473 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6530 members Mstep: Class 2 contains 8790 members Entering Unmasked Estep Score: -3200455.250000 Penalty: 11805.219727 Iteration 6Q: 3 clusters Score -3200455 nChanged 399 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6355 members Mstep: Class 2 contains 8965 members Entering Unmasked Estep Score: -3200652.500000 Penalty: 11805.219727 Iteration 7Q: 3 clusters Score -3200652 nChanged 416 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6143 members Mstep: Class 2 contains 9177 members Entering Unmasked Estep Score: -3200854.500000 Penalty: 11805.219727 Iteration 8Q: 3 clusters Score -3200854 nChanged 389 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5954 members Mstep: Class 2 contains 9366 members Entering Unmasked Estep Score: -3201069.500000 Penalty: 11805.219727 Iteration 9Q: 3 clusters Score -3201070 nChanged 375 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5771 members Mstep: Class 2 contains 9549 members Entering Unmasked Estep Score: -3201281.250000 Penalty: 11805.219727 Iteration 10Q: 3 clusters Score -3201281 nChanged 393 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5592 members Mstep: Class 2 contains 9728 members Entering Unmasked Estep Score: -3201509.750000 Penalty: 11805.219727 Iteration 11Q: 3 clusters Score -3201510 nChanged 386 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5402 members Mstep: Class 2 contains 9918 members Entering Unmasked Estep Score: -3201757.500000 Penalty: 11805.219727 Iteration 12Q: 3 clusters Score -3201758 nChanged 395 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5195 members Mstep: Class 2 contains 10125 members Entering Unmasked Estep Score: -3202004.750000 Penalty: 11805.219727 Iteration 13Q: 3 clusters Score -3202005 nChanged 390 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4953 members Mstep: Class 2 contains 10367 members Entering Unmasked Estep Score: -3202233.000000 Penalty: 11805.219727 Iteration 14Q: 3 clusters Score -3202233 nChanged 378 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4719 members Mstep: Class 2 contains 10601 members Entering Unmasked Estep Score: -3202465.250000 Penalty: 11805.219727 Iteration 15Q: 3 clusters Score -3202465 nChanged 394 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4465 members Mstep: Class 2 contains 10855 members Entering Unmasked Estep Score: -3202720.750000 Penalty: 11805.219727 Iteration 16Q: 3 clusters Score -3202721 nChanged 371 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4208 members Mstep: Class 2 contains 11112 members Entering Unmasked Estep Score: -3202946.000000 Penalty: 11805.219727 Iteration 17Q: 3 clusters Score -3202946 nChanged 337 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3961 members Mstep: Class 2 contains 11359 members Entering Unmasked Estep Score: -3203183.000000 Penalty: 11805.219727 Iteration 18Q: 3 clusters Score -3203183 nChanged 347 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3690 members Mstep: Class 2 contains 11630 members Entering Unmasked Estep Score: -3203409.750000 Penalty: 11805.219727 Iteration 19Q: 3 clusters Score -3203410 nChanged 311 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3437 members Mstep: Class 2 contains 11883 members Entering Unmasked Estep Score: -3203625.000000 Penalty: 11805.219727 Iteration 20F: 3 clusters Score -3203625 nChanged 241 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3230 members Mstep: Class 2 contains 12090 members Entering Unmasked Estep Score: -3203774.500000 Penalty: 11805.219727 Iteration 21Q: 3 clusters Score -3203774 nChanged 215 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3055 members Mstep: Class 2 contains 12265 members Entering Unmasked Estep Score: -3203932.500000 Penalty: 11805.219727 Iteration 22Q: 3 clusters Score -3203932 nChanged 187 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2892 members Mstep: Class 2 contains 12428 members Entering Unmasked Estep Score: -3204044.500000 Penalty: 11805.219727 Iteration 23Q: 3 clusters Score -3204044 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2751 members Mstep: Class 2 contains 12569 members Entering Unmasked Estep Score: -3204141.250000 Penalty: 11805.219727 Iteration 24Q: 3 clusters Score -3204141 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2637 members Mstep: Class 2 contains 12683 members Entering Unmasked Estep Score: -3204227.750000 Penalty: 11805.219727 Iteration 25Q: 3 clusters Score -3204228 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2536 members Mstep: Class 2 contains 12784 members Entering Unmasked Estep Score: -3204298.750000 Penalty: 11805.219727 Iteration 26Q: 3 clusters Score -3204299 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2451 members Mstep: Class 2 contains 12869 members Entering Unmasked Estep Score: -3204362.250000 Penalty: 11805.219727 Iteration 27Q: 3 clusters Score -3204362 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2370 members Mstep: Class 2 contains 12950 members Entering Unmasked Estep Score: -3204434.000000 Penalty: 11805.219727 Iteration 28Q: 3 clusters Score -3204434 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2294 members Mstep: Class 2 contains 13026 members Entering Unmasked Estep Score: -3204484.000000 Penalty: 11805.219727 Iteration 29Q: 3 clusters Score -3204484 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2232 members Mstep: Class 2 contains 13088 members Entering Unmasked Estep Score: -3204531.500000 Penalty: 11805.219727 Iteration 30Q: 3 clusters Score -3204532 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2180 members Mstep: Class 2 contains 13140 members Entering Unmasked Estep Score: -3204562.750000 Penalty: 11805.219727 Iteration 31Q: 3 clusters Score -3204563 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2139 members Mstep: Class 2 contains 13181 members Entering Unmasked Estep Score: -3204586.750000 Penalty: 11805.219727 Iteration 32Q: 3 clusters Score -3204587 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2112 members Mstep: Class 2 contains 13208 members Entering Unmasked Estep Score: -3204603.500000 Penalty: 11805.219727 Iteration 33Q: 3 clusters Score -3204604 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2081 members Mstep: Class 2 contains 13239 members Entering Unmasked Estep Score: -3204630.000000 Penalty: 11805.219727 Iteration 34Q: 3 clusters Score -3204630 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2053 members Mstep: Class 2 contains 13267 members Entering Unmasked Estep Score: -3204645.500000 Penalty: 11805.219727 Iteration 35Q: 3 clusters Score -3204646 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2030 members Mstep: Class 2 contains 13290 members Entering Unmasked Estep Score: -3204662.000000 Penalty: 11805.219727 Iteration 36Q: 3 clusters Score -3204662 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2007 members Mstep: Class 2 contains 13313 members Entering Unmasked Estep Score: -3204670.500000 Penalty: 11805.219727 Iteration 37Q: 3 clusters Score -3204670 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1987 members Mstep: Class 2 contains 13333 members Entering Unmasked Estep Score: -3204691.000000 Penalty: 11805.219727 Iteration 38Q: 3 clusters Score -3204691 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1965 members Mstep: Class 2 contains 13355 members Entering Unmasked Estep Score: -3204703.250000 Penalty: 11805.219727 Iteration 39Q: 3 clusters Score -3204703 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1943 members Mstep: Class 2 contains 13377 members Entering Unmasked Estep Score: -3204721.250000 Penalty: 11805.219727 Iteration 40F: 3 clusters Score -3204721 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1928 members Mstep: Class 2 contains 13392 members Entering Unmasked Estep Score: -3204735.750000 Penalty: 11805.219727 Iteration 41Q: 3 clusters Score -3204736 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1914 members Mstep: Class 2 contains 13406 members Entering Unmasked Estep Score: -3204739.250000 Penalty: 11805.219727 Iteration 42Q: 3 clusters Score -3204739 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1907 members Mstep: Class 2 contains 13413 members Entering Unmasked Estep Score: -3204747.000000 Penalty: 11805.219727 Iteration 43Q: 3 clusters Score -3204747 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1896 members Mstep: Class 2 contains 13424 members Entering Unmasked Estep Score: -3204756.000000 Penalty: 11805.219727 Iteration 44Q: 3 clusters Score -3204756 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1886 members Mstep: Class 2 contains 13434 members Entering Unmasked Estep Score: -3204758.750000 Penalty: 11805.219727 Iteration 45Q: 3 clusters Score -3204759 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1878 members Mstep: Class 2 contains 13442 members Entering Unmasked Estep Score: -3204763.250000 Penalty: 11805.219727 Iteration 46Q: 3 clusters Score -3204763 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1872 members Mstep: Class 2 contains 13448 members Entering Unmasked Estep Score: -3204763.250000 Penalty: 11805.219727 Iteration 47Q: 3 clusters Score -3204763 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1866 members Mstep: Class 2 contains 13454 members Entering Unmasked Estep Score: -3204763.750000 Penalty: 11805.219727 Iteration 48Q: 3 clusters Score -3204764 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1861 members Mstep: Class 2 contains 13459 members Entering Unmasked Estep Score: -3204776.750000 Penalty: 11805.219727 Iteration 49Q: 3 clusters Score -3204777 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1853 members Mstep: Class 2 contains 13467 members Entering Unmasked Estep Score: -3204781.750000 Penalty: 11805.219727 Iteration 50Q: 3 clusters Score -3204782 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1844 members Mstep: Class 2 contains 13476 members Entering Unmasked Estep Score: -3204787.500000 Penalty: 11805.219727 Iteration 51Q: 3 clusters Score -3204788 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1835 members Mstep: Class 2 contains 13485 members Entering Unmasked Estep Score: -3204795.750000 Penalty: 11805.219727 Iteration 52Q: 3 clusters Score -3204796 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1825 members Mstep: Class 2 contains 13495 members Entering Unmasked Estep Score: -3204798.000000 Penalty: 11805.219727 Iteration 53Q: 3 clusters Score -3204798 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1815 members Mstep: Class 2 contains 13505 members Entering Unmasked Estep Score: -3204799.000000 Penalty: 11805.219727 Iteration 54Q: 3 clusters Score -3204799 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1808 members Mstep: Class 2 contains 13512 members Entering Unmasked Estep Score: -3204811.500000 Penalty: 11805.219727 Iteration 55Q: 3 clusters Score -3204812 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1804 members Mstep: Class 2 contains 13516 members Entering Unmasked Estep Score: -3204817.250000 Penalty: 11805.219727 Iteration 56Q: 3 clusters Score -3204817 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1797 members Mstep: Class 2 contains 13523 members Entering Unmasked Estep Score: -3204823.500000 Penalty: 11805.219727 Iteration 57Q: 3 clusters Score -3204824 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1787 members Mstep: Class 2 contains 13533 members Entering Unmasked Estep Score: -3204832.500000 Penalty: 11805.219727 Iteration 58Q: 3 clusters Score -3204832 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1780 members Mstep: Class 2 contains 13540 members Entering Unmasked Estep Score: -3204838.000000 Penalty: 11805.219727 Iteration 59Q: 3 clusters Score -3204838 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1776 members Mstep: Class 2 contains 13544 members Entering Unmasked Estep Score: -3204842.500000 Penalty: 11805.219727 Iteration 60F: 3 clusters Score -3204842 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1773 members Mstep: Class 2 contains 13547 members Entering Unmasked Estep Score: -3204840.250000 Penalty: 11805.219727 Iteration 61Q: 3 clusters Score -3204840 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1771 members Mstep: Class 2 contains 13549 members Entering Unmasked Estep Score: -3204845.000000 Penalty: 11805.219727 Iteration 62Q: 3 clusters Score -3204845 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1767 members Mstep: Class 2 contains 13553 members Entering Unmasked Estep Score: -3204846.000000 Penalty: 11805.219727 Iteration 63Q: 3 clusters Score -3204846 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1763 members Mstep: Class 2 contains 13557 members Entering Unmasked Estep Score: -3204854.000000 Penalty: 11805.219727 Iteration 64Q: 3 clusters Score -3204854 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1760 members Mstep: Class 2 contains 13560 members Entering Unmasked Estep Score: -3204852.000000 Penalty: 11805.219727 Iteration 65Q: 3 clusters Score -3204852 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1756 members Mstep: Class 2 contains 13564 members Entering Unmasked Estep Score: -3204851.000000 Penalty: 11805.219727 Iteration 66Q: 3 clusters Score -3204851 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1751 members Mstep: Class 2 contains 13569 members Entering Unmasked Estep Score: -3204853.000000 Penalty: 11805.219727 Iteration 67Q: 3 clusters Score -3204853 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1750 members Mstep: Class 2 contains 13570 members Entering Unmasked Estep Score: -3204859.250000 Penalty: 11805.219727 Iteration 68Q: 3 clusters Score -3204859 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1748 members Mstep: Class 2 contains 13572 members Entering Unmasked Estep Score: -3204857.000000 Penalty: 11805.219727 Iteration 69Q: 3 clusters Score -3204857 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1744 members Mstep: Class 2 contains 13576 members Entering Unmasked Estep Score: -3204860.000000 Penalty: 11805.219727 Iteration 70Q: 3 clusters Score -3204860 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1742 members Mstep: Class 2 contains 13578 members Entering Unmasked Estep Score: -3204863.000000 Penalty: 11805.219727 Iteration 71Q: 3 clusters Score -3204863 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1739 members Mstep: Class 2 contains 13581 members Entering Unmasked Estep Score: -3204862.500000 Penalty: 11805.219727 Iteration 72Q: 3 clusters Score -3204862 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1737 members Mstep: Class 2 contains 13583 members Entering Unmasked Estep Score: -3204856.250000 Penalty: 11805.219727 Iteration 73Q: 3 clusters Score -3204856 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1736 members Mstep: Class 2 contains 13584 members Entering Unmasked Estep Score: -3204861.250000 Penalty: 11805.219727 Iteration 74Q: 3 clusters Score -3204861 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1734 members Mstep: Class 2 contains 13586 members Entering Unmasked Estep Score: -3204858.000000 Penalty: 11805.219727 Iteration 75Q: 3 clusters Score -3204858 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1733 members Mstep: Class 2 contains 13587 members Entering Unmasked Estep Score: -3204857.250000 Penalty: 11805.219727 Iteration 76Q: 3 clusters Score -3204857 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1734 members Mstep: Class 2 contains 13586 members Entering Unmasked Estep Score: -3204858.000000 Penalty: 11805.219727 Iteration 77Q: 3 clusters Score -3204858 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1734 members Mstep: Class 2 contains 13586 members Entering Unmasked Estep Score: -3204858.000000 Penalty: 11805.219727 Iteration 78F: 3 clusters Score -3204858 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (294 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 294 members Entering Unmasked Estep Score: -54618.953125 Penalty: 3481.192627 Iteration 0F: 2 clusters Score -54618.95 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 140 members Mstep: Class 2 contains 154 members Entering Unmasked Estep Score: -51759.148438 Penalty: 6962.385254 Iteration 0F: 3 clusters Score -51759.15 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 137 members Mstep: Class 2 contains 157 members Entering Unmasked Estep Score: -51862.472656 Penalty: 6962.385254 Iteration 1Q: 3 clusters Score -51862.47 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 137 members Mstep: Class 2 contains 157 members Entering Unmasked Estep Score: -51886.878906 Penalty: 6962.385254 Iteration 2Q: 3 clusters Score -51886.88 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 137 members Mstep: Class 2 contains 157 members Entering Unmasked Estep Score: -51886.878906 Penalty: 6962.385254 Iteration 3F: 3 clusters Score -51886.88 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (152107 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 152107 members Entering Unmasked Estep Score: -33505610.000000 Penalty: 7308.558105 Iteration 0F: 2 clusters Score -3.350561e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 76147 members Mstep: Class 2 contains 75960 members Entering Unmasked Estep Score: -33405964.000000 Penalty: 14617.116211 Iteration 0F: 3 clusters Score -3.340596e+07 nChanged 70768 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 76389 members Mstep: Class 2 contains 75718 members Entering Unmasked Estep Score: -33445616.000000 Penalty: 14617.116211 Iteration 1F: 3 clusters Score -3.344562e+07 nChanged 5217 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 76360 members Mstep: Class 2 contains 75747 members Entering Unmasked Estep Score: -33446754.000000 Penalty: 14617.116211 Iteration 2Q: 3 clusters Score -3.344675e+07 nChanged 4734 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 76244 members Mstep: Class 2 contains 75863 members Entering Unmasked Estep Score: -33447814.000000 Penalty: 14617.116211 Iteration 3Q: 3 clusters Score -3.344781e+07 nChanged 4441 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 76069 members Mstep: Class 2 contains 76038 members Entering Unmasked Estep Score: -33448904.000000 Penalty: 14617.116211 Iteration 4Q: 3 clusters Score -3.34489e+07 nChanged 4190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 75823 members Mstep: Class 2 contains 76284 members Entering Unmasked Estep Score: -33449764.000000 Penalty: 14617.116211 Iteration 5Q: 3 clusters Score -3.344976e+07 nChanged 4266 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 75551 members Mstep: Class 2 contains 76556 members Entering Unmasked Estep Score: -33450602.000000 Penalty: 14617.116211 Iteration 6Q: 3 clusters Score -3.34506e+07 nChanged 4309 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 75114 members Mstep: Class 2 contains 76993 members Entering Unmasked Estep Score: -33451574.000000 Penalty: 14617.116211 Iteration 7Q: 3 clusters Score -3.345157e+07 nChanged 4482 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74616 members Mstep: Class 2 contains 77491 members Entering Unmasked Estep Score: -33452858.000000 Penalty: 14617.116211 Iteration 8Q: 3 clusters Score -3.345286e+07 nChanged 4735 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74021 members Mstep: Class 2 contains 78086 members Entering Unmasked Estep Score: -33454126.000000 Penalty: 14617.116211 Iteration 9Q: 3 clusters Score -3.345413e+07 nChanged 4955 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73216 members Mstep: Class 2 contains 78891 members Entering Unmasked Estep Score: -33455608.000000 Penalty: 14617.116211 Iteration 10Q: 3 clusters Score -3.345561e+07 nChanged 5305 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72197 members Mstep: Class 2 contains 79910 members Entering Unmasked Estep Score: -33457170.000000 Penalty: 14617.116211 Iteration 11Q: 3 clusters Score -3.345717e+07 nChanged 5426 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71151 members Mstep: Class 2 contains 80956 members Entering Unmasked Estep Score: -33458864.000000 Penalty: 14617.116211 Iteration 12Q: 3 clusters Score -3.345886e+07 nChanged 5688 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 69905 members Mstep: Class 2 contains 82202 members Entering Unmasked Estep Score: -33460732.000000 Penalty: 14617.116211 Iteration 13Q: 3 clusters Score -3.346073e+07 nChanged 5755 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 68452 members Mstep: Class 2 contains 83655 members Entering Unmasked Estep Score: -33462518.000000 Penalty: 14617.116211 Iteration 14Q: 3 clusters Score -3.346252e+07 nChanged 5655 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67041 members Mstep: Class 2 contains 85066 members Entering Unmasked Estep Score: -33464494.000000 Penalty: 14617.116211 Iteration 15Q: 3 clusters Score -3.346449e+07 nChanged 5354 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65597 members Mstep: Class 2 contains 86510 members Entering Unmasked Estep Score: -33466086.000000 Penalty: 14617.116211 Iteration 16Q: 3 clusters Score -3.346609e+07 nChanged 4781 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64168 members Mstep: Class 2 contains 87939 members Entering Unmasked Estep Score: -33467402.000000 Penalty: 14617.116211 Iteration 17Q: 3 clusters Score -3.34674e+07 nChanged 4102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62798 members Mstep: Class 2 contains 89309 members Entering Unmasked Estep Score: -33468420.000000 Penalty: 14617.116211 Iteration 18Q: 3 clusters Score -3.346842e+07 nChanged 3512 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61278 members Mstep: Class 2 contains 90829 members Entering Unmasked Estep Score: -33469238.000000 Penalty: 14617.116211 Iteration 19Q: 3 clusters Score -3.346924e+07 nChanged 3084 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59724 members Mstep: Class 2 contains 92383 members Entering Unmasked Estep Score: -33469914.000000 Penalty: 14617.116211 Iteration 20F: 3 clusters Score -3.346991e+07 nChanged 2702 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58106 members Mstep: Class 2 contains 94001 members Entering Unmasked Estep Score: -33470582.000000 Penalty: 14617.116211 Iteration 21Q: 3 clusters Score -3.347058e+07 nChanged 2452 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56394 members Mstep: Class 2 contains 95713 members Entering Unmasked Estep Score: -33471018.000000 Penalty: 14617.116211 Iteration 22Q: 3 clusters Score -3.347102e+07 nChanged 2350 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54456 members Mstep: Class 2 contains 97651 members Entering Unmasked Estep Score: -33471394.000000 Penalty: 14617.116211 Iteration 23Q: 3 clusters Score -3.347139e+07 nChanged 2297 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52367 members Mstep: Class 2 contains 99740 members Entering Unmasked Estep Score: -33471854.000000 Penalty: 14617.116211 Iteration 24Q: 3 clusters Score -3.347185e+07 nChanged 2594 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49865 members Mstep: Class 2 contains 102242 members Entering Unmasked Estep Score: -33472330.000000 Penalty: 14617.116211 Iteration 25Q: 3 clusters Score -3.347233e+07 nChanged 2934 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46979 members Mstep: Class 2 contains 105128 members Entering Unmasked Estep Score: -33473138.000000 Penalty: 14617.116211 Iteration 26Q: 3 clusters Score -3.347314e+07 nChanged 3373 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43628 members Mstep: Class 2 contains 108479 members Entering Unmasked Estep Score: -33474106.000000 Penalty: 14617.116211 Iteration 27Q: 3 clusters Score -3.347411e+07 nChanged 4043 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39589 members Mstep: Class 2 contains 112518 members Entering Unmasked Estep Score: -33475490.000000 Penalty: 14617.116211 Iteration 28Q: 3 clusters Score -3.347549e+07 nChanged 4724 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34865 members Mstep: Class 2 contains 117242 members Entering Unmasked Estep Score: -33477304.000000 Penalty: 14617.116211 Iteration 29Q: 3 clusters Score -3.34773e+07 nChanged 5383 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29482 members Mstep: Class 2 contains 122625 members Entering Unmasked Estep Score: -33480084.000000 Penalty: 14617.116211 Iteration 30Q: 3 clusters Score -3.348008e+07 nChanged 5928 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23554 members Mstep: Class 2 contains 128553 members Entering Unmasked Estep Score: -33483260.000000 Penalty: 14617.116211 Iteration 31Q: 3 clusters Score -3.348326e+07 nChanged 6148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17408 members Mstep: Class 2 contains 134699 members Entering Unmasked Estep Score: -33486936.000000 Penalty: 14617.116211 Iteration 32Q: 3 clusters Score -3.348694e+07 nChanged 5879 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11535 members Mstep: Class 2 contains 140572 members Entering Unmasked Estep Score: -33490930.000000 Penalty: 14617.116211 Iteration 33Q: 3 clusters Score -3.349093e+07 nChanged 4820 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6715 members Mstep: Class 2 contains 145392 members Entering Unmasked Estep Score: -33494626.000000 Penalty: 14617.116211 Iteration 34Q: 3 clusters Score -3.349463e+07 nChanged 3148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3573 members Mstep: Class 2 contains 148534 members Entering Unmasked Estep Score: -33496888.000000 Penalty: 14617.116211 Iteration 35Q: 3 clusters Score -3.349689e+07 nChanged 1637 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1972 members Mstep: Class 2 contains 150135 members Entering Unmasked Estep Score: -33498168.000000 Penalty: 14617.116211 Iteration 36Q: 3 clusters Score -3.349817e+07 nChanged 696 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1300 members Mstep: Class 2 contains 150807 members Entering Unmasked Estep Score: -33498678.000000 Penalty: 14617.116211 Iteration 37Q: 3 clusters Score -3.349868e+07 nChanged 315 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1011 members Mstep: Class 2 contains 151096 members Entering Unmasked Estep Score: -33498926.000000 Penalty: 14617.116211 Iteration 38Q: 3 clusters Score -3.349893e+07 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 870 members Mstep: Class 2 contains 151237 members Entering Unmasked Estep Score: -33498982.000000 Penalty: 14617.116211 Iteration 39Q: 3 clusters Score -3.349898e+07 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 799 members Mstep: Class 2 contains 151308 members Entering Unmasked Estep Score: -33499070.000000 Penalty: 14617.116211 Iteration 40F: 3 clusters Score -3.349907e+07 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 754 members Mstep: Class 2 contains 151353 members Entering Unmasked Estep Score: -33499142.000000 Penalty: 14617.116211 Iteration 41Q: 3 clusters Score -3.349914e+07 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 719 members Mstep: Class 2 contains 151388 members Entering Unmasked Estep Score: -33499184.000000 Penalty: 14617.116211 Iteration 42Q: 3 clusters Score -3.349918e+07 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 704 members Mstep: Class 2 contains 151403 members Entering Unmasked Estep Score: -33499212.000000 Penalty: 14617.116211 Iteration 43Q: 3 clusters Score -3.349921e+07 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 694 members Mstep: Class 2 contains 151413 members Entering Unmasked Estep Score: -33499232.000000 Penalty: 14617.116211 Iteration 44Q: 3 clusters Score -3.349923e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 683 members Mstep: Class 2 contains 151424 members Entering Unmasked Estep Score: -33499228.000000 Penalty: 14617.116211 Iteration 45Q: 3 clusters Score -3.349923e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 680 members Mstep: Class 2 contains 151427 members Entering Unmasked Estep Score: -33499236.000000 Penalty: 14617.116211 Iteration 46Q: 3 clusters Score -3.349924e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 679 members Mstep: Class 2 contains 151428 members Entering Unmasked Estep Score: -33499236.000000 Penalty: 14617.116211 Iteration 47Q: 3 clusters Score -3.349924e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 679 members Mstep: Class 2 contains 151428 members Entering Unmasked Estep Score: -33499232.000000 Penalty: 14617.116211 Iteration 48Q: 3 clusters Score -3.349923e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 679 members Mstep: Class 2 contains 151428 members Entering Unmasked Estep Score: -33499232.000000 Penalty: 14617.116211 Iteration 49F: 3 clusters Score -3.349923e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (1078 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1078 members Entering Unmasked Estep Score: -203560.921875 Penalty: 4277.003418 Iteration 0F: 2 clusters Score -203560.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 539 members Mstep: Class 2 contains 539 members Entering Unmasked Estep Score: -199461.187500 Penalty: 8554.006836 Iteration 0F: 3 clusters Score -199461.2 nChanged 212 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 549 members Mstep: Class 2 contains 529 members Entering Unmasked Estep Score: -200139.687500 Penalty: 8554.006836 Iteration 1F: 3 clusters Score -200139.7 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 552 members Mstep: Class 2 contains 526 members Entering Unmasked Estep Score: -200615.578125 Penalty: 8554.006836 Iteration 2F: 3 clusters Score -200615.6 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 577 members Mstep: Class 2 contains 501 members Entering Unmasked Estep Score: -201128.531250 Penalty: 8554.006836 Iteration 3F: 3 clusters Score -201128.5 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 610 members Mstep: Class 2 contains 468 members Entering Unmasked Estep Score: -201377.140625 Penalty: 8554.006836 Iteration 4Q: 3 clusters Score -201377.1 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 629 members Mstep: Class 2 contains 449 members Entering Unmasked Estep Score: -201511.750000 Penalty: 8554.006836 Iteration 5Q: 3 clusters Score -201511.8 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 635 members Mstep: Class 2 contains 443 members Entering Unmasked Estep Score: -201592.343750 Penalty: 8554.006836 Iteration 6Q: 3 clusters Score -201592.3 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 641 members Mstep: Class 2 contains 437 members Entering Unmasked Estep Score: -201636.515625 Penalty: 8554.006836 Iteration 7Q: 3 clusters Score -201636.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 644 members Mstep: Class 2 contains 434 members Entering Unmasked Estep Score: -201649.531250 Penalty: 8554.006836 Iteration 8Q: 3 clusters Score -201649.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 648 members Mstep: Class 2 contains 430 members Entering Unmasked Estep Score: -201658.343750 Penalty: 8554.006836 Iteration 9Q: 3 clusters Score -201658.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 650 members Mstep: Class 2 contains 428 members Entering Unmasked Estep Score: -201664.343750 Penalty: 8554.006836 Iteration 10Q: 3 clusters Score -201664.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 655 members Mstep: Class 2 contains 423 members Entering Unmasked Estep Score: -201677.109375 Penalty: 8554.006836 Iteration 11Q: 3 clusters Score -201677.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 660 members Mstep: Class 2 contains 418 members Entering Unmasked Estep Score: -201690.625000 Penalty: 8554.006836 Iteration 12Q: 3 clusters Score -201690.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 664 members Mstep: Class 2 contains 414 members Entering Unmasked Estep Score: -201702.140625 Penalty: 8554.006836 Iteration 13Q: 3 clusters Score -201702.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 666 members Mstep: Class 2 contains 412 members Entering Unmasked Estep Score: -201707.984375 Penalty: 8554.006836 Iteration 14Q: 3 clusters Score -201708 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 666 members Mstep: Class 2 contains 412 members Entering Unmasked Estep Score: -201707.984375 Penalty: 8554.006836 Iteration 15F: 3 clusters Score -201708 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (2023 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2023 members Entering Unmasked Estep Score: -432659.187500 Penalty: 4662.556152 Iteration 0F: 2 clusters Score -432659.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1045 members Mstep: Class 2 contains 978 members Entering Unmasked Estep Score: -427640.531250 Penalty: 9325.112305 Iteration 0F: 3 clusters Score -427640.5 nChanged 464 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1043 members Mstep: Class 2 contains 980 members Entering Unmasked Estep Score: -428383.593750 Penalty: 9325.112305 Iteration 1F: 3 clusters Score -428383.6 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1034 members Mstep: Class 2 contains 989 members Entering Unmasked Estep Score: -428902.593750 Penalty: 9325.112305 Iteration 2F: 3 clusters Score -428902.6 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1010 members Mstep: Class 2 contains 1013 members Entering Unmasked Estep Score: -429665.250000 Penalty: 9325.112305 Iteration 3F: 3 clusters Score -429665.2 nChanged 188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 920 members Mstep: Class 2 contains 1103 members Entering Unmasked Estep Score: -430559.500000 Penalty: 9325.112305 Iteration 4F: 3 clusters Score -430559.5 nChanged 214 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 790 members Mstep: Class 2 contains 1233 members Entering Unmasked Estep Score: -431354.968750 Penalty: 9325.112305 Iteration 5F: 3 clusters Score -431355 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 686 members Mstep: Class 2 contains 1337 members Entering Unmasked Estep Score: -432000.937500 Penalty: 9325.112305 Iteration 6F: 3 clusters Score -432000.9 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 616 members Mstep: Class 2 contains 1407 members Entering Unmasked Estep Score: -432456.781250 Penalty: 9325.112305 Iteration 7F: 3 clusters Score -432456.8 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 578 members Mstep: Class 2 contains 1445 members Entering Unmasked Estep Score: -432764.718750 Penalty: 9325.112305 Iteration 8Q: 3 clusters Score -432764.7 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 553 members Mstep: Class 2 contains 1470 members Entering Unmasked Estep Score: -433030.187500 Penalty: 9325.112305 Iteration 9Q: 3 clusters Score -433030.2 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 544 members Mstep: Class 2 contains 1479 members Entering Unmasked Estep Score: -433168.125000 Penalty: 9325.112305 Iteration 10Q: 3 clusters Score -433168.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 540 members Mstep: Class 2 contains 1483 members Entering Unmasked Estep Score: -433266.031250 Penalty: 9325.112305 Iteration 11Q: 3 clusters Score -433266 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 539 members Mstep: Class 2 contains 1484 members Entering Unmasked Estep Score: -433359.312500 Penalty: 9325.112305 Iteration 12Q: 3 clusters Score -433359.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 542 members Mstep: Class 2 contains 1481 members Entering Unmasked Estep Score: -433449.093750 Penalty: 9325.112305 Iteration 13Q: 3 clusters Score -433449.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 544 members Mstep: Class 2 contains 1479 members Entering Unmasked Estep Score: -433484.218750 Penalty: 9325.112305 Iteration 14Q: 3 clusters Score -433484.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 545 members Mstep: Class 2 contains 1478 members Entering Unmasked Estep Score: -433488.437500 Penalty: 9325.112305 Iteration 15Q: 3 clusters Score -433488.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 545 members Mstep: Class 2 contains 1478 members Entering Unmasked Estep Score: -433488.437500 Penalty: 9325.112305 Iteration 16F: 3 clusters Score -433488.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 33 members Mstep: Class 1 contains 26647 members Mstep: Class 2 contains 15320 members Mstep: Class 3 contains 294 members Mstep: Class 4 contains 152107 members Mstep: Class 5 contains 1078 members Mstep: Class 6 contains 545 members Mstep: Class 7 contains 17342 members Mstep: Class 8 contains 36925 members Mstep: Class 9 contains 33847 members Mstep: Class 10 contains 143891 members Mstep: Class 11 contains 684 members Mstep: Class 12 contains 44081 members Mstep: Class 13 contains 843 members Mstep: Class 14 contains 158696 members Mstep: Class 15 contains 18924 members Mstep: Class 16 contains 490 members Mstep: Class 17 contains 15769 members Mstep: Class 18 contains 825 members Mstep: Class 19 contains 6713 members Mstep: Class 20 contains 1316 members Mstep: Class 21 contains 279 members Mstep: Class 22 contains 911 members Mstep: Class 23 contains 1478 members Entering Unmasked Estep Score: -147576624.000000 Penalty: 189173.046875 Splitting cluster 6 changes total score from -147579616.000000 to -147576624.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 7 (17342 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17342 members Entering Unmasked Estep Score: -3830781.000000 Penalty: 5978.542969 Iteration 0F: 2 clusters Score -3830781 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8662 members Mstep: Class 2 contains 8680 members Entering Unmasked Estep Score: -3815836.500000 Penalty: 11957.085938 Iteration 0F: 3 clusters Score -3815836 nChanged 6955 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8805 members Mstep: Class 2 contains 8537 members Entering Unmasked Estep Score: -3819538.250000 Penalty: 11957.085938 Iteration 1F: 3 clusters Score -3819538 nChanged 1158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8855 members Mstep: Class 2 contains 8487 members Entering Unmasked Estep Score: -3820117.500000 Penalty: 11957.085938 Iteration 2F: 3 clusters Score -3820118 nChanged 866 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8893 members Mstep: Class 2 contains 8449 members Entering Unmasked Estep Score: -3820536.250000 Penalty: 11957.085938 Iteration 3Q: 3 clusters Score -3820536 nChanged 684 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8957 members Mstep: Class 2 contains 8385 members Entering Unmasked Estep Score: -3820853.500000 Penalty: 11957.085938 Iteration 4Q: 3 clusters Score -3820854 nChanged 580 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9023 members Mstep: Class 2 contains 8319 members Entering Unmasked Estep Score: -3821124.750000 Penalty: 11957.085938 Iteration 5Q: 3 clusters Score -3821125 nChanged 476 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9097 members Mstep: Class 2 contains 8245 members Entering Unmasked Estep Score: -3821343.750000 Penalty: 11957.085938 Iteration 6Q: 3 clusters Score -3821344 nChanged 427 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9168 members Mstep: Class 2 contains 8174 members Entering Unmasked Estep Score: -3821497.250000 Penalty: 11957.085938 Iteration 7Q: 3 clusters Score -3821497 nChanged 362 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9226 members Mstep: Class 2 contains 8116 members Entering Unmasked Estep Score: -3821634.000000 Penalty: 11957.085938 Iteration 8Q: 3 clusters Score -3821634 nChanged 301 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9249 members Mstep: Class 2 contains 8093 members Entering Unmasked Estep Score: -3821743.250000 Penalty: 11957.085938 Iteration 9Q: 3 clusters Score -3821743 nChanged 277 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9264 members Mstep: Class 2 contains 8078 members Entering Unmasked Estep Score: -3821818.250000 Penalty: 11957.085938 Iteration 10Q: 3 clusters Score -3821818 nChanged 250 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9272 members Mstep: Class 2 contains 8070 members Entering Unmasked Estep Score: -3821915.500000 Penalty: 11957.085938 Iteration 11Q: 3 clusters Score -3821916 nChanged 228 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9264 members Mstep: Class 2 contains 8078 members Entering Unmasked Estep Score: -3821993.500000 Penalty: 11957.085938 Iteration 12Q: 3 clusters Score -3821994 nChanged 218 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9234 members Mstep: Class 2 contains 8108 members Entering Unmasked Estep Score: -3822054.750000 Penalty: 11957.085938 Iteration 13Q: 3 clusters Score -3822055 nChanged 193 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9213 members Mstep: Class 2 contains 8129 members Entering Unmasked Estep Score: -3822110.750000 Penalty: 11957.085938 Iteration 14Q: 3 clusters Score -3822111 nChanged 180 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9201 members Mstep: Class 2 contains 8141 members Entering Unmasked Estep Score: -3822159.000000 Penalty: 11957.085938 Iteration 15Q: 3 clusters Score -3822159 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9184 members Mstep: Class 2 contains 8158 members Entering Unmasked Estep Score: -3822214.000000 Penalty: 11957.085938 Iteration 16Q: 3 clusters Score -3822214 nChanged 181 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9123 members Mstep: Class 2 contains 8219 members Entering Unmasked Estep Score: -3822256.500000 Penalty: 11957.085938 Iteration 17Q: 3 clusters Score -3822256 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9089 members Mstep: Class 2 contains 8253 members Entering Unmasked Estep Score: -3822298.500000 Penalty: 11957.085938 Iteration 18Q: 3 clusters Score -3822298 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9048 members Mstep: Class 2 contains 8294 members Entering Unmasked Estep Score: -3822343.250000 Penalty: 11957.085938 Iteration 19Q: 3 clusters Score -3822343 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9002 members Mstep: Class 2 contains 8340 members Entering Unmasked Estep Score: -3822394.000000 Penalty: 11957.085938 Iteration 20F: 3 clusters Score -3822394 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8964 members Mstep: Class 2 contains 8378 members Entering Unmasked Estep Score: -3822426.000000 Penalty: 11957.085938 Iteration 21Q: 3 clusters Score -3822426 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8926 members Mstep: Class 2 contains 8416 members Entering Unmasked Estep Score: -3822466.500000 Penalty: 11957.085938 Iteration 22Q: 3 clusters Score -3822466 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8885 members Mstep: Class 2 contains 8457 members Entering Unmasked Estep Score: -3822504.500000 Penalty: 11957.085938 Iteration 23Q: 3 clusters Score -3822504 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8845 members Mstep: Class 2 contains 8497 members Entering Unmasked Estep Score: -3822543.250000 Penalty: 11957.085938 Iteration 24Q: 3 clusters Score -3822543 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8786 members Mstep: Class 2 contains 8556 members Entering Unmasked Estep Score: -3822580.500000 Penalty: 11957.085938 Iteration 25Q: 3 clusters Score -3822580 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8719 members Mstep: Class 2 contains 8623 members Entering Unmasked Estep Score: -3822626.000000 Penalty: 11957.085938 Iteration 26Q: 3 clusters Score -3822626 nChanged 168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8639 members Mstep: Class 2 contains 8703 members Entering Unmasked Estep Score: -3822662.250000 Penalty: 11957.085938 Iteration 27Q: 3 clusters Score -3822662 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8556 members Mstep: Class 2 contains 8786 members Entering Unmasked Estep Score: -3822708.750000 Penalty: 11957.085938 Iteration 28Q: 3 clusters Score -3822709 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8454 members Mstep: Class 2 contains 8888 members Entering Unmasked Estep Score: -3822750.250000 Penalty: 11957.085938 Iteration 29Q: 3 clusters Score -3822750 nChanged 190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8336 members Mstep: Class 2 contains 9006 members Entering Unmasked Estep Score: -3822821.500000 Penalty: 11957.085938 Iteration 30Q: 3 clusters Score -3822822 nChanged 250 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8176 members Mstep: Class 2 contains 9166 members Entering Unmasked Estep Score: -3822932.750000 Penalty: 11957.085938 Iteration 31Q: 3 clusters Score -3822933 nChanged 259 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8021 members Mstep: Class 2 contains 9321 members Entering Unmasked Estep Score: -3823028.000000 Penalty: 11957.085938 Iteration 32Q: 3 clusters Score -3823028 nChanged 285 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7844 members Mstep: Class 2 contains 9498 members Entering Unmasked Estep Score: -3823138.250000 Penalty: 11957.085938 Iteration 33Q: 3 clusters Score -3823138 nChanged 333 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7641 members Mstep: Class 2 contains 9701 members Entering Unmasked Estep Score: -3823310.750000 Penalty: 11957.085938 Iteration 34Q: 3 clusters Score -3823311 nChanged 390 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7387 members Mstep: Class 2 contains 9955 members Entering Unmasked Estep Score: -3823539.250000 Penalty: 11957.085938 Iteration 35Q: 3 clusters Score -3823539 nChanged 471 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7094 members Mstep: Class 2 contains 10248 members Entering Unmasked Estep Score: -3823847.750000 Penalty: 11957.085938 Iteration 36Q: 3 clusters Score -3823848 nChanged 536 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6776 members Mstep: Class 2 contains 10566 members Entering Unmasked Estep Score: -3824264.750000 Penalty: 11957.085938 Iteration 37Q: 3 clusters Score -3824265 nChanged 576 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6462 members Mstep: Class 2 contains 10880 members Entering Unmasked Estep Score: -3824824.000000 Penalty: 11957.085938 Iteration 38Q: 3 clusters Score -3824824 nChanged 593 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6207 members Mstep: Class 2 contains 11135 members Entering Unmasked Estep Score: -3825622.000000 Penalty: 11957.085938 Iteration 39Q: 3 clusters Score -3825622 nChanged 582 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6075 members Mstep: Class 2 contains 11267 members Entering Unmasked Estep Score: -3826513.000000 Penalty: 11957.085938 Iteration 40F: 3 clusters Score -3826513 nChanged 625 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6116 members Mstep: Class 2 contains 11226 members Entering Unmasked Estep Score: -3827188.250000 Penalty: 11957.085938 Iteration 41Q: 3 clusters Score -3827188 nChanged 548 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6286 members Mstep: Class 2 contains 11056 members Entering Unmasked Estep Score: -3827575.750000 Penalty: 11957.085938 Iteration 42Q: 3 clusters Score -3827576 nChanged 425 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6523 members Mstep: Class 2 contains 10819 members Entering Unmasked Estep Score: -3827906.500000 Penalty: 11957.085938 Iteration 43Q: 3 clusters Score -3827906 nChanged 414 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6829 members Mstep: Class 2 contains 10513 members Entering Unmasked Estep Score: -3828310.500000 Penalty: 11957.085938 Iteration 44Q: 3 clusters Score -3828310 nChanged 428 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7181 members Mstep: Class 2 contains 10161 members Entering Unmasked Estep Score: -3828779.750000 Penalty: 11957.085938 Iteration 45Q: 3 clusters Score -3828780 nChanged 380 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7499 members Mstep: Class 2 contains 9843 members Entering Unmasked Estep Score: -3829194.000000 Penalty: 11957.085938 Iteration 46Q: 3 clusters Score -3829194 nChanged 329 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7788 members Mstep: Class 2 contains 9554 members Entering Unmasked Estep Score: -3829481.750000 Penalty: 11957.085938 Iteration 47Q: 3 clusters Score -3829482 nChanged 228 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8010 members Mstep: Class 2 contains 9332 members Entering Unmasked Estep Score: -3829640.000000 Penalty: 11957.085938 Iteration 48Q: 3 clusters Score -3829640 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8184 members Mstep: Class 2 contains 9158 members Entering Unmasked Estep Score: -3829756.750000 Penalty: 11957.085938 Iteration 49Q: 3 clusters Score -3829757 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8340 members Mstep: Class 2 contains 9002 members Entering Unmasked Estep Score: -3829846.750000 Penalty: 11957.085938 Iteration 50Q: 3 clusters Score -3829847 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8467 members Mstep: Class 2 contains 8875 members Entering Unmasked Estep Score: -3829900.500000 Penalty: 11957.085938 Iteration 51Q: 3 clusters Score -3829900 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8583 members Mstep: Class 2 contains 8759 members Entering Unmasked Estep Score: -3829970.500000 Penalty: 11957.085938 Iteration 52Q: 3 clusters Score -3829970 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8701 members Mstep: Class 2 contains 8641 members Entering Unmasked Estep Score: -3830040.250000 Penalty: 11957.085938 Iteration 53Q: 3 clusters Score -3830040 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8820 members Mstep: Class 2 contains 8522 members Entering Unmasked Estep Score: -3830096.000000 Penalty: 11957.085938 Iteration 54Q: 3 clusters Score -3830096 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8938 members Mstep: Class 2 contains 8404 members Entering Unmasked Estep Score: -3830159.750000 Penalty: 11957.085938 Iteration 55Q: 3 clusters Score -3830160 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9041 members Mstep: Class 2 contains 8301 members Entering Unmasked Estep Score: -3830221.500000 Penalty: 11957.085938 Iteration 56Q: 3 clusters Score -3830222 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9138 members Mstep: Class 2 contains 8204 members Entering Unmasked Estep Score: -3830263.000000 Penalty: 11957.085938 Iteration 57Q: 3 clusters Score -3830263 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9225 members Mstep: Class 2 contains 8117 members Entering Unmasked Estep Score: -3830302.750000 Penalty: 11957.085938 Iteration 58Q: 3 clusters Score -3830303 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9310 members Mstep: Class 2 contains 8032 members Entering Unmasked Estep Score: -3830334.750000 Penalty: 11957.085938 Iteration 59Q: 3 clusters Score -3830335 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9384 members Mstep: Class 2 contains 7958 members Entering Unmasked Estep Score: -3830361.250000 Penalty: 11957.085938 Iteration 60F: 3 clusters Score -3830361 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9456 members Mstep: Class 2 contains 7886 members Entering Unmasked Estep Score: -3830388.500000 Penalty: 11957.085938 Iteration 61Q: 3 clusters Score -3830388 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9511 members Mstep: Class 2 contains 7831 members Entering Unmasked Estep Score: -3830398.250000 Penalty: 11957.085938 Iteration 62Q: 3 clusters Score -3830398 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9560 members Mstep: Class 2 contains 7782 members Entering Unmasked Estep Score: -3830415.000000 Penalty: 11957.085938 Iteration 63Q: 3 clusters Score -3830415 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9607 members Mstep: Class 2 contains 7735 members Entering Unmasked Estep Score: -3830440.750000 Penalty: 11957.085938 Iteration 64Q: 3 clusters Score -3830441 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9645 members Mstep: Class 2 contains 7697 members Entering Unmasked Estep Score: -3830443.750000 Penalty: 11957.085938 Iteration 65Q: 3 clusters Score -3830444 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9672 members Mstep: Class 2 contains 7670 members Entering Unmasked Estep Score: -3830456.500000 Penalty: 11957.085938 Iteration 66Q: 3 clusters Score -3830456 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9685 members Mstep: Class 2 contains 7657 members Entering Unmasked Estep Score: -3830454.250000 Penalty: 11957.085938 Iteration 67Q: 3 clusters Score -3830454 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9696 members Mstep: Class 2 contains 7646 members Entering Unmasked Estep Score: -3830457.000000 Penalty: 11957.085938 Iteration 68Q: 3 clusters Score -3830457 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9705 members Mstep: Class 2 contains 7637 members Entering Unmasked Estep Score: -3830457.250000 Penalty: 11957.085938 Iteration 69Q: 3 clusters Score -3830457 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9714 members Mstep: Class 2 contains 7628 members Entering Unmasked Estep Score: -3830460.500000 Penalty: 11957.085938 Iteration 70Q: 3 clusters Score -3830460 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9718 members Mstep: Class 2 contains 7624 members Entering Unmasked Estep Score: -3830457.750000 Penalty: 11957.085938 Iteration 71Q: 3 clusters Score -3830458 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9722 members Mstep: Class 2 contains 7620 members Entering Unmasked Estep Score: -3830458.250000 Penalty: 11957.085938 Iteration 72Q: 3 clusters Score -3830458 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9723 members Mstep: Class 2 contains 7619 members Entering Unmasked Estep Score: -3830459.000000 Penalty: 11957.085938 Iteration 73Q: 3 clusters Score -3830459 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9723 members Mstep: Class 2 contains 7619 members Entering Unmasked Estep Score: -3830459.000000 Penalty: 11957.085938 Iteration 74F: 3 clusters Score -3830459 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (36925 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36925 members Entering Unmasked Estep Score: -8177398.500000 Penalty: 6441.444824 Iteration 0F: 2 clusters Score -8177398 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18344 members Mstep: Class 2 contains 18581 members Entering Unmasked Estep Score: -8150237.500000 Penalty: 12882.889648 Iteration 0F: 3 clusters Score -8150238 nChanged 15754 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18114 members Mstep: Class 2 contains 18811 members Entering Unmasked Estep Score: -8158458.000000 Penalty: 12882.889648 Iteration 1F: 3 clusters Score -8158458 nChanged 2094 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18020 members Mstep: Class 2 contains 18905 members Entering Unmasked Estep Score: -8159305.500000 Penalty: 12882.889648 Iteration 2F: 3 clusters Score -8159306 nChanged 1711 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17939 members Mstep: Class 2 contains 18986 members Entering Unmasked Estep Score: -8159951.500000 Penalty: 12882.889648 Iteration 3Q: 3 clusters Score -8159952 nChanged 1426 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17881 members Mstep: Class 2 contains 19044 members Entering Unmasked Estep Score: -8160439.500000 Penalty: 12882.889648 Iteration 4Q: 3 clusters Score -8160440 nChanged 1269 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17840 members Mstep: Class 2 contains 19085 members Entering Unmasked Estep Score: -8160840.500000 Penalty: 12882.889648 Iteration 5Q: 3 clusters Score -8160840 nChanged 1169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17741 members Mstep: Class 2 contains 19184 members Entering Unmasked Estep Score: -8161271.500000 Penalty: 12882.889648 Iteration 6Q: 3 clusters Score -8161272 nChanged 1086 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17633 members Mstep: Class 2 contains 19292 members Entering Unmasked Estep Score: -8161629.000000 Penalty: 12882.889648 Iteration 7Q: 3 clusters Score -8161629 nChanged 971 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17526 members Mstep: Class 2 contains 19399 members Entering Unmasked Estep Score: -8161901.500000 Penalty: 12882.889648 Iteration 8Q: 3 clusters Score -8161902 nChanged 1004 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17406 members Mstep: Class 2 contains 19519 members Entering Unmasked Estep Score: -8162253.000000 Penalty: 12882.889648 Iteration 9Q: 3 clusters Score -8162253 nChanged 971 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17241 members Mstep: Class 2 contains 19684 members Entering Unmasked Estep Score: -8162597.500000 Penalty: 12882.889648 Iteration 10Q: 3 clusters Score -8162598 nChanged 961 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17000 members Mstep: Class 2 contains 19925 members Entering Unmasked Estep Score: -8162959.000000 Penalty: 12882.889648 Iteration 11Q: 3 clusters Score -8162959 nChanged 929 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16743 members Mstep: Class 2 contains 20182 members Entering Unmasked Estep Score: -8163343.000000 Penalty: 12882.889648 Iteration 12Q: 3 clusters Score -8163343 nChanged 910 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16415 members Mstep: Class 2 contains 20510 members Entering Unmasked Estep Score: -8163639.000000 Penalty: 12882.889648 Iteration 13Q: 3 clusters Score -8163639 nChanged 909 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16014 members Mstep: Class 2 contains 20911 members Entering Unmasked Estep Score: -8163935.500000 Penalty: 12882.889648 Iteration 14Q: 3 clusters Score -8163936 nChanged 843 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15607 members Mstep: Class 2 contains 21318 members Entering Unmasked Estep Score: -8164202.000000 Penalty: 12882.889648 Iteration 15Q: 3 clusters Score -8164202 nChanged 833 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15118 members Mstep: Class 2 contains 21807 members Entering Unmasked Estep Score: -8164504.000000 Penalty: 12882.889648 Iteration 16Q: 3 clusters Score -8164504 nChanged 820 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14546 members Mstep: Class 2 contains 22379 members Entering Unmasked Estep Score: -8164817.000000 Penalty: 12882.889648 Iteration 17Q: 3 clusters Score -8164817 nChanged 858 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13904 members Mstep: Class 2 contains 23021 members Entering Unmasked Estep Score: -8165137.000000 Penalty: 12882.889648 Iteration 18Q: 3 clusters Score -8165137 nChanged 914 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13172 members Mstep: Class 2 contains 23753 members Entering Unmasked Estep Score: -8165555.500000 Penalty: 12882.889648 Iteration 19Q: 3 clusters Score -8165556 nChanged 966 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12382 members Mstep: Class 2 contains 24543 members Entering Unmasked Estep Score: -8165990.500000 Penalty: 12882.889648 Iteration 20F: 3 clusters Score -8165990 nChanged 1000 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11500 members Mstep: Class 2 contains 25425 members Entering Unmasked Estep Score: -8166408.500000 Penalty: 12882.889648 Iteration 21Q: 3 clusters Score -8166408 nChanged 1055 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10525 members Mstep: Class 2 contains 26400 members Entering Unmasked Estep Score: -8166924.000000 Penalty: 12882.889648 Iteration 22Q: 3 clusters Score -8166924 nChanged 1085 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9498 members Mstep: Class 2 contains 27427 members Entering Unmasked Estep Score: -8167464.500000 Penalty: 12882.889648 Iteration 23Q: 3 clusters Score -8167464 nChanged 1059 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8487 members Mstep: Class 2 contains 28438 members Entering Unmasked Estep Score: -8168053.000000 Penalty: 12882.889648 Iteration 24Q: 3 clusters Score -8168053 nChanged 1044 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7483 members Mstep: Class 2 contains 29442 members Entering Unmasked Estep Score: -8168616.000000 Penalty: 12882.889648 Iteration 25Q: 3 clusters Score -8168616 nChanged 959 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6562 members Mstep: Class 2 contains 30363 members Entering Unmasked Estep Score: -8169110.000000 Penalty: 12882.889648 Iteration 26Q: 3 clusters Score -8169110 nChanged 871 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5713 members Mstep: Class 2 contains 31212 members Entering Unmasked Estep Score: -8169570.000000 Penalty: 12882.889648 Iteration 27Q: 3 clusters Score -8169570 nChanged 755 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4984 members Mstep: Class 2 contains 31941 members Entering Unmasked Estep Score: -8169981.000000 Penalty: 12882.889648 Iteration 28Q: 3 clusters Score -8169981 nChanged 619 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4383 members Mstep: Class 2 contains 32542 members Entering Unmasked Estep Score: -8170320.500000 Penalty: 12882.889648 Iteration 29Q: 3 clusters Score -8170320 nChanged 508 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3899 members Mstep: Class 2 contains 33026 members Entering Unmasked Estep Score: -8170637.000000 Penalty: 12882.889648 Iteration 30Q: 3 clusters Score -8170637 nChanged 417 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3492 members Mstep: Class 2 contains 33433 members Entering Unmasked Estep Score: -8170853.000000 Penalty: 12882.889648 Iteration 31Q: 3 clusters Score -8170853 nChanged 356 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3160 members Mstep: Class 2 contains 33765 members Entering Unmasked Estep Score: -8171062.000000 Penalty: 12882.889648 Iteration 32Q: 3 clusters Score -8171062 nChanged 324 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2856 members Mstep: Class 2 contains 34069 members Entering Unmasked Estep Score: -8171251.500000 Penalty: 12882.889648 Iteration 33Q: 3 clusters Score -8171252 nChanged 256 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2608 members Mstep: Class 2 contains 34317 members Entering Unmasked Estep Score: -8171376.000000 Penalty: 12882.889648 Iteration 34Q: 3 clusters Score -8171376 nChanged 185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2443 members Mstep: Class 2 contains 34482 members Entering Unmasked Estep Score: -8171452.500000 Penalty: 12882.889648 Iteration 35Q: 3 clusters Score -8171452 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2328 members Mstep: Class 2 contains 34597 members Entering Unmasked Estep Score: -8171511.500000 Penalty: 12882.889648 Iteration 36Q: 3 clusters Score -8171512 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2214 members Mstep: Class 2 contains 34711 members Entering Unmasked Estep Score: -8171579.000000 Penalty: 12882.889648 Iteration 37Q: 3 clusters Score -8171579 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2126 members Mstep: Class 2 contains 34799 members Entering Unmasked Estep Score: -8171630.500000 Penalty: 12882.889648 Iteration 38Q: 3 clusters Score -8171630 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2062 members Mstep: Class 2 contains 34863 members Entering Unmasked Estep Score: -8171657.000000 Penalty: 12882.889648 Iteration 39Q: 3 clusters Score -8171657 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2004 members Mstep: Class 2 contains 34921 members Entering Unmasked Estep Score: -8171698.000000 Penalty: 12882.889648 Iteration 40F: 3 clusters Score -8171698 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1962 members Mstep: Class 2 contains 34963 members Entering Unmasked Estep Score: -8171716.500000 Penalty: 12882.889648 Iteration 41Q: 3 clusters Score -8171716 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1918 members Mstep: Class 2 contains 35007 members Entering Unmasked Estep Score: -8171743.500000 Penalty: 12882.889648 Iteration 42Q: 3 clusters Score -8171744 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1895 members Mstep: Class 2 contains 35030 members Entering Unmasked Estep Score: -8171768.000000 Penalty: 12882.889648 Iteration 43Q: 3 clusters Score -8171768 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1871 members Mstep: Class 2 contains 35054 members Entering Unmasked Estep Score: -8171796.000000 Penalty: 12882.889648 Iteration 44Q: 3 clusters Score -8171796 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1849 members Mstep: Class 2 contains 35076 members Entering Unmasked Estep Score: -8171800.500000 Penalty: 12882.889648 Iteration 45Q: 3 clusters Score -8171800 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1832 members Mstep: Class 2 contains 35093 members Entering Unmasked Estep Score: -8171820.500000 Penalty: 12882.889648 Iteration 46Q: 3 clusters Score -8171820 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1820 members Mstep: Class 2 contains 35105 members Entering Unmasked Estep Score: -8171822.000000 Penalty: 12882.889648 Iteration 47Q: 3 clusters Score -8171822 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1799 members Mstep: Class 2 contains 35126 members Entering Unmasked Estep Score: -8171830.500000 Penalty: 12882.889648 Iteration 48Q: 3 clusters Score -8171830 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1787 members Mstep: Class 2 contains 35138 members Entering Unmasked Estep Score: -8171832.500000 Penalty: 12882.889648 Iteration 49Q: 3 clusters Score -8171832 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1774 members Mstep: Class 2 contains 35151 members Entering Unmasked Estep Score: -8171823.000000 Penalty: 12882.889648 Iteration 50Q: 3 clusters Score -8171823 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1765 members Mstep: Class 2 contains 35160 members Entering Unmasked Estep Score: -8171835.000000 Penalty: 12882.889648 Iteration 51Q: 3 clusters Score -8171835 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1754 members Mstep: Class 2 contains 35171 members Entering Unmasked Estep Score: -8171834.000000 Penalty: 12882.889648 Iteration 52Q: 3 clusters Score -8171834 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1742 members Mstep: Class 2 contains 35183 members Entering Unmasked Estep Score: -8171862.500000 Penalty: 12882.889648 Iteration 53Q: 3 clusters Score -8171862 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1734 members Mstep: Class 2 contains 35191 members Entering Unmasked Estep Score: -8171872.000000 Penalty: 12882.889648 Iteration 54Q: 3 clusters Score -8171872 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1729 members Mstep: Class 2 contains 35196 members Entering Unmasked Estep Score: -8171857.000000 Penalty: 12882.889648 Iteration 55Q: 3 clusters Score -8171857 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1719 members Mstep: Class 2 contains 35206 members Entering Unmasked Estep Score: -8171859.500000 Penalty: 12882.889648 Iteration 56Q: 3 clusters Score -8171860 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1708 members Mstep: Class 2 contains 35217 members Entering Unmasked Estep Score: -8171872.000000 Penalty: 12882.889648 Iteration 57Q: 3 clusters Score -8171872 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1697 members Mstep: Class 2 contains 35228 members Entering Unmasked Estep Score: -8171873.500000 Penalty: 12882.889648 Iteration 58Q: 3 clusters Score -8171874 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1692 members Mstep: Class 2 contains 35233 members Entering Unmasked Estep Score: -8171877.000000 Penalty: 12882.889648 Iteration 59Q: 3 clusters Score -8171877 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1680 members Mstep: Class 2 contains 35245 members Entering Unmasked Estep Score: -8171901.000000 Penalty: 12882.889648 Iteration 60F: 3 clusters Score -8171901 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1672 members Mstep: Class 2 contains 35253 members Entering Unmasked Estep Score: -8171901.000000 Penalty: 12882.889648 Iteration 61Q: 3 clusters Score -8171901 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1666 members Mstep: Class 2 contains 35259 members Entering Unmasked Estep Score: -8171910.000000 Penalty: 12882.889648 Iteration 62Q: 3 clusters Score -8171910 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1664 members Mstep: Class 2 contains 35261 members Entering Unmasked Estep Score: -8171909.000000 Penalty: 12882.889648 Iteration 63Q: 3 clusters Score -8171909 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1661 members Mstep: Class 2 contains 35264 members Entering Unmasked Estep Score: -8171913.000000 Penalty: 12882.889648 Iteration 64Q: 3 clusters Score -8171913 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1656 members Mstep: Class 2 contains 35269 members Entering Unmasked Estep Score: -8171919.000000 Penalty: 12882.889648 Iteration 65Q: 3 clusters Score -8171919 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1650 members Mstep: Class 2 contains 35275 members Entering Unmasked Estep Score: -8171911.500000 Penalty: 12882.889648 Iteration 66Q: 3 clusters Score -8171912 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1645 members Mstep: Class 2 contains 35280 members Entering Unmasked Estep Score: -8171920.000000 Penalty: 12882.889648 Iteration 67Q: 3 clusters Score -8171920 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1644 members Mstep: Class 2 contains 35281 members Entering Unmasked Estep Score: -8171920.000000 Penalty: 12882.889648 Iteration 68Q: 3 clusters Score -8171920 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1643 members Mstep: Class 2 contains 35282 members Entering Unmasked Estep Score: -8171922.000000 Penalty: 12882.889648 Iteration 69Q: 3 clusters Score -8171922 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1642 members Mstep: Class 2 contains 35283 members Entering Unmasked Estep Score: -8171920.000000 Penalty: 12882.889648 Iteration 70Q: 3 clusters Score -8171920 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1641 members Mstep: Class 2 contains 35284 members Entering Unmasked Estep Score: -8171918.500000 Penalty: 12882.889648 Iteration 71Q: 3 clusters Score -8171918 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1640 members Mstep: Class 2 contains 35285 members Entering Unmasked Estep Score: -8171919.500000 Penalty: 12882.889648 Iteration 72Q: 3 clusters Score -8171920 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1638 members Mstep: Class 2 contains 35287 members Entering Unmasked Estep Score: -8171931.000000 Penalty: 12882.889648 Iteration 73Q: 3 clusters Score -8171931 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1637 members Mstep: Class 2 contains 35288 members Entering Unmasked Estep Score: -8171926.000000 Penalty: 12882.889648 Iteration 74Q: 3 clusters Score -8171926 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1636 members Mstep: Class 2 contains 35289 members Entering Unmasked Estep Score: -8171927.500000 Penalty: 12882.889648 Iteration 75Q: 3 clusters Score -8171928 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1636 members Mstep: Class 2 contains 35289 members Entering Unmasked Estep Score: -8171927.500000 Penalty: 12882.889648 Iteration 76F: 3 clusters Score -8171928 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (33847 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33847 members Entering Unmasked Estep Score: -7455529.500000 Penalty: 6388.133301 Iteration 0F: 2 clusters Score -7455530 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16779 members Mstep: Class 2 contains 17068 members Entering Unmasked Estep Score: -7430340.000000 Penalty: 12776.266602 Iteration 0F: 3 clusters Score -7430340 nChanged 14396 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16361 members Mstep: Class 2 contains 17486 members Entering Unmasked Estep Score: -7437973.000000 Penalty: 12776.266602 Iteration 1F: 3 clusters Score -7437973 nChanged 1808 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16135 members Mstep: Class 2 contains 17712 members Entering Unmasked Estep Score: -7438609.500000 Penalty: 12776.266602 Iteration 2F: 3 clusters Score -7438610 nChanged 1431 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15762 members Mstep: Class 2 contains 18085 members Entering Unmasked Estep Score: -7439060.500000 Penalty: 12776.266602 Iteration 3Q: 3 clusters Score -7439060 nChanged 1152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15272 members Mstep: Class 2 contains 18575 members Entering Unmasked Estep Score: -7439452.000000 Penalty: 12776.266602 Iteration 4Q: 3 clusters Score -7439452 nChanged 1067 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14677 members Mstep: Class 2 contains 19170 members Entering Unmasked Estep Score: -7439855.000000 Penalty: 12776.266602 Iteration 5Q: 3 clusters Score -7439855 nChanged 1065 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13920 members Mstep: Class 2 contains 19927 members Entering Unmasked Estep Score: -7440249.000000 Penalty: 12776.266602 Iteration 6Q: 3 clusters Score -7440249 nChanged 1120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12996 members Mstep: Class 2 contains 20851 members Entering Unmasked Estep Score: -7440663.500000 Penalty: 12776.266602 Iteration 7Q: 3 clusters Score -7440664 nChanged 1188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11924 members Mstep: Class 2 contains 21923 members Entering Unmasked Estep Score: -7441212.500000 Penalty: 12776.266602 Iteration 8Q: 3 clusters Score -7441212 nChanged 1391 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10621 members Mstep: Class 2 contains 23226 members Entering Unmasked Estep Score: -7441958.000000 Penalty: 12776.266602 Iteration 9Q: 3 clusters Score -7441958 nChanged 1627 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9036 members Mstep: Class 2 contains 24811 members Entering Unmasked Estep Score: -7442966.500000 Penalty: 12776.266602 Iteration 10Q: 3 clusters Score -7442966 nChanged 1763 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7327 members Mstep: Class 2 contains 26520 members Entering Unmasked Estep Score: -7444169.500000 Penalty: 12776.266602 Iteration 11F: 3 clusters Score -7444170 nChanged 1784 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5585 members Mstep: Class 2 contains 28262 members Entering Unmasked Estep Score: -7445562.000000 Penalty: 12776.266602 Iteration 12F: 3 clusters Score -7445562 nChanged 1552 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4065 members Mstep: Class 2 contains 29782 members Entering Unmasked Estep Score: -7446865.000000 Penalty: 12776.266602 Iteration 13Q: 3 clusters Score -7446865 nChanged 1240 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2837 members Mstep: Class 2 contains 31010 members Entering Unmasked Estep Score: -7447902.000000 Penalty: 12776.266602 Iteration 14Q: 3 clusters Score -7447902 nChanged 856 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2001 members Mstep: Class 2 contains 31846 members Entering Unmasked Estep Score: -7448641.500000 Penalty: 12776.266602 Iteration 15Q: 3 clusters Score -7448642 nChanged 543 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1474 members Mstep: Class 2 contains 32373 members Entering Unmasked Estep Score: -7449149.000000 Penalty: 12776.266602 Iteration 16Q: 3 clusters Score -7449149 nChanged 291 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1195 members Mstep: Class 2 contains 32652 members Entering Unmasked Estep Score: -7449369.000000 Penalty: 12776.266602 Iteration 17Q: 3 clusters Score -7449369 nChanged 177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1038 members Mstep: Class 2 contains 32809 members Entering Unmasked Estep Score: -7449531.000000 Penalty: 12776.266602 Iteration 18Q: 3 clusters Score -7449531 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 943 members Mstep: Class 2 contains 32904 members Entering Unmasked Estep Score: -7449627.500000 Penalty: 12776.266602 Iteration 19Q: 3 clusters Score -7449628 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 883 members Mstep: Class 2 contains 32964 members Entering Unmasked Estep Score: -7449690.500000 Penalty: 12776.266602 Iteration 20F: 3 clusters Score -7449690 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 838 members Mstep: Class 2 contains 33009 members Entering Unmasked Estep Score: -7449749.500000 Penalty: 12776.266602 Iteration 21Q: 3 clusters Score -7449750 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 810 members Mstep: Class 2 contains 33037 members Entering Unmasked Estep Score: -7449800.000000 Penalty: 12776.266602 Iteration 22Q: 3 clusters Score -7449800 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 787 members Mstep: Class 2 contains 33060 members Entering Unmasked Estep Score: -7449832.500000 Penalty: 12776.266602 Iteration 23Q: 3 clusters Score -7449832 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 762 members Mstep: Class 2 contains 33085 members Entering Unmasked Estep Score: -7449857.000000 Penalty: 12776.266602 Iteration 24Q: 3 clusters Score -7449857 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 746 members Mstep: Class 2 contains 33101 members Entering Unmasked Estep Score: -7449875.000000 Penalty: 12776.266602 Iteration 25Q: 3 clusters Score -7449875 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 733 members Mstep: Class 2 contains 33114 members Entering Unmasked Estep Score: -7449896.000000 Penalty: 12776.266602 Iteration 26Q: 3 clusters Score -7449896 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 728 members Mstep: Class 2 contains 33119 members Entering Unmasked Estep Score: -7449906.500000 Penalty: 12776.266602 Iteration 27Q: 3 clusters Score -7449906 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 721 members Mstep: Class 2 contains 33126 members Entering Unmasked Estep Score: -7449918.500000 Penalty: 12776.266602 Iteration 28Q: 3 clusters Score -7449918 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 716 members Mstep: Class 2 contains 33131 members Entering Unmasked Estep Score: -7449919.000000 Penalty: 12776.266602 Iteration 29Q: 3 clusters Score -7449919 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 716 members Mstep: Class 2 contains 33131 members Entering Unmasked Estep Score: -7449921.000000 Penalty: 12776.266602 Iteration 30Q: 3 clusters Score -7449921 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 715 members Mstep: Class 2 contains 33132 members Entering Unmasked Estep Score: -7449921.500000 Penalty: 12776.266602 Iteration 31Q: 3 clusters Score -7449922 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 714 members Mstep: Class 2 contains 33133 members Entering Unmasked Estep Score: -7449918.500000 Penalty: 12776.266602 Iteration 32Q: 3 clusters Score -7449918 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 714 members Mstep: Class 2 contains 33133 members Entering Unmasked Estep Score: -7449918.500000 Penalty: 12776.266602 Iteration 33F: 3 clusters Score -7449918 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (143891 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143891 members Entering Unmasked Estep Score: -32037104.000000 Penalty: 7274.546875 Iteration 0F: 2 clusters Score -3.20371e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71574 members Mstep: Class 2 contains 72317 members Entering Unmasked Estep Score: -31942240.000000 Penalty: 14549.093750 Iteration 0F: 3 clusters Score -3.194224e+07 nChanged 66873 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 68687 members Mstep: Class 2 contains 75204 members Entering Unmasked Estep Score: -31979372.000000 Penalty: 14549.093750 Iteration 1F: 3 clusters Score -3.197937e+07 nChanged 5810 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66847 members Mstep: Class 2 contains 77044 members Entering Unmasked Estep Score: -31981514.000000 Penalty: 14549.093750 Iteration 2Q: 3 clusters Score -3.198151e+07 nChanged 6389 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64110 members Mstep: Class 2 contains 79781 members Entering Unmasked Estep Score: -31984290.000000 Penalty: 14549.093750 Iteration 3Q: 3 clusters Score -3.198429e+07 nChanged 7172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60204 members Mstep: Class 2 contains 83687 members Entering Unmasked Estep Score: -31987950.000000 Penalty: 14549.093750 Iteration 4Q: 3 clusters Score -3.198795e+07 nChanged 8277 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54895 members Mstep: Class 2 contains 88996 members Entering Unmasked Estep Score: -31992664.000000 Penalty: 14549.093750 Iteration 5F: 3 clusters Score -3.199266e+07 nChanged 9447 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47958 members Mstep: Class 2 contains 95933 members Entering Unmasked Estep Score: -31999172.000000 Penalty: 14549.093750 Iteration 6F: 3 clusters Score -3.199917e+07 nChanged 10046 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39994 members Mstep: Class 2 contains 103897 members Entering Unmasked Estep Score: -32007208.000000 Penalty: 14549.093750 Iteration 7F: 3 clusters Score -3.200721e+07 nChanged 9322 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32412 members Mstep: Class 2 contains 111479 members Entering Unmasked Estep Score: -32015106.000000 Penalty: 14549.093750 Iteration 8F: 3 clusters Score -3.201511e+07 nChanged 7378 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26538 members Mstep: Class 2 contains 117353 members Entering Unmasked Estep Score: -32020838.000000 Penalty: 14549.093750 Iteration 9F: 3 clusters Score -3.202084e+07 nChanged 5301 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22507 members Mstep: Class 2 contains 121384 members Entering Unmasked Estep Score: -32024240.000000 Penalty: 14549.093750 Iteration 10Q: 3 clusters Score -3.202424e+07 nChanged 3643 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19606 members Mstep: Class 2 contains 124285 members Entering Unmasked Estep Score: -32026080.000000 Penalty: 14549.093750 Iteration 11Q: 3 clusters Score -3.202608e+07 nChanged 2565 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17463 members Mstep: Class 2 contains 126428 members Entering Unmasked Estep Score: -32027160.000000 Penalty: 14549.093750 Iteration 12Q: 3 clusters Score -3.202716e+07 nChanged 1931 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15740 members Mstep: Class 2 contains 128151 members Entering Unmasked Estep Score: -32027934.000000 Penalty: 14549.093750 Iteration 13Q: 3 clusters Score -3.202793e+07 nChanged 1588 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14258 members Mstep: Class 2 contains 129633 members Entering Unmasked Estep Score: -32028370.000000 Penalty: 14549.093750 Iteration 14Q: 3 clusters Score -3.202837e+07 nChanged 1317 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13005 members Mstep: Class 2 contains 130886 members Entering Unmasked Estep Score: -32028834.000000 Penalty: 14549.093750 Iteration 15Q: 3 clusters Score -3.202883e+07 nChanged 1190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11845 members Mstep: Class 2 contains 132046 members Entering Unmasked Estep Score: -32029282.000000 Penalty: 14549.093750 Iteration 16Q: 3 clusters Score -3.202928e+07 nChanged 1024 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10837 members Mstep: Class 2 contains 133054 members Entering Unmasked Estep Score: -32029648.000000 Penalty: 14549.093750 Iteration 17Q: 3 clusters Score -3.202965e+07 nChanged 896 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9955 members Mstep: Class 2 contains 133936 members Entering Unmasked Estep Score: -32029820.000000 Penalty: 14549.093750 Iteration 18Q: 3 clusters Score -3.202982e+07 nChanged 787 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9188 members Mstep: Class 2 contains 134703 members Entering Unmasked Estep Score: -32029986.000000 Penalty: 14549.093750 Iteration 19Q: 3 clusters Score -3.202999e+07 nChanged 703 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8491 members Mstep: Class 2 contains 135400 members Entering Unmasked Estep Score: -32030174.000000 Penalty: 14549.093750 Iteration 20F: 3 clusters Score -3.203017e+07 nChanged 643 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7860 members Mstep: Class 2 contains 136031 members Entering Unmasked Estep Score: -32030326.000000 Penalty: 14549.093750 Iteration 21Q: 3 clusters Score -3.203033e+07 nChanged 549 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7319 members Mstep: Class 2 contains 136572 members Entering Unmasked Estep Score: -32030494.000000 Penalty: 14549.093750 Iteration 22Q: 3 clusters Score -3.203049e+07 nChanged 473 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6852 members Mstep: Class 2 contains 137039 members Entering Unmasked Estep Score: -32030634.000000 Penalty: 14549.093750 Iteration 23Q: 3 clusters Score -3.203063e+07 nChanged 428 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6438 members Mstep: Class 2 contains 137453 members Entering Unmasked Estep Score: -32030726.000000 Penalty: 14549.093750 Iteration 24Q: 3 clusters Score -3.203073e+07 nChanged 345 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6095 members Mstep: Class 2 contains 137796 members Entering Unmasked Estep Score: -32030838.000000 Penalty: 14549.093750 Iteration 25Q: 3 clusters Score -3.203084e+07 nChanged 333 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5770 members Mstep: Class 2 contains 138121 members Entering Unmasked Estep Score: -32030922.000000 Penalty: 14549.093750 Iteration 26Q: 3 clusters Score -3.203092e+07 nChanged 291 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5487 members Mstep: Class 2 contains 138404 members Entering Unmasked Estep Score: -32031020.000000 Penalty: 14549.093750 Iteration 27Q: 3 clusters Score -3.203102e+07 nChanged 276 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5219 members Mstep: Class 2 contains 138672 members Entering Unmasked Estep Score: -32031098.000000 Penalty: 14549.093750 Iteration 28Q: 3 clusters Score -3.20311e+07 nChanged 256 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4969 members Mstep: Class 2 contains 138922 members Entering Unmasked Estep Score: -32031106.000000 Penalty: 14549.093750 Iteration 29Q: 3 clusters Score -3.203111e+07 nChanged 207 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4768 members Mstep: Class 2 contains 139123 members Entering Unmasked Estep Score: -32031090.000000 Penalty: 14549.093750 Iteration 30Q: 3 clusters Score -3.203109e+07 nChanged 199 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4581 members Mstep: Class 2 contains 139310 members Entering Unmasked Estep Score: -32031110.000000 Penalty: 14549.093750 Iteration 31Q: 3 clusters Score -3.203111e+07 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4427 members Mstep: Class 2 contains 139464 members Entering Unmasked Estep Score: -32031140.000000 Penalty: 14549.093750 Iteration 32Q: 3 clusters Score -3.203114e+07 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4288 members Mstep: Class 2 contains 139603 members Entering Unmasked Estep Score: -32031174.000000 Penalty: 14549.093750 Iteration 33Q: 3 clusters Score -3.203117e+07 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4172 members Mstep: Class 2 contains 139719 members Entering Unmasked Estep Score: -32031252.000000 Penalty: 14549.093750 Iteration 34Q: 3 clusters Score -3.203125e+07 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4065 members Mstep: Class 2 contains 139826 members Entering Unmasked Estep Score: -32031306.000000 Penalty: 14549.093750 Iteration 35Q: 3 clusters Score -3.203131e+07 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3967 members Mstep: Class 2 contains 139924 members Entering Unmasked Estep Score: -32031340.000000 Penalty: 14549.093750 Iteration 36Q: 3 clusters Score -3.203134e+07 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3873 members Mstep: Class 2 contains 140018 members Entering Unmasked Estep Score: -32031408.000000 Penalty: 14549.093750 Iteration 37Q: 3 clusters Score -3.203141e+07 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3802 members Mstep: Class 2 contains 140089 members Entering Unmasked Estep Score: -32031454.000000 Penalty: 14549.093750 Iteration 38Q: 3 clusters Score -3.203145e+07 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3728 members Mstep: Class 2 contains 140163 members Entering Unmasked Estep Score: -32031434.000000 Penalty: 14549.093750 Iteration 39Q: 3 clusters Score -3.203143e+07 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3675 members Mstep: Class 2 contains 140216 members Entering Unmasked Estep Score: -32031448.000000 Penalty: 14549.093750 Iteration 40F: 3 clusters Score -3.203145e+07 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3635 members Mstep: Class 2 contains 140256 members Entering Unmasked Estep Score: -32031478.000000 Penalty: 14549.093750 Iteration 41Q: 3 clusters Score -3.203148e+07 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3583 members Mstep: Class 2 contains 140308 members Entering Unmasked Estep Score: -32031504.000000 Penalty: 14549.093750 Iteration 42Q: 3 clusters Score -3.20315e+07 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3538 members Mstep: Class 2 contains 140353 members Entering Unmasked Estep Score: -32031464.000000 Penalty: 14549.093750 Iteration 43Q: 3 clusters Score -3.203146e+07 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3495 members Mstep: Class 2 contains 140396 members Entering Unmasked Estep Score: -32031520.000000 Penalty: 14549.093750 Iteration 44Q: 3 clusters Score -3.203152e+07 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3467 members Mstep: Class 2 contains 140424 members Entering Unmasked Estep Score: -32031522.000000 Penalty: 14549.093750 Iteration 45Q: 3 clusters Score -3.203152e+07 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3437 members Mstep: Class 2 contains 140454 members Entering Unmasked Estep Score: -32031514.000000 Penalty: 14549.093750 Iteration 46Q: 3 clusters Score -3.203151e+07 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3412 members Mstep: Class 2 contains 140479 members Entering Unmasked Estep Score: -32031520.000000 Penalty: 14549.093750 Iteration 47Q: 3 clusters Score -3.203152e+07 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3381 members Mstep: Class 2 contains 140510 members Entering Unmasked Estep Score: -32031514.000000 Penalty: 14549.093750 Iteration 48Q: 3 clusters Score -3.203151e+07 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3347 members Mstep: Class 2 contains 140544 members Entering Unmasked Estep Score: -32031482.000000 Penalty: 14549.093750 Iteration 49Q: 3 clusters Score -3.203148e+07 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3323 members Mstep: Class 2 contains 140568 members Entering Unmasked Estep Score: -32031514.000000 Penalty: 14549.093750 Iteration 50Q: 3 clusters Score -3.203151e+07 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3306 members Mstep: Class 2 contains 140585 members Entering Unmasked Estep Score: -32031518.000000 Penalty: 14549.093750 Iteration 51Q: 3 clusters Score -3.203152e+07 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3289 members Mstep: Class 2 contains 140602 members Entering Unmasked Estep Score: -32031520.000000 Penalty: 14549.093750 Iteration 52Q: 3 clusters Score -3.203152e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3277 members Mstep: Class 2 contains 140614 members Entering Unmasked Estep Score: -32031502.000000 Penalty: 14549.093750 Iteration 53Q: 3 clusters Score -3.20315e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3261 members Mstep: Class 2 contains 140630 members Entering Unmasked Estep Score: -32031504.000000 Penalty: 14549.093750 Iteration 54Q: 3 clusters Score -3.20315e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3248 members Mstep: Class 2 contains 140643 members Entering Unmasked Estep Score: -32031508.000000 Penalty: 14549.093750 Iteration 55Q: 3 clusters Score -3.203151e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3235 members Mstep: Class 2 contains 140656 members Entering Unmasked Estep Score: -32031498.000000 Penalty: 14549.093750 Iteration 56Q: 3 clusters Score -3.20315e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3223 members Mstep: Class 2 contains 140668 members Entering Unmasked Estep Score: -32031494.000000 Penalty: 14549.093750 Iteration 57Q: 3 clusters Score -3.203149e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3211 members Mstep: Class 2 contains 140680 members Entering Unmasked Estep Score: -32031490.000000 Penalty: 14549.093750 Iteration 58Q: 3 clusters Score -3.203149e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3197 members Mstep: Class 2 contains 140694 members Entering Unmasked Estep Score: -32031492.000000 Penalty: 14549.093750 Iteration 59Q: 3 clusters Score -3.203149e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3186 members Mstep: Class 2 contains 140705 members Entering Unmasked Estep Score: -32031498.000000 Penalty: 14549.093750 Iteration 60F: 3 clusters Score -3.20315e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3178 members Mstep: Class 2 contains 140713 members Entering Unmasked Estep Score: -32031494.000000 Penalty: 14549.093750 Iteration 61Q: 3 clusters Score -3.203149e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3168 members Mstep: Class 2 contains 140723 members Entering Unmasked Estep Score: -32031510.000000 Penalty: 14549.093750 Iteration 62Q: 3 clusters Score -3.203151e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3155 members Mstep: Class 2 contains 140736 members Entering Unmasked Estep Score: -32031512.000000 Penalty: 14549.093750 Iteration 63Q: 3 clusters Score -3.203151e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3143 members Mstep: Class 2 contains 140748 members Entering Unmasked Estep Score: -32031520.000000 Penalty: 14549.093750 Iteration 64Q: 3 clusters Score -3.203152e+07 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3129 members Mstep: Class 2 contains 140762 members Entering Unmasked Estep Score: -32031518.000000 Penalty: 14549.093750 Iteration 65Q: 3 clusters Score -3.203152e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3113 members Mstep: Class 2 contains 140778 members Entering Unmasked Estep Score: -32031490.000000 Penalty: 14549.093750 Iteration 66Q: 3 clusters Score -3.203149e+07 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3091 members Mstep: Class 2 contains 140800 members Entering Unmasked Estep Score: -32031516.000000 Penalty: 14549.093750 Iteration 67Q: 3 clusters Score -3.203152e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3081 members Mstep: Class 2 contains 140810 members Entering Unmasked Estep Score: -32031542.000000 Penalty: 14549.093750 Iteration 68Q: 3 clusters Score -3.203154e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3071 members Mstep: Class 2 contains 140820 members Entering Unmasked Estep Score: -32031532.000000 Penalty: 14549.093750 Iteration 69Q: 3 clusters Score -3.203153e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3066 members Mstep: Class 2 contains 140825 members Entering Unmasked Estep Score: -32031518.000000 Penalty: 14549.093750 Iteration 70Q: 3 clusters Score -3.203152e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3060 members Mstep: Class 2 contains 140831 members Entering Unmasked Estep Score: -32031538.000000 Penalty: 14549.093750 Iteration 71Q: 3 clusters Score -3.203154e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3049 members Mstep: Class 2 contains 140842 members Entering Unmasked Estep Score: -32031562.000000 Penalty: 14549.093750 Iteration 72Q: 3 clusters Score -3.203156e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3043 members Mstep: Class 2 contains 140848 members Entering Unmasked Estep Score: -32031556.000000 Penalty: 14549.093750 Iteration 73Q: 3 clusters Score -3.203156e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3035 members Mstep: Class 2 contains 140856 members Entering Unmasked Estep Score: -32031546.000000 Penalty: 14549.093750 Iteration 74Q: 3 clusters Score -3.203155e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3026 members Mstep: Class 2 contains 140865 members Entering Unmasked Estep Score: -32031554.000000 Penalty: 14549.093750 Iteration 75Q: 3 clusters Score -3.203155e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3018 members Mstep: Class 2 contains 140873 members Entering Unmasked Estep Score: -32031542.000000 Penalty: 14549.093750 Iteration 76Q: 3 clusters Score -3.203154e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3015 members Mstep: Class 2 contains 140876 members Entering Unmasked Estep Score: -32031536.000000 Penalty: 14549.093750 Iteration 77Q: 3 clusters Score -3.203154e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3014 members Mstep: Class 2 contains 140877 members Entering Unmasked Estep Score: -32031554.000000 Penalty: 14549.093750 Iteration 78Q: 3 clusters Score -3.203155e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3014 members Mstep: Class 2 contains 140877 members Entering Unmasked Estep Score: -32031554.000000 Penalty: 14549.093750 Iteration 79F: 3 clusters Score -3.203155e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (684 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 684 members Entering Unmasked Estep Score: -106409.226562 Penalty: 3998.374268 Iteration 0F: 2 clusters Score -106409.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 321 members Mstep: Class 2 contains 363 members Entering Unmasked Estep Score: -102953.593750 Penalty: 7996.748535 Iteration 0F: 3 clusters Score -102953.6 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 325 members Mstep: Class 2 contains 359 members Entering Unmasked Estep Score: -103440.164062 Penalty: 7996.748535 Iteration 1F: 3 clusters Score -103440.2 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 329 members Mstep: Class 2 contains 355 members Entering Unmasked Estep Score: -103747.773438 Penalty: 7996.748535 Iteration 2F: 3 clusters Score -103747.8 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 337 members Mstep: Class 2 contains 347 members Entering Unmasked Estep Score: -104039.234375 Penalty: 7996.748535 Iteration 3Q: 3 clusters Score -104039.2 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 364 members Mstep: Class 2 contains 320 members Entering Unmasked Estep Score: -104360.195312 Penalty: 7996.748535 Iteration 4F: 3 clusters Score -104360.2 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 388 members Mstep: Class 2 contains 296 members Entering Unmasked Estep Score: -104663.468750 Penalty: 7996.748535 Iteration 5F: 3 clusters Score -104663.5 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 397 members Mstep: Class 2 contains 287 members Entering Unmasked Estep Score: -105029.710938 Penalty: 7996.748535 Iteration 6F: 3 clusters Score -105029.7 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 405 members Mstep: Class 2 contains 279 members Entering Unmasked Estep Score: -105287.117188 Penalty: 7996.748535 Iteration 7Q: 3 clusters Score -105287.1 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 412 members Mstep: Class 2 contains 272 members Entering Unmasked Estep Score: -105519.734375 Penalty: 7996.748535 Iteration 8Q: 3 clusters Score -105519.7 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 408 members Mstep: Class 2 contains 276 members Entering Unmasked Estep Score: -105671.093750 Penalty: 7996.748535 Iteration 9Q: 3 clusters Score -105671.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 406 members Mstep: Class 2 contains 278 members Entering Unmasked Estep Score: -105706.039062 Penalty: 7996.748535 Iteration 10Q: 3 clusters Score -105706 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 403 members Mstep: Class 2 contains 281 members Entering Unmasked Estep Score: -105726.140625 Penalty: 7996.748535 Iteration 11Q: 3 clusters Score -105726.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 402 members Mstep: Class 2 contains 282 members Entering Unmasked Estep Score: -105750.656250 Penalty: 7996.748535 Iteration 12Q: 3 clusters Score -105750.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 399 members Mstep: Class 2 contains 285 members Entering Unmasked Estep Score: -105761.546875 Penalty: 7996.748535 Iteration 13Q: 3 clusters Score -105761.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 399 members Mstep: Class 2 contains 285 members Entering Unmasked Estep Score: -105779.859375 Penalty: 7996.748535 Iteration 14Q: 3 clusters Score -105779.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 397 members Mstep: Class 2 contains 287 members Entering Unmasked Estep Score: -105787.937500 Penalty: 7996.748535 Iteration 15Q: 3 clusters Score -105787.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 396 members Mstep: Class 2 contains 288 members Entering Unmasked Estep Score: -105791.632812 Penalty: 7996.748535 Iteration 16Q: 3 clusters Score -105791.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 396 members Mstep: Class 2 contains 288 members Entering Unmasked Estep Score: -105791.742188 Penalty: 7996.748535 Iteration 17F: 3 clusters Score -105791.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 397 members Mstep: Class 2 contains 287 members Entering Unmasked Estep Score: -105808.742188 Penalty: 7996.748535 Iteration 18Q: 3 clusters Score -105808.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 398 members Mstep: Class 2 contains 286 members Entering Unmasked Estep Score: -105818.687500 Penalty: 7996.748535 Iteration 19Q: 3 clusters Score -105818.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 398 members Mstep: Class 2 contains 286 members Entering Unmasked Estep Score: -105818.687500 Penalty: 7996.748535 Iteration 20F: 3 clusters Score -105818.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (44081 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44081 members Entering Unmasked Estep Score: -9632511.000000 Penalty: 6549.942383 Iteration 0F: 2 clusters Score -9632511 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22062 members Mstep: Class 2 contains 22019 members Entering Unmasked Estep Score: -9600792.000000 Penalty: 13099.884766 Iteration 0F: 3 clusters Score -9600792 nChanged 19201 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22109 members Mstep: Class 2 contains 21972 members Entering Unmasked Estep Score: -9610856.000000 Penalty: 13099.884766 Iteration 1F: 3 clusters Score -9610856 nChanged 2276 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22115 members Mstep: Class 2 contains 21966 members Entering Unmasked Estep Score: -9611673.000000 Penalty: 13099.884766 Iteration 2F: 3 clusters Score -9611673 nChanged 1917 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22034 members Mstep: Class 2 contains 22047 members Entering Unmasked Estep Score: -9612473.000000 Penalty: 13099.884766 Iteration 3Q: 3 clusters Score -9612473 nChanged 1778 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21864 members Mstep: Class 2 contains 22217 members Entering Unmasked Estep Score: -9613120.000000 Penalty: 13099.884766 Iteration 4Q: 3 clusters Score -9613120 nChanged 1567 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21567 members Mstep: Class 2 contains 22514 members Entering Unmasked Estep Score: -9613722.000000 Penalty: 13099.884766 Iteration 5Q: 3 clusters Score -9613722 nChanged 1514 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21141 members Mstep: Class 2 contains 22940 members Entering Unmasked Estep Score: -9614285.000000 Penalty: 13099.884766 Iteration 6Q: 3 clusters Score -9614285 nChanged 1585 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20584 members Mstep: Class 2 contains 23497 members Entering Unmasked Estep Score: -9614864.000000 Penalty: 13099.884766 Iteration 7Q: 3 clusters Score -9614864 nChanged 1643 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19855 members Mstep: Class 2 contains 24226 members Entering Unmasked Estep Score: -9615617.000000 Penalty: 13099.884766 Iteration 8Q: 3 clusters Score -9615617 nChanged 1739 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18916 members Mstep: Class 2 contains 25165 members Entering Unmasked Estep Score: -9616483.000000 Penalty: 13099.884766 Iteration 9Q: 3 clusters Score -9616483 nChanged 1940 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17672 members Mstep: Class 2 contains 26409 members Entering Unmasked Estep Score: -9617453.000000 Penalty: 13099.884766 Iteration 10Q: 3 clusters Score -9617453 nChanged 2130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16120 members Mstep: Class 2 contains 27961 members Entering Unmasked Estep Score: -9618610.000000 Penalty: 13099.884766 Iteration 11Q: 3 clusters Score -9618610 nChanged 2235 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14287 members Mstep: Class 2 contains 29794 members Entering Unmasked Estep Score: -9620047.000000 Penalty: 13099.884766 Iteration 12F: 3 clusters Score -9620047 nChanged 2315 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12238 members Mstep: Class 2 contains 31843 members Entering Unmasked Estep Score: -9621573.000000 Penalty: 13099.884766 Iteration 13F: 3 clusters Score -9621573 nChanged 2318 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10096 members Mstep: Class 2 contains 33985 members Entering Unmasked Estep Score: -9623399.000000 Penalty: 13099.884766 Iteration 14F: 3 clusters Score -9623399 nChanged 2113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8121 members Mstep: Class 2 contains 35960 members Entering Unmasked Estep Score: -9625155.000000 Penalty: 13099.884766 Iteration 15Q: 3 clusters Score -9625155 nChanged 1635 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6554 members Mstep: Class 2 contains 37527 members Entering Unmasked Estep Score: -9626580.000000 Penalty: 13099.884766 Iteration 16Q: 3 clusters Score -9626580 nChanged 1194 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5406 members Mstep: Class 2 contains 38675 members Entering Unmasked Estep Score: -9627731.000000 Penalty: 13099.884766 Iteration 17Q: 3 clusters Score -9627731 nChanged 808 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4628 members Mstep: Class 2 contains 39453 members Entering Unmasked Estep Score: -9628517.000000 Penalty: 13099.884766 Iteration 18Q: 3 clusters Score -9628517 nChanged 527 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4141 members Mstep: Class 2 contains 39940 members Entering Unmasked Estep Score: -9628980.000000 Penalty: 13099.884766 Iteration 19Q: 3 clusters Score -9628980 nChanged 339 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3854 members Mstep: Class 2 contains 40227 members Entering Unmasked Estep Score: -9629244.000000 Penalty: 13099.884766 Iteration 20F: 3 clusters Score -9629244 nChanged 231 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3653 members Mstep: Class 2 contains 40428 members Entering Unmasked Estep Score: -9629387.000000 Penalty: 13099.884766 Iteration 21Q: 3 clusters Score -9629387 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3505 members Mstep: Class 2 contains 40576 members Entering Unmasked Estep Score: -9629492.000000 Penalty: 13099.884766 Iteration 22Q: 3 clusters Score -9629492 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3408 members Mstep: Class 2 contains 40673 members Entering Unmasked Estep Score: -9629556.000000 Penalty: 13099.884766 Iteration 23Q: 3 clusters Score -9629556 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3335 members Mstep: Class 2 contains 40746 members Entering Unmasked Estep Score: -9629604.000000 Penalty: 13099.884766 Iteration 24Q: 3 clusters Score -9629604 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3275 members Mstep: Class 2 contains 40806 members Entering Unmasked Estep Score: -9629634.000000 Penalty: 13099.884766 Iteration 25Q: 3 clusters Score -9629634 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3223 members Mstep: Class 2 contains 40858 members Entering Unmasked Estep Score: -9629681.000000 Penalty: 13099.884766 Iteration 26Q: 3 clusters Score -9629681 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3173 members Mstep: Class 2 contains 40908 members Entering Unmasked Estep Score: -9629713.000000 Penalty: 13099.884766 Iteration 27Q: 3 clusters Score -9629713 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3134 members Mstep: Class 2 contains 40947 members Entering Unmasked Estep Score: -9629683.000000 Penalty: 13099.884766 Iteration 28Q: 3 clusters Score -9629683 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3098 members Mstep: Class 2 contains 40983 members Entering Unmasked Estep Score: -9629708.000000 Penalty: 13099.884766 Iteration 29Q: 3 clusters Score -9629708 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3080 members Mstep: Class 2 contains 41001 members Entering Unmasked Estep Score: -9629702.000000 Penalty: 13099.884766 Iteration 30Q: 3 clusters Score -9629702 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3055 members Mstep: Class 2 contains 41026 members Entering Unmasked Estep Score: -9629711.000000 Penalty: 13099.884766 Iteration 31Q: 3 clusters Score -9629711 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3034 members Mstep: Class 2 contains 41047 members Entering Unmasked Estep Score: -9629711.000000 Penalty: 13099.884766 Iteration 32Q: 3 clusters Score -9629711 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3018 members Mstep: Class 2 contains 41063 members Entering Unmasked Estep Score: -9629721.000000 Penalty: 13099.884766 Iteration 33Q: 3 clusters Score -9629721 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3007 members Mstep: Class 2 contains 41074 members Entering Unmasked Estep Score: -9629730.000000 Penalty: 13099.884766 Iteration 34Q: 3 clusters Score -9629730 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3001 members Mstep: Class 2 contains 41080 members Entering Unmasked Estep Score: -9629738.000000 Penalty: 13099.884766 Iteration 35Q: 3 clusters Score -9629738 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2997 members Mstep: Class 2 contains 41084 members Entering Unmasked Estep Score: -9629741.000000 Penalty: 13099.884766 Iteration 36Q: 3 clusters Score -9629741 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2993 members Mstep: Class 2 contains 41088 members Entering Unmasked Estep Score: -9629743.000000 Penalty: 13099.884766 Iteration 37Q: 3 clusters Score -9629743 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2989 members Mstep: Class 2 contains 41092 members Entering Unmasked Estep Score: -9629749.000000 Penalty: 13099.884766 Iteration 38Q: 3 clusters Score -9629749 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2988 members Mstep: Class 2 contains 41093 members Entering Unmasked Estep Score: -9629753.000000 Penalty: 13099.884766 Iteration 39Q: 3 clusters Score -9629753 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2987 members Mstep: Class 2 contains 41094 members Entering Unmasked Estep Score: -9629744.000000 Penalty: 13099.884766 Iteration 40F: 3 clusters Score -9629744 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (843 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 843 members Entering Unmasked Estep Score: -160877.734375 Penalty: 4126.392578 Iteration 0F: 2 clusters Score -160877.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 428 members Mstep: Class 2 contains 415 members Entering Unmasked Estep Score: -157191.031250 Penalty: 8252.785156 Iteration 0F: 3 clusters Score -157191 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 391 members Mstep: Class 2 contains 452 members Entering Unmasked Estep Score: -157679.187500 Penalty: 8252.785156 Iteration 1F: 3 clusters Score -157679.2 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 370 members Mstep: Class 2 contains 473 members Entering Unmasked Estep Score: -157928.671875 Penalty: 8252.785156 Iteration 2F: 3 clusters Score -157928.7 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 354 members Mstep: Class 2 contains 489 members Entering Unmasked Estep Score: -158051.859375 Penalty: 8252.785156 Iteration 3Q: 3 clusters Score -158051.9 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 346 members Mstep: Class 2 contains 497 members Entering Unmasked Estep Score: -158146.093750 Penalty: 8252.785156 Iteration 4Q: 3 clusters Score -158146.1 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 347 members Mstep: Class 2 contains 496 members Entering Unmasked Estep Score: -158241.265625 Penalty: 8252.785156 Iteration 5Q: 3 clusters Score -158241.3 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 342 members Mstep: Class 2 contains 501 members Entering Unmasked Estep Score: -158308.515625 Penalty: 8252.785156 Iteration 6Q: 3 clusters Score -158308.5 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 340 members Mstep: Class 2 contains 503 members Entering Unmasked Estep Score: -158416.000000 Penalty: 8252.785156 Iteration 7Q: 3 clusters Score -158416 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 334 members Mstep: Class 2 contains 509 members Entering Unmasked Estep Score: -158529.125000 Penalty: 8252.785156 Iteration 8Q: 3 clusters Score -158529.1 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 325 members Mstep: Class 2 contains 518 members Entering Unmasked Estep Score: -158618.875000 Penalty: 8252.785156 Iteration 9Q: 3 clusters Score -158618.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 316 members Mstep: Class 2 contains 527 members Entering Unmasked Estep Score: -158669.265625 Penalty: 8252.785156 Iteration 10Q: 3 clusters Score -158669.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 312 members Mstep: Class 2 contains 531 members Entering Unmasked Estep Score: -158788.968750 Penalty: 8252.785156 Iteration 11Q: 3 clusters Score -158789 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 308 members Mstep: Class 2 contains 535 members Entering Unmasked Estep Score: -158943.500000 Penalty: 8252.785156 Iteration 12Q: 3 clusters Score -158943.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 302 members Mstep: Class 2 contains 541 members Entering Unmasked Estep Score: -159002.234375 Penalty: 8252.785156 Iteration 13Q: 3 clusters Score -159002.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 294 members Mstep: Class 2 contains 549 members Entering Unmasked Estep Score: -159045.703125 Penalty: 8252.785156 Iteration 14Q: 3 clusters Score -159045.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 290 members Mstep: Class 2 contains 553 members Entering Unmasked Estep Score: -159083.328125 Penalty: 8252.785156 Iteration 15Q: 3 clusters Score -159083.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 284 members Mstep: Class 2 contains 559 members Entering Unmasked Estep Score: -159118.312500 Penalty: 8252.785156 Iteration 16Q: 3 clusters Score -159118.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 278 members Mstep: Class 2 contains 565 members Entering Unmasked Estep Score: -159161.031250 Penalty: 8252.785156 Iteration 17Q: 3 clusters Score -159161 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 273 members Mstep: Class 2 contains 570 members Entering Unmasked Estep Score: -159201.593750 Penalty: 8252.785156 Iteration 18Q: 3 clusters Score -159201.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 272 members Mstep: Class 2 contains 571 members Entering Unmasked Estep Score: -159246.343750 Penalty: 8252.785156 Iteration 19Q: 3 clusters Score -159246.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 270 members Mstep: Class 2 contains 573 members Entering Unmasked Estep Score: -159268.312500 Penalty: 8252.785156 Iteration 20F: 3 clusters Score -159268.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 271 members Mstep: Class 2 contains 572 members Entering Unmasked Estep Score: -159318.562500 Penalty: 8252.785156 Iteration 21Q: 3 clusters Score -159318.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 271 members Mstep: Class 2 contains 572 members Entering Unmasked Estep Score: -159334.890625 Penalty: 8252.785156 Iteration 22Q: 3 clusters Score -159334.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 268 members Mstep: Class 2 contains 575 members Entering Unmasked Estep Score: -159360.812500 Penalty: 8252.785156 Iteration 23Q: 3 clusters Score -159360.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 267 members Mstep: Class 2 contains 576 members Entering Unmasked Estep Score: -159365.875000 Penalty: 8252.785156 Iteration 24Q: 3 clusters Score -159365.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 267 members Mstep: Class 2 contains 576 members Entering Unmasked Estep Score: -159372.406250 Penalty: 8252.785156 Iteration 25F: 3 clusters Score -159372.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 268 members Mstep: Class 2 contains 575 members Entering Unmasked Estep Score: -159513.781250 Penalty: 8252.785156 Iteration 26Q: 3 clusters Score -159513.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 265 members Mstep: Class 2 contains 578 members Entering Unmasked Estep Score: -159525.937500 Penalty: 8252.785156 Iteration 27Q: 3 clusters Score -159525.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 264 members Mstep: Class 2 contains 579 members Entering Unmasked Estep Score: -159530.343750 Penalty: 8252.785156 Iteration 28Q: 3 clusters Score -159530.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 264 members Mstep: Class 2 contains 579 members Entering Unmasked Estep Score: -159530.343750 Penalty: 8252.785156 Iteration 29F: 3 clusters Score -159530.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (158696 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 158696 members Entering Unmasked Estep Score: -34835940.000000 Penalty: 7334.531738 Iteration 0F: 2 clusters Score -3.483594e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 79389 members Mstep: Class 2 contains 79307 members Entering Unmasked Estep Score: -34728472.000000 Penalty: 14669.063477 Iteration 0F: 3 clusters Score -3.472847e+07 nChanged 73989 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80944 members Mstep: Class 2 contains 77752 members Entering Unmasked Estep Score: -34769852.000000 Penalty: 14669.063477 Iteration 1F: 3 clusters Score -3.476985e+07 nChanged 5336 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81918 members Mstep: Class 2 contains 76778 members Entering Unmasked Estep Score: -34771016.000000 Penalty: 14669.063477 Iteration 2Q: 3 clusters Score -3.477102e+07 nChanged 4993 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 83271 members Mstep: Class 2 contains 75425 members Entering Unmasked Estep Score: -34771964.000000 Penalty: 14669.063477 Iteration 3Q: 3 clusters Score -3.477196e+07 nChanged 4736 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 85011 members Mstep: Class 2 contains 73685 members Entering Unmasked Estep Score: -34773016.000000 Penalty: 14669.063477 Iteration 4Q: 3 clusters Score -3.477302e+07 nChanged 4716 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87507 members Mstep: Class 2 contains 71189 members Entering Unmasked Estep Score: -34774184.000000 Penalty: 14669.063477 Iteration 5Q: 3 clusters Score -3.477418e+07 nChanged 5007 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91140 members Mstep: Class 2 contains 67556 members Entering Unmasked Estep Score: -34775648.000000 Penalty: 14669.063477 Iteration 6Q: 3 clusters Score -3.477565e+07 nChanged 5994 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96390 members Mstep: Class 2 contains 62306 members Entering Unmasked Estep Score: -34777952.000000 Penalty: 14669.063477 Iteration 7Q: 3 clusters Score -3.477795e+07 nChanged 7538 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 103600 members Mstep: Class 2 contains 55096 members Entering Unmasked Estep Score: -34781756.000000 Penalty: 14669.063477 Iteration 8Q: 3 clusters Score -3.478176e+07 nChanged 9866 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 113356 members Mstep: Class 2 contains 45340 members Entering Unmasked Estep Score: -34787896.000000 Penalty: 14669.063477 Iteration 9F: 3 clusters Score -3.47879e+07 nChanged 12096 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 125424 members Mstep: Class 2 contains 33272 members Entering Unmasked Estep Score: -34797752.000000 Penalty: 14669.063477 Iteration 10F: 3 clusters Score -3.479775e+07 nChanged 12976 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 138392 members Mstep: Class 2 contains 20304 members Entering Unmasked Estep Score: -34809628.000000 Penalty: 14669.063477 Iteration 11F: 3 clusters Score -3.480963e+07 nChanged 10544 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 148932 members Mstep: Class 2 contains 9764 members Entering Unmasked Estep Score: -34820116.000000 Penalty: 14669.063477 Iteration 12F: 3 clusters Score -3.482012e+07 nChanged 5928 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 154850 members Mstep: Class 2 contains 3846 members Entering Unmasked Estep Score: -34825996.000000 Penalty: 14669.063477 Iteration 13Q: 3 clusters Score -3.4826e+07 nChanged 2294 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 157134 members Mstep: Class 2 contains 1562 members Entering Unmasked Estep Score: -34828176.000000 Penalty: 14669.063477 Iteration 14Q: 3 clusters Score -3.482818e+07 nChanged 694 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 157810 members Mstep: Class 2 contains 886 members Entering Unmasked Estep Score: -34828880.000000 Penalty: 14669.063477 Iteration 15Q: 3 clusters Score -3.482888e+07 nChanged 210 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 157984 members Mstep: Class 2 contains 712 members Entering Unmasked Estep Score: -34829216.000000 Penalty: 14669.063477 Iteration 16Q: 3 clusters Score -3.482922e+07 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 158060 members Mstep: Class 2 contains 636 members Entering Unmasked Estep Score: -34829300.000000 Penalty: 14669.063477 Iteration 17Q: 3 clusters Score -3.48293e+07 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 158097 members Mstep: Class 2 contains 599 members Entering Unmasked Estep Score: -34829400.000000 Penalty: 14669.063477 Iteration 18Q: 3 clusters Score -3.48294e+07 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 158121 members Mstep: Class 2 contains 575 members Entering Unmasked Estep Score: -34829464.000000 Penalty: 14669.063477 Iteration 19Q: 3 clusters Score -3.482946e+07 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 158131 members Mstep: Class 2 contains 565 members Entering Unmasked Estep Score: -34829488.000000 Penalty: 14669.063477 Iteration 20F: 3 clusters Score -3.482949e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 158137 members Mstep: Class 2 contains 559 members Entering Unmasked Estep Score: -34829524.000000 Penalty: 14669.063477 Iteration 21Q: 3 clusters Score -3.482952e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 158143 members Mstep: Class 2 contains 553 members Entering Unmasked Estep Score: -34829532.000000 Penalty: 14669.063477 Iteration 22Q: 3 clusters Score -3.482953e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 158144 members Mstep: Class 2 contains 552 members Entering Unmasked Estep Score: -34829564.000000 Penalty: 14669.063477 Iteration 23Q: 3 clusters Score -3.482956e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 158142 members Mstep: Class 2 contains 554 members Entering Unmasked Estep Score: -34829580.000000 Penalty: 14669.063477 Iteration 24Q: 3 clusters Score -3.482958e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 158141 members Mstep: Class 2 contains 555 members Entering Unmasked Estep Score: -34829560.000000 Penalty: 14669.063477 Iteration 25Q: 3 clusters Score -3.482956e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 158142 members Mstep: Class 2 contains 554 members Entering Unmasked Estep Score: -34829564.000000 Penalty: 14669.063477 Iteration 26Q: 3 clusters Score -3.482956e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 158142 members Mstep: Class 2 contains 554 members Entering Unmasked Estep Score: -34829564.000000 Penalty: 14669.063477 Iteration 27F: 3 clusters Score -3.482956e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (18924 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18924 members Entering Unmasked Estep Score: -4014215.000000 Penalty: 6032.014160 Iteration 0F: 2 clusters Score -4014215 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9614 members Mstep: Class 2 contains 9310 members Entering Unmasked Estep Score: -3998382.000000 Penalty: 12064.028320 Iteration 0F: 3 clusters Score -3998382 nChanged 7563 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9899 members Mstep: Class 2 contains 9025 members Entering Unmasked Estep Score: -4002480.500000 Penalty: 12064.028320 Iteration 1F: 3 clusters Score -4002480 nChanged 1255 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10068 members Mstep: Class 2 contains 8856 members Entering Unmasked Estep Score: -4003126.500000 Penalty: 12064.028320 Iteration 2F: 3 clusters Score -4003126 nChanged 919 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10291 members Mstep: Class 2 contains 8633 members Entering Unmasked Estep Score: -4003512.500000 Penalty: 12064.028320 Iteration 3Q: 3 clusters Score -4003512 nChanged 690 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10523 members Mstep: Class 2 contains 8401 members Entering Unmasked Estep Score: -4003796.500000 Penalty: 12064.028320 Iteration 4Q: 3 clusters Score -4003796 nChanged 568 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10769 members Mstep: Class 2 contains 8155 members Entering Unmasked Estep Score: -4004038.000000 Penalty: 12064.028320 Iteration 5Q: 3 clusters Score -4004038 nChanged 510 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11037 members Mstep: Class 2 contains 7887 members Entering Unmasked Estep Score: -4004230.000000 Penalty: 12064.028320 Iteration 6Q: 3 clusters Score -4004230 nChanged 454 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11317 members Mstep: Class 2 contains 7607 members Entering Unmasked Estep Score: -4004423.000000 Penalty: 12064.028320 Iteration 7Q: 3 clusters Score -4004423 nChanged 437 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11602 members Mstep: Class 2 contains 7322 members Entering Unmasked Estep Score: -4004606.750000 Penalty: 12064.028320 Iteration 8Q: 3 clusters Score -4004607 nChanged 438 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11932 members Mstep: Class 2 contains 6992 members Entering Unmasked Estep Score: -4004806.750000 Penalty: 12064.028320 Iteration 9Q: 3 clusters Score -4004807 nChanged 447 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12267 members Mstep: Class 2 contains 6657 members Entering Unmasked Estep Score: -4005009.250000 Penalty: 12064.028320 Iteration 10Q: 3 clusters Score -4005009 nChanged 453 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12614 members Mstep: Class 2 contains 6310 members Entering Unmasked Estep Score: -4005203.500000 Penalty: 12064.028320 Iteration 11Q: 3 clusters Score -4005204 nChanged 459 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12993 members Mstep: Class 2 contains 5931 members Entering Unmasked Estep Score: -4005441.250000 Penalty: 12064.028320 Iteration 12Q: 3 clusters Score -4005441 nChanged 475 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13398 members Mstep: Class 2 contains 5526 members Entering Unmasked Estep Score: -4005715.500000 Penalty: 12064.028320 Iteration 13Q: 3 clusters Score -4005716 nChanged 497 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13831 members Mstep: Class 2 contains 5093 members Entering Unmasked Estep Score: -4005980.500000 Penalty: 12064.028320 Iteration 14Q: 3 clusters Score -4005980 nChanged 508 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14295 members Mstep: Class 2 contains 4629 members Entering Unmasked Estep Score: -4006302.000000 Penalty: 12064.028320 Iteration 15Q: 3 clusters Score -4006302 nChanged 522 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14781 members Mstep: Class 2 contains 4143 members Entering Unmasked Estep Score: -4006620.750000 Penalty: 12064.028320 Iteration 16Q: 3 clusters Score -4006621 nChanged 515 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15246 members Mstep: Class 2 contains 3678 members Entering Unmasked Estep Score: -4006980.750000 Penalty: 12064.028320 Iteration 17Q: 3 clusters Score -4006981 nChanged 501 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15701 members Mstep: Class 2 contains 3223 members Entering Unmasked Estep Score: -4007344.000000 Penalty: 12064.028320 Iteration 18Q: 3 clusters Score -4007344 nChanged 468 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16139 members Mstep: Class 2 contains 2785 members Entering Unmasked Estep Score: -4007684.250000 Penalty: 12064.028320 Iteration 19Q: 3 clusters Score -4007684 nChanged 361 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16474 members Mstep: Class 2 contains 2450 members Entering Unmasked Estep Score: -4007971.250000 Penalty: 12064.028320 Iteration 20F: 3 clusters Score -4007971 nChanged 290 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16728 members Mstep: Class 2 contains 2196 members Entering Unmasked Estep Score: -4008201.750000 Penalty: 12064.028320 Iteration 21Q: 3 clusters Score -4008202 nChanged 245 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16951 members Mstep: Class 2 contains 1973 members Entering Unmasked Estep Score: -4008378.000000 Penalty: 12064.028320 Iteration 22Q: 3 clusters Score -4008378 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17100 members Mstep: Class 2 contains 1824 members Entering Unmasked Estep Score: -4008489.000000 Penalty: 12064.028320 Iteration 23Q: 3 clusters Score -4008489 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17222 members Mstep: Class 2 contains 1702 members Entering Unmasked Estep Score: -4008569.500000 Penalty: 12064.028320 Iteration 24Q: 3 clusters Score -4008570 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17317 members Mstep: Class 2 contains 1607 members Entering Unmasked Estep Score: -4008646.000000 Penalty: 12064.028320 Iteration 25Q: 3 clusters Score -4008646 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17396 members Mstep: Class 2 contains 1528 members Entering Unmasked Estep Score: -4008694.000000 Penalty: 12064.028320 Iteration 26Q: 3 clusters Score -4008694 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17455 members Mstep: Class 2 contains 1469 members Entering Unmasked Estep Score: -4008740.500000 Penalty: 12064.028320 Iteration 27Q: 3 clusters Score -4008740 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17507 members Mstep: Class 2 contains 1417 members Entering Unmasked Estep Score: -4008776.000000 Penalty: 12064.028320 Iteration 28Q: 3 clusters Score -4008776 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17551 members Mstep: Class 2 contains 1373 members Entering Unmasked Estep Score: -4008806.000000 Penalty: 12064.028320 Iteration 29Q: 3 clusters Score -4008806 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17585 members Mstep: Class 2 contains 1339 members Entering Unmasked Estep Score: -4008828.500000 Penalty: 12064.028320 Iteration 30Q: 3 clusters Score -4008828 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17608 members Mstep: Class 2 contains 1316 members Entering Unmasked Estep Score: -4008853.500000 Penalty: 12064.028320 Iteration 31Q: 3 clusters Score -4008854 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17639 members Mstep: Class 2 contains 1285 members Entering Unmasked Estep Score: -4008885.000000 Penalty: 12064.028320 Iteration 32Q: 3 clusters Score -4008885 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17661 members Mstep: Class 2 contains 1263 members Entering Unmasked Estep Score: -4008897.750000 Penalty: 12064.028320 Iteration 33Q: 3 clusters Score -4008898 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17684 members Mstep: Class 2 contains 1240 members Entering Unmasked Estep Score: -4008923.750000 Penalty: 12064.028320 Iteration 34Q: 3 clusters Score -4008924 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17702 members Mstep: Class 2 contains 1222 members Entering Unmasked Estep Score: -4008932.500000 Penalty: 12064.028320 Iteration 35Q: 3 clusters Score -4008932 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17721 members Mstep: Class 2 contains 1203 members Entering Unmasked Estep Score: -4008949.000000 Penalty: 12064.028320 Iteration 36Q: 3 clusters Score -4008949 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17747 members Mstep: Class 2 contains 1177 members Entering Unmasked Estep Score: -4008963.750000 Penalty: 12064.028320 Iteration 37Q: 3 clusters Score -4008964 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17765 members Mstep: Class 2 contains 1159 members Entering Unmasked Estep Score: -4008979.250000 Penalty: 12064.028320 Iteration 38Q: 3 clusters Score -4008979 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17776 members Mstep: Class 2 contains 1148 members Entering Unmasked Estep Score: -4009007.000000 Penalty: 12064.028320 Iteration 39Q: 3 clusters Score -4009007 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17790 members Mstep: Class 2 contains 1134 members Entering Unmasked Estep Score: -4009012.500000 Penalty: 12064.028320 Iteration 40F: 3 clusters Score -4009012 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17798 members Mstep: Class 2 contains 1126 members Entering Unmasked Estep Score: -4009018.500000 Penalty: 12064.028320 Iteration 41Q: 3 clusters Score -4009018 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17805 members Mstep: Class 2 contains 1119 members Entering Unmasked Estep Score: -4009030.500000 Penalty: 12064.028320 Iteration 42Q: 3 clusters Score -4009030 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17812 members Mstep: Class 2 contains 1112 members Entering Unmasked Estep Score: -4009031.500000 Penalty: 12064.028320 Iteration 43Q: 3 clusters Score -4009032 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17819 members Mstep: Class 2 contains 1105 members Entering Unmasked Estep Score: -4009035.500000 Penalty: 12064.028320 Iteration 44Q: 3 clusters Score -4009036 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17824 members Mstep: Class 2 contains 1100 members Entering Unmasked Estep Score: -4009043.000000 Penalty: 12064.028320 Iteration 45Q: 3 clusters Score -4009043 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17830 members Mstep: Class 2 contains 1094 members Entering Unmasked Estep Score: -4009049.000000 Penalty: 12064.028320 Iteration 46Q: 3 clusters Score -4009049 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17832 members Mstep: Class 2 contains 1092 members Entering Unmasked Estep Score: -4009053.750000 Penalty: 12064.028320 Iteration 47Q: 3 clusters Score -4009054 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17834 members Mstep: Class 2 contains 1090 members Entering Unmasked Estep Score: -4009055.250000 Penalty: 12064.028320 Iteration 48Q: 3 clusters Score -4009055 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17836 members Mstep: Class 2 contains 1088 members Entering Unmasked Estep Score: -4009054.750000 Penalty: 12064.028320 Iteration 49Q: 3 clusters Score -4009055 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17838 members Mstep: Class 2 contains 1086 members Entering Unmasked Estep Score: -4009063.750000 Penalty: 12064.028320 Iteration 50Q: 3 clusters Score -4009064 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17840 members Mstep: Class 2 contains 1084 members Entering Unmasked Estep Score: -4009057.750000 Penalty: 12064.028320 Iteration 51Q: 3 clusters Score -4009058 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17842 members Mstep: Class 2 contains 1082 members Entering Unmasked Estep Score: -4009059.500000 Penalty: 12064.028320 Iteration 52Q: 3 clusters Score -4009060 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17845 members Mstep: Class 2 contains 1079 members Entering Unmasked Estep Score: -4009063.500000 Penalty: 12064.028320 Iteration 53Q: 3 clusters Score -4009064 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17847 members Mstep: Class 2 contains 1077 members Entering Unmasked Estep Score: -4009061.500000 Penalty: 12064.028320 Iteration 54Q: 3 clusters Score -4009062 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17848 members Mstep: Class 2 contains 1076 members Entering Unmasked Estep Score: -4009066.000000 Penalty: 12064.028320 Iteration 55Q: 3 clusters Score -4009066 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17848 members Mstep: Class 2 contains 1076 members Entering Unmasked Estep Score: -4009069.250000 Penalty: 12064.028320 Iteration 56Q: 3 clusters Score -4009069 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17848 members Mstep: Class 2 contains 1076 members Entering Unmasked Estep Score: -4009069.250000 Penalty: 12064.028320 Iteration 57F: 3 clusters Score -4009069 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (490 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 490 members Entering Unmasked Estep Score: -92731.945312 Penalty: 3794.073486 Iteration 0F: 2 clusters Score -92731.95 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 243 members Mstep: Class 2 contains 247 members Entering Unmasked Estep Score: -89409.148438 Penalty: 7588.146973 Iteration 0F: 3 clusters Score -89409.15 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 240 members Mstep: Class 2 contains 250 members Entering Unmasked Estep Score: -89618.031250 Penalty: 7588.146973 Iteration 1F: 3 clusters Score -89618.03 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 235 members Mstep: Class 2 contains 255 members Entering Unmasked Estep Score: -89693.351562 Penalty: 7588.146973 Iteration 2Q: 3 clusters Score -89693.35 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 238 members Mstep: Class 2 contains 252 members Entering Unmasked Estep Score: -89744.468750 Penalty: 7588.146973 Iteration 3Q: 3 clusters Score -89744.47 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 240 members Mstep: Class 2 contains 250 members Entering Unmasked Estep Score: -89751.929688 Penalty: 7588.146973 Iteration 4Q: 3 clusters Score -89751.93 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 242 members Mstep: Class 2 contains 248 members Entering Unmasked Estep Score: -89764.109375 Penalty: 7588.146973 Iteration 5Q: 3 clusters Score -89764.11 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 242 members Mstep: Class 2 contains 248 members Entering Unmasked Estep Score: -89771.273438 Penalty: 7588.146973 Iteration 6Q: 3 clusters Score -89771.27 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 241 members Mstep: Class 2 contains 249 members Entering Unmasked Estep Score: -89776.078125 Penalty: 7588.146973 Iteration 7Q: 3 clusters Score -89776.08 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 239 members Mstep: Class 2 contains 251 members Entering Unmasked Estep Score: -89808.859375 Penalty: 7588.146973 Iteration 8Q: 3 clusters Score -89808.86 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 239 members Mstep: Class 2 contains 251 members Entering Unmasked Estep Score: -89827.882812 Penalty: 7588.146973 Iteration 9Q: 3 clusters Score -89827.88 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 241 members Mstep: Class 2 contains 249 members Entering Unmasked Estep Score: -89849.375000 Penalty: 7588.146973 Iteration 10Q: 3 clusters Score -89849.38 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 245 members Mstep: Class 2 contains 245 members Entering Unmasked Estep Score: -89873.921875 Penalty: 7588.146973 Iteration 11Q: 3 clusters Score -89873.92 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 247 members Mstep: Class 2 contains 243 members Entering Unmasked Estep Score: -89904.359375 Penalty: 7588.146973 Iteration 12Q: 3 clusters Score -89904.36 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251 members Mstep: Class 2 contains 239 members Entering Unmasked Estep Score: -89975.453125 Penalty: 7588.146973 Iteration 13Q: 3 clusters Score -89975.45 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 255 members Mstep: Class 2 contains 235 members Entering Unmasked Estep Score: -90000.992188 Penalty: 7588.146973 Iteration 14Q: 3 clusters Score -90000.99 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 255 members Mstep: Class 2 contains 235 members Entering Unmasked Estep Score: -90021.492188 Penalty: 7588.146973 Iteration 15Q: 3 clusters Score -90021.49 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 257 members Mstep: Class 2 contains 233 members Entering Unmasked Estep Score: -90060.765625 Penalty: 7588.146973 Iteration 16Q: 3 clusters Score -90060.77 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 256 members Mstep: Class 2 contains 234 members Entering Unmasked Estep Score: -90106.968750 Penalty: 7588.146973 Iteration 17Q: 3 clusters Score -90106.97 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 259 members Mstep: Class 2 contains 231 members Entering Unmasked Estep Score: -90181.062500 Penalty: 7588.146973 Iteration 18Q: 3 clusters Score -90181.06 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 260 members Mstep: Class 2 contains 230 members Entering Unmasked Estep Score: -90192.648438 Penalty: 7588.146973 Iteration 19Q: 3 clusters Score -90192.65 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 261 members Mstep: Class 2 contains 229 members Entering Unmasked Estep Score: -90199.804688 Penalty: 7588.146973 Iteration 20F: 3 clusters Score -90199.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 262 members Mstep: Class 2 contains 228 members Entering Unmasked Estep Score: -90202.085938 Penalty: 7588.146973 Iteration 21Q: 3 clusters Score -90202.09 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 262 members Mstep: Class 2 contains 228 members Entering Unmasked Estep Score: -90202.085938 Penalty: 7588.146973 Iteration 22F: 3 clusters Score -90202.09 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (15769 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15769 members Entering Unmasked Estep Score: -3458462.750000 Penalty: 5920.303223 Iteration 0F: 2 clusters Score -3458463 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7902 members Mstep: Class 2 contains 7867 members Entering Unmasked Estep Score: -3444591.500000 Penalty: 11840.606445 Iteration 0F: 3 clusters Score -3444592 nChanged 6150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7914 members Mstep: Class 2 contains 7855 members Entering Unmasked Estep Score: -3447840.750000 Penalty: 11840.606445 Iteration 1F: 3 clusters Score -3447841 nChanged 1113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7929 members Mstep: Class 2 contains 7840 members Entering Unmasked Estep Score: -3448400.500000 Penalty: 11840.606445 Iteration 2F: 3 clusters Score -3448400 nChanged 792 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7905 members Mstep: Class 2 contains 7864 members Entering Unmasked Estep Score: -3448803.250000 Penalty: 11840.606445 Iteration 3F: 3 clusters Score -3448803 nChanged 621 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7888 members Mstep: Class 2 contains 7881 members Entering Unmasked Estep Score: -3449116.250000 Penalty: 11840.606445 Iteration 4Q: 3 clusters Score -3449116 nChanged 525 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7857 members Mstep: Class 2 contains 7912 members Entering Unmasked Estep Score: -3449354.750000 Penalty: 11840.606445 Iteration 5Q: 3 clusters Score -3449355 nChanged 443 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7834 members Mstep: Class 2 contains 7935 members Entering Unmasked Estep Score: -3449545.750000 Penalty: 11840.606445 Iteration 6Q: 3 clusters Score -3449546 nChanged 395 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7777 members Mstep: Class 2 contains 7992 members Entering Unmasked Estep Score: -3449696.250000 Penalty: 11840.606445 Iteration 7Q: 3 clusters Score -3449696 nChanged 351 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7702 members Mstep: Class 2 contains 8067 members Entering Unmasked Estep Score: -3449848.500000 Penalty: 11840.606445 Iteration 8Q: 3 clusters Score -3449848 nChanged 347 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7589 members Mstep: Class 2 contains 8180 members Entering Unmasked Estep Score: -3450013.000000 Penalty: 11840.606445 Iteration 9Q: 3 clusters Score -3450013 nChanged 338 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7497 members Mstep: Class 2 contains 8272 members Entering Unmasked Estep Score: -3450187.750000 Penalty: 11840.606445 Iteration 10Q: 3 clusters Score -3450188 nChanged 358 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7411 members Mstep: Class 2 contains 8358 members Entering Unmasked Estep Score: -3450403.250000 Penalty: 11840.606445 Iteration 11Q: 3 clusters Score -3450403 nChanged 444 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7313 members Mstep: Class 2 contains 8456 members Entering Unmasked Estep Score: -3450712.250000 Penalty: 11840.606445 Iteration 12Q: 3 clusters Score -3450712 nChanged 539 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7162 members Mstep: Class 2 contains 8607 members Entering Unmasked Estep Score: -3451127.750000 Penalty: 11840.606445 Iteration 13Q: 3 clusters Score -3451128 nChanged 631 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6997 members Mstep: Class 2 contains 8772 members Entering Unmasked Estep Score: -3451696.500000 Penalty: 11840.606445 Iteration 14Q: 3 clusters Score -3451696 nChanged 712 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6717 members Mstep: Class 2 contains 9052 members Entering Unmasked Estep Score: -3452368.750000 Penalty: 11840.606445 Iteration 15Q: 3 clusters Score -3452369 nChanged 780 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6371 members Mstep: Class 2 contains 9398 members Entering Unmasked Estep Score: -3453177.000000 Penalty: 11840.606445 Iteration 16Q: 3 clusters Score -3453177 nChanged 875 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5926 members Mstep: Class 2 contains 9843 members Entering Unmasked Estep Score: -3454003.250000 Penalty: 11840.606445 Iteration 17F: 3 clusters Score -3454003 nChanged 801 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5391 members Mstep: Class 2 contains 10378 members Entering Unmasked Estep Score: -3454705.750000 Penalty: 11840.606445 Iteration 18F: 3 clusters Score -3454706 nChanged 689 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4848 members Mstep: Class 2 contains 10921 members Entering Unmasked Estep Score: -3455342.500000 Penalty: 11840.606445 Iteration 19Q: 3 clusters Score -3455342 nChanged 535 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4387 members Mstep: Class 2 contains 11382 members Entering Unmasked Estep Score: -3455903.250000 Penalty: 11840.606445 Iteration 20F: 3 clusters Score -3455903 nChanged 453 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3988 members Mstep: Class 2 contains 11781 members Entering Unmasked Estep Score: -3456428.750000 Penalty: 11840.606445 Iteration 21Q: 3 clusters Score -3456429 nChanged 315 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3703 members Mstep: Class 2 contains 12066 members Entering Unmasked Estep Score: -3456791.250000 Penalty: 11840.606445 Iteration 22Q: 3 clusters Score -3456791 nChanged 214 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3507 members Mstep: Class 2 contains 12262 members Entering Unmasked Estep Score: -3456995.500000 Penalty: 11840.606445 Iteration 23Q: 3 clusters Score -3456996 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3379 members Mstep: Class 2 contains 12390 members Entering Unmasked Estep Score: -3457114.000000 Penalty: 11840.606445 Iteration 24Q: 3 clusters Score -3457114 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3274 members Mstep: Class 2 contains 12495 members Entering Unmasked Estep Score: -3457186.750000 Penalty: 11840.606445 Iteration 25Q: 3 clusters Score -3457187 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3201 members Mstep: Class 2 contains 12568 members Entering Unmasked Estep Score: -3457221.000000 Penalty: 11840.606445 Iteration 26Q: 3 clusters Score -3457221 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3146 members Mstep: Class 2 contains 12623 members Entering Unmasked Estep Score: -3457242.500000 Penalty: 11840.606445 Iteration 27Q: 3 clusters Score -3457242 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3119 members Mstep: Class 2 contains 12650 members Entering Unmasked Estep Score: -3457255.750000 Penalty: 11840.606445 Iteration 28Q: 3 clusters Score -3457256 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3110 members Mstep: Class 2 contains 12659 members Entering Unmasked Estep Score: -3457255.500000 Penalty: 11840.606445 Iteration 29Q: 3 clusters Score -3457256 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3099 members Mstep: Class 2 contains 12670 members Entering Unmasked Estep Score: -3457266.250000 Penalty: 11840.606445 Iteration 30Q: 3 clusters Score -3457266 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3093 members Mstep: Class 2 contains 12676 members Entering Unmasked Estep Score: -3457270.500000 Penalty: 11840.606445 Iteration 31Q: 3 clusters Score -3457270 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3091 members Mstep: Class 2 contains 12678 members Entering Unmasked Estep Score: -3457266.500000 Penalty: 11840.606445 Iteration 32Q: 3 clusters Score -3457266 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3090 members Mstep: Class 2 contains 12679 members Entering Unmasked Estep Score: -3457259.750000 Penalty: 11840.606445 Iteration 33Q: 3 clusters Score -3457260 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3088 members Mstep: Class 2 contains 12681 members Entering Unmasked Estep Score: -3457269.000000 Penalty: 11840.606445 Iteration 34Q: 3 clusters Score -3457269 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3086 members Mstep: Class 2 contains 12683 members Entering Unmasked Estep Score: -3457270.750000 Penalty: 11840.606445 Iteration 35Q: 3 clusters Score -3457271 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3081 members Mstep: Class 2 contains 12688 members Entering Unmasked Estep Score: -3457273.500000 Penalty: 11840.606445 Iteration 36Q: 3 clusters Score -3457274 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3077 members Mstep: Class 2 contains 12692 members Entering Unmasked Estep Score: -3457275.250000 Penalty: 11840.606445 Iteration 37Q: 3 clusters Score -3457275 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3075 members Mstep: Class 2 contains 12694 members Entering Unmasked Estep Score: -3457277.250000 Penalty: 11840.606445 Iteration 38Q: 3 clusters Score -3457277 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3074 members Mstep: Class 2 contains 12695 members Entering Unmasked Estep Score: -3457280.750000 Penalty: 11840.606445 Iteration 39Q: 3 clusters Score -3457281 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3073 members Mstep: Class 2 contains 12696 members Entering Unmasked Estep Score: -3457281.250000 Penalty: 11840.606445 Iteration 40F: 3 clusters Score -3457281 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (825 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 825 members Entering Unmasked Estep Score: -165707.625000 Penalty: 4113.172363 Iteration 0F: 2 clusters Score -165707.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 404 members Mstep: Class 2 contains 421 members Entering Unmasked Estep Score: -161891.937500 Penalty: 8226.344727 Iteration 0F: 3 clusters Score -161891.9 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 410 members Mstep: Class 2 contains 415 members Entering Unmasked Estep Score: -162225.359375 Penalty: 8226.344727 Iteration 1F: 3 clusters Score -162225.4 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 418 members Mstep: Class 2 contains 407 members Entering Unmasked Estep Score: -162365.890625 Penalty: 8226.344727 Iteration 2Q: 3 clusters Score -162365.9 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 430 members Mstep: Class 2 contains 395 members Entering Unmasked Estep Score: -162440.531250 Penalty: 8226.344727 Iteration 3Q: 3 clusters Score -162440.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 437 members Mstep: Class 2 contains 388 members Entering Unmasked Estep Score: -162476.062500 Penalty: 8226.344727 Iteration 4Q: 3 clusters Score -162476.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 436 members Mstep: Class 2 contains 389 members Entering Unmasked Estep Score: -162512.437500 Penalty: 8226.344727 Iteration 5Q: 3 clusters Score -162512.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 437 members Mstep: Class 2 contains 388 members Entering Unmasked Estep Score: -162532.687500 Penalty: 8226.344727 Iteration 6Q: 3 clusters Score -162532.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 439 members Mstep: Class 2 contains 386 members Entering Unmasked Estep Score: -162614.531250 Penalty: 8226.344727 Iteration 7Q: 3 clusters Score -162614.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 439 members Mstep: Class 2 contains 386 members Entering Unmasked Estep Score: -162894.937500 Penalty: 8226.344727 Iteration 8Q: 3 clusters Score -162894.9 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 458 members Mstep: Class 2 contains 367 members Entering Unmasked Estep Score: -162961.640625 Penalty: 8226.344727 Iteration 9Q: 3 clusters Score -162961.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 470 members Mstep: Class 2 contains 355 members Entering Unmasked Estep Score: -163004.437500 Penalty: 8226.344727 Iteration 10Q: 3 clusters Score -163004.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 479 members Mstep: Class 2 contains 346 members Entering Unmasked Estep Score: -163041.687500 Penalty: 8226.344727 Iteration 11Q: 3 clusters Score -163041.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 486 members Mstep: Class 2 contains 339 members Entering Unmasked Estep Score: -163061.187500 Penalty: 8226.344727 Iteration 12Q: 3 clusters Score -163061.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 486 members Mstep: Class 2 contains 339 members Entering Unmasked Estep Score: -163073.937500 Penalty: 8226.344727 Iteration 13Q: 3 clusters Score -163073.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 488 members Mstep: Class 2 contains 337 members Entering Unmasked Estep Score: -163078.468750 Penalty: 8226.344727 Iteration 14Q: 3 clusters Score -163078.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 488 members Mstep: Class 2 contains 337 members Entering Unmasked Estep Score: -163078.468750 Penalty: 8226.344727 Iteration 15F: 3 clusters Score -163078.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (6713 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6713 members Entering Unmasked Estep Score: -1438017.625000 Penalty: 5397.228027 Iteration 0F: 2 clusters Score -1438018 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3358 members Mstep: Class 2 contains 3355 members Entering Unmasked Estep Score: -1429766.375000 Penalty: 10794.456055 Iteration 0F: 3 clusters Score -1429766 nChanged 2286 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3356 members Mstep: Class 2 contains 3357 members Entering Unmasked Estep Score: -1431169.375000 Penalty: 10794.456055 Iteration 1F: 3 clusters Score -1431169 nChanged 490 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3338 members Mstep: Class 2 contains 3375 members Entering Unmasked Estep Score: -1431505.625000 Penalty: 10794.456055 Iteration 2F: 3 clusters Score -1431506 nChanged 303 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3327 members Mstep: Class 2 contains 3386 members Entering Unmasked Estep Score: -1431706.875000 Penalty: 10794.456055 Iteration 3Q: 3 clusters Score -1431707 nChanged 216 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3303 members Mstep: Class 2 contains 3410 members Entering Unmasked Estep Score: -1431849.750000 Penalty: 10794.456055 Iteration 4Q: 3 clusters Score -1431850 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3280 members Mstep: Class 2 contains 3433 members Entering Unmasked Estep Score: -1431947.125000 Penalty: 10794.456055 Iteration 5Q: 3 clusters Score -1431947 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3256 members Mstep: Class 2 contains 3457 members Entering Unmasked Estep Score: -1432011.625000 Penalty: 10794.456055 Iteration 6Q: 3 clusters Score -1432012 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3239 members Mstep: Class 2 contains 3474 members Entering Unmasked Estep Score: -1432054.000000 Penalty: 10794.456055 Iteration 7Q: 3 clusters Score -1432054 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3237 members Mstep: Class 2 contains 3476 members Entering Unmasked Estep Score: -1432087.125000 Penalty: 10794.456055 Iteration 8Q: 3 clusters Score -1432087 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3228 members Mstep: Class 2 contains 3485 members Entering Unmasked Estep Score: -1432120.500000 Penalty: 10794.456055 Iteration 9Q: 3 clusters Score -1432120 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3226 members Mstep: Class 2 contains 3487 members Entering Unmasked Estep Score: -1432139.750000 Penalty: 10794.456055 Iteration 10Q: 3 clusters Score -1432140 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3223 members Mstep: Class 2 contains 3490 members Entering Unmasked Estep Score: -1432154.500000 Penalty: 10794.456055 Iteration 11Q: 3 clusters Score -1432154 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3219 members Mstep: Class 2 contains 3494 members Entering Unmasked Estep Score: -1432162.750000 Penalty: 10794.456055 Iteration 12Q: 3 clusters Score -1432163 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3212 members Mstep: Class 2 contains 3501 members Entering Unmasked Estep Score: -1432168.750000 Penalty: 10794.456055 Iteration 13Q: 3 clusters Score -1432169 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3204 members Mstep: Class 2 contains 3509 members Entering Unmasked Estep Score: -1432176.750000 Penalty: 10794.456055 Iteration 14Q: 3 clusters Score -1432177 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3204 members Mstep: Class 2 contains 3509 members Entering Unmasked Estep Score: -1432182.000000 Penalty: 10794.456055 Iteration 15Q: 3 clusters Score -1432182 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3206 members Mstep: Class 2 contains 3507 members Entering Unmasked Estep Score: -1432190.500000 Penalty: 10794.456055 Iteration 16Q: 3 clusters Score -1432190 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3204 members Mstep: Class 2 contains 3509 members Entering Unmasked Estep Score: -1432195.500000 Penalty: 10794.456055 Iteration 17Q: 3 clusters Score -1432196 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3194 members Mstep: Class 2 contains 3519 members Entering Unmasked Estep Score: -1432202.000000 Penalty: 10794.456055 Iteration 18Q: 3 clusters Score -1432202 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3189 members Mstep: Class 2 contains 3524 members Entering Unmasked Estep Score: -1432206.250000 Penalty: 10794.456055 Iteration 19Q: 3 clusters Score -1432206 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3187 members Mstep: Class 2 contains 3526 members Entering Unmasked Estep Score: -1432206.375000 Penalty: 10794.456055 Iteration 20F: 3 clusters Score -1432206 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3190 members Mstep: Class 2 contains 3523 members Entering Unmasked Estep Score: -1432210.375000 Penalty: 10794.456055 Iteration 21Q: 3 clusters Score -1432210 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3186 members Mstep: Class 2 contains 3527 members Entering Unmasked Estep Score: -1432217.625000 Penalty: 10794.456055 Iteration 22Q: 3 clusters Score -1432218 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3182 members Mstep: Class 2 contains 3531 members Entering Unmasked Estep Score: -1432222.625000 Penalty: 10794.456055 Iteration 23Q: 3 clusters Score -1432223 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3181 members Mstep: Class 2 contains 3532 members Entering Unmasked Estep Score: -1432228.250000 Penalty: 10794.456055 Iteration 24Q: 3 clusters Score -1432228 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3184 members Mstep: Class 2 contains 3529 members Entering Unmasked Estep Score: -1432232.750000 Penalty: 10794.456055 Iteration 25Q: 3 clusters Score -1432233 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3183 members Mstep: Class 2 contains 3530 members Entering Unmasked Estep Score: -1432237.875000 Penalty: 10794.456055 Iteration 26Q: 3 clusters Score -1432238 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3178 members Mstep: Class 2 contains 3535 members Entering Unmasked Estep Score: -1432241.125000 Penalty: 10794.456055 Iteration 27Q: 3 clusters Score -1432241 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3178 members Mstep: Class 2 contains 3535 members Entering Unmasked Estep Score: -1432238.500000 Penalty: 10794.456055 Iteration 28Q: 3 clusters Score -1432238 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3178 members Mstep: Class 2 contains 3535 members Entering Unmasked Estep Score: -1432239.250000 Penalty: 10794.456055 Iteration 29Q: 3 clusters Score -1432239 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3179 members Mstep: Class 2 contains 3534 members Entering Unmasked Estep Score: -1432243.250000 Penalty: 10794.456055 Iteration 30Q: 3 clusters Score -1432243 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3180 members Mstep: Class 2 contains 3533 members Entering Unmasked Estep Score: -1432243.750000 Penalty: 10794.456055 Iteration 31Q: 3 clusters Score -1432244 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3180 members Mstep: Class 2 contains 3533 members Entering Unmasked Estep Score: -1432246.500000 Penalty: 10794.456055 Iteration 32Q: 3 clusters Score -1432246 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3179 members Mstep: Class 2 contains 3534 members Entering Unmasked Estep Score: -1432246.250000 Penalty: 10794.456055 Iteration 33Q: 3 clusters Score -1432246 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3178 members Mstep: Class 2 contains 3535 members Entering Unmasked Estep Score: -1432248.500000 Penalty: 10794.456055 Iteration 34Q: 3 clusters Score -1432248 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3180 members Mstep: Class 2 contains 3533 members Entering Unmasked Estep Score: -1432248.000000 Penalty: 10794.456055 Iteration 35Q: 3 clusters Score -1432248 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3182 members Mstep: Class 2 contains 3531 members Entering Unmasked Estep Score: -1432254.125000 Penalty: 10794.456055 Iteration 36Q: 3 clusters Score -1432254 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3181 members Mstep: Class 2 contains 3532 members Entering Unmasked Estep Score: -1432256.875000 Penalty: 10794.456055 Iteration 37Q: 3 clusters Score -1432257 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3178 members Mstep: Class 2 contains 3535 members Entering Unmasked Estep Score: -1432255.000000 Penalty: 10794.456055 Iteration 38Q: 3 clusters Score -1432255 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3177 members Mstep: Class 2 contains 3536 members Entering Unmasked Estep Score: -1432256.875000 Penalty: 10794.456055 Iteration 39Q: 3 clusters Score -1432257 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3175 members Mstep: Class 2 contains 3538 members Entering Unmasked Estep Score: -1432256.375000 Penalty: 10794.456055 Iteration 40F: 3 clusters Score -1432256 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3173 members Mstep: Class 2 contains 3540 members Entering Unmasked Estep Score: -1432254.625000 Penalty: 10794.456055 Iteration 41Q: 3 clusters Score -1432255 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3172 members Mstep: Class 2 contains 3541 members Entering Unmasked Estep Score: -1432257.750000 Penalty: 10794.456055 Iteration 42Q: 3 clusters Score -1432258 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3169 members Mstep: Class 2 contains 3544 members Entering Unmasked Estep Score: -1432262.250000 Penalty: 10794.456055 Iteration 43Q: 3 clusters Score -1432262 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3166 members Mstep: Class 2 contains 3547 members Entering Unmasked Estep Score: -1432258.250000 Penalty: 10794.456055 Iteration 44Q: 3 clusters Score -1432258 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3163 members Mstep: Class 2 contains 3550 members Entering Unmasked Estep Score: -1432260.500000 Penalty: 10794.456055 Iteration 45Q: 3 clusters Score -1432260 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3164 members Mstep: Class 2 contains 3549 members Entering Unmasked Estep Score: -1432262.125000 Penalty: 10794.456055 Iteration 46Q: 3 clusters Score -1432262 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3164 members Mstep: Class 2 contains 3549 members Entering Unmasked Estep Score: -1432265.750000 Penalty: 10794.456055 Iteration 47Q: 3 clusters Score -1432266 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3161 members Mstep: Class 2 contains 3552 members Entering Unmasked Estep Score: -1432268.500000 Penalty: 10794.456055 Iteration 48Q: 3 clusters Score -1432268 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3161 members Mstep: Class 2 contains 3552 members Entering Unmasked Estep Score: -1432270.875000 Penalty: 10794.456055 Iteration 49Q: 3 clusters Score -1432271 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3157 members Mstep: Class 2 contains 3556 members Entering Unmasked Estep Score: -1432271.125000 Penalty: 10794.456055 Iteration 50Q: 3 clusters Score -1432271 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3154 members Mstep: Class 2 contains 3559 members Entering Unmasked Estep Score: -1432274.375000 Penalty: 10794.456055 Iteration 51Q: 3 clusters Score -1432274 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3154 members Mstep: Class 2 contains 3559 members Entering Unmasked Estep Score: -1432276.500000 Penalty: 10794.456055 Iteration 52Q: 3 clusters Score -1432276 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3152 members Mstep: Class 2 contains 3561 members Entering Unmasked Estep Score: -1432277.000000 Penalty: 10794.456055 Iteration 53Q: 3 clusters Score -1432277 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3149 members Mstep: Class 2 contains 3564 members Entering Unmasked Estep Score: -1432278.875000 Penalty: 10794.456055 Iteration 54Q: 3 clusters Score -1432279 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3148 members Mstep: Class 2 contains 3565 members Entering Unmasked Estep Score: -1432281.500000 Penalty: 10794.456055 Iteration 55Q: 3 clusters Score -1432282 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3148 members Mstep: Class 2 contains 3565 members Entering Unmasked Estep Score: -1432281.500000 Penalty: 10794.456055 Iteration 56F: 3 clusters Score -1432282 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (1316 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1316 members Entering Unmasked Estep Score: -252298.984375 Penalty: 4399.190430 Iteration 0F: 2 clusters Score -252299 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 683 members Mstep: Class 2 contains 633 members Entering Unmasked Estep Score: -247955.671875 Penalty: 8798.380859 Iteration 0F: 3 clusters Score -247955.7 nChanged 260 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 709 members Mstep: Class 2 contains 607 members Entering Unmasked Estep Score: -248667.453125 Penalty: 8798.380859 Iteration 1F: 3 clusters Score -248667.5 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 740 members Mstep: Class 2 contains 576 members Entering Unmasked Estep Score: -249070.078125 Penalty: 8798.380859 Iteration 2F: 3 clusters Score -249070.1 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 778 members Mstep: Class 2 contains 538 members Entering Unmasked Estep Score: -249483.281250 Penalty: 8798.380859 Iteration 3F: 3 clusters Score -249483.3 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 811 members Mstep: Class 2 contains 505 members Entering Unmasked Estep Score: -249884.140625 Penalty: 8798.380859 Iteration 4F: 3 clusters Score -249884.1 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 853 members Mstep: Class 2 contains 463 members Entering Unmasked Estep Score: -250355.625000 Penalty: 8798.380859 Iteration 5F: 3 clusters Score -250355.6 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 885 members Mstep: Class 2 contains 431 members Entering Unmasked Estep Score: -250899.796875 Penalty: 8798.380859 Iteration 6F: 3 clusters Score -250899.8 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 924 members Mstep: Class 2 contains 392 members Entering Unmasked Estep Score: -251065.812500 Penalty: 8798.380859 Iteration 7Q: 3 clusters Score -251065.8 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 950 members Mstep: Class 2 contains 366 members Entering Unmasked Estep Score: -251149.796875 Penalty: 8798.380859 Iteration 8Q: 3 clusters Score -251149.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 960 members Mstep: Class 2 contains 356 members Entering Unmasked Estep Score: -251193.640625 Penalty: 8798.380859 Iteration 9Q: 3 clusters Score -251193.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 968 members Mstep: Class 2 contains 348 members Entering Unmasked Estep Score: -251216.031250 Penalty: 8798.380859 Iteration 10Q: 3 clusters Score -251216 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 972 members Mstep: Class 2 contains 344 members Entering Unmasked Estep Score: -251226.046875 Penalty: 8798.380859 Iteration 11Q: 3 clusters Score -251226 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 975 members Mstep: Class 2 contains 341 members Entering Unmasked Estep Score: -251234.906250 Penalty: 8798.380859 Iteration 12Q: 3 clusters Score -251234.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 979 members Mstep: Class 2 contains 337 members Entering Unmasked Estep Score: -251246.750000 Penalty: 8798.380859 Iteration 13Q: 3 clusters Score -251246.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 982 members Mstep: Class 2 contains 334 members Entering Unmasked Estep Score: -251254.343750 Penalty: 8798.380859 Iteration 14Q: 3 clusters Score -251254.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 984 members Mstep: Class 2 contains 332 members Entering Unmasked Estep Score: -251261.500000 Penalty: 8798.380859 Iteration 15Q: 3 clusters Score -251261.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 984 members Mstep: Class 2 contains 332 members Entering Unmasked Estep Score: -251261.500000 Penalty: 8798.380859 Iteration 16F: 3 clusters Score -251261.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (279 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 279 members Entering Unmasked Estep Score: -35232.523438 Penalty: 3449.117188 Iteration 0F: 2 clusters Score -35232.52 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 130 members Mstep: Class 2 contains 149 members Entering Unmasked Estep Score: -32674.919922 Penalty: 6898.234375 Iteration 0F: 3 clusters Score -32674.92 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 129 members Mstep: Class 2 contains 150 members Entering Unmasked Estep Score: -32837.070312 Penalty: 6898.234375 Iteration 1F: 3 clusters Score -32837.07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 128 members Mstep: Class 2 contains 151 members Entering Unmasked Estep Score: -32842.234375 Penalty: 6898.234375 Iteration 2Q: 3 clusters Score -32842.23 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 128 members Mstep: Class 2 contains 151 members Entering Unmasked Estep Score: -32842.234375 Penalty: 6898.234375 Iteration 3F: 3 clusters Score -32842.23 nChanged 0 Entering ConstructFrom: Trying to split cluster 22 (911 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 911 members Entering Unmasked Estep Score: -183626.296875 Penalty: 4173.907227 Iteration 0F: 2 clusters Score -183626.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 439 members Mstep: Class 2 contains 472 members Entering Unmasked Estep Score: -179767.765625 Penalty: 8347.814453 Iteration 0F: 3 clusters Score -179767.8 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 432 members Mstep: Class 2 contains 479 members Entering Unmasked Estep Score: -180269.375000 Penalty: 8347.814453 Iteration 1F: 3 clusters Score -180269.4 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 427 members Mstep: Class 2 contains 484 members Entering Unmasked Estep Score: -180529.625000 Penalty: 8347.814453 Iteration 2F: 3 clusters Score -180529.6 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 418 members Mstep: Class 2 contains 493 members Entering Unmasked Estep Score: -180686.218750 Penalty: 8347.814453 Iteration 3Q: 3 clusters Score -180686.2 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 410 members Mstep: Class 2 contains 501 members Entering Unmasked Estep Score: -180782.843750 Penalty: 8347.814453 Iteration 4Q: 3 clusters Score -180782.8 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 405 members Mstep: Class 2 contains 506 members Entering Unmasked Estep Score: -180853.609375 Penalty: 8347.814453 Iteration 5Q: 3 clusters Score -180853.6 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 401 members Mstep: Class 2 contains 510 members Entering Unmasked Estep Score: -181004.281250 Penalty: 8347.814453 Iteration 6Q: 3 clusters Score -181004.3 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 398 members Mstep: Class 2 contains 513 members Entering Unmasked Estep Score: -181147.750000 Penalty: 8347.814453 Iteration 7Q: 3 clusters Score -181147.8 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 401 members Mstep: Class 2 contains 510 members Entering Unmasked Estep Score: -181240.406250 Penalty: 8347.814453 Iteration 8Q: 3 clusters Score -181240.4 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 404 members Mstep: Class 2 contains 507 members Entering Unmasked Estep Score: -181354.687500 Penalty: 8347.814453 Iteration 9Q: 3 clusters Score -181354.7 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 414 members Mstep: Class 2 contains 497 members Entering Unmasked Estep Score: -181438.906250 Penalty: 8347.814453 Iteration 10Q: 3 clusters Score -181438.9 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 420 members Mstep: Class 2 contains 491 members Entering Unmasked Estep Score: -181594.984375 Penalty: 8347.814453 Iteration 11Q: 3 clusters Score -181595 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 428 members Mstep: Class 2 contains 483 members Entering Unmasked Estep Score: -181804.312500 Penalty: 8347.814453 Iteration 12Q: 3 clusters Score -181804.3 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 422 members Mstep: Class 2 contains 489 members Entering Unmasked Estep Score: -181991.968750 Penalty: 8347.814453 Iteration 13Q: 3 clusters Score -181992 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 423 members Mstep: Class 2 contains 488 members Entering Unmasked Estep Score: -182094.171875 Penalty: 8347.814453 Iteration 14Q: 3 clusters Score -182094.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 423 members Mstep: Class 2 contains 488 members Entering Unmasked Estep Score: -182137.218750 Penalty: 8347.814453 Iteration 15Q: 3 clusters Score -182137.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 421 members Mstep: Class 2 contains 490 members Entering Unmasked Estep Score: -182165.265625 Penalty: 8347.814453 Iteration 16Q: 3 clusters Score -182165.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 419 members Mstep: Class 2 contains 492 members Entering Unmasked Estep Score: -182180.671875 Penalty: 8347.814453 Iteration 17Q: 3 clusters Score -182180.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 416 members Mstep: Class 2 contains 495 members Entering Unmasked Estep Score: -182192.750000 Penalty: 8347.814453 Iteration 18Q: 3 clusters Score -182192.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 416 members Mstep: Class 2 contains 495 members Entering Unmasked Estep Score: -182203.125000 Penalty: 8347.814453 Iteration 19Q: 3 clusters Score -182203.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 417 members Mstep: Class 2 contains 494 members Entering Unmasked Estep Score: -182206.968750 Penalty: 8347.814453 Iteration 20F: 3 clusters Score -182207 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 33 members Mstep: Class 1 contains 26647 members Mstep: Class 2 contains 15320 members Mstep: Class 3 contains 294 members Mstep: Class 4 contains 152107 members Mstep: Class 5 contains 1078 members Mstep: Class 6 contains 2023 members Mstep: Class 7 contains 17342 members Mstep: Class 8 contains 36925 members Mstep: Class 9 contains 33847 members Mstep: Class 10 contains 143891 members Mstep: Class 11 contains 684 members Mstep: Class 12 contains 44081 members Mstep: Class 13 contains 843 members Mstep: Class 14 contains 158696 members Mstep: Class 15 contains 18924 members Mstep: Class 16 contains 490 members Mstep: Class 17 contains 15769 members Mstep: Class 18 contains 825 members Mstep: Class 19 contains 6713 members Mstep: Class 20 contains 1316 members Mstep: Class 21 contains 279 members Mstep: Class 22 contains 911 members Entering Unmasked Estep ConsiderDeletion Score: -147579568.000000 Penalty: 180948.125000 Iteration 159Q: 23 clusters Score -1.475796e+08 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 33 members Mstep: Class 1 contains 26645 members Mstep: Class 2 contains 15304 members Mstep: Class 3 contains 294 members Mstep: Class 4 contains 152153 members Mstep: Class 5 contains 1078 members Mstep: Class 6 contains 2023 members Mstep: Class 7 contains 17340 members Mstep: Class 8 contains 36923 members Mstep: Class 9 contains 33848 members Mstep: Class 10 contains 143883 members Mstep: Class 11 contains 684 members Mstep: Class 12 contains 44092 members Mstep: Class 13 contains 843 members Mstep: Class 14 contains 158695 members Mstep: Class 15 contains 18898 members Mstep: Class 16 contains 490 members Mstep: Class 17 contains 15769 members Mstep: Class 18 contains 825 members Mstep: Class 19 contains 6711 members Mstep: Class 20 contains 1316 members Mstep: Class 21 contains 279 members Mstep: Class 22 contains 912 members Entering Unmasked Estep ConsiderDeletion Score: -147579488.000000 Penalty: 180948.125000 Iteration 160F: 23 clusters Score -1.475795e+08 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 32 members Mstep: Class 1 contains 26646 members Mstep: Class 2 contains 15288 members Mstep: Class 3 contains 294 members Mstep: Class 4 contains 152199 members Mstep: Class 5 contains 1078 members Mstep: Class 6 contains 2023 members Mstep: Class 7 contains 17340 members Mstep: Class 8 contains 36922 members Mstep: Class 9 contains 33849 members Mstep: Class 10 contains 143873 members Mstep: Class 11 contains 684 members Mstep: Class 12 contains 44109 members Mstep: Class 13 contains 843 members Mstep: Class 14 contains 158690 members Mstep: Class 15 contains 18865 members Mstep: Class 16 contains 490 members Mstep: Class 17 contains 15770 members Mstep: Class 18 contains 825 members Mstep: Class 19 contains 6709 members Mstep: Class 20 contains 1316 members Mstep: Class 21 contains 280 members Mstep: Class 22 contains 913 members Entering Unmasked Estep ConsiderDeletion Score: -147579568.000000 Penalty: 180948.125000 Iteration 161Q: 23 clusters Score -1.475796e+08 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 32 members Mstep: Class 1 contains 26644 members Mstep: Class 2 contains 15274 members Mstep: Class 3 contains 294 members Mstep: Class 4 contains 152235 members Mstep: Class 5 contains 1078 members Mstep: Class 6 contains 2023 members Mstep: Class 7 contains 17341 members Mstep: Class 8 contains 36922 members Mstep: Class 9 contains 33848 members Mstep: Class 10 contains 143869 members Mstep: Class 11 contains 684 members Mstep: Class 12 contains 44115 members Mstep: Class 13 contains 843 members Mstep: Class 14 contains 158688 members Mstep: Class 15 contains 18844 members Mstep: Class 16 contains 490 members Mstep: Class 17 contains 15771 members Mstep: Class 18 contains 825 members Mstep: Class 19 contains 6709 members Mstep: Class 20 contains 1316 members Mstep: Class 21 contains 280 members Mstep: Class 22 contains 913 members Entering Unmasked Estep ConsiderDeletion Score: -147579472.000000 Penalty: 180948.125000 Iteration 162Q: 23 clusters Score -1.475795e+08 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 32 members Mstep: Class 1 contains 26644 members Mstep: Class 2 contains 15252 members Mstep: Class 3 contains 294 members Mstep: Class 4 contains 152271 members Mstep: Class 5 contains 1078 members Mstep: Class 6 contains 2023 members Mstep: Class 7 contains 17342 members Mstep: Class 8 contains 36920 members Mstep: Class 9 contains 33849 members Mstep: Class 10 contains 143859 members Mstep: Class 11 contains 684 members Mstep: Class 12 contains 44128 members Mstep: Class 13 contains 843 members Mstep: Class 14 contains 158687 members Mstep: Class 15 contains 18822 members Mstep: Class 16 contains 490 members Mstep: Class 17 contains 15775 members Mstep: Class 18 contains 825 members Mstep: Class 19 contains 6711 members Mstep: Class 20 contains 1316 members Mstep: Class 21 contains 280 members Mstep: Class 22 contains 913 members Entering Unmasked Estep ConsiderDeletion Score: -147579584.000000 Penalty: 180948.125000 Iteration 163Q: 23 clusters Score -1.475796e+08 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 32 members Mstep: Class 1 contains 26644 members Mstep: Class 2 contains 15248 members Mstep: Class 3 contains 294 members Mstep: Class 4 contains 152313 members Mstep: Class 5 contains 1078 members Mstep: Class 6 contains 2023 members Mstep: Class 7 contains 17342 members Mstep: Class 8 contains 36918 members Mstep: Class 9 contains 33847 members Mstep: Class 10 contains 143851 members Mstep: Class 11 contains 684 members Mstep: Class 12 contains 44132 members Mstep: Class 13 contains 843 members Mstep: Class 14 contains 158687 members Mstep: Class 15 contains 18796 members Mstep: Class 16 contains 490 members Mstep: Class 17 contains 15771 members Mstep: Class 18 contains 825 members Mstep: Class 19 contains 6711 members Mstep: Class 20 contains 1316 members Mstep: Class 21 contains 280 members Mstep: Class 22 contains 913 members Entering Unmasked Estep ConsiderDeletion Score: -147579488.000000 Penalty: 180948.125000 Iteration 164Q: 23 clusters Score -1.475795e+08 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 32 members Mstep: Class 1 contains 26644 members Mstep: Class 2 contains 15242 members Mstep: Class 3 contains 294 members Mstep: Class 4 contains 152343 members Mstep: Class 5 contains 1078 members Mstep: Class 6 contains 2023 members Mstep: Class 7 contains 17337 members Mstep: Class 8 contains 36915 members Mstep: Class 9 contains 33846 members Mstep: Class 10 contains 143847 members Mstep: Class 11 contains 684 members Mstep: Class 12 contains 44134 members Mstep: Class 13 contains 843 members Mstep: Class 14 contains 158685 members Mstep: Class 15 contains 18781 members Mstep: Class 16 contains 490 members Mstep: Class 17 contains 15775 members Mstep: Class 18 contains 825 members Mstep: Class 19 contains 6711 members Mstep: Class 20 contains 1316 members Mstep: Class 21 contains 280 members Mstep: Class 22 contains 913 members Entering Unmasked Estep ConsiderDeletion Score: -147579392.000000 Penalty: 180948.125000 Iteration 165Q: 23 clusters Score -1.475794e+08 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 32 members Mstep: Class 1 contains 26644 members Mstep: Class 2 contains 15231 members Mstep: Class 3 contains 294 members Mstep: Class 4 contains 152377 members Mstep: Class 5 contains 1078 members Mstep: Class 6 contains 2023 members Mstep: Class 7 contains 17338 members Mstep: Class 8 contains 36912 members Mstep: Class 9 contains 33845 members Mstep: Class 10 contains 143843 members Mstep: Class 11 contains 684 members Mstep: Class 12 contains 44130 members Mstep: Class 13 contains 843 members Mstep: Class 14 contains 158681 members Mstep: Class 15 contains 18772 members Mstep: Class 16 contains 490 members Mstep: Class 17 contains 15777 members Mstep: Class 18 contains 825 members Mstep: Class 19 contains 6710 members Mstep: Class 20 contains 1316 members Mstep: Class 21 contains 280 members Mstep: Class 22 contains 913 members Entering Unmasked Estep ConsiderDeletion Score: -147579472.000000 Penalty: 180948.125000 Iteration 166Q: 23 clusters Score -1.475795e+08 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 32 members Mstep: Class 1 contains 26644 members Mstep: Class 2 contains 15218 members Mstep: Class 3 contains 294 members Mstep: Class 4 contains 152417 members Mstep: Class 5 contains 1078 members Mstep: Class 6 contains 2023 members Mstep: Class 7 contains 17333 members Mstep: Class 8 contains 36906 members Mstep: Class 9 contains 33846 members Mstep: Class 10 contains 143839 members Mstep: Class 11 contains 684 members Mstep: Class 12 contains 44133 members Mstep: Class 13 contains 843 members Mstep: Class 14 contains 158676 members Mstep: Class 15 contains 18758 members Mstep: Class 16 contains 490 members Mstep: Class 17 contains 15780 members Mstep: Class 18 contains 825 members Mstep: Class 19 contains 6710 members Mstep: Class 20 contains 1316 members Mstep: Class 21 contains 280 members Mstep: Class 22 contains 913 members Entering Unmasked Estep ConsiderDeletion Score: -147579392.000000 Penalty: 180948.125000 Iteration 167Q: 23 clusters Score -1.475794e+08 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 32 members Mstep: Class 1 contains 26644 members Mstep: Class 2 contains 15218 members Mstep: Class 3 contains 294 members Mstep: Class 4 contains 152451 members Mstep: Class 5 contains 1078 members Mstep: Class 6 contains 2022 members Mstep: Class 7 contains 17328 members Mstep: Class 8 contains 36900 members Mstep: Class 9 contains 33841 members Mstep: Class 10 contains 143835 members Mstep: Class 11 contains 684 members Mstep: Class 12 contains 44138 members Mstep: Class 13 contains 843 members Mstep: Class 14 contains 158667 members Mstep: Class 15 contains 18748 members Mstep: Class 16 contains 490 members Mstep: Class 17 contains 15781 members Mstep: Class 18 contains 825 members Mstep: Class 19 contains 6710 members Mstep: Class 20 contains 1316 members Mstep: Class 21 contains 280 members Mstep: Class 22 contains 913 members Entering Unmasked Estep ConsiderDeletion Score: -147579424.000000 Penalty: 180948.125000 Iteration 168Q: 23 clusters Score -1.475794e+08 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 32 members Mstep: Class 1 contains 26644 members Mstep: Class 2 contains 15210 members Mstep: Class 3 contains 294 members Mstep: Class 4 contains 152489 members Mstep: Class 5 contains 1078 members Mstep: Class 6 contains 2022 members Mstep: Class 7 contains 17326 members Mstep: Class 8 contains 36895 members Mstep: Class 9 contains 33837 members Mstep: Class 10 contains 143826 members Mstep: Class 11 contains 684 members Mstep: Class 12 contains 44134 members Mstep: Class 13 contains 843 members Mstep: Class 14 contains 158664 members Mstep: Class 15 contains 18744 members Mstep: Class 16 contains 490 members Mstep: Class 17 contains 15782 members Mstep: Class 18 contains 825 members Mstep: Class 19 contains 6710 members Mstep: Class 20 contains 1316 members Mstep: Class 21 contains 280 members Mstep: Class 22 contains 913 members Entering Unmasked Estep ConsiderDeletion Score: -147579504.000000 Penalty: 180948.125000 Iteration 169Q: 23 clusters Score -1.475795e+08 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 32 members Mstep: Class 1 contains 26643 members Mstep: Class 2 contains 15215 members Mstep: Class 3 contains 294 members Mstep: Class 4 contains 152529 members Mstep: Class 5 contains 1078 members Mstep: Class 6 contains 2022 members Mstep: Class 7 contains 17318 members Mstep: Class 8 contains 36888 members Mstep: Class 9 contains 33837 members Mstep: Class 10 contains 143828 members Mstep: Class 11 contains 684 members Mstep: Class 12 contains 44130 members Mstep: Class 13 contains 843 members Mstep: Class 14 contains 158648 members Mstep: Class 15 contains 18730 members Mstep: Class 16 contains 490 members Mstep: Class 17 contains 15782 members Mstep: Class 18 contains 825 members Mstep: Class 19 contains 6713 members Mstep: Class 20 contains 1316 members Mstep: Class 21 contains 280 members Mstep: Class 22 contains 913 members Entering Unmasked Estep ConsiderDeletion Score: -147579424.000000 Penalty: 180948.125000 Iteration 170Q: 23 clusters Score -1.475794e+08 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 32 members Mstep: Class 1 contains 26642 members Mstep: Class 2 contains 15218 members Mstep: Class 3 contains 294 members Mstep: Class 4 contains 152572 members Mstep: Class 5 contains 1078 members Mstep: Class 6 contains 2022 members Mstep: Class 7 contains 17314 members Mstep: Class 8 contains 36882 members Mstep: Class 9 contains 33835 members Mstep: Class 10 contains 143819 members Mstep: Class 11 contains 684 members Mstep: Class 12 contains 44119 members Mstep: Class 13 contains 843 members Mstep: Class 14 contains 158634 members Mstep: Class 15 contains 18727 members Mstep: Class 16 contains 490 members Mstep: Class 17 contains 15787 members Mstep: Class 18 contains 825 members Mstep: Class 19 contains 6712 members Mstep: Class 20 contains 1316 members Mstep: Class 21 contains 280 members Mstep: Class 22 contains 913 members Entering Unmasked Estep ConsiderDeletion Score: -147579216.000000 Penalty: 180948.125000 Iteration 171Q: 23 clusters Score -1.475792e+08 nChanged 181 Entering Unmasked Mstep Mstep: Class 0 contains 32 members Mstep: Class 1 contains 26641 members Mstep: Class 2 contains 15211 members Mstep: Class 3 contains 294 members Mstep: Class 4 contains 152628 members Mstep: Class 5 contains 1078 members Mstep: Class 6 contains 2022 members Mstep: Class 7 contains 17314 members Mstep: Class 8 contains 36876 members Mstep: Class 9 contains 33831 members Mstep: Class 10 contains 143800 members Mstep: Class 11 contains 684 members Mstep: Class 12 contains 44124 members Mstep: Class 13 contains 843 members Mstep: Class 14 contains 158624 members Mstep: Class 15 contains 18710 members Mstep: Class 16 contains 490 members Mstep: Class 17 contains 15789 members Mstep: Class 18 contains 825 members Mstep: Class 19 contains 6713 members Mstep: Class 20 contains 1316 members Mstep: Class 21 contains 280 members Mstep: Class 22 contains 913 members Entering Unmasked Estep ConsiderDeletion Score: -147579344.000000 Penalty: 180948.125000 Iteration 172Q: 23 clusters Score -1.475793e+08 nChanged 192 Entering Unmasked Mstep Mstep: Class 0 contains 32 members Mstep: Class 1 contains 26640 members Mstep: Class 2 contains 15193 members Mstep: Class 3 contains 294 members Mstep: Class 4 contains 152696 members Mstep: Class 5 contains 1078 members Mstep: Class 6 contains 2022 members Mstep: Class 7 contains 17312 members Mstep: Class 8 contains 36866 members Mstep: Class 9 contains 33832 members Mstep: Class 10 contains 143796 members Mstep: Class 11 contains 684 members Mstep: Class 12 contains 44133 members Mstep: Class 13 contains 843 members Mstep: Class 14 contains 158608 members Mstep: Class 15 contains 18684 members Mstep: Class 16 contains 490 members Mstep: Class 17 contains 15791 members Mstep: Class 18 contains 825 members Mstep: Class 19 contains 6710 members Mstep: Class 20 contains 1316 members Mstep: Class 21 contains 280 members Mstep: Class 22 contains 913 members Entering Unmasked Estep ConsiderDeletion Score: -147579408.000000 Penalty: 180948.125000 Iteration 173Q: 23 clusters Score -1.475794e+08 nChanged 195 Entering Unmasked Mstep Mstep: Class 0 contains 32 members Mstep: Class 1 contains 26640 members Mstep: Class 2 contains 15176 members Mstep: Class 3 contains 294 members Mstep: Class 4 contains 152768 members Mstep: Class 5 contains 1078 members Mstep: Class 6 contains 2022 members Mstep: Class 7 contains 17313 members Mstep: Class 8 contains 36859 members Mstep: Class 9 contains 33823 members Mstep: Class 10 contains 143788 members Mstep: Class 11 contains 684 members Mstep: Class 12 contains 44136 members Mstep: Class 13 contains 843 members Mstep: Class 14 contains 158596 members Mstep: Class 15 contains 18661 members Mstep: Class 16 contains 490 members Mstep: Class 17 contains 15788 members Mstep: Class 18 contains 825 members Mstep: Class 19 contains 6713 members Mstep: Class 20 contains 1316 members Mstep: Class 21 contains 280 members Mstep: Class 22 contains 913 members Entering Unmasked Estep ConsiderDeletion Score: -147579424.000000 Penalty: 180948.125000 Iteration 174Q: 23 clusters Score -1.475794e+08 nChanged 218 Entering Unmasked Mstep Mstep: Class 0 contains 32 members Mstep: Class 1 contains 26640 members Mstep: Class 2 contains 15157 members Mstep: Class 3 contains 294 members Mstep: Class 4 contains 152839 members Mstep: Class 5 contains 1078 members Mstep: Class 6 contains 2022 members Mstep: Class 7 contains 17309 members Mstep: Class 8 contains 36853 members Mstep: Class 9 contains 33818 members Mstep: Class 10 contains 143783 members Mstep: Class 11 contains 684 members Mstep: Class 12 contains 44137 members Mstep: Class 13 contains 843 members Mstep: Class 14 contains 158579 members Mstep: Class 15 contains 18649 members Mstep: Class 16 contains 490 members Mstep: Class 17 contains 15785 members Mstep: Class 18 contains 825 members Mstep: Class 19 contains 6712 members Mstep: Class 20 contains 1316 members Mstep: Class 21 contains 280 members Mstep: Class 22 contains 913 members Entering Unmasked Estep ConsiderDeletion Score: -147579584.000000 Penalty: 180948.125000 Iteration 175Q: 23 clusters Score -1.475796e+08 nChanged 217 Entering Unmasked Mstep Mstep: Class 0 contains 32 members Mstep: Class 1 contains 26640 members Mstep: Class 2 contains 15139 members Mstep: Class 3 contains 294 members Mstep: Class 4 contains 152904 members Mstep: Class 5 contains 1078 members Mstep: Class 6 contains 2022 members Mstep: Class 7 contains 17301 members Mstep: Class 8 contains 36847 members Mstep: Class 9 contains 33812 members Mstep: Class 10 contains 143774 members Mstep: Class 11 contains 684 members Mstep: Class 12 contains 44122 members Mstep: Class 13 contains 843 members Mstep: Class 14 contains 158572 members Mstep: Class 15 contains 18655 members Mstep: Class 16 contains 490 members Mstep: Class 17 contains 15782 members Mstep: Class 18 contains 825 members Mstep: Class 19 contains 6713 members Mstep: Class 20 contains 1316 members Mstep: Class 21 contains 280 members Mstep: Class 22 contains 913 members Entering Unmasked Estep ConsiderDeletion Score: -147579552.000000 Penalty: 180948.125000 Iteration 176Q: 23 clusters Score -1.475796e+08 nChanged 203 Entering Unmasked Mstep Mstep: Class 0 contains 32 members Mstep: Class 1 contains 26640 members Mstep: Class 2 contains 15121 members Mstep: Class 3 contains 294 members Mstep: Class 4 contains 152982 members Mstep: Class 5 contains 1078 members Mstep: Class 6 contains 2022 members Mstep: Class 7 contains 17299 members Mstep: Class 8 contains 36841 members Mstep: Class 9 contains 33807 members Mstep: Class 10 contains 143766 members Mstep: Class 11 contains 684 members Mstep: Class 12 contains 44121 members Mstep: Class 13 contains 843 members Mstep: Class 14 contains 158562 members Mstep: Class 15 contains 18633 members Mstep: Class 16 contains 490 members Mstep: Class 17 contains 15779 members Mstep: Class 18 contains 825 members Mstep: Class 19 contains 6710 members Mstep: Class 20 contains 1316 members Mstep: Class 21 contains 280 members Mstep: Class 22 contains 913 members Entering Unmasked Estep ConsiderDeletion Score: -147579616.000000 Penalty: 180948.125000 Iteration 177Q: 23 clusters Score -1.475796e+08 nChanged 180 Entering Unmasked Mstep Mstep: Class 0 contains 32 members Mstep: Class 1 contains 26640 members Mstep: Class 2 contains 15121 members Mstep: Class 3 contains 294 members Mstep: Class 4 contains 153042 members Mstep: Class 5 contains 1078 members Mstep: Class 6 contains 2022 members Mstep: Class 7 contains 17299 members Mstep: Class 8 contains 36830 members Mstep: Class 9 contains 33801 members Mstep: Class 10 contains 143756 members Mstep: Class 11 contains 684 members Mstep: Class 12 contains 44116 members Mstep: Class 13 contains 843 members Mstep: Class 14 contains 158549 members Mstep: Class 15 contains 18621 members Mstep: Class 16 contains 490 members Mstep: Class 17 contains 15779 members Mstep: Class 18 contains 825 members Mstep: Class 19 contains 6707 members Mstep: Class 20 contains 1316 members Mstep: Class 21 contains 280 members Mstep: Class 22 contains 913 members Entering Unmasked Estep ConsiderDeletion Score: -147579648.000000 Penalty: 180948.125000 Iteration 178Q: 23 clusters Score -1.475796e+08 nChanged 213 Entering Unmasked Mstep Mstep: Class 0 contains 32 members Mstep: Class 1 contains 26640 members Mstep: Class 2 contains 15091 members Mstep: Class 3 contains 294 members Mstep: Class 4 contains 153102 members Mstep: Class 5 contains 1078 members Mstep: Class 6 contains 2021 members Mstep: Class 7 contains 17300 members Mstep: Class 8 contains 36822 members Mstep: Class 9 contains 33796 members Mstep: Class 10 contains 143748 members Mstep: Class 11 contains 684 members Mstep: Class 12 contains 44110 members Mstep: Class 13 contains 843 members Mstep: Class 14 contains 158540 members Mstep: Class 15 contains 18627 members Mstep: Class 16 contains 490 members Mstep: Class 17 contains 15779 members Mstep: Class 18 contains 825 members Mstep: Class 19 contains 6706 members Mstep: Class 20 contains 1316 members Mstep: Class 21 contains 280 members Mstep: Class 22 contains 914 members Entering Unmasked Estep ConsiderDeletion Score: -147579664.000000 Penalty: 180948.125000 Iteration 179Q: 23 clusters Score -1.475797e+08 nChanged 219 Entering Unmasked Mstep Mstep: Class 0 contains 32 members Mstep: Class 1 contains 26641 members Mstep: Class 2 contains 15083 members Mstep: Class 3 contains 294 members Mstep: Class 4 contains 153161 members Mstep: Class 5 contains 1078 members Mstep: Class 6 contains 2021 members Mstep: Class 7 contains 17295 members Mstep: Class 8 contains 36811 members Mstep: Class 9 contains 33785 members Mstep: Class 10 contains 143737 members Mstep: Class 11 contains 684 members Mstep: Class 12 contains 44104 members Mstep: Class 13 contains 843 members Mstep: Class 14 contains 158526 members Mstep: Class 15 contains 18637 members Mstep: Class 16 contains 490 members Mstep: Class 17 contains 15777 members Mstep: Class 18 contains 825 members Mstep: Class 19 contains 6704 members Mstep: Class 20 contains 1316 members Mstep: Class 21 contains 280 members Mstep: Class 22 contains 914 members Entering Unmasked Estep ConsiderDeletion Score: -147579648.000000 Penalty: 180948.125000 Iteration 180F: 23 clusters Score -1.475796e+08 nChanged 276 Entering Unmasked Mstep Mstep: Class 0 contains 32 members Mstep: Class 1 contains 26641 members Mstep: Class 2 contains 15045 members Mstep: Class 3 contains 294 members Mstep: Class 4 contains 153233 members Mstep: Class 5 contains 1078 members Mstep: Class 6 contains 2021 members Mstep: Class 7 contains 17297 members Mstep: Class 8 contains 36804 members Mstep: Class 9 contains 33775 members Mstep: Class 10 contains 143720 members Mstep: Class 11 contains 684 members Mstep: Class 12 contains 44092 members Mstep: Class 13 contains 843 members Mstep: Class 14 contains 158514 members Mstep: Class 15 contains 18653 members Mstep: Class 16 contains 490 members Mstep: Class 17 contains 15778 members Mstep: Class 18 contains 825 members Mstep: Class 19 contains 6709 members Mstep: Class 20 contains 1316 members Mstep: Class 21 contains 280 members Mstep: Class 22 contains 914 members Entering Unmasked Estep ConsiderDeletion Score: -147579472.000000 Penalty: 180948.125000 Iteration 181Q: 23 clusters Score -1.475795e+08 nChanged 280 Entering Unmasked Mstep Mstep: Class 0 contains 32 members Mstep: Class 1 contains 26641 members Mstep: Class 2 contains 15029 members Mstep: Class 3 contains 294 members Mstep: Class 4 contains 153306 members Mstep: Class 5 contains 1078 members Mstep: Class 6 contains 2021 members Mstep: Class 7 contains 17297 members Mstep: Class 8 contains 36792 members Mstep: Class 9 contains 33777 members Mstep: Class 10 contains 143703 members Mstep: Class 11 contains 684 members Mstep: Class 12 contains 44077 members Mstep: Class 13 contains 843 members Mstep: Class 14 contains 158497 members Mstep: Class 15 contains 18655 members Mstep: Class 16 contains 490 members Mstep: Class 17 contains 15779 members Mstep: Class 18 contains 825 members Mstep: Class 19 contains 6708 members Mstep: Class 20 contains 1316 members Mstep: Class 21 contains 280 members Mstep: Class 22 contains 914 members Entering Unmasked Estep ConsiderDeletion Score: -147579504.000000 Penalty: 180948.125000 Iteration 182Q: 23 clusters Score -1.475795e+08 nChanged 265 Entering Unmasked Mstep Mstep: Class 0 contains 32 members Mstep: Class 1 contains 26641 members Mstep: Class 2 contains 15013 members Mstep: Class 3 contains 294 members Mstep: Class 4 contains 153373 members Mstep: Class 5 contains 1078 members Mstep: Class 6 contains 2021 members Mstep: Class 7 contains 17295 members Mstep: Class 8 contains 36779 members Mstep: Class 9 contains 33774 members Mstep: Class 10 contains 143696 members Mstep: Class 11 contains 684 members Mstep: Class 12 contains 44067 members Mstep: Class 13 contains 843 members Mstep: Class 14 contains 158481 members Mstep: Class 15 contains 18657 members Mstep: Class 16 contains 490 members Mstep: Class 17 contains 15778 members Mstep: Class 18 contains 824 members Mstep: Class 19 contains 6708 members Mstep: Class 20 contains 1316 members Mstep: Class 21 contains 280 members Mstep: Class 22 contains 914 members Entering Unmasked Estep ConsiderDeletion Score: -147579696.000000 Penalty: 180948.125000 Iteration 183Q: 23 clusters Score -1.475797e+08 nChanged 248 Entering Unmasked Mstep Mstep: Class 0 contains 32 members Mstep: Class 1 contains 26641 members Mstep: Class 2 contains 15011 members Mstep: Class 3 contains 294 members Mstep: Class 4 contains 153434 members Mstep: Class 5 contains 1078 members Mstep: Class 6 contains 2020 members Mstep: Class 7 contains 17292 members Mstep: Class 8 contains 36762 members Mstep: Class 9 contains 33767 members Mstep: Class 10 contains 143683 members Mstep: Class 11 contains 684 members Mstep: Class 12 contains 44056 members Mstep: Class 13 contains 843 members Mstep: Class 14 contains 158465 members Mstep: Class 15 contains 18665 members Mstep: Class 16 contains 490 members Mstep: Class 17 contains 15780 members Mstep: Class 18 contains 824 members Mstep: Class 19 contains 6707 members Mstep: Class 20 contains 1316 members Mstep: Class 21 contains 280 members Mstep: Class 22 contains 914 members Entering Unmasked Estep ConsiderDeletion Score: -147579936.000000 Penalty: 180948.125000 Iteration 184Q: 23 clusters Score -1.475799e+08 nChanged 270 Entering Unmasked Mstep Mstep: Class 0 contains 32 members Mstep: Class 1 contains 26640 members Mstep: Class 2 contains 14985 members Mstep: Class 3 contains 294 members Mstep: Class 4 contains 153506 members Mstep: Class 5 contains 1078 members Mstep: Class 6 contains 2020 members Mstep: Class 7 contains 17289 members Mstep: Class 8 contains 36753 members Mstep: Class 9 contains 33757 members Mstep: Class 10 contains 143668 members Mstep: Class 11 contains 684 members Mstep: Class 12 contains 44050 members Mstep: Class 13 contains 843 members Mstep: Class 14 contains 158452 members Mstep: Class 15 contains 18679 members Mstep: Class 16 contains 490 members Mstep: Class 17 contains 15781 members Mstep: Class 18 contains 824 members Mstep: Class 19 contains 6703 members Mstep: Class 20 contains 1316 members Mstep: Class 21 contains 280 members Mstep: Class 22 contains 914 members Entering Unmasked Estep ConsiderDeletion Score: -147579872.000000 Penalty: 180948.125000 Iteration 185Q: 23 clusters Score -1.475799e+08 nChanged 291 Entering Unmasked Mstep Mstep: Class 0 contains 32 members Mstep: Class 1 contains 26640 members Mstep: Class 2 contains 14974 members Mstep: Class 3 contains 294 members Mstep: Class 4 contains 153579 members Mstep: Class 5 contains 1078 members Mstep: Class 6 contains 2020 members Mstep: Class 7 contains 17284 members Mstep: Class 8 contains 36741 members Mstep: Class 9 contains 33749 members Mstep: Class 10 contains 143650 members Mstep: Class 11 contains 684 members Mstep: Class 12 contains 44047 members Mstep: Class 13 contains 843 members Mstep: Class 14 contains 158425 members Mstep: Class 15 contains 18695 members Mstep: Class 16 contains 490 members Mstep: Class 17 contains 15778 members Mstep: Class 18 contains 824 members Mstep: Class 19 contains 6701 members Mstep: Class 20 contains 1316 members Mstep: Class 21 contains 280 members Mstep: Class 22 contains 914 members Entering Unmasked Estep ConsiderDeletion Score: -147579904.000000 Penalty: 180948.125000 Iteration 186Q: 23 clusters Score -1.475799e+08 nChanged 286 Entering Unmasked Mstep Mstep: Class 0 contains 32 members Mstep: Class 1 contains 26641 members Mstep: Class 2 contains 14953 members Mstep: Class 3 contains 294 members Mstep: Class 4 contains 153651 members Mstep: Class 5 contains 1078 members Mstep: Class 6 contains 2020 members Mstep: Class 7 contains 17284 members Mstep: Class 8 contains 36733 members Mstep: Class 9 contains 33743 members Mstep: Class 10 contains 143628 members Mstep: Class 11 contains 684 members Mstep: Class 12 contains 44033 members Mstep: Class 13 contains 843 members Mstep: Class 14 contains 158401 members Mstep: Class 15 contains 18714 members Mstep: Class 16 contains 490 members Mstep: Class 17 contains 15781 members Mstep: Class 18 contains 824 members Mstep: Class 19 contains 6700 members Mstep: Class 20 contains 1316 members Mstep: Class 21 contains 280 members Mstep: Class 22 contains 915 members Entering Unmasked Estep ConsiderDeletion Score: -147579488.000000 Penalty: 180948.125000 Iteration 187Q: 23 clusters Score -1.475795e+08 nChanged 290 Entering Unmasked Mstep Mstep: Class 0 contains 32 members Mstep: Class 1 contains 26641 members Mstep: Class 2 contains 14930 members Mstep: Class 3 contains 294 members Mstep: Class 4 contains 153720 members Mstep: Class 5 contains 1078 members Mstep: Class 6 contains 2020 members Mstep: Class 7 contains 17282 members Mstep: Class 8 contains 36721 members Mstep: Class 9 contains 33744 members Mstep: Class 10 contains 143608 members Mstep: Class 11 contains 684 members Mstep: Class 12 contains 44035 members Mstep: Class 13 contains 843 members Mstep: Class 14 contains 158381 members Mstep: Class 15 contains 18723 members Mstep: Class 16 contains 490 members Mstep: Class 17 contains 15778 members Mstep: Class 18 contains 824 members Mstep: Class 19 contains 6699 members Mstep: Class 20 contains 1316 members Mstep: Class 21 contains 280 members Mstep: Class 22 contains 915 members Entering Unmasked Estep ConsiderDeletion Score: -147579552.000000 Penalty: 180948.125000 Iteration 188Q: 23 clusters Score -1.475796e+08 nChanged 280 Entering Unmasked Mstep Mstep: Class 0 contains 32 members Mstep: Class 1 contains 26641 members Mstep: Class 2 contains 14899 members Mstep: Class 3 contains 294 members Mstep: Class 4 contains 153784 members Mstep: Class 5 contains 1078 members Mstep: Class 6 contains 2020 members Mstep: Class 7 contains 17282 members Mstep: Class 8 contains 36713 members Mstep: Class 9 contains 33744 members Mstep: Class 10 contains 143588 members Mstep: Class 11 contains 684 members Mstep: Class 12 contains 44024 members Mstep: Class 13 contains 843 members Mstep: Class 14 contains 158358 members Mstep: Class 15 contains 18750 members Mstep: Class 16 contains 490 members Mstep: Class 17 contains 15778 members Mstep: Class 18 contains 824 members Mstep: Class 19 contains 6700 members Mstep: Class 20 contains 1316 members Mstep: Class 21 contains 280 members Mstep: Class 22 contains 916 members Entering Unmasked Estep ConsiderDeletion Score: -147579648.000000 Penalty: 180948.125000 Iteration 189Q: 23 clusters Score -1.475796e+08 nChanged 263 Entering Unmasked Mstep Mstep: Class 0 contains 32 members Mstep: Class 1 contains 26642 members Mstep: Class 2 contains 14893 members Mstep: Class 3 contains 294 members Mstep: Class 4 contains 153850 members Mstep: Class 5 contains 1078 members Mstep: Class 6 contains 2019 members Mstep: Class 7 contains 17281 members Mstep: Class 8 contains 36707 members Mstep: Class 9 contains 33744 members Mstep: Class 10 contains 143557 members Mstep: Class 11 contains 684 members Mstep: Class 12 contains 44019 members Mstep: Class 13 contains 843 members Mstep: Class 14 contains 158336 members Mstep: Class 15 contains 18758 members Mstep: Class 16 contains 490 members Mstep: Class 17 contains 15777 members Mstep: Class 18 contains 824 members Mstep: Class 19 contains 6698 members Mstep: Class 20 contains 1316 members Mstep: Class 21 contains 280 members Mstep: Class 22 contains 916 members Entering Unmasked Estep ConsiderDeletion Score: -147579696.000000 Penalty: 180948.125000 Iteration 190Q: 23 clusters Score -1.475797e+08 nChanged 278 Entering Unmasked Mstep Mstep: Class 0 contains 32 members Mstep: Class 1 contains 26642 members Mstep: Class 2 contains 14888 members Mstep: Class 3 contains 294 members Mstep: Class 4 contains 153915 members Mstep: Class 5 contains 1078 members Mstep: Class 6 contains 2019 members Mstep: Class 7 contains 17281 members Mstep: Class 8 contains 36697 members Mstep: Class 9 contains 33742 members Mstep: Class 10 contains 143530 members Mstep: Class 11 contains 684 members Mstep: Class 12 contains 44013 members Mstep: Class 13 contains 843 members Mstep: Class 14 contains 158312 members Mstep: Class 15 contains 18780 members Mstep: Class 16 contains 490 members Mstep: Class 17 contains 15771 members Mstep: Class 18 contains 824 members Mstep: Class 19 contains 6691 members Mstep: Class 20 contains 1316 members Mstep: Class 21 contains 280 members Mstep: Class 22 contains 916 members Entering Unmasked Estep ConsiderDeletion Score: -147579856.000000 Penalty: 180948.125000 Iteration 191Q: 23 clusters Score -1.475799e+08 nChanged 255 Entering Unmasked Mstep Mstep: Class 0 contains 32 members Mstep: Class 1 contains 26642 members Mstep: Class 2 contains 14860 members Mstep: Class 3 contains 294 members Mstep: Class 4 contains 153976 members Mstep: Class 5 contains 1078 members Mstep: Class 6 contains 2019 members Mstep: Class 7 contains 17282 members Mstep: Class 8 contains 36684 members Mstep: Class 9 contains 33741 members Mstep: Class 10 contains 143511 members Mstep: Class 11 contains 684 members Mstep: Class 12 contains 44017 members Mstep: Class 13 contains 843 members Mstep: Class 14 contains 158292 members Mstep: Class 15 contains 18800 members Mstep: Class 16 contains 490 members Mstep: Class 17 contains 15773 members Mstep: Class 18 contains 824 members Mstep: Class 19 contains 6684 members Mstep: Class 20 contains 1316 members Mstep: Class 21 contains 280 members Mstep: Class 22 contains 916 members Entering Unmasked Estep ConsiderDeletion Score: -147579952.000000 Penalty: 180948.125000 Iteration 192Q: 23 clusters Score -1.4758e+08 nChanged 237 Entering Unmasked Mstep Mstep: Class 0 contains 32 members Mstep: Class 1 contains 26641 members Mstep: Class 2 contains 14835 members Mstep: Class 3 contains 294 members Mstep: Class 4 contains 154058 members Mstep: Class 5 contains 1078 members Mstep: Class 6 contains 2019 members Mstep: Class 7 contains 17283 members Mstep: Class 8 contains 36680 members Mstep: Class 9 contains 33741 members Mstep: Class 10 contains 143489 members Mstep: Class 11 contains 684 members Mstep: Class 12 contains 44017 members Mstep: Class 13 contains 843 members Mstep: Class 14 contains 158280 members Mstep: Class 15 contains 18791 members Mstep: Class 16 contains 490 members Mstep: Class 17 contains 15772 members Mstep: Class 18 contains 824 members Mstep: Class 19 contains 6675 members Mstep: Class 20 contains 1316 members Mstep: Class 21 contains 280 members Mstep: Class 22 contains 916 members Entering Unmasked Estep ConsiderDeletion Score: -147580000.000000 Penalty: 180948.125000 Iteration 193Q: 23 clusters Score -1.4758e+08 nChanged 214 Entering Unmasked Mstep Mstep: Class 0 contains 32 members Mstep: Class 1 contains 26641 members Mstep: Class 2 contains 14819 members Mstep: Class 3 contains 294 members Mstep: Class 4 contains 154117 members Mstep: Class 5 contains 1078 members Mstep: Class 6 contains 2019 members Mstep: Class 7 contains 17281 members Mstep: Class 8 contains 36668 members Mstep: Class 9 contains 33743 members Mstep: Class 10 contains 143480 members Mstep: Class 11 contains 684 members Mstep: Class 12 contains 44018 members Mstep: Class 13 contains 843 members Mstep: Class 14 contains 158259 members Mstep: Class 15 contains 18789 members Mstep: Class 16 contains 490 members Mstep: Class 17 contains 15769 members Mstep: Class 18 contains 824 members Mstep: Class 19 contains 6678 members Mstep: Class 20 contains 1316 members Mstep: Class 21 contains 280 members Mstep: Class 22 contains 916 members Entering Unmasked Estep ConsiderDeletion Score: -147580032.000000 Penalty: 180948.125000 Iteration 194Q: 23 clusters Score -1.4758e+08 nChanged 207 Entering Unmasked Mstep Mstep: Class 0 contains 32 members Mstep: Class 1 contains 26641 members Mstep: Class 2 contains 14803 members Mstep: Class 3 contains 294 members Mstep: Class 4 contains 154171 members Mstep: Class 5 contains 1078 members Mstep: Class 6 contains 2019 members Mstep: Class 7 contains 17280 members Mstep: Class 8 contains 36658 members Mstep: Class 9 contains 33742 members Mstep: Class 10 contains 143468 members Mstep: Class 11 contains 684 members Mstep: Class 12 contains 44013 members Mstep: Class 13 contains 843 members Mstep: Class 14 contains 158248 members Mstep: Class 15 contains 18787 members Mstep: Class 16 contains 490 members Mstep: Class 17 contains 15770 members Mstep: Class 18 contains 824 members Mstep: Class 19 contains 6681 members Mstep: Class 20 contains 1316 members Mstep: Class 21 contains 280 members Mstep: Class 22 contains 916 members Entering Unmasked Estep ConsiderDeletion Score: -147579808.000000 Penalty: 180948.125000 Iteration 195Q: 23 clusters Score -1.475798e+08 nChanged 205 Entering Unmasked Mstep Mstep: Class 0 contains 32 members Mstep: Class 1 contains 26641 members Mstep: Class 2 contains 14788 members Mstep: Class 3 contains 294 members Mstep: Class 4 contains 154217 members Mstep: Class 5 contains 1078 members Mstep: Class 6 contains 2019 members Mstep: Class 7 contains 17282 members Mstep: Class 8 contains 36650 members Mstep: Class 9 contains 33746 members Mstep: Class 10 contains 143447 members Mstep: Class 11 contains 684 members Mstep: Class 12 contains 44017 members Mstep: Class 13 contains 843 members Mstep: Class 14 contains 158230 members Mstep: Class 15 contains 18791 members Mstep: Class 16 contains 490 members Mstep: Class 17 contains 15772 members Mstep: Class 18 contains 824 members Mstep: Class 19 contains 6681 members Mstep: Class 20 contains 1316 members Mstep: Class 21 contains 280 members Mstep: Class 22 contains 916 members Entering Unmasked Estep ConsiderDeletion Score: -147580032.000000 Penalty: 180948.125000 Iteration 196Q: 23 clusters Score -1.4758e+08 nChanged 190 Entering Unmasked Mstep Mstep: Class 0 contains 32 members Mstep: Class 1 contains 26641 members Mstep: Class 2 contains 14777 members Mstep: Class 3 contains 294 members Mstep: Class 4 contains 154259 members Mstep: Class 5 contains 1078 members Mstep: Class 6 contains 2019 members Mstep: Class 7 contains 17279 members Mstep: Class 8 contains 36648 members Mstep: Class 9 contains 33738 members Mstep: Class 10 contains 143435 members Mstep: Class 11 contains 684 members Mstep: Class 12 contains 44017 members Mstep: Class 13 contains 843 members Mstep: Class 14 contains 158213 members Mstep: Class 15 contains 18804 members Mstep: Class 16 contains 490 members Mstep: Class 17 contains 15770 members Mstep: Class 18 contains 824 members Mstep: Class 19 contains 6681 members Mstep: Class 20 contains 1316 members Mstep: Class 21 contains 280 members Mstep: Class 22 contains 916 members Entering Unmasked Estep ConsiderDeletion Score: -147579968.000000 Penalty: 180948.125000 Iteration 197Q: 23 clusters Score -1.4758e+08 nChanged 193 Entering Unmasked Mstep Mstep: Class 0 contains 32 members Mstep: Class 1 contains 26641 members Mstep: Class 2 contains 14757 members Mstep: Class 3 contains 294 members Mstep: Class 4 contains 154309 members Mstep: Class 5 contains 1078 members Mstep: Class 6 contains 2019 members Mstep: Class 7 contains 17279 members Mstep: Class 8 contains 36645 members Mstep: Class 9 contains 33729 members Mstep: Class 10 contains 143415 members Mstep: Class 11 contains 684 members Mstep: Class 12 contains 44023 members Mstep: Class 13 contains 843 members Mstep: Class 14 contains 158202 members Mstep: Class 15 contains 18813 members Mstep: Class 16 contains 490 members Mstep: Class 17 contains 15770 members Mstep: Class 18 contains 824 members Mstep: Class 19 contains 6679 members Mstep: Class 20 contains 1316 members Mstep: Class 21 contains 280 members Mstep: Class 22 contains 916 members Entering Unmasked Estep ConsiderDeletion Score: -147579984.000000 Penalty: 180948.125000 Iteration 198Q: 23 clusters Score -1.4758e+08 nChanged 186 Entering ConstructFrom: Score: -147579984.000000 Penalty: 180948.125000 Entering ConstructFrom: Trying to split cluster 1 (26641 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26641 members Entering Unmasked Estep Score: -5763897.500000 Penalty: 6241.501465 Iteration 0F: 2 clusters Score -5763898 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13284 members Mstep: Class 2 contains 13357 members Entering Unmasked Estep Score: -5743123.000000 Penalty: 12483.002930 Iteration 0F: 3 clusters Score -5743123 nChanged 11187 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13209 members Mstep: Class 2 contains 13432 members Entering Unmasked Estep Score: -5749208.500000 Penalty: 12483.002930 Iteration 1F: 3 clusters Score -5749208 nChanged 1727 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13078 members Mstep: Class 2 contains 13563 members Entering Unmasked Estep Score: -5750252.000000 Penalty: 12483.002930 Iteration 2F: 3 clusters Score -5750252 nChanged 1575 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12755 members Mstep: Class 2 contains 13886 members Entering Unmasked Estep Score: -5751343.000000 Penalty: 12483.002930 Iteration 3F: 3 clusters Score -5751343 nChanged 1551 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12190 members Mstep: Class 2 contains 14451 members Entering Unmasked Estep Score: -5752405.500000 Penalty: 12483.002930 Iteration 4F: 3 clusters Score -5752406 nChanged 1666 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11362 members Mstep: Class 2 contains 15279 members Entering Unmasked Estep Score: -5753525.500000 Penalty: 12483.002930 Iteration 5F: 3 clusters Score -5753526 nChanged 1749 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10237 members Mstep: Class 2 contains 16404 members Entering Unmasked Estep Score: -5754698.500000 Penalty: 12483.002930 Iteration 6F: 3 clusters Score -5754698 nChanged 1647 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8976 members Mstep: Class 2 contains 17665 members Entering Unmasked Estep Score: -5755883.000000 Penalty: 12483.002930 Iteration 7F: 3 clusters Score -5755883 nChanged 1504 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7732 members Mstep: Class 2 contains 18909 members Entering Unmasked Estep Score: -5756969.500000 Penalty: 12483.002930 Iteration 8F: 3 clusters Score -5756970 nChanged 1293 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6635 members Mstep: Class 2 contains 20006 members Entering Unmasked Estep Score: -5757860.000000 Penalty: 12483.002930 Iteration 9Q: 3 clusters Score -5757860 nChanged 1029 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5738 members Mstep: Class 2 contains 20903 members Entering Unmasked Estep Score: -5758536.000000 Penalty: 12483.002930 Iteration 10Q: 3 clusters Score -5758536 nChanged 803 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5037 members Mstep: Class 2 contains 21604 members Entering Unmasked Estep Score: -5759026.000000 Penalty: 12483.002930 Iteration 11Q: 3 clusters Score -5759026 nChanged 581 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4520 members Mstep: Class 2 contains 22121 members Entering Unmasked Estep Score: -5759366.500000 Penalty: 12483.002930 Iteration 12Q: 3 clusters Score -5759366 nChanged 469 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4099 members Mstep: Class 2 contains 22542 members Entering Unmasked Estep Score: -5759615.500000 Penalty: 12483.002930 Iteration 13Q: 3 clusters Score -5759616 nChanged 363 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3768 members Mstep: Class 2 contains 22873 members Entering Unmasked Estep Score: -5759831.500000 Penalty: 12483.002930 Iteration 14Q: 3 clusters Score -5759832 nChanged 280 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3504 members Mstep: Class 2 contains 23137 members Entering Unmasked Estep Score: -5759977.000000 Penalty: 12483.002930 Iteration 15Q: 3 clusters Score -5759977 nChanged 219 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3297 members Mstep: Class 2 contains 23344 members Entering Unmasked Estep Score: -5760074.000000 Penalty: 12483.002930 Iteration 16Q: 3 clusters Score -5760074 nChanged 188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3115 members Mstep: Class 2 contains 23526 members Entering Unmasked Estep Score: -5760166.000000 Penalty: 12483.002930 Iteration 17Q: 3 clusters Score -5760166 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2978 members Mstep: Class 2 contains 23663 members Entering Unmasked Estep Score: -5760229.500000 Penalty: 12483.002930 Iteration 18Q: 3 clusters Score -5760230 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2868 members Mstep: Class 2 contains 23773 members Entering Unmasked Estep Score: -5760259.500000 Penalty: 12483.002930 Iteration 19Q: 3 clusters Score -5760260 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2771 members Mstep: Class 2 contains 23870 members Entering Unmasked Estep Score: -5760293.500000 Penalty: 12483.002930 Iteration 20F: 3 clusters Score -5760294 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2707 members Mstep: Class 2 contains 23934 members Entering Unmasked Estep Score: -5760309.500000 Penalty: 12483.002930 Iteration 21Q: 3 clusters Score -5760310 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2662 members Mstep: Class 2 contains 23979 members Entering Unmasked Estep Score: -5760338.500000 Penalty: 12483.002930 Iteration 22Q: 3 clusters Score -5760338 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2625 members Mstep: Class 2 contains 24016 members Entering Unmasked Estep Score: -5760352.500000 Penalty: 12483.002930 Iteration 23Q: 3 clusters Score -5760352 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2583 members Mstep: Class 2 contains 24058 members Entering Unmasked Estep Score: -5760366.500000 Penalty: 12483.002930 Iteration 24Q: 3 clusters Score -5760366 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2554 members Mstep: Class 2 contains 24087 members Entering Unmasked Estep Score: -5760378.500000 Penalty: 12483.002930 Iteration 25Q: 3 clusters Score -5760378 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2522 members Mstep: Class 2 contains 24119 members Entering Unmasked Estep Score: -5760382.000000 Penalty: 12483.002930 Iteration 26Q: 3 clusters Score -5760382 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2503 members Mstep: Class 2 contains 24138 members Entering Unmasked Estep Score: -5760393.000000 Penalty: 12483.002930 Iteration 27Q: 3 clusters Score -5760393 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2490 members Mstep: Class 2 contains 24151 members Entering Unmasked Estep Score: -5760388.500000 Penalty: 12483.002930 Iteration 28Q: 3 clusters Score -5760388 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2478 members Mstep: Class 2 contains 24163 members Entering Unmasked Estep Score: -5760391.000000 Penalty: 12483.002930 Iteration 29Q: 3 clusters Score -5760391 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2467 members Mstep: Class 2 contains 24174 members Entering Unmasked Estep Score: -5760390.000000 Penalty: 12483.002930 Iteration 30Q: 3 clusters Score -5760390 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2462 members Mstep: Class 2 contains 24179 members Entering Unmasked Estep Score: -5760402.000000 Penalty: 12483.002930 Iteration 31Q: 3 clusters Score -5760402 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2460 members Mstep: Class 2 contains 24181 members Entering Unmasked Estep Score: -5760398.500000 Penalty: 12483.002930 Iteration 32Q: 3 clusters Score -5760398 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2459 members Mstep: Class 2 contains 24182 members Entering Unmasked Estep Score: -5760400.500000 Penalty: 12483.002930 Iteration 33Q: 3 clusters Score -5760400 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2456 members Mstep: Class 2 contains 24185 members Entering Unmasked Estep Score: -5760403.000000 Penalty: 12483.002930 Iteration 34Q: 3 clusters Score -5760403 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2453 members Mstep: Class 2 contains 24188 members Entering Unmasked Estep Score: -5760399.000000 Penalty: 12483.002930 Iteration 35Q: 3 clusters Score -5760399 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2451 members Mstep: Class 2 contains 24190 members Entering Unmasked Estep Score: -5760404.500000 Penalty: 12483.002930 Iteration 36Q: 3 clusters Score -5760404 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2449 members Mstep: Class 2 contains 24192 members Entering Unmasked Estep Score: -5760401.000000 Penalty: 12483.002930 Iteration 37Q: 3 clusters Score -5760401 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2445 members Mstep: Class 2 contains 24196 members Entering Unmasked Estep Score: -5760410.000000 Penalty: 12483.002930 Iteration 38Q: 3 clusters Score -5760410 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2440 members Mstep: Class 2 contains 24201 members Entering Unmasked Estep Score: -5760401.000000 Penalty: 12483.002930 Iteration 39Q: 3 clusters Score -5760401 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2428 members Mstep: Class 2 contains 24213 members Entering Unmasked Estep Score: -5760408.500000 Penalty: 12483.002930 Iteration 40F: 3 clusters Score -5760408 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2418 members Mstep: Class 2 contains 24223 members Entering Unmasked Estep Score: -5760405.000000 Penalty: 12483.002930 Iteration 41Q: 3 clusters Score -5760405 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2413 members Mstep: Class 2 contains 24228 members Entering Unmasked Estep Score: -5760408.000000 Penalty: 12483.002930 Iteration 42Q: 3 clusters Score -5760408 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2410 members Mstep: Class 2 contains 24231 members Entering Unmasked Estep Score: -5760412.000000 Penalty: 12483.002930 Iteration 43Q: 3 clusters Score -5760412 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2407 members Mstep: Class 2 contains 24234 members Entering Unmasked Estep Score: -5760416.500000 Penalty: 12483.002930 Iteration 44Q: 3 clusters Score -5760416 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2401 members Mstep: Class 2 contains 24240 members Entering Unmasked Estep Score: -5760412.000000 Penalty: 12483.002930 Iteration 45Q: 3 clusters Score -5760412 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2393 members Mstep: Class 2 contains 24248 members Entering Unmasked Estep Score: -5760413.500000 Penalty: 12483.002930 Iteration 46Q: 3 clusters Score -5760414 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2387 members Mstep: Class 2 contains 24254 members Entering Unmasked Estep Score: -5760414.000000 Penalty: 12483.002930 Iteration 47Q: 3 clusters Score -5760414 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2383 members Mstep: Class 2 contains 24258 members Entering Unmasked Estep Score: -5760414.500000 Penalty: 12483.002930 Iteration 48Q: 3 clusters Score -5760414 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2378 members Mstep: Class 2 contains 24263 members Entering Unmasked Estep Score: -5760413.500000 Penalty: 12483.002930 Iteration 49Q: 3 clusters Score -5760414 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2377 members Mstep: Class 2 contains 24264 members Entering Unmasked Estep Score: -5760410.500000 Penalty: 12483.002930 Iteration 50Q: 3 clusters Score -5760410 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2376 members Mstep: Class 2 contains 24265 members Entering Unmasked Estep Score: -5760412.000000 Penalty: 12483.002930 Iteration 51Q: 3 clusters Score -5760412 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2375 members Mstep: Class 2 contains 24266 members Entering Unmasked Estep Score: -5760415.500000 Penalty: 12483.002930 Iteration 52Q: 3 clusters Score -5760416 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2372 members Mstep: Class 2 contains 24269 members Entering Unmasked Estep Score: -5760416.000000 Penalty: 12483.002930 Iteration 53Q: 3 clusters Score -5760416 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2369 members Mstep: Class 2 contains 24272 members Entering Unmasked Estep Score: -5760420.500000 Penalty: 12483.002930 Iteration 54Q: 3 clusters Score -5760420 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2364 members Mstep: Class 2 contains 24277 members Entering Unmasked Estep Score: -5760414.500000 Penalty: 12483.002930 Iteration 55Q: 3 clusters Score -5760414 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2362 members Mstep: Class 2 contains 24279 members Entering Unmasked Estep Score: -5760417.000000 Penalty: 12483.002930 Iteration 56Q: 3 clusters Score -5760417 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2357 members Mstep: Class 2 contains 24284 members Entering Unmasked Estep Score: -5760424.000000 Penalty: 12483.002930 Iteration 57Q: 3 clusters Score -5760424 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2356 members Mstep: Class 2 contains 24285 members Entering Unmasked Estep Score: -5760422.000000 Penalty: 12483.002930 Iteration 58Q: 3 clusters Score -5760422 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2354 members Mstep: Class 2 contains 24287 members Entering Unmasked Estep Score: -5760424.000000 Penalty: 12483.002930 Iteration 59Q: 3 clusters Score -5760424 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2353 members Mstep: Class 2 contains 24288 members Entering Unmasked Estep Score: -5760424.000000 Penalty: 12483.002930 Iteration 60F: 3 clusters Score -5760424 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2352 members Mstep: Class 2 contains 24289 members Entering Unmasked Estep Score: -5760423.000000 Penalty: 12483.002930 Iteration 61Q: 3 clusters Score -5760423 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2352 members Mstep: Class 2 contains 24289 members Entering Unmasked Estep Score: -5760423.000000 Penalty: 12483.002930 Iteration 62F: 3 clusters Score -5760423 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (14753 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14753 members Entering Unmasked Estep Score: -3096068.250000 Penalty: 5879.511230 Iteration 0F: 2 clusters Score -3096068 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7518 members Mstep: Class 2 contains 7235 members Entering Unmasked Estep Score: -3082801.000000 Penalty: 11759.022461 Iteration 0F: 3 clusters Score -3082801 nChanged 5813 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7835 members Mstep: Class 2 contains 6918 members Entering Unmasked Estep Score: -3086116.000000 Penalty: 11759.022461 Iteration 1F: 3 clusters Score -3086116 nChanged 1069 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7982 members Mstep: Class 2 contains 6771 members Entering Unmasked Estep Score: -3086727.000000 Penalty: 11759.022461 Iteration 2F: 3 clusters Score -3086727 nChanged 754 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8202 members Mstep: Class 2 contains 6551 members Entering Unmasked Estep Score: -3087138.000000 Penalty: 11759.022461 Iteration 3F: 3 clusters Score -3087138 nChanged 605 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8401 members Mstep: Class 2 contains 6352 members Entering Unmasked Estep Score: -3087462.000000 Penalty: 11759.022461 Iteration 4Q: 3 clusters Score -3087462 nChanged 528 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8627 members Mstep: Class 2 contains 6126 members Entering Unmasked Estep Score: -3087738.750000 Penalty: 11759.022461 Iteration 5Q: 3 clusters Score -3087739 nChanged 475 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8872 members Mstep: Class 2 contains 5881 members Entering Unmasked Estep Score: -3088010.500000 Penalty: 11759.022461 Iteration 6Q: 3 clusters Score -3088010 nChanged 458 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9138 members Mstep: Class 2 contains 5615 members Entering Unmasked Estep Score: -3088300.750000 Penalty: 11759.022461 Iteration 7Q: 3 clusters Score -3088301 nChanged 486 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9464 members Mstep: Class 2 contains 5289 members Entering Unmasked Estep Score: -3088625.750000 Penalty: 11759.022461 Iteration 8Q: 3 clusters Score -3088626 nChanged 468 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9804 members Mstep: Class 2 contains 4949 members Entering Unmasked Estep Score: -3088946.750000 Penalty: 11759.022461 Iteration 9Q: 3 clusters Score -3088947 nChanged 512 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10136 members Mstep: Class 2 contains 4617 members Entering Unmasked Estep Score: -3089275.000000 Penalty: 11759.022461 Iteration 10Q: 3 clusters Score -3089275 nChanged 465 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10459 members Mstep: Class 2 contains 4294 members Entering Unmasked Estep Score: -3089586.250000 Penalty: 11759.022461 Iteration 11Q: 3 clusters Score -3089586 nChanged 415 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10766 members Mstep: Class 2 contains 3987 members Entering Unmasked Estep Score: -3089876.000000 Penalty: 11759.022461 Iteration 12Q: 3 clusters Score -3089876 nChanged 405 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11067 members Mstep: Class 2 contains 3686 members Entering Unmasked Estep Score: -3090186.250000 Penalty: 11759.022461 Iteration 13Q: 3 clusters Score -3090186 nChanged 374 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11323 members Mstep: Class 2 contains 3430 members Entering Unmasked Estep Score: -3090430.750000 Penalty: 11759.022461 Iteration 14Q: 3 clusters Score -3090431 nChanged 306 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11553 members Mstep: Class 2 contains 3200 members Entering Unmasked Estep Score: -3090626.000000 Penalty: 11759.022461 Iteration 15Q: 3 clusters Score -3090626 nChanged 252 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11753 members Mstep: Class 2 contains 3000 members Entering Unmasked Estep Score: -3090785.750000 Penalty: 11759.022461 Iteration 16Q: 3 clusters Score -3090786 nChanged 215 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11924 members Mstep: Class 2 contains 2829 members Entering Unmasked Estep Score: -3090901.750000 Penalty: 11759.022461 Iteration 17Q: 3 clusters Score -3090902 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12063 members Mstep: Class 2 contains 2690 members Entering Unmasked Estep Score: -3091004.750000 Penalty: 11759.022461 Iteration 18Q: 3 clusters Score -3091005 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12180 members Mstep: Class 2 contains 2573 members Entering Unmasked Estep Score: -3091102.500000 Penalty: 11759.022461 Iteration 19Q: 3 clusters Score -3091102 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12292 members Mstep: Class 2 contains 2461 members Entering Unmasked Estep Score: -3091181.500000 Penalty: 11759.022461 Iteration 20F: 3 clusters Score -3091182 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12394 members Mstep: Class 2 contains 2359 members Entering Unmasked Estep Score: -3091260.000000 Penalty: 11759.022461 Iteration 21Q: 3 clusters Score -3091260 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12467 members Mstep: Class 2 contains 2286 members Entering Unmasked Estep Score: -3091306.500000 Penalty: 11759.022461 Iteration 22Q: 3 clusters Score -3091306 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12543 members Mstep: Class 2 contains 2210 members Entering Unmasked Estep Score: -3091356.250000 Penalty: 11759.022461 Iteration 23Q: 3 clusters Score -3091356 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12598 members Mstep: Class 2 contains 2155 members Entering Unmasked Estep Score: -3091405.250000 Penalty: 11759.022461 Iteration 24Q: 3 clusters Score -3091405 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12642 members Mstep: Class 2 contains 2111 members Entering Unmasked Estep Score: -3091434.500000 Penalty: 11759.022461 Iteration 25Q: 3 clusters Score -3091434 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12684 members Mstep: Class 2 contains 2069 members Entering Unmasked Estep Score: -3091458.250000 Penalty: 11759.022461 Iteration 26Q: 3 clusters Score -3091458 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12705 members Mstep: Class 2 contains 2048 members Entering Unmasked Estep Score: -3091479.500000 Penalty: 11759.022461 Iteration 27Q: 3 clusters Score -3091480 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12725 members Mstep: Class 2 contains 2028 members Entering Unmasked Estep Score: -3091492.250000 Penalty: 11759.022461 Iteration 28Q: 3 clusters Score -3091492 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12738 members Mstep: Class 2 contains 2015 members Entering Unmasked Estep Score: -3091501.750000 Penalty: 11759.022461 Iteration 29Q: 3 clusters Score -3091502 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12744 members Mstep: Class 2 contains 2009 members Entering Unmasked Estep Score: -3091504.750000 Penalty: 11759.022461 Iteration 30Q: 3 clusters Score -3091505 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12751 members Mstep: Class 2 contains 2002 members Entering Unmasked Estep Score: -3091505.750000 Penalty: 11759.022461 Iteration 31Q: 3 clusters Score -3091506 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12757 members Mstep: Class 2 contains 1996 members Entering Unmasked Estep Score: -3091507.500000 Penalty: 11759.022461 Iteration 32Q: 3 clusters Score -3091508 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12763 members Mstep: Class 2 contains 1990 members Entering Unmasked Estep Score: -3091512.250000 Penalty: 11759.022461 Iteration 33Q: 3 clusters Score -3091512 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12764 members Mstep: Class 2 contains 1989 members Entering Unmasked Estep Score: -3091510.250000 Penalty: 11759.022461 Iteration 34Q: 3 clusters Score -3091510 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12766 members Mstep: Class 2 contains 1987 members Entering Unmasked Estep Score: -3091519.250000 Penalty: 11759.022461 Iteration 35Q: 3 clusters Score -3091519 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12770 members Mstep: Class 2 contains 1983 members Entering Unmasked Estep Score: -3091523.250000 Penalty: 11759.022461 Iteration 36Q: 3 clusters Score -3091523 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12775 members Mstep: Class 2 contains 1978 members Entering Unmasked Estep Score: -3091533.000000 Penalty: 11759.022461 Iteration 37Q: 3 clusters Score -3091533 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12784 members Mstep: Class 2 contains 1969 members Entering Unmasked Estep Score: -3091534.250000 Penalty: 11759.022461 Iteration 38Q: 3 clusters Score -3091534 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12791 members Mstep: Class 2 contains 1962 members Entering Unmasked Estep Score: -3091537.500000 Penalty: 11759.022461 Iteration 39Q: 3 clusters Score -3091538 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12798 members Mstep: Class 2 contains 1955 members Entering Unmasked Estep Score: -3091537.750000 Penalty: 11759.022461 Iteration 40F: 3 clusters Score -3091538 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12798 members Mstep: Class 2 contains 1955 members Entering Unmasked Estep Score: -3091550.750000 Penalty: 11759.022461 Iteration 41Q: 3 clusters Score -3091551 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12800 members Mstep: Class 2 contains 1953 members Entering Unmasked Estep Score: -3091551.750000 Penalty: 11759.022461 Iteration 42Q: 3 clusters Score -3091552 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12803 members Mstep: Class 2 contains 1950 members Entering Unmasked Estep Score: -3091554.000000 Penalty: 11759.022461 Iteration 43Q: 3 clusters Score -3091554 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12807 members Mstep: Class 2 contains 1946 members Entering Unmasked Estep Score: -3091557.000000 Penalty: 11759.022461 Iteration 44Q: 3 clusters Score -3091557 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12812 members Mstep: Class 2 contains 1941 members Entering Unmasked Estep Score: -3091561.250000 Penalty: 11759.022461 Iteration 45Q: 3 clusters Score -3091561 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12812 members Mstep: Class 2 contains 1941 members Entering Unmasked Estep Score: -3091561.250000 Penalty: 11759.022461 Iteration 46F: 3 clusters Score -3091561 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (294 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 294 members Entering Unmasked Estep Score: -54618.953125 Penalty: 3481.192627 Iteration 0F: 2 clusters Score -54618.95 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 144 members Entering Unmasked Estep Score: -51784.210938 Penalty: 6962.385254 Iteration 0F: 3 clusters Score -51784.21 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 152 members Mstep: Class 2 contains 142 members Entering Unmasked Estep Score: -51838.070312 Penalty: 6962.385254 Iteration 1Q: 3 clusters Score -51838.07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 152 members Mstep: Class 2 contains 142 members Entering Unmasked Estep Score: -51838.070312 Penalty: 6962.385254 Iteration 2F: 3 clusters Score -51838.07 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (154353 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 154353 members Entering Unmasked Estep Score: -33982112.000000 Penalty: 7317.536133 Iteration 0F: 2 clusters Score -3.398211e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 77334 members Mstep: Class 2 contains 77019 members Entering Unmasked Estep Score: -33881360.000000 Penalty: 14635.072266 Iteration 0F: 3 clusters Score -3.388136e+07 nChanged 71950 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 79374 members Mstep: Class 2 contains 74979 members Entering Unmasked Estep Score: -33921384.000000 Penalty: 14635.072266 Iteration 1F: 3 clusters Score -3.392138e+07 nChanged 5214 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80692 members Mstep: Class 2 contains 73661 members Entering Unmasked Estep Score: -33922688.000000 Penalty: 14635.072266 Iteration 2Q: 3 clusters Score -3.392269e+07 nChanged 5087 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 82675 members Mstep: Class 2 contains 71678 members Entering Unmasked Estep Score: -33923976.000000 Penalty: 14635.072266 Iteration 3Q: 3 clusters Score -3.392398e+07 nChanged 5097 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 85538 members Mstep: Class 2 contains 68815 members Entering Unmasked Estep Score: -33925184.000000 Penalty: 14635.072266 Iteration 4Q: 3 clusters Score -3.392518e+07 nChanged 5464 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 89686 members Mstep: Class 2 contains 64667 members Entering Unmasked Estep Score: -33926980.000000 Penalty: 14635.072266 Iteration 5Q: 3 clusters Score -3.392698e+07 nChanged 6612 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95692 members Mstep: Class 2 contains 58661 members Entering Unmasked Estep Score: -33929672.000000 Penalty: 14635.072266 Iteration 6Q: 3 clusters Score -3.392967e+07 nChanged 8640 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 104120 members Mstep: Class 2 contains 50233 members Entering Unmasked Estep Score: -33934404.000000 Penalty: 14635.072266 Iteration 7F: 3 clusters Score -3.39344e+07 nChanged 11140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 115188 members Mstep: Class 2 contains 39165 members Entering Unmasked Estep Score: -33942560.000000 Penalty: 14635.072266 Iteration 8F: 3 clusters Score -3.394256e+07 nChanged 13118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 128282 members Mstep: Class 2 contains 26071 members Entering Unmasked Estep Score: -33953444.000000 Penalty: 14635.072266 Iteration 9F: 3 clusters Score -3.395344e+07 nChanged 12162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 140434 members Mstep: Class 2 contains 13919 members Entering Unmasked Estep Score: -33964440.000000 Penalty: 14635.072266 Iteration 10F: 3 clusters Score -3.396444e+07 nChanged 7798 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 148222 members Mstep: Class 2 contains 6131 members Entering Unmasked Estep Score: -33970900.000000 Penalty: 14635.072266 Iteration 11F: 3 clusters Score -3.39709e+07 nChanged 3450 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 151664 members Mstep: Class 2 contains 2689 members Entering Unmasked Estep Score: -33973624.000000 Penalty: 14635.072266 Iteration 12Q: 3 clusters Score -3.397362e+07 nChanged 1322 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 152964 members Mstep: Class 2 contains 1389 members Entering Unmasked Estep Score: -33974780.000000 Penalty: 14635.072266 Iteration 13Q: 3 clusters Score -3.397478e+07 nChanged 471 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 153397 members Mstep: Class 2 contains 956 members Entering Unmasked Estep Score: -33975228.000000 Penalty: 14635.072266 Iteration 14Q: 3 clusters Score -3.397523e+07 nChanged 180 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 153537 members Mstep: Class 2 contains 816 members Entering Unmasked Estep Score: -33975464.000000 Penalty: 14635.072266 Iteration 15Q: 3 clusters Score -3.397546e+07 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 153618 members Mstep: Class 2 contains 735 members Entering Unmasked Estep Score: -33975556.000000 Penalty: 14635.072266 Iteration 16Q: 3 clusters Score -3.397556e+07 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 153658 members Mstep: Class 2 contains 695 members Entering Unmasked Estep Score: -33975624.000000 Penalty: 14635.072266 Iteration 17Q: 3 clusters Score -3.397562e+07 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 153685 members Mstep: Class 2 contains 668 members Entering Unmasked Estep Score: -33975668.000000 Penalty: 14635.072266 Iteration 18Q: 3 clusters Score -3.397567e+07 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 153704 members Mstep: Class 2 contains 649 members Entering Unmasked Estep Score: -33975728.000000 Penalty: 14635.072266 Iteration 19Q: 3 clusters Score -3.397573e+07 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 153726 members Mstep: Class 2 contains 627 members Entering Unmasked Estep Score: -33975748.000000 Penalty: 14635.072266 Iteration 20F: 3 clusters Score -3.397575e+07 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 153739 members Mstep: Class 2 contains 614 members Entering Unmasked Estep Score: -33975788.000000 Penalty: 14635.072266 Iteration 21Q: 3 clusters Score -3.397579e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 153746 members Mstep: Class 2 contains 607 members Entering Unmasked Estep Score: -33975792.000000 Penalty: 14635.072266 Iteration 22Q: 3 clusters Score -3.397579e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 153754 members Mstep: Class 2 contains 599 members Entering Unmasked Estep Score: -33975804.000000 Penalty: 14635.072266 Iteration 23Q: 3 clusters Score -3.39758e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 153761 members Mstep: Class 2 contains 592 members Entering Unmasked Estep Score: -33975844.000000 Penalty: 14635.072266 Iteration 24Q: 3 clusters Score -3.397584e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 153772 members Mstep: Class 2 contains 581 members Entering Unmasked Estep Score: -33975880.000000 Penalty: 14635.072266 Iteration 25Q: 3 clusters Score -3.397588e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 153774 members Mstep: Class 2 contains 579 members Entering Unmasked Estep Score: -33975864.000000 Penalty: 14635.072266 Iteration 26Q: 3 clusters Score -3.397586e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 153776 members Mstep: Class 2 contains 577 members Entering Unmasked Estep Score: -33975904.000000 Penalty: 14635.072266 Iteration 27Q: 3 clusters Score -3.39759e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 153780 members Mstep: Class 2 contains 573 members Entering Unmasked Estep Score: -33975904.000000 Penalty: 14635.072266 Iteration 28Q: 3 clusters Score -3.39759e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 153781 members Mstep: Class 2 contains 572 members Entering Unmasked Estep Score: -33975920.000000 Penalty: 14635.072266 Iteration 29Q: 3 clusters Score -3.397592e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 153780 members Mstep: Class 2 contains 573 members Entering Unmasked Estep Score: -33975928.000000 Penalty: 14635.072266 Iteration 30Q: 3 clusters Score -3.397593e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 153780 members Mstep: Class 2 contains 573 members Entering Unmasked Estep Score: -33975928.000000 Penalty: 14635.072266 Iteration 31F: 3 clusters Score -3.397593e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (1078 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1078 members Entering Unmasked Estep Score: -203560.921875 Penalty: 4277.003418 Iteration 0F: 2 clusters Score -203560.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 545 members Mstep: Class 2 contains 533 members Entering Unmasked Estep Score: -199610.078125 Penalty: 8554.006836 Iteration 0F: 3 clusters Score -199610.1 nChanged 207 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 598 members Mstep: Class 2 contains 480 members Entering Unmasked Estep Score: -200454.937500 Penalty: 8554.006836 Iteration 1F: 3 clusters Score -200454.9 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 633 members Mstep: Class 2 contains 445 members Entering Unmasked Estep Score: -200983.625000 Penalty: 8554.006836 Iteration 2F: 3 clusters Score -200983.6 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 648 members Mstep: Class 2 contains 430 members Entering Unmasked Estep Score: -201250.359375 Penalty: 8554.006836 Iteration 3Q: 3 clusters Score -201250.4 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 662 members Mstep: Class 2 contains 416 members Entering Unmasked Estep Score: -201381.656250 Penalty: 8554.006836 Iteration 4Q: 3 clusters Score -201381.7 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 672 members Mstep: Class 2 contains 406 members Entering Unmasked Estep Score: -201470.781250 Penalty: 8554.006836 Iteration 5Q: 3 clusters Score -201470.8 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 680 members Mstep: Class 2 contains 398 members Entering Unmasked Estep Score: -201581.703125 Penalty: 8554.006836 Iteration 6Q: 3 clusters Score -201581.7 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 685 members Mstep: Class 2 contains 393 members Entering Unmasked Estep Score: -201690.765625 Penalty: 8554.006836 Iteration 7Q: 3 clusters Score -201690.8 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 683 members Mstep: Class 2 contains 395 members Entering Unmasked Estep Score: -201843.906250 Penalty: 8554.006836 Iteration 8Q: 3 clusters Score -201843.9 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 687 members Mstep: Class 2 contains 391 members Entering Unmasked Estep Score: -201921.046875 Penalty: 8554.006836 Iteration 9Q: 3 clusters Score -201921 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 690 members Mstep: Class 2 contains 388 members Entering Unmasked Estep Score: -201991.734375 Penalty: 8554.006836 Iteration 10Q: 3 clusters Score -201991.7 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 688 members Mstep: Class 2 contains 390 members Entering Unmasked Estep Score: -202042.656250 Penalty: 8554.006836 Iteration 11Q: 3 clusters Score -202042.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 683 members Mstep: Class 2 contains 395 members Entering Unmasked Estep Score: -202094.125000 Penalty: 8554.006836 Iteration 12Q: 3 clusters Score -202094.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 678 members Mstep: Class 2 contains 400 members Entering Unmasked Estep Score: -202132.250000 Penalty: 8554.006836 Iteration 13Q: 3 clusters Score -202132.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 676 members Mstep: Class 2 contains 402 members Entering Unmasked Estep Score: -202161.015625 Penalty: 8554.006836 Iteration 14Q: 3 clusters Score -202161 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 674 members Mstep: Class 2 contains 404 members Entering Unmasked Estep Score: -202182.312500 Penalty: 8554.006836 Iteration 15Q: 3 clusters Score -202182.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 676 members Mstep: Class 2 contains 402 members Entering Unmasked Estep Score: -202203.234375 Penalty: 8554.006836 Iteration 16Q: 3 clusters Score -202203.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 678 members Mstep: Class 2 contains 400 members Entering Unmasked Estep Score: -202219.750000 Penalty: 8554.006836 Iteration 17Q: 3 clusters Score -202219.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 684 members Mstep: Class 2 contains 394 members Entering Unmasked Estep Score: -202250.046875 Penalty: 8554.006836 Iteration 18Q: 3 clusters Score -202250 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 688 members Mstep: Class 2 contains 390 members Entering Unmasked Estep Score: -202289.859375 Penalty: 8554.006836 Iteration 19Q: 3 clusters Score -202289.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 689 members Mstep: Class 2 contains 389 members Entering Unmasked Estep Score: -202319.281250 Penalty: 8554.006836 Iteration 20F: 3 clusters Score -202319.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 686 members Mstep: Class 2 contains 392 members Entering Unmasked Estep Score: -202340.734375 Penalty: 8554.006836 Iteration 21Q: 3 clusters Score -202340.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 687 members Mstep: Class 2 contains 391 members Entering Unmasked Estep Score: -202380.671875 Penalty: 8554.006836 Iteration 22Q: 3 clusters Score -202380.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 691 members Mstep: Class 2 contains 387 members Entering Unmasked Estep Score: -202411.187500 Penalty: 8554.006836 Iteration 23Q: 3 clusters Score -202411.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 690 members Mstep: Class 2 contains 388 members Entering Unmasked Estep Score: -202447.375000 Penalty: 8554.006836 Iteration 24Q: 3 clusters Score -202447.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 694 members Mstep: Class 2 contains 384 members Entering Unmasked Estep Score: -202496.906250 Penalty: 8554.006836 Iteration 25Q: 3 clusters Score -202496.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 700 members Mstep: Class 2 contains 378 members Entering Unmasked Estep Score: -202536.437500 Penalty: 8554.006836 Iteration 26Q: 3 clusters Score -202536.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 708 members Mstep: Class 2 contains 370 members Entering Unmasked Estep Score: -202568.843750 Penalty: 8554.006836 Iteration 27Q: 3 clusters Score -202568.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 710 members Mstep: Class 2 contains 368 members Entering Unmasked Estep Score: -202575.234375 Penalty: 8554.006836 Iteration 28Q: 3 clusters Score -202575.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 711 members Mstep: Class 2 contains 367 members Entering Unmasked Estep Score: -202579.312500 Penalty: 8554.006836 Iteration 29Q: 3 clusters Score -202579.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 712 members Mstep: Class 2 contains 366 members Entering Unmasked Estep Score: -202583.171875 Penalty: 8554.006836 Iteration 30Q: 3 clusters Score -202583.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 712 members Mstep: Class 2 contains 366 members Entering Unmasked Estep Score: -202583.171875 Penalty: 8554.006836 Iteration 31F: 3 clusters Score -202583.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (2019 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2019 members Entering Unmasked Estep Score: -431822.187500 Penalty: 4661.344238 Iteration 0F: 2 clusters Score -431822.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1033 members Mstep: Class 2 contains 986 members Entering Unmasked Estep Score: -426888.437500 Penalty: 9322.688477 Iteration 0F: 3 clusters Score -426888.4 nChanged 473 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 988 members Mstep: Class 2 contains 1031 members Entering Unmasked Estep Score: -427778.187500 Penalty: 9322.688477 Iteration 1F: 3 clusters Score -427778.2 nChanged 168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 966 members Mstep: Class 2 contains 1053 members Entering Unmasked Estep Score: -428487.281250 Penalty: 9322.688477 Iteration 2F: 3 clusters Score -428487.3 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 906 members Mstep: Class 2 contains 1113 members Entering Unmasked Estep Score: -429373.812500 Penalty: 9322.688477 Iteration 3F: 3 clusters Score -429373.8 nChanged 192 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 812 members Mstep: Class 2 contains 1207 members Entering Unmasked Estep Score: -430002.281250 Penalty: 9322.688477 Iteration 4F: 3 clusters Score -430002.3 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 716 members Mstep: Class 2 contains 1303 members Entering Unmasked Estep Score: -430499.593750 Penalty: 9322.688477 Iteration 5F: 3 clusters Score -430499.6 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 651 members Mstep: Class 2 contains 1368 members Entering Unmasked Estep Score: -430821.000000 Penalty: 9322.688477 Iteration 6F: 3 clusters Score -430821 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 596 members Mstep: Class 2 contains 1423 members Entering Unmasked Estep Score: -431074.562500 Penalty: 9322.688477 Iteration 7Q: 3 clusters Score -431074.6 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 566 members Mstep: Class 2 contains 1453 members Entering Unmasked Estep Score: -431285.875000 Penalty: 9322.688477 Iteration 8Q: 3 clusters Score -431285.9 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 535 members Mstep: Class 2 contains 1484 members Entering Unmasked Estep Score: -431471.781250 Penalty: 9322.688477 Iteration 9Q: 3 clusters Score -431471.8 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 504 members Mstep: Class 2 contains 1515 members Entering Unmasked Estep Score: -431701.531250 Penalty: 9322.688477 Iteration 10Q: 3 clusters Score -431701.5 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 488 members Mstep: Class 2 contains 1531 members Entering Unmasked Estep Score: -431826.531250 Penalty: 9322.688477 Iteration 11Q: 3 clusters Score -431826.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 484 members Mstep: Class 2 contains 1535 members Entering Unmasked Estep Score: -431852.968750 Penalty: 9322.688477 Iteration 12Q: 3 clusters Score -431853 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 482 members Mstep: Class 2 contains 1537 members Entering Unmasked Estep Score: -431858.937500 Penalty: 9322.688477 Iteration 13Q: 3 clusters Score -431858.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 481 members Mstep: Class 2 contains 1538 members Entering Unmasked Estep Score: -431859.843750 Penalty: 9322.688477 Iteration 14Q: 3 clusters Score -431859.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 479 members Mstep: Class 2 contains 1540 members Entering Unmasked Estep Score: -431867.000000 Penalty: 9322.688477 Iteration 15Q: 3 clusters Score -431867 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 479 members Mstep: Class 2 contains 1540 members Entering Unmasked Estep Score: -431867.000000 Penalty: 9322.688477 Iteration 16F: 3 clusters Score -431867 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 32 members Mstep: Class 1 contains 26641 members Mstep: Class 2 contains 14753 members Mstep: Class 3 contains 294 members Mstep: Class 4 contains 154353 members Mstep: Class 5 contains 1078 members Mstep: Class 6 contains 479 members Mstep: Class 7 contains 17276 members Mstep: Class 8 contains 36640 members Mstep: Class 9 contains 33726 members Mstep: Class 10 contains 143395 members Mstep: Class 11 contains 684 members Mstep: Class 12 contains 44034 members Mstep: Class 13 contains 843 members Mstep: Class 14 contains 158184 members Mstep: Class 15 contains 18816 members Mstep: Class 16 contains 490 members Mstep: Class 17 contains 15767 members Mstep: Class 18 contains 824 members Mstep: Class 19 contains 6677 members Mstep: Class 20 contains 1316 members Mstep: Class 21 contains 280 members Mstep: Class 22 contains 916 members Mstep: Class 23 contains 1540 members Entering Unmasked Estep Score: -147576192.000000 Penalty: 189173.046875 Splitting cluster 6 changes total score from -147579984.000000 to -147576192.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 7 (17276 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17276 members Entering Unmasked Estep Score: -3817036.250000 Penalty: 5976.207520 Iteration 0F: 2 clusters Score -3817036 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8598 members Mstep: Class 2 contains 8678 members Entering Unmasked Estep Score: -3802213.250000 Penalty: 11952.415039 Iteration 0F: 3 clusters Score -3802213 nChanged 6900 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8544 members Mstep: Class 2 contains 8732 members Entering Unmasked Estep Score: -3805892.750000 Penalty: 11952.415039 Iteration 1F: 3 clusters Score -3805893 nChanged 1223 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8561 members Mstep: Class 2 contains 8715 members Entering Unmasked Estep Score: -3806546.250000 Penalty: 11952.415039 Iteration 2F: 3 clusters Score -3806546 nChanged 893 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8548 members Mstep: Class 2 contains 8728 members Entering Unmasked Estep Score: -3807006.750000 Penalty: 11952.415039 Iteration 3F: 3 clusters Score -3807007 nChanged 682 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8538 members Mstep: Class 2 contains 8738 members Entering Unmasked Estep Score: -3807379.750000 Penalty: 11952.415039 Iteration 4Q: 3 clusters Score -3807380 nChanged 625 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8515 members Mstep: Class 2 contains 8761 members Entering Unmasked Estep Score: -3807730.000000 Penalty: 11952.415039 Iteration 5Q: 3 clusters Score -3807730 nChanged 593 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8436 members Mstep: Class 2 contains 8840 members Entering Unmasked Estep Score: -3808042.500000 Penalty: 11952.415039 Iteration 6Q: 3 clusters Score -3808042 nChanged 591 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8307 members Mstep: Class 2 contains 8969 members Entering Unmasked Estep Score: -3808335.000000 Penalty: 11952.415039 Iteration 7Q: 3 clusters Score -3808335 nChanged 577 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8184 members Mstep: Class 2 contains 9092 members Entering Unmasked Estep Score: -3808628.000000 Penalty: 11952.415039 Iteration 8Q: 3 clusters Score -3808628 nChanged 590 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8016 members Mstep: Class 2 contains 9260 members Entering Unmasked Estep Score: -3808963.000000 Penalty: 11952.415039 Iteration 9Q: 3 clusters Score -3808963 nChanged 623 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7805 members Mstep: Class 2 contains 9471 members Entering Unmasked Estep Score: -3809389.500000 Penalty: 11952.415039 Iteration 10Q: 3 clusters Score -3809390 nChanged 662 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7583 members Mstep: Class 2 contains 9693 members Entering Unmasked Estep Score: -3809880.000000 Penalty: 11952.415039 Iteration 11Q: 3 clusters Score -3809880 nChanged 656 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7393 members Mstep: Class 2 contains 9883 members Entering Unmasked Estep Score: -3810410.750000 Penalty: 11952.415039 Iteration 12Q: 3 clusters Score -3810411 nChanged 699 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7254 members Mstep: Class 2 contains 10022 members Entering Unmasked Estep Score: -3811181.500000 Penalty: 11952.415039 Iteration 13Q: 3 clusters Score -3811182 nChanged 813 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7257 members Mstep: Class 2 contains 10019 members Entering Unmasked Estep Score: -3812250.500000 Penalty: 11952.415039 Iteration 14Q: 3 clusters Score -3812250 nChanged 879 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7418 members Mstep: Class 2 contains 9858 members Entering Unmasked Estep Score: -3813618.000000 Penalty: 11952.415039 Iteration 15F: 3 clusters Score -3813618 nChanged 897 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7741 members Mstep: Class 2 contains 9535 members Entering Unmasked Estep Score: -3814835.750000 Penalty: 11952.415039 Iteration 16F: 3 clusters Score -3814836 nChanged 666 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8095 members Mstep: Class 2 contains 9181 members Entering Unmasked Estep Score: -3815607.750000 Penalty: 11952.415039 Iteration 17Q: 3 clusters Score -3815608 nChanged 397 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8376 members Mstep: Class 2 contains 8900 members Entering Unmasked Estep Score: -3815990.750000 Penalty: 11952.415039 Iteration 18Q: 3 clusters Score -3815991 nChanged 230 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8578 members Mstep: Class 2 contains 8698 members Entering Unmasked Estep Score: -3816154.500000 Penalty: 11952.415039 Iteration 19Q: 3 clusters Score -3816154 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8746 members Mstep: Class 2 contains 8530 members Entering Unmasked Estep Score: -3816252.750000 Penalty: 11952.415039 Iteration 20F: 3 clusters Score -3816253 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8878 members Mstep: Class 2 contains 8398 members Entering Unmasked Estep Score: -3816318.500000 Penalty: 11952.415039 Iteration 21Q: 3 clusters Score -3816318 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8984 members Mstep: Class 2 contains 8292 members Entering Unmasked Estep Score: -3816367.250000 Penalty: 11952.415039 Iteration 22Q: 3 clusters Score -3816367 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9081 members Mstep: Class 2 contains 8195 members Entering Unmasked Estep Score: -3816427.000000 Penalty: 11952.415039 Iteration 23Q: 3 clusters Score -3816427 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9162 members Mstep: Class 2 contains 8114 members Entering Unmasked Estep Score: -3816463.000000 Penalty: 11952.415039 Iteration 24Q: 3 clusters Score -3816463 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9244 members Mstep: Class 2 contains 8032 members Entering Unmasked Estep Score: -3816502.750000 Penalty: 11952.415039 Iteration 25Q: 3 clusters Score -3816503 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9323 members Mstep: Class 2 contains 7953 members Entering Unmasked Estep Score: -3816523.000000 Penalty: 11952.415039 Iteration 26Q: 3 clusters Score -3816523 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9397 members Mstep: Class 2 contains 7879 members Entering Unmasked Estep Score: -3816546.500000 Penalty: 11952.415039 Iteration 27Q: 3 clusters Score -3816546 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9463 members Mstep: Class 2 contains 7813 members Entering Unmasked Estep Score: -3816566.000000 Penalty: 11952.415039 Iteration 28Q: 3 clusters Score -3816566 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9518 members Mstep: Class 2 contains 7758 members Entering Unmasked Estep Score: -3816584.250000 Penalty: 11952.415039 Iteration 29Q: 3 clusters Score -3816584 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9571 members Mstep: Class 2 contains 7705 members Entering Unmasked Estep Score: -3816614.000000 Penalty: 11952.415039 Iteration 30Q: 3 clusters Score -3816614 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9607 members Mstep: Class 2 contains 7669 members Entering Unmasked Estep Score: -3816628.250000 Penalty: 11952.415039 Iteration 31Q: 3 clusters Score -3816628 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9635 members Mstep: Class 2 contains 7641 members Entering Unmasked Estep Score: -3816622.750000 Penalty: 11952.415039 Iteration 32Q: 3 clusters Score -3816623 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9647 members Mstep: Class 2 contains 7629 members Entering Unmasked Estep Score: -3816626.750000 Penalty: 11952.415039 Iteration 33Q: 3 clusters Score -3816627 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9657 members Mstep: Class 2 contains 7619 members Entering Unmasked Estep Score: -3816630.250000 Penalty: 11952.415039 Iteration 34Q: 3 clusters Score -3816630 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9663 members Mstep: Class 2 contains 7613 members Entering Unmasked Estep Score: -3816630.500000 Penalty: 11952.415039 Iteration 35Q: 3 clusters Score -3816630 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9665 members Mstep: Class 2 contains 7611 members Entering Unmasked Estep Score: -3816633.000000 Penalty: 11952.415039 Iteration 36Q: 3 clusters Score -3816633 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9667 members Mstep: Class 2 contains 7609 members Entering Unmasked Estep Score: -3816631.500000 Penalty: 11952.415039 Iteration 37Q: 3 clusters Score -3816632 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9668 members Mstep: Class 2 contains 7608 members Entering Unmasked Estep Score: -3816632.000000 Penalty: 11952.415039 Iteration 38Q: 3 clusters Score -3816632 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9668 members Mstep: Class 2 contains 7608 members Entering Unmasked Estep Score: -3816632.000000 Penalty: 11952.415039 Iteration 39F: 3 clusters Score -3816632 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (36640 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36640 members Entering Unmasked Estep Score: -8116827.000000 Penalty: 6436.698730 Iteration 0F: 2 clusters Score -8116827 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18308 members Mstep: Class 2 contains 18332 members Entering Unmasked Estep Score: -8089797.500000 Penalty: 12873.397461 Iteration 0F: 3 clusters Score -8089798 nChanged 15817 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18393 members Mstep: Class 2 contains 18247 members Entering Unmasked Estep Score: -8098191.000000 Penalty: 12873.397461 Iteration 1F: 3 clusters Score -8098191 nChanged 2132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18371 members Mstep: Class 2 contains 18269 members Entering Unmasked Estep Score: -8099004.000000 Penalty: 12873.397461 Iteration 2F: 3 clusters Score -8099004 nChanged 1638 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18253 members Mstep: Class 2 contains 18387 members Entering Unmasked Estep Score: -8099539.500000 Penalty: 12873.397461 Iteration 3Q: 3 clusters Score -8099540 nChanged 1332 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18067 members Mstep: Class 2 contains 18573 members Entering Unmasked Estep Score: -8099901.500000 Penalty: 12873.397461 Iteration 4Q: 3 clusters Score -8099902 nChanged 1065 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17876 members Mstep: Class 2 contains 18764 members Entering Unmasked Estep Score: -8100208.500000 Penalty: 12873.397461 Iteration 5Q: 3 clusters Score -8100208 nChanged 914 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17616 members Mstep: Class 2 contains 19024 members Entering Unmasked Estep Score: -8100458.000000 Penalty: 12873.397461 Iteration 6Q: 3 clusters Score -8100458 nChanged 880 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17298 members Mstep: Class 2 contains 19342 members Entering Unmasked Estep Score: -8100708.500000 Penalty: 12873.397461 Iteration 7Q: 3 clusters Score -8100708 nChanged 843 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16863 members Mstep: Class 2 contains 19777 members Entering Unmasked Estep Score: -8100959.000000 Penalty: 12873.397461 Iteration 8Q: 3 clusters Score -8100959 nChanged 909 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16286 members Mstep: Class 2 contains 20354 members Entering Unmasked Estep Score: -8101283.000000 Penalty: 12873.397461 Iteration 9Q: 3 clusters Score -8101283 nChanged 975 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15591 members Mstep: Class 2 contains 21049 members Entering Unmasked Estep Score: -8101611.500000 Penalty: 12873.397461 Iteration 10Q: 3 clusters Score -8101612 nChanged 1108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14745 members Mstep: Class 2 contains 21895 members Entering Unmasked Estep Score: -8102052.000000 Penalty: 12873.397461 Iteration 11Q: 3 clusters Score -8102052 nChanged 1279 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13708 members Mstep: Class 2 contains 22932 members Entering Unmasked Estep Score: -8102600.500000 Penalty: 12873.397461 Iteration 12Q: 3 clusters Score -8102600 nChanged 1460 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12464 members Mstep: Class 2 contains 24176 members Entering Unmasked Estep Score: -8103366.500000 Penalty: 12873.397461 Iteration 13Q: 3 clusters Score -8103366 nChanged 1583 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11115 members Mstep: Class 2 contains 25525 members Entering Unmasked Estep Score: -8104215.000000 Penalty: 12873.397461 Iteration 14Q: 3 clusters Score -8104215 nChanged 1696 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9583 members Mstep: Class 2 contains 27057 members Entering Unmasked Estep Score: -8105292.500000 Penalty: 12873.397461 Iteration 15Q: 3 clusters Score -8105292 nChanged 1629 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8046 members Mstep: Class 2 contains 28594 members Entering Unmasked Estep Score: -8106298.500000 Penalty: 12873.397461 Iteration 16Q: 3 clusters Score -8106298 nChanged 1558 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6560 members Mstep: Class 2 contains 30080 members Entering Unmasked Estep Score: -8107404.500000 Penalty: 12873.397461 Iteration 17Q: 3 clusters Score -8107404 nChanged 1369 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5245 members Mstep: Class 2 contains 31395 members Entering Unmasked Estep Score: -8108381.500000 Penalty: 12873.397461 Iteration 18Q: 3 clusters Score -8108382 nChanged 1149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4148 members Mstep: Class 2 contains 32492 members Entering Unmasked Estep Score: -8109252.000000 Penalty: 12873.397461 Iteration 19Q: 3 clusters Score -8109252 nChanged 847 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3321 members Mstep: Class 2 contains 33319 members Entering Unmasked Estep Score: -8109873.500000 Penalty: 12873.397461 Iteration 20F: 3 clusters Score -8109874 nChanged 620 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2717 members Mstep: Class 2 contains 33923 members Entering Unmasked Estep Score: -8110337.000000 Penalty: 12873.397461 Iteration 21Q: 3 clusters Score -8110337 nChanged 434 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2303 members Mstep: Class 2 contains 34337 members Entering Unmasked Estep Score: -8110631.500000 Penalty: 12873.397461 Iteration 22Q: 3 clusters Score -8110632 nChanged 311 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2014 members Mstep: Class 2 contains 34626 members Entering Unmasked Estep Score: -8110871.500000 Penalty: 12873.397461 Iteration 23Q: 3 clusters Score -8110872 nChanged 198 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1828 members Mstep: Class 2 contains 34812 members Entering Unmasked Estep Score: -8111027.500000 Penalty: 12873.397461 Iteration 24Q: 3 clusters Score -8111028 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1696 members Mstep: Class 2 contains 34944 members Entering Unmasked Estep Score: -8111128.500000 Penalty: 12873.397461 Iteration 25Q: 3 clusters Score -8111128 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1602 members Mstep: Class 2 contains 35038 members Entering Unmasked Estep Score: -8111186.500000 Penalty: 12873.397461 Iteration 26Q: 3 clusters Score -8111186 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1525 members Mstep: Class 2 contains 35115 members Entering Unmasked Estep Score: -8111256.000000 Penalty: 12873.397461 Iteration 27Q: 3 clusters Score -8111256 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1475 members Mstep: Class 2 contains 35165 members Entering Unmasked Estep Score: -8111290.500000 Penalty: 12873.397461 Iteration 28Q: 3 clusters Score -8111290 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1439 members Mstep: Class 2 contains 35201 members Entering Unmasked Estep Score: -8111304.500000 Penalty: 12873.397461 Iteration 29Q: 3 clusters Score -8111304 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1401 members Mstep: Class 2 contains 35239 members Entering Unmasked Estep Score: -8111335.000000 Penalty: 12873.397461 Iteration 30Q: 3 clusters Score -8111335 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1380 members Mstep: Class 2 contains 35260 members Entering Unmasked Estep Score: -8111337.000000 Penalty: 12873.397461 Iteration 31Q: 3 clusters Score -8111337 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1361 members Mstep: Class 2 contains 35279 members Entering Unmasked Estep Score: -8111363.500000 Penalty: 12873.397461 Iteration 32Q: 3 clusters Score -8111364 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1347 members Mstep: Class 2 contains 35293 members Entering Unmasked Estep Score: -8111369.000000 Penalty: 12873.397461 Iteration 33Q: 3 clusters Score -8111369 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1328 members Mstep: Class 2 contains 35312 members Entering Unmasked Estep Score: -8111385.000000 Penalty: 12873.397461 Iteration 34Q: 3 clusters Score -8111385 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1320 members Mstep: Class 2 contains 35320 members Entering Unmasked Estep Score: -8111400.500000 Penalty: 12873.397461 Iteration 35Q: 3 clusters Score -8111400 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1308 members Mstep: Class 2 contains 35332 members Entering Unmasked Estep Score: -8111406.500000 Penalty: 12873.397461 Iteration 36Q: 3 clusters Score -8111406 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1301 members Mstep: Class 2 contains 35339 members Entering Unmasked Estep Score: -8111423.500000 Penalty: 12873.397461 Iteration 37Q: 3 clusters Score -8111424 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1289 members Mstep: Class 2 contains 35351 members Entering Unmasked Estep Score: -8111430.000000 Penalty: 12873.397461 Iteration 38Q: 3 clusters Score -8111430 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1280 members Mstep: Class 2 contains 35360 members Entering Unmasked Estep Score: -8111425.500000 Penalty: 12873.397461 Iteration 39Q: 3 clusters Score -8111426 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1275 members Mstep: Class 2 contains 35365 members Entering Unmasked Estep Score: -8111431.500000 Penalty: 12873.397461 Iteration 40F: 3 clusters Score -8111432 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1272 members Mstep: Class 2 contains 35368 members Entering Unmasked Estep Score: -8111426.500000 Penalty: 12873.397461 Iteration 41Q: 3 clusters Score -8111426 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1264 members Mstep: Class 2 contains 35376 members Entering Unmasked Estep Score: -8111425.000000 Penalty: 12873.397461 Iteration 42Q: 3 clusters Score -8111425 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1255 members Mstep: Class 2 contains 35385 members Entering Unmasked Estep Score: -8111446.000000 Penalty: 12873.397461 Iteration 43Q: 3 clusters Score -8111446 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1246 members Mstep: Class 2 contains 35394 members Entering Unmasked Estep Score: -8111449.500000 Penalty: 12873.397461 Iteration 44Q: 3 clusters Score -8111450 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1236 members Mstep: Class 2 contains 35404 members Entering Unmasked Estep Score: -8111462.500000 Penalty: 12873.397461 Iteration 45Q: 3 clusters Score -8111462 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1230 members Mstep: Class 2 contains 35410 members Entering Unmasked Estep Score: -8111468.000000 Penalty: 12873.397461 Iteration 46Q: 3 clusters Score -8111468 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1223 members Mstep: Class 2 contains 35417 members Entering Unmasked Estep Score: -8111475.500000 Penalty: 12873.397461 Iteration 47Q: 3 clusters Score -8111476 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1218 members Mstep: Class 2 contains 35422 members Entering Unmasked Estep Score: -8111478.000000 Penalty: 12873.397461 Iteration 48Q: 3 clusters Score -8111478 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1214 members Mstep: Class 2 contains 35426 members Entering Unmasked Estep Score: -8111495.000000 Penalty: 12873.397461 Iteration 49Q: 3 clusters Score -8111495 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1212 members Mstep: Class 2 contains 35428 members Entering Unmasked Estep Score: -8111497.000000 Penalty: 12873.397461 Iteration 50Q: 3 clusters Score -8111497 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1210 members Mstep: Class 2 contains 35430 members Entering Unmasked Estep Score: -8111494.500000 Penalty: 12873.397461 Iteration 51Q: 3 clusters Score -8111494 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1210 members Mstep: Class 2 contains 35430 members Entering Unmasked Estep Score: -8111494.500000 Penalty: 12873.397461 Iteration 52F: 3 clusters Score -8111494 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (33726 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33726 members Entering Unmasked Estep Score: -7430203.500000 Penalty: 6385.939941 Iteration 0F: 2 clusters Score -7430204 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16844 members Mstep: Class 2 contains 16882 members Entering Unmasked Estep Score: -7404816.000000 Penalty: 12771.879883 Iteration 0F: 3 clusters Score -7404816 nChanged 14433 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16777 members Mstep: Class 2 contains 16949 members Entering Unmasked Estep Score: -7412567.500000 Penalty: 12771.879883 Iteration 1F: 3 clusters Score -7412568 nChanged 1839 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16782 members Mstep: Class 2 contains 16944 members Entering Unmasked Estep Score: -7413211.500000 Penalty: 12771.879883 Iteration 2F: 3 clusters Score -7413212 nChanged 1410 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16782 members Mstep: Class 2 contains 16944 members Entering Unmasked Estep Score: -7413673.500000 Penalty: 12771.879883 Iteration 3Q: 3 clusters Score -7413674 nChanged 1168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16738 members Mstep: Class 2 contains 16988 members Entering Unmasked Estep Score: -7414041.500000 Penalty: 12771.879883 Iteration 4Q: 3 clusters Score -7414042 nChanged 930 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16688 members Mstep: Class 2 contains 17038 members Entering Unmasked Estep Score: -7414313.500000 Penalty: 12771.879883 Iteration 5Q: 3 clusters Score -7414314 nChanged 774 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16644 members Mstep: Class 2 contains 17082 members Entering Unmasked Estep Score: -7414468.000000 Penalty: 12771.879883 Iteration 6Q: 3 clusters Score -7414468 nChanged 651 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16565 members Mstep: Class 2 contains 17161 members Entering Unmasked Estep Score: -7414629.500000 Penalty: 12771.879883 Iteration 7Q: 3 clusters Score -7414630 nChanged 580 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16469 members Mstep: Class 2 contains 17257 members Entering Unmasked Estep Score: -7414802.500000 Penalty: 12771.879883 Iteration 8Q: 3 clusters Score -7414802 nChanged 531 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16398 members Mstep: Class 2 contains 17328 members Entering Unmasked Estep Score: -7414903.000000 Penalty: 12771.879883 Iteration 9Q: 3 clusters Score -7414903 nChanged 490 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16330 members Mstep: Class 2 contains 17396 members Entering Unmasked Estep Score: -7414993.000000 Penalty: 12771.879883 Iteration 10Q: 3 clusters Score -7414993 nChanged 470 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16216 members Mstep: Class 2 contains 17510 members Entering Unmasked Estep Score: -7415077.000000 Penalty: 12771.879883 Iteration 11Q: 3 clusters Score -7415077 nChanged 433 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16075 members Mstep: Class 2 contains 17651 members Entering Unmasked Estep Score: -7415182.000000 Penalty: 12771.879883 Iteration 12Q: 3 clusters Score -7415182 nChanged 441 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15926 members Mstep: Class 2 contains 17800 members Entering Unmasked Estep Score: -7415288.500000 Penalty: 12771.879883 Iteration 13Q: 3 clusters Score -7415288 nChanged 467 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15731 members Mstep: Class 2 contains 17995 members Entering Unmasked Estep Score: -7415414.000000 Penalty: 12771.879883 Iteration 14Q: 3 clusters Score -7415414 nChanged 474 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15485 members Mstep: Class 2 contains 18241 members Entering Unmasked Estep Score: -7415552.000000 Penalty: 12771.879883 Iteration 15Q: 3 clusters Score -7415552 nChanged 530 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15205 members Mstep: Class 2 contains 18521 members Entering Unmasked Estep Score: -7415707.000000 Penalty: 12771.879883 Iteration 16Q: 3 clusters Score -7415707 nChanged 520 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14895 members Mstep: Class 2 contains 18831 members Entering Unmasked Estep Score: -7415840.500000 Penalty: 12771.879883 Iteration 17Q: 3 clusters Score -7415840 nChanged 536 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14527 members Mstep: Class 2 contains 19199 members Entering Unmasked Estep Score: -7416008.500000 Penalty: 12771.879883 Iteration 18Q: 3 clusters Score -7416008 nChanged 567 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14132 members Mstep: Class 2 contains 19594 members Entering Unmasked Estep Score: -7416221.000000 Penalty: 12771.879883 Iteration 19Q: 3 clusters Score -7416221 nChanged 617 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13639 members Mstep: Class 2 contains 20087 members Entering Unmasked Estep Score: -7416372.000000 Penalty: 12771.879883 Iteration 20F: 3 clusters Score -7416372 nChanged 687 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13088 members Mstep: Class 2 contains 20638 members Entering Unmasked Estep Score: -7416632.000000 Penalty: 12771.879883 Iteration 21Q: 3 clusters Score -7416632 nChanged 738 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12420 members Mstep: Class 2 contains 21306 members Entering Unmasked Estep Score: -7416897.000000 Penalty: 12771.879883 Iteration 22Q: 3 clusters Score -7416897 nChanged 848 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11654 members Mstep: Class 2 contains 22072 members Entering Unmasked Estep Score: -7417306.000000 Penalty: 12771.879883 Iteration 23Q: 3 clusters Score -7417306 nChanged 974 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10736 members Mstep: Class 2 contains 22990 members Entering Unmasked Estep Score: -7417805.000000 Penalty: 12771.879883 Iteration 24Q: 3 clusters Score -7417805 nChanged 1132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9666 members Mstep: Class 2 contains 24060 members Entering Unmasked Estep Score: -7418403.000000 Penalty: 12771.879883 Iteration 25Q: 3 clusters Score -7418403 nChanged 1263 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8457 members Mstep: Class 2 contains 25269 members Entering Unmasked Estep Score: -7419192.500000 Penalty: 12771.879883 Iteration 26Q: 3 clusters Score -7419192 nChanged 1301 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7200 members Mstep: Class 2 contains 26526 members Entering Unmasked Estep Score: -7419993.500000 Penalty: 12771.879883 Iteration 27Q: 3 clusters Score -7419994 nChanged 1262 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5970 members Mstep: Class 2 contains 27756 members Entering Unmasked Estep Score: -7420909.000000 Penalty: 12771.879883 Iteration 28Q: 3 clusters Score -7420909 nChanged 1163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4845 members Mstep: Class 2 contains 28881 members Entering Unmasked Estep Score: -7421772.500000 Penalty: 12771.879883 Iteration 29Q: 3 clusters Score -7421772 nChanged 953 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3932 members Mstep: Class 2 contains 29794 members Entering Unmasked Estep Score: -7422460.500000 Penalty: 12771.879883 Iteration 30Q: 3 clusters Score -7422460 nChanged 759 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3197 members Mstep: Class 2 contains 30529 members Entering Unmasked Estep Score: -7423016.000000 Penalty: 12771.879883 Iteration 31Q: 3 clusters Score -7423016 nChanged 589 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2644 members Mstep: Class 2 contains 31082 members Entering Unmasked Estep Score: -7423478.500000 Penalty: 12771.879883 Iteration 32Q: 3 clusters Score -7423478 nChanged 413 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2247 members Mstep: Class 2 contains 31479 members Entering Unmasked Estep Score: -7423802.000000 Penalty: 12771.879883 Iteration 33Q: 3 clusters Score -7423802 nChanged 286 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1977 members Mstep: Class 2 contains 31749 members Entering Unmasked Estep Score: -7423999.500000 Penalty: 12771.879883 Iteration 34Q: 3 clusters Score -7424000 nChanged 213 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1772 members Mstep: Class 2 contains 31954 members Entering Unmasked Estep Score: -7424165.500000 Penalty: 12771.879883 Iteration 35Q: 3 clusters Score -7424166 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1633 members Mstep: Class 2 contains 32093 members Entering Unmasked Estep Score: -7424237.000000 Penalty: 12771.879883 Iteration 36Q: 3 clusters Score -7424237 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1527 members Mstep: Class 2 contains 32199 members Entering Unmasked Estep Score: -7424310.500000 Penalty: 12771.879883 Iteration 37Q: 3 clusters Score -7424310 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1455 members Mstep: Class 2 contains 32271 members Entering Unmasked Estep Score: -7424376.000000 Penalty: 12771.879883 Iteration 38Q: 3 clusters Score -7424376 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1394 members Mstep: Class 2 contains 32332 members Entering Unmasked Estep Score: -7424447.000000 Penalty: 12771.879883 Iteration 39Q: 3 clusters Score -7424447 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1342 members Mstep: Class 2 contains 32384 members Entering Unmasked Estep Score: -7424472.500000 Penalty: 12771.879883 Iteration 40F: 3 clusters Score -7424472 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1297 members Mstep: Class 2 contains 32429 members Entering Unmasked Estep Score: -7424524.500000 Penalty: 12771.879883 Iteration 41Q: 3 clusters Score -7424524 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1245 members Mstep: Class 2 contains 32481 members Entering Unmasked Estep Score: -7424553.500000 Penalty: 12771.879883 Iteration 42Q: 3 clusters Score -7424554 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1219 members Mstep: Class 2 contains 32507 members Entering Unmasked Estep Score: -7424581.500000 Penalty: 12771.879883 Iteration 43Q: 3 clusters Score -7424582 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1200 members Mstep: Class 2 contains 32526 members Entering Unmasked Estep Score: -7424596.000000 Penalty: 12771.879883 Iteration 44Q: 3 clusters Score -7424596 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1192 members Mstep: Class 2 contains 32534 members Entering Unmasked Estep Score: -7424604.000000 Penalty: 12771.879883 Iteration 45Q: 3 clusters Score -7424604 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1185 members Mstep: Class 2 contains 32541 members Entering Unmasked Estep Score: -7424622.000000 Penalty: 12771.879883 Iteration 46Q: 3 clusters Score -7424622 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1179 members Mstep: Class 2 contains 32547 members Entering Unmasked Estep Score: -7424619.500000 Penalty: 12771.879883 Iteration 47Q: 3 clusters Score -7424620 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1173 members Mstep: Class 2 contains 32553 members Entering Unmasked Estep Score: -7424612.500000 Penalty: 12771.879883 Iteration 48Q: 3 clusters Score -7424612 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1169 members Mstep: Class 2 contains 32557 members Entering Unmasked Estep Score: -7424618.500000 Penalty: 12771.879883 Iteration 49Q: 3 clusters Score -7424618 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1164 members Mstep: Class 2 contains 32562 members Entering Unmasked Estep Score: -7424621.000000 Penalty: 12771.879883 Iteration 50Q: 3 clusters Score -7424621 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1156 members Mstep: Class 2 contains 32570 members Entering Unmasked Estep Score: -7424632.000000 Penalty: 12771.879883 Iteration 51Q: 3 clusters Score -7424632 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1145 members Mstep: Class 2 contains 32581 members Entering Unmasked Estep Score: -7424637.000000 Penalty: 12771.879883 Iteration 52Q: 3 clusters Score -7424637 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1136 members Mstep: Class 2 contains 32590 members Entering Unmasked Estep Score: -7424642.500000 Penalty: 12771.879883 Iteration 53Q: 3 clusters Score -7424642 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1137 members Mstep: Class 2 contains 32589 members Entering Unmasked Estep Score: -7424646.500000 Penalty: 12771.879883 Iteration 54Q: 3 clusters Score -7424646 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1134 members Mstep: Class 2 contains 32592 members Entering Unmasked Estep Score: -7424641.000000 Penalty: 12771.879883 Iteration 55Q: 3 clusters Score -7424641 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1131 members Mstep: Class 2 contains 32595 members Entering Unmasked Estep Score: -7424650.000000 Penalty: 12771.879883 Iteration 56Q: 3 clusters Score -7424650 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1129 members Mstep: Class 2 contains 32597 members Entering Unmasked Estep Score: -7424651.000000 Penalty: 12771.879883 Iteration 57Q: 3 clusters Score -7424651 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1129 members Mstep: Class 2 contains 32597 members Entering Unmasked Estep Score: -7424651.000000 Penalty: 12771.879883 Iteration 58F: 3 clusters Score -7424651 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (143395 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143395 members Entering Unmasked Estep Score: -31932354.000000 Penalty: 7272.432129 Iteration 0F: 2 clusters Score -3.193235e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71526 members Mstep: Class 2 contains 71869 members Entering Unmasked Estep Score: -31837714.000000 Penalty: 14544.864258 Iteration 0F: 3 clusters Score -3.183771e+07 nChanged 66655 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70001 members Mstep: Class 2 contains 73394 members Entering Unmasked Estep Score: -31874828.000000 Penalty: 14544.864258 Iteration 1F: 3 clusters Score -3.187483e+07 nChanged 5923 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 68796 members Mstep: Class 2 contains 74599 members Entering Unmasked Estep Score: -31876908.000000 Penalty: 14544.864258 Iteration 2Q: 3 clusters Score -3.187691e+07 nChanged 6396 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66992 members Mstep: Class 2 contains 76403 members Entering Unmasked Estep Score: -31879488.000000 Penalty: 14544.864258 Iteration 3Q: 3 clusters Score -3.187949e+07 nChanged 7297 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64401 members Mstep: Class 2 contains 78994 members Entering Unmasked Estep Score: -31883690.000000 Penalty: 14544.864258 Iteration 4F: 3 clusters Score -3.188369e+07 nChanged 8851 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60676 members Mstep: Class 2 contains 82719 members Entering Unmasked Estep Score: -31889540.000000 Penalty: 14544.864258 Iteration 5F: 3 clusters Score -3.188954e+07 nChanged 10051 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55697 members Mstep: Class 2 contains 87698 members Entering Unmasked Estep Score: -31896006.000000 Penalty: 14544.864258 Iteration 6F: 3 clusters Score -3.189601e+07 nChanged 10215 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49936 members Mstep: Class 2 contains 93459 members Entering Unmasked Estep Score: -31903098.000000 Penalty: 14544.864258 Iteration 7F: 3 clusters Score -3.19031e+07 nChanged 8950 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44226 members Mstep: Class 2 contains 99169 members Entering Unmasked Estep Score: -31909148.000000 Penalty: 14544.864258 Iteration 8F: 3 clusters Score -3.190915e+07 nChanged 7584 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38916 members Mstep: Class 2 contains 104479 members Entering Unmasked Estep Score: -31914104.000000 Penalty: 14544.864258 Iteration 9F: 3 clusters Score -3.19141e+07 nChanged 5811 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34387 members Mstep: Class 2 contains 109008 members Entering Unmasked Estep Score: -31918082.000000 Penalty: 14544.864258 Iteration 10Q: 3 clusters Score -3.191808e+07 nChanged 4524 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30723 members Mstep: Class 2 contains 112672 members Entering Unmasked Estep Score: -31920954.000000 Penalty: 14544.864258 Iteration 11Q: 3 clusters Score -3.192095e+07 nChanged 3474 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27867 members Mstep: Class 2 contains 115528 members Entering Unmasked Estep Score: -31922930.000000 Penalty: 14544.864258 Iteration 12Q: 3 clusters Score -3.192293e+07 nChanged 2670 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25563 members Mstep: Class 2 contains 117832 members Entering Unmasked Estep Score: -31924190.000000 Penalty: 14544.864258 Iteration 13Q: 3 clusters Score -3.192419e+07 nChanged 2081 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23712 members Mstep: Class 2 contains 119683 members Entering Unmasked Estep Score: -31925162.000000 Penalty: 14544.864258 Iteration 14Q: 3 clusters Score -3.192516e+07 nChanged 1702 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22154 members Mstep: Class 2 contains 121241 members Entering Unmasked Estep Score: -31925978.000000 Penalty: 14544.864258 Iteration 15Q: 3 clusters Score -3.192598e+07 nChanged 1406 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20842 members Mstep: Class 2 contains 122553 members Entering Unmasked Estep Score: -31926694.000000 Penalty: 14544.864258 Iteration 16Q: 3 clusters Score -3.192669e+07 nChanged 1197 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19749 members Mstep: Class 2 contains 123646 members Entering Unmasked Estep Score: -31927230.000000 Penalty: 14544.864258 Iteration 17Q: 3 clusters Score -3.192723e+07 nChanged 994 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18821 members Mstep: Class 2 contains 124574 members Entering Unmasked Estep Score: -31927416.000000 Penalty: 14544.864258 Iteration 18Q: 3 clusters Score -3.192742e+07 nChanged 823 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18046 members Mstep: Class 2 contains 125349 members Entering Unmasked Estep Score: -31927710.000000 Penalty: 14544.864258 Iteration 19Q: 3 clusters Score -3.192771e+07 nChanged 700 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17380 members Mstep: Class 2 contains 126015 members Entering Unmasked Estep Score: -31927832.000000 Penalty: 14544.864258 Iteration 20F: 3 clusters Score -3.192783e+07 nChanged 623 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16783 members Mstep: Class 2 contains 126612 members Entering Unmasked Estep Score: -31927956.000000 Penalty: 14544.864258 Iteration 21Q: 3 clusters Score -3.192796e+07 nChanged 469 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16322 members Mstep: Class 2 contains 127073 members Entering Unmasked Estep Score: -31927988.000000 Penalty: 14544.864258 Iteration 22Q: 3 clusters Score -3.192799e+07 nChanged 433 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15895 members Mstep: Class 2 contains 127500 members Entering Unmasked Estep Score: -31928050.000000 Penalty: 14544.864258 Iteration 23Q: 3 clusters Score -3.192805e+07 nChanged 426 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15477 members Mstep: Class 2 contains 127918 members Entering Unmasked Estep Score: -31928092.000000 Penalty: 14544.864258 Iteration 24Q: 3 clusters Score -3.192809e+07 nChanged 426 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15061 members Mstep: Class 2 contains 128334 members Entering Unmasked Estep Score: -31928214.000000 Penalty: 14544.864258 Iteration 25Q: 3 clusters Score -3.192821e+07 nChanged 347 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14726 members Mstep: Class 2 contains 128669 members Entering Unmasked Estep Score: -31928296.000000 Penalty: 14544.864258 Iteration 26Q: 3 clusters Score -3.19283e+07 nChanged 313 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14421 members Mstep: Class 2 contains 128974 members Entering Unmasked Estep Score: -31928398.000000 Penalty: 14544.864258 Iteration 27Q: 3 clusters Score -3.19284e+07 nChanged 327 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14104 members Mstep: Class 2 contains 129291 members Entering Unmasked Estep Score: -31928382.000000 Penalty: 14544.864258 Iteration 28Q: 3 clusters Score -3.192838e+07 nChanged 313 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13797 members Mstep: Class 2 contains 129598 members Entering Unmasked Estep Score: -31928404.000000 Penalty: 14544.864258 Iteration 29Q: 3 clusters Score -3.19284e+07 nChanged 287 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13514 members Mstep: Class 2 contains 129881 members Entering Unmasked Estep Score: -31928478.000000 Penalty: 14544.864258 Iteration 30Q: 3 clusters Score -3.192848e+07 nChanged 272 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13242 members Mstep: Class 2 contains 130153 members Entering Unmasked Estep Score: -31928502.000000 Penalty: 14544.864258 Iteration 31Q: 3 clusters Score -3.19285e+07 nChanged 263 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12991 members Mstep: Class 2 contains 130404 members Entering Unmasked Estep Score: -31928468.000000 Penalty: 14544.864258 Iteration 32Q: 3 clusters Score -3.192847e+07 nChanged 261 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12744 members Mstep: Class 2 contains 130651 members Entering Unmasked Estep Score: -31928504.000000 Penalty: 14544.864258 Iteration 33Q: 3 clusters Score -3.19285e+07 nChanged 273 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12475 members Mstep: Class 2 contains 130920 members Entering Unmasked Estep Score: -31928528.000000 Penalty: 14544.864258 Iteration 34Q: 3 clusters Score -3.192853e+07 nChanged 264 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12223 members Mstep: Class 2 contains 131172 members Entering Unmasked Estep Score: -31928576.000000 Penalty: 14544.864258 Iteration 35Q: 3 clusters Score -3.192858e+07 nChanged 261 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11978 members Mstep: Class 2 contains 131417 members Entering Unmasked Estep Score: -31928596.000000 Penalty: 14544.864258 Iteration 36Q: 3 clusters Score -3.19286e+07 nChanged 254 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11738 members Mstep: Class 2 contains 131657 members Entering Unmasked Estep Score: -31928610.000000 Penalty: 14544.864258 Iteration 37Q: 3 clusters Score -3.192861e+07 nChanged 286 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11476 members Mstep: Class 2 contains 131919 members Entering Unmasked Estep Score: -31928644.000000 Penalty: 14544.864258 Iteration 38Q: 3 clusters Score -3.192864e+07 nChanged 333 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11165 members Mstep: Class 2 contains 132230 members Entering Unmasked Estep Score: -31928714.000000 Penalty: 14544.864258 Iteration 39Q: 3 clusters Score -3.192871e+07 nChanged 338 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10861 members Mstep: Class 2 contains 132534 members Entering Unmasked Estep Score: -31928838.000000 Penalty: 14544.864258 Iteration 40F: 3 clusters Score -3.192884e+07 nChanged 402 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10513 members Mstep: Class 2 contains 132882 members Entering Unmasked Estep Score: -31928990.000000 Penalty: 14544.864258 Iteration 41Q: 3 clusters Score -3.192899e+07 nChanged 455 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10148 members Mstep: Class 2 contains 133247 members Entering Unmasked Estep Score: -31929218.000000 Penalty: 14544.864258 Iteration 42Q: 3 clusters Score -3.192922e+07 nChanged 509 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9787 members Mstep: Class 2 contains 133608 members Entering Unmasked Estep Score: -31929640.000000 Penalty: 14544.864258 Iteration 43Q: 3 clusters Score -3.192964e+07 nChanged 568 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9439 members Mstep: Class 2 contains 133956 members Entering Unmasked Estep Score: -31930186.000000 Penalty: 14544.864258 Iteration 44Q: 3 clusters Score -3.193019e+07 nChanged 605 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9142 members Mstep: Class 2 contains 134253 members Entering Unmasked Estep Score: -31930764.000000 Penalty: 14544.864258 Iteration 45Q: 3 clusters Score -3.193076e+07 nChanged 628 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8978 members Mstep: Class 2 contains 134417 members Entering Unmasked Estep Score: -31931222.000000 Penalty: 14544.864258 Iteration 46Q: 3 clusters Score -3.193122e+07 nChanged 505 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8937 members Mstep: Class 2 contains 134458 members Entering Unmasked Estep Score: -31931460.000000 Penalty: 14544.864258 Iteration 47Q: 3 clusters Score -3.193146e+07 nChanged 309 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8932 members Mstep: Class 2 contains 134463 members Entering Unmasked Estep Score: -31931520.000000 Penalty: 14544.864258 Iteration 48Q: 3 clusters Score -3.193152e+07 nChanged 206 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8932 members Mstep: Class 2 contains 134463 members Entering Unmasked Estep Score: -31931570.000000 Penalty: 14544.864258 Iteration 49Q: 3 clusters Score -3.193157e+07 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8956 members Mstep: Class 2 contains 134439 members Entering Unmasked Estep Score: -31931568.000000 Penalty: 14544.864258 Iteration 50Q: 3 clusters Score -3.193157e+07 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8980 members Mstep: Class 2 contains 134415 members Entering Unmasked Estep Score: -31931642.000000 Penalty: 14544.864258 Iteration 51Q: 3 clusters Score -3.193164e+07 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8993 members Mstep: Class 2 contains 134402 members Entering Unmasked Estep Score: -31931628.000000 Penalty: 14544.864258 Iteration 52Q: 3 clusters Score -3.193163e+07 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9010 members Mstep: Class 2 contains 134385 members Entering Unmasked Estep Score: -31931654.000000 Penalty: 14544.864258 Iteration 53Q: 3 clusters Score -3.193165e+07 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9027 members Mstep: Class 2 contains 134368 members Entering Unmasked Estep Score: -31931618.000000 Penalty: 14544.864258 Iteration 54Q: 3 clusters Score -3.193162e+07 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9044 members Mstep: Class 2 contains 134351 members Entering Unmasked Estep Score: -31931624.000000 Penalty: 14544.864258 Iteration 55Q: 3 clusters Score -3.193162e+07 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9057 members Mstep: Class 2 contains 134338 members Entering Unmasked Estep Score: -31931642.000000 Penalty: 14544.864258 Iteration 56Q: 3 clusters Score -3.193164e+07 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9069 members Mstep: Class 2 contains 134326 members Entering Unmasked Estep Score: -31931624.000000 Penalty: 14544.864258 Iteration 57Q: 3 clusters Score -3.193162e+07 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9081 members Mstep: Class 2 contains 134314 members Entering Unmasked Estep Score: -31931642.000000 Penalty: 14544.864258 Iteration 58Q: 3 clusters Score -3.193164e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9087 members Mstep: Class 2 contains 134308 members Entering Unmasked Estep Score: -31931650.000000 Penalty: 14544.864258 Iteration 59Q: 3 clusters Score -3.193165e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9089 members Mstep: Class 2 contains 134306 members Entering Unmasked Estep Score: -31931650.000000 Penalty: 14544.864258 Iteration 60F: 3 clusters Score -3.193165e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9090 members Mstep: Class 2 contains 134305 members Entering Unmasked Estep Score: -31931662.000000 Penalty: 14544.864258 Iteration 61Q: 3 clusters Score -3.193166e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9095 members Mstep: Class 2 contains 134300 members Entering Unmasked Estep Score: -31931648.000000 Penalty: 14544.864258 Iteration 62Q: 3 clusters Score -3.193165e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9103 members Mstep: Class 2 contains 134292 members Entering Unmasked Estep Score: -31931656.000000 Penalty: 14544.864258 Iteration 63Q: 3 clusters Score -3.193166e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9111 members Mstep: Class 2 contains 134284 members Entering Unmasked Estep Score: -31931624.000000 Penalty: 14544.864258 Iteration 64Q: 3 clusters Score -3.193162e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9121 members Mstep: Class 2 contains 134274 members Entering Unmasked Estep Score: -31931628.000000 Penalty: 14544.864258 Iteration 65Q: 3 clusters Score -3.193163e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9128 members Mstep: Class 2 contains 134267 members Entering Unmasked Estep Score: -31931612.000000 Penalty: 14544.864258 Iteration 66Q: 3 clusters Score -3.193161e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9134 members Mstep: Class 2 contains 134261 members Entering Unmasked Estep Score: -31931610.000000 Penalty: 14544.864258 Iteration 67Q: 3 clusters Score -3.193161e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9136 members Mstep: Class 2 contains 134259 members Entering Unmasked Estep Score: -31931610.000000 Penalty: 14544.864258 Iteration 68Q: 3 clusters Score -3.193161e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9136 members Mstep: Class 2 contains 134259 members Entering Unmasked Estep Score: -31931610.000000 Penalty: 14544.864258 Iteration 69F: 3 clusters Score -3.193161e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (684 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 684 members Entering Unmasked Estep Score: -106409.226562 Penalty: 3998.374268 Iteration 0F: 2 clusters Score -106409.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 341 members Mstep: Class 2 contains 343 members Entering Unmasked Estep Score: -102960.148438 Penalty: 7996.748535 Iteration 0F: 3 clusters Score -102960.1 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 302 members Mstep: Class 2 contains 382 members Entering Unmasked Estep Score: -103552.664062 Penalty: 7996.748535 Iteration 1F: 3 clusters Score -103552.7 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 278 members Mstep: Class 2 contains 406 members Entering Unmasked Estep Score: -103936.828125 Penalty: 7996.748535 Iteration 2F: 3 clusters Score -103936.8 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 253 members Mstep: Class 2 contains 431 members Entering Unmasked Estep Score: -104298.023438 Penalty: 7996.748535 Iteration 3F: 3 clusters Score -104298 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 239 members Mstep: Class 2 contains 445 members Entering Unmasked Estep Score: -104666.953125 Penalty: 7996.748535 Iteration 4F: 3 clusters Score -104667 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 227 members Mstep: Class 2 contains 457 members Entering Unmasked Estep Score: -104868.523438 Penalty: 7996.748535 Iteration 5Q: 3 clusters Score -104868.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 226 members Mstep: Class 2 contains 458 members Entering Unmasked Estep Score: -105058.882812 Penalty: 7996.748535 Iteration 6Q: 3 clusters Score -105058.9 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 227 members Mstep: Class 2 contains 457 members Entering Unmasked Estep Score: -105312.117188 Penalty: 7996.748535 Iteration 7Q: 3 clusters Score -105312.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 231 members Mstep: Class 2 contains 453 members Entering Unmasked Estep Score: -105573.625000 Penalty: 7996.748535 Iteration 8Q: 3 clusters Score -105573.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 231 members Mstep: Class 2 contains 453 members Entering Unmasked Estep Score: -105771.656250 Penalty: 7996.748535 Iteration 9Q: 3 clusters Score -105771.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 228 members Mstep: Class 2 contains 456 members Entering Unmasked Estep Score: -105831.734375 Penalty: 7996.748535 Iteration 10Q: 3 clusters Score -105831.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 230 members Mstep: Class 2 contains 454 members Entering Unmasked Estep Score: -105871.820312 Penalty: 7996.748535 Iteration 11Q: 3 clusters Score -105871.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 230 members Mstep: Class 2 contains 454 members Entering Unmasked Estep Score: -105890.570312 Penalty: 7996.748535 Iteration 12F: 3 clusters Score -105890.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 233 members Mstep: Class 2 contains 451 members Entering Unmasked Estep Score: -105968.140625 Penalty: 7996.748535 Iteration 13Q: 3 clusters Score -105968.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 232 members Mstep: Class 2 contains 452 members Entering Unmasked Estep Score: -106020.554688 Penalty: 7996.748535 Iteration 14Q: 3 clusters Score -106020.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 233 members Mstep: Class 2 contains 451 members Entering Unmasked Estep Score: -106041.437500 Penalty: 7996.748535 Iteration 15Q: 3 clusters Score -106041.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 233 members Mstep: Class 2 contains 451 members Entering Unmasked Estep Score: -106041.437500 Penalty: 7996.748535 Iteration 16F: 3 clusters Score -106041.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (44034 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44034 members Entering Unmasked Estep Score: -9622927.000000 Penalty: 6549.289551 Iteration 0F: 2 clusters Score -9622927 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22014 members Mstep: Class 2 contains 22020 members Entering Unmasked Estep Score: -9591183.000000 Penalty: 13098.579102 Iteration 0F: 3 clusters Score -9591183 nChanged 19156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22020 members Mstep: Class 2 contains 22014 members Entering Unmasked Estep Score: -9601451.000000 Penalty: 13098.579102 Iteration 1F: 3 clusters Score -9601451 nChanged 2379 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22063 members Mstep: Class 2 contains 21971 members Entering Unmasked Estep Score: -9602268.000000 Penalty: 13098.579102 Iteration 2F: 3 clusters Score -9602268 nChanged 2059 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22158 members Mstep: Class 2 contains 21876 members Entering Unmasked Estep Score: -9603065.000000 Penalty: 13098.579102 Iteration 3Q: 3 clusters Score -9603065 nChanged 1833 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22347 members Mstep: Class 2 contains 21687 members Entering Unmasked Estep Score: -9603752.000000 Penalty: 13098.579102 Iteration 4Q: 3 clusters Score -9603752 nChanged 1812 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22639 members Mstep: Class 2 contains 21395 members Entering Unmasked Estep Score: -9604498.000000 Penalty: 13098.579102 Iteration 5Q: 3 clusters Score -9604498 nChanged 1826 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23063 members Mstep: Class 2 contains 20971 members Entering Unmasked Estep Score: -9605237.000000 Penalty: 13098.579102 Iteration 6Q: 3 clusters Score -9605237 nChanged 1756 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23579 members Mstep: Class 2 contains 20455 members Entering Unmasked Estep Score: -9606031.000000 Penalty: 13098.579102 Iteration 7Q: 3 clusters Score -9606031 nChanged 1879 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24218 members Mstep: Class 2 contains 19816 members Entering Unmasked Estep Score: -9606978.000000 Penalty: 13098.579102 Iteration 8Q: 3 clusters Score -9606978 nChanged 2036 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24974 members Mstep: Class 2 contains 19060 members Entering Unmasked Estep Score: -9608076.000000 Penalty: 13098.579102 Iteration 9Q: 3 clusters Score -9608076 nChanged 2022 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25696 members Mstep: Class 2 contains 18338 members Entering Unmasked Estep Score: -9609186.000000 Penalty: 13098.579102 Iteration 10Q: 3 clusters Score -9609186 nChanged 2047 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26423 members Mstep: Class 2 contains 17611 members Entering Unmasked Estep Score: -9610323.000000 Penalty: 13098.579102 Iteration 11Q: 3 clusters Score -9610323 nChanged 1878 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27071 members Mstep: Class 2 contains 16963 members Entering Unmasked Estep Score: -9611278.000000 Penalty: 13098.579102 Iteration 12Q: 3 clusters Score -9611278 nChanged 1546 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27631 members Mstep: Class 2 contains 16403 members Entering Unmasked Estep Score: -9611990.000000 Penalty: 13098.579102 Iteration 13Q: 3 clusters Score -9611990 nChanged 1299 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28140 members Mstep: Class 2 contains 15894 members Entering Unmasked Estep Score: -9612618.000000 Penalty: 13098.579102 Iteration 14Q: 3 clusters Score -9612618 nChanged 1161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28597 members Mstep: Class 2 contains 15437 members Entering Unmasked Estep Score: -9613193.000000 Penalty: 13098.579102 Iteration 15Q: 3 clusters Score -9613193 nChanged 977 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28944 members Mstep: Class 2 contains 15090 members Entering Unmasked Estep Score: -9613624.000000 Penalty: 13098.579102 Iteration 16Q: 3 clusters Score -9613624 nChanged 812 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29268 members Mstep: Class 2 contains 14766 members Entering Unmasked Estep Score: -9613938.000000 Penalty: 13098.579102 Iteration 17Q: 3 clusters Score -9613938 nChanged 678 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29624 members Mstep: Class 2 contains 14410 members Entering Unmasked Estep Score: -9614271.000000 Penalty: 13098.579102 Iteration 18Q: 3 clusters Score -9614271 nChanged 621 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30017 members Mstep: Class 2 contains 14017 members Entering Unmasked Estep Score: -9614538.000000 Penalty: 13098.579102 Iteration 19Q: 3 clusters Score -9614538 nChanged 553 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30392 members Mstep: Class 2 contains 13642 members Entering Unmasked Estep Score: -9614765.000000 Penalty: 13098.579102 Iteration 20F: 3 clusters Score -9614765 nChanged 465 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30747 members Mstep: Class 2 contains 13287 members Entering Unmasked Estep Score: -9615028.000000 Penalty: 13098.579102 Iteration 21Q: 3 clusters Score -9615028 nChanged 444 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31107 members Mstep: Class 2 contains 12927 members Entering Unmasked Estep Score: -9615132.000000 Penalty: 13098.579102 Iteration 22Q: 3 clusters Score -9615132 nChanged 367 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31410 members Mstep: Class 2 contains 12624 members Entering Unmasked Estep Score: -9615287.000000 Penalty: 13098.579102 Iteration 23Q: 3 clusters Score -9615287 nChanged 298 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31672 members Mstep: Class 2 contains 12362 members Entering Unmasked Estep Score: -9615393.000000 Penalty: 13098.579102 Iteration 24Q: 3 clusters Score -9615393 nChanged 287 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31945 members Mstep: Class 2 contains 12089 members Entering Unmasked Estep Score: -9615524.000000 Penalty: 13098.579102 Iteration 25Q: 3 clusters Score -9615524 nChanged 266 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32197 members Mstep: Class 2 contains 11837 members Entering Unmasked Estep Score: -9615612.000000 Penalty: 13098.579102 Iteration 26Q: 3 clusters Score -9615612 nChanged 261 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32426 members Mstep: Class 2 contains 11608 members Entering Unmasked Estep Score: -9615694.000000 Penalty: 13098.579102 Iteration 27Q: 3 clusters Score -9615694 nChanged 226 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32626 members Mstep: Class 2 contains 11408 members Entering Unmasked Estep Score: -9615796.000000 Penalty: 13098.579102 Iteration 28Q: 3 clusters Score -9615796 nChanged 248 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32844 members Mstep: Class 2 contains 11190 members Entering Unmasked Estep Score: -9615913.000000 Penalty: 13098.579102 Iteration 29Q: 3 clusters Score -9615913 nChanged 265 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33093 members Mstep: Class 2 contains 10941 members Entering Unmasked Estep Score: -9616150.000000 Penalty: 13098.579102 Iteration 30Q: 3 clusters Score -9616150 nChanged 331 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33370 members Mstep: Class 2 contains 10664 members Entering Unmasked Estep Score: -9616670.000000 Penalty: 13098.579102 Iteration 31Q: 3 clusters Score -9616670 nChanged 412 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33662 members Mstep: Class 2 contains 10372 members Entering Unmasked Estep Score: -9617195.000000 Penalty: 13098.579102 Iteration 32Q: 3 clusters Score -9617195 nChanged 430 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33954 members Mstep: Class 2 contains 10080 members Entering Unmasked Estep Score: -9617621.000000 Penalty: 13098.579102 Iteration 33Q: 3 clusters Score -9617621 nChanged 393 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34189 members Mstep: Class 2 contains 9845 members Entering Unmasked Estep Score: -9617837.000000 Penalty: 13098.579102 Iteration 34Q: 3 clusters Score -9617837 nChanged 308 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34367 members Mstep: Class 2 contains 9667 members Entering Unmasked Estep Score: -9617939.000000 Penalty: 13098.579102 Iteration 35Q: 3 clusters Score -9617939 nChanged 235 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34494 members Mstep: Class 2 contains 9540 members Entering Unmasked Estep Score: -9618036.000000 Penalty: 13098.579102 Iteration 36Q: 3 clusters Score -9618036 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34595 members Mstep: Class 2 contains 9439 members Entering Unmasked Estep Score: -9618077.000000 Penalty: 13098.579102 Iteration 37Q: 3 clusters Score -9618077 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34674 members Mstep: Class 2 contains 9360 members Entering Unmasked Estep Score: -9618149.000000 Penalty: 13098.579102 Iteration 38Q: 3 clusters Score -9618149 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34736 members Mstep: Class 2 contains 9298 members Entering Unmasked Estep Score: -9618162.000000 Penalty: 13098.579102 Iteration 39Q: 3 clusters Score -9618162 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34789 members Mstep: Class 2 contains 9245 members Entering Unmasked Estep Score: -9618166.000000 Penalty: 13098.579102 Iteration 40F: 3 clusters Score -9618166 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34826 members Mstep: Class 2 contains 9208 members Entering Unmasked Estep Score: -9618180.000000 Penalty: 13098.579102 Iteration 41Q: 3 clusters Score -9618180 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34860 members Mstep: Class 2 contains 9174 members Entering Unmasked Estep Score: -9618184.000000 Penalty: 13098.579102 Iteration 42Q: 3 clusters Score -9618184 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34894 members Mstep: Class 2 contains 9140 members Entering Unmasked Estep Score: -9618187.000000 Penalty: 13098.579102 Iteration 43Q: 3 clusters Score -9618187 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34928 members Mstep: Class 2 contains 9106 members Entering Unmasked Estep Score: -9618193.000000 Penalty: 13098.579102 Iteration 44Q: 3 clusters Score -9618193 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34958 members Mstep: Class 2 contains 9076 members Entering Unmasked Estep Score: -9618196.000000 Penalty: 13098.579102 Iteration 45Q: 3 clusters Score -9618196 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34980 members Mstep: Class 2 contains 9054 members Entering Unmasked Estep Score: -9618209.000000 Penalty: 13098.579102 Iteration 46Q: 3 clusters Score -9618209 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35002 members Mstep: Class 2 contains 9032 members Entering Unmasked Estep Score: -9618209.000000 Penalty: 13098.579102 Iteration 47Q: 3 clusters Score -9618209 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35018 members Mstep: Class 2 contains 9016 members Entering Unmasked Estep Score: -9618214.000000 Penalty: 13098.579102 Iteration 48Q: 3 clusters Score -9618214 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35031 members Mstep: Class 2 contains 9003 members Entering Unmasked Estep Score: -9618208.000000 Penalty: 13098.579102 Iteration 49Q: 3 clusters Score -9618208 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35042 members Mstep: Class 2 contains 8992 members Entering Unmasked Estep Score: -9618204.000000 Penalty: 13098.579102 Iteration 50Q: 3 clusters Score -9618204 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35044 members Mstep: Class 2 contains 8990 members Entering Unmasked Estep Score: -9618218.000000 Penalty: 13098.579102 Iteration 51Q: 3 clusters Score -9618218 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35046 members Mstep: Class 2 contains 8988 members Entering Unmasked Estep Score: -9618217.000000 Penalty: 13098.579102 Iteration 52Q: 3 clusters Score -9618217 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35045 members Mstep: Class 2 contains 8989 members Entering Unmasked Estep Score: -9618208.000000 Penalty: 13098.579102 Iteration 53Q: 3 clusters Score -9618208 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35045 members Mstep: Class 2 contains 8989 members Entering Unmasked Estep Score: -9618208.000000 Penalty: 13098.579102 Iteration 54F: 3 clusters Score -9618208 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (843 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 843 members Entering Unmasked Estep Score: -160877.734375 Penalty: 4126.392578 Iteration 0F: 2 clusters Score -160877.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 400 members Mstep: Class 2 contains 443 members Entering Unmasked Estep Score: -157143.359375 Penalty: 8252.785156 Iteration 0F: 3 clusters Score -157143.4 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 363 members Mstep: Class 2 contains 480 members Entering Unmasked Estep Score: -157647.296875 Penalty: 8252.785156 Iteration 1F: 3 clusters Score -157647.3 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 328 members Mstep: Class 2 contains 515 members Entering Unmasked Estep Score: -157915.593750 Penalty: 8252.785156 Iteration 2F: 3 clusters Score -157915.6 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 296 members Mstep: Class 2 contains 547 members Entering Unmasked Estep Score: -158193.921875 Penalty: 8252.785156 Iteration 3F: 3 clusters Score -158193.9 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 290 members Mstep: Class 2 contains 553 members Entering Unmasked Estep Score: -158431.906250 Penalty: 8252.785156 Iteration 4Q: 3 clusters Score -158431.9 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 278 members Mstep: Class 2 contains 565 members Entering Unmasked Estep Score: -158547.609375 Penalty: 8252.785156 Iteration 5Q: 3 clusters Score -158547.6 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 273 members Mstep: Class 2 contains 570 members Entering Unmasked Estep Score: -158698.765625 Penalty: 8252.785156 Iteration 6Q: 3 clusters Score -158698.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 268 members Mstep: Class 2 contains 575 members Entering Unmasked Estep Score: -158769.656250 Penalty: 8252.785156 Iteration 7Q: 3 clusters Score -158769.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 267 members Mstep: Class 2 contains 576 members Entering Unmasked Estep Score: -158875.843750 Penalty: 8252.785156 Iteration 8Q: 3 clusters Score -158875.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 261 members Mstep: Class 2 contains 582 members Entering Unmasked Estep Score: -159026.734375 Penalty: 8252.785156 Iteration 9Q: 3 clusters Score -159026.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 254 members Mstep: Class 2 contains 589 members Entering Unmasked Estep Score: -159120.843750 Penalty: 8252.785156 Iteration 10Q: 3 clusters Score -159120.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 248 members Mstep: Class 2 contains 595 members Entering Unmasked Estep Score: -159291.109375 Penalty: 8252.785156 Iteration 11Q: 3 clusters Score -159291.1 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 233 members Mstep: Class 2 contains 610 members Entering Unmasked Estep Score: -159356.750000 Penalty: 8252.785156 Iteration 12Q: 3 clusters Score -159356.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 224 members Mstep: Class 2 contains 619 members Entering Unmasked Estep Score: -159397.750000 Penalty: 8252.785156 Iteration 13Q: 3 clusters Score -159397.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 217 members Mstep: Class 2 contains 626 members Entering Unmasked Estep Score: -159425.468750 Penalty: 8252.785156 Iteration 14Q: 3 clusters Score -159425.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 213 members Mstep: Class 2 contains 630 members Entering Unmasked Estep Score: -159442.796875 Penalty: 8252.785156 Iteration 15Q: 3 clusters Score -159442.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 211 members Mstep: Class 2 contains 632 members Entering Unmasked Estep Score: -159446.906250 Penalty: 8252.785156 Iteration 16Q: 3 clusters Score -159446.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 210 members Mstep: Class 2 contains 633 members Entering Unmasked Estep Score: -159450.828125 Penalty: 8252.785156 Iteration 17Q: 3 clusters Score -159450.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 210 members Mstep: Class 2 contains 633 members Entering Unmasked Estep Score: -159480.921875 Penalty: 8252.785156 Iteration 18F: 3 clusters Score -159480.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 214 members Mstep: Class 2 contains 629 members Entering Unmasked Estep Score: -159732.750000 Penalty: 8252.785156 Iteration 19Q: 3 clusters Score -159732.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 210 members Mstep: Class 2 contains 633 members Entering Unmasked Estep Score: -159767.078125 Penalty: 8252.785156 Iteration 20F: 3 clusters Score -159767.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 203 members Mstep: Class 2 contains 640 members Entering Unmasked Estep Score: -159810.937500 Penalty: 8252.785156 Iteration 21Q: 3 clusters Score -159810.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 201 members Mstep: Class 2 contains 642 members Entering Unmasked Estep Score: -159822.796875 Penalty: 8252.785156 Iteration 22Q: 3 clusters Score -159822.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 200 members Mstep: Class 2 contains 643 members Entering Unmasked Estep Score: -159830.062500 Penalty: 8252.785156 Iteration 23Q: 3 clusters Score -159830.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 199 members Mstep: Class 2 contains 644 members Entering Unmasked Estep Score: -159834.984375 Penalty: 8252.785156 Iteration 24Q: 3 clusters Score -159835 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 199 members Mstep: Class 2 contains 644 members Entering Unmasked Estep Score: -159834.984375 Penalty: 8252.785156 Iteration 25F: 3 clusters Score -159835 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (158184 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 158184 members Entering Unmasked Estep Score: -34727900.000000 Penalty: 7332.552246 Iteration 0F: 2 clusters Score -3.47279e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 79276 members Mstep: Class 2 contains 78908 members Entering Unmasked Estep Score: -34621068.000000 Penalty: 14665.104492 Iteration 0F: 3 clusters Score -3.462107e+07 nChanged 73536 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80522 members Mstep: Class 2 contains 77662 members Entering Unmasked Estep Score: -34662268.000000 Penalty: 14665.104492 Iteration 1F: 3 clusters Score -3.466227e+07 nChanged 5170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81238 members Mstep: Class 2 contains 76946 members Entering Unmasked Estep Score: -34663584.000000 Penalty: 14665.104492 Iteration 2Q: 3 clusters Score -3.466358e+07 nChanged 4816 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 82334 members Mstep: Class 2 contains 75850 members Entering Unmasked Estep Score: -34664736.000000 Penalty: 14665.104492 Iteration 3Q: 3 clusters Score -3.466474e+07 nChanged 4620 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 83876 members Mstep: Class 2 contains 74308 members Entering Unmasked Estep Score: -34665532.000000 Penalty: 14665.104492 Iteration 4Q: 3 clusters Score -3.466553e+07 nChanged 4628 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 86112 members Mstep: Class 2 contains 72072 members Entering Unmasked Estep Score: -34666776.000000 Penalty: 14665.104492 Iteration 5Q: 3 clusters Score -3.466678e+07 nChanged 4955 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 89291 members Mstep: Class 2 contains 68893 members Entering Unmasked Estep Score: -34668232.000000 Penalty: 14665.104492 Iteration 6Q: 3 clusters Score -3.466823e+07 nChanged 5744 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 93833 members Mstep: Class 2 contains 64351 members Entering Unmasked Estep Score: -34670584.000000 Penalty: 14665.104492 Iteration 7Q: 3 clusters Score -3.467058e+07 nChanged 6998 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100155 members Mstep: Class 2 contains 58029 members Entering Unmasked Estep Score: -34673952.000000 Penalty: 14665.104492 Iteration 8Q: 3 clusters Score -3.467395e+07 nChanged 8730 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 108573 members Mstep: Class 2 contains 49611 members Entering Unmasked Estep Score: -34679164.000000 Penalty: 14665.104492 Iteration 9F: 3 clusters Score -3.467916e+07 nChanged 10775 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 119230 members Mstep: Class 2 contains 38954 members Entering Unmasked Estep Score: -34686904.000000 Penalty: 14665.104492 Iteration 10F: 3 clusters Score -3.46869e+07 nChanged 11958 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 131152 members Mstep: Class 2 contains 27032 members Entering Unmasked Estep Score: -34697160.000000 Penalty: 14665.104492 Iteration 11F: 3 clusters Score -3.469716e+07 nChanged 11129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 142277 members Mstep: Class 2 contains 15907 members Entering Unmasked Estep Score: -34707604.000000 Penalty: 14665.104492 Iteration 12F: 3 clusters Score -3.47076e+07 nChanged 7921 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 150198 members Mstep: Class 2 contains 7986 members Entering Unmasked Estep Score: -34714572.000000 Penalty: 14665.104492 Iteration 13F: 3 clusters Score -3.471457e+07 nChanged 4303 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 154497 members Mstep: Class 2 contains 3687 members Entering Unmasked Estep Score: -34718500.000000 Penalty: 14665.104492 Iteration 14Q: 3 clusters Score -3.47185e+07 nChanged 1817 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 156300 members Mstep: Class 2 contains 1884 members Entering Unmasked Estep Score: -34720136.000000 Penalty: 14665.104492 Iteration 15Q: 3 clusters Score -3.472014e+07 nChanged 660 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 156934 members Mstep: Class 2 contains 1250 members Entering Unmasked Estep Score: -34720696.000000 Penalty: 14665.104492 Iteration 16Q: 3 clusters Score -3.47207e+07 nChanged 293 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 157183 members Mstep: Class 2 contains 1001 members Entering Unmasked Estep Score: -34721008.000000 Penalty: 14665.104492 Iteration 17Q: 3 clusters Score -3.472101e+07 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 157306 members Mstep: Class 2 contains 878 members Entering Unmasked Estep Score: -34721128.000000 Penalty: 14665.104492 Iteration 18Q: 3 clusters Score -3.472113e+07 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 157381 members Mstep: Class 2 contains 803 members Entering Unmasked Estep Score: -34721252.000000 Penalty: 14665.104492 Iteration 19Q: 3 clusters Score -3.472125e+07 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 157422 members Mstep: Class 2 contains 762 members Entering Unmasked Estep Score: -34721324.000000 Penalty: 14665.104492 Iteration 20F: 3 clusters Score -3.472132e+07 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 157448 members Mstep: Class 2 contains 736 members Entering Unmasked Estep Score: -34721344.000000 Penalty: 14665.104492 Iteration 21Q: 3 clusters Score -3.472134e+07 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 157463 members Mstep: Class 2 contains 721 members Entering Unmasked Estep Score: -34721408.000000 Penalty: 14665.104492 Iteration 22Q: 3 clusters Score -3.472141e+07 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 157474 members Mstep: Class 2 contains 710 members Entering Unmasked Estep Score: -34721436.000000 Penalty: 14665.104492 Iteration 23Q: 3 clusters Score -3.472144e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 157487 members Mstep: Class 2 contains 697 members Entering Unmasked Estep Score: -34721492.000000 Penalty: 14665.104492 Iteration 24Q: 3 clusters Score -3.472149e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 157489 members Mstep: Class 2 contains 695 members Entering Unmasked Estep Score: -34721448.000000 Penalty: 14665.104492 Iteration 25Q: 3 clusters Score -3.472145e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 157498 members Mstep: Class 2 contains 686 members Entering Unmasked Estep Score: -34721448.000000 Penalty: 14665.104492 Iteration 26Q: 3 clusters Score -3.472145e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 157501 members Mstep: Class 2 contains 683 members Entering Unmasked Estep Score: -34721488.000000 Penalty: 14665.104492 Iteration 27Q: 3 clusters Score -3.472149e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 157504 members Mstep: Class 2 contains 680 members Entering Unmasked Estep Score: -34721480.000000 Penalty: 14665.104492 Iteration 28Q: 3 clusters Score -3.472148e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 157509 members Mstep: Class 2 contains 675 members Entering Unmasked Estep Score: -34721496.000000 Penalty: 14665.104492 Iteration 29Q: 3 clusters Score -3.47215e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 157512 members Mstep: Class 2 contains 672 members Entering Unmasked Estep Score: -34721512.000000 Penalty: 14665.104492 Iteration 30Q: 3 clusters Score -3.472151e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 157516 members Mstep: Class 2 contains 668 members Entering Unmasked Estep Score: -34721536.000000 Penalty: 14665.104492 Iteration 31Q: 3 clusters Score -3.472154e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 157517 members Mstep: Class 2 contains 667 members Entering Unmasked Estep Score: -34721528.000000 Penalty: 14665.104492 Iteration 32Q: 3 clusters Score -3.472153e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 157517 members Mstep: Class 2 contains 667 members Entering Unmasked Estep Score: -34721508.000000 Penalty: 14665.104492 Iteration 33Q: 3 clusters Score -3.472151e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 157517 members Mstep: Class 2 contains 667 members Entering Unmasked Estep Score: -34721508.000000 Penalty: 14665.104492 Iteration 34F: 3 clusters Score -3.472151e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (18816 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18816 members Entering Unmasked Estep Score: -3980281.250000 Penalty: 6028.508301 Iteration 0F: 2 clusters Score -3980281 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9509 members Mstep: Class 2 contains 9307 members Entering Unmasked Estep Score: -3964528.750000 Penalty: 12057.016602 Iteration 0F: 3 clusters Score -3964529 nChanged 7613 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9760 members Mstep: Class 2 contains 9056 members Entering Unmasked Estep Score: -3968709.250000 Penalty: 12057.016602 Iteration 1F: 3 clusters Score -3968709 nChanged 1249 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9979 members Mstep: Class 2 contains 8837 members Entering Unmasked Estep Score: -3969321.500000 Penalty: 12057.016602 Iteration 2F: 3 clusters Score -3969322 nChanged 916 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10235 members Mstep: Class 2 contains 8581 members Entering Unmasked Estep Score: -3969756.250000 Penalty: 12057.016602 Iteration 3Q: 3 clusters Score -3969756 nChanged 738 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10489 members Mstep: Class 2 contains 8327 members Entering Unmasked Estep Score: -3970141.250000 Penalty: 12057.016602 Iteration 4Q: 3 clusters Score -3970141 nChanged 717 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10826 members Mstep: Class 2 contains 7990 members Entering Unmasked Estep Score: -3970533.750000 Penalty: 12057.016602 Iteration 5Q: 3 clusters Score -3970534 nChanged 755 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11245 members Mstep: Class 2 contains 7571 members Entering Unmasked Estep Score: -3970956.500000 Penalty: 12057.016602 Iteration 6Q: 3 clusters Score -3970956 nChanged 728 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11715 members Mstep: Class 2 contains 7101 members Entering Unmasked Estep Score: -3971353.000000 Penalty: 12057.016602 Iteration 7Q: 3 clusters Score -3971353 nChanged 720 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12217 members Mstep: Class 2 contains 6599 members Entering Unmasked Estep Score: -3971749.750000 Penalty: 12057.016602 Iteration 8Q: 3 clusters Score -3971750 nChanged 715 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12770 members Mstep: Class 2 contains 6046 members Entering Unmasked Estep Score: -3972184.500000 Penalty: 12057.016602 Iteration 9Q: 3 clusters Score -3972184 nChanged 736 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13360 members Mstep: Class 2 contains 5456 members Entering Unmasked Estep Score: -3972688.750000 Penalty: 12057.016602 Iteration 10Q: 3 clusters Score -3972689 nChanged 763 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14007 members Mstep: Class 2 contains 4809 members Entering Unmasked Estep Score: -3973277.000000 Penalty: 12057.016602 Iteration 11Q: 3 clusters Score -3973277 nChanged 729 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14646 members Mstep: Class 2 contains 4170 members Entering Unmasked Estep Score: -3973860.750000 Penalty: 12057.016602 Iteration 12Q: 3 clusters Score -3973861 nChanged 581 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15149 members Mstep: Class 2 contains 3667 members Entering Unmasked Estep Score: -3974356.500000 Penalty: 12057.016602 Iteration 13Q: 3 clusters Score -3974356 nChanged 510 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15585 members Mstep: Class 2 contains 3231 members Entering Unmasked Estep Score: -3974830.000000 Penalty: 12057.016602 Iteration 14Q: 3 clusters Score -3974830 nChanged 445 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15960 members Mstep: Class 2 contains 2856 members Entering Unmasked Estep Score: -3975252.250000 Penalty: 12057.016602 Iteration 15Q: 3 clusters Score -3975252 nChanged 303 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16193 members Mstep: Class 2 contains 2623 members Entering Unmasked Estep Score: -3975465.000000 Penalty: 12057.016602 Iteration 16Q: 3 clusters Score -3975465 nChanged 212 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16345 members Mstep: Class 2 contains 2471 members Entering Unmasked Estep Score: -3975612.500000 Penalty: 12057.016602 Iteration 17Q: 3 clusters Score -3975612 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16462 members Mstep: Class 2 contains 2354 members Entering Unmasked Estep Score: -3975733.000000 Penalty: 12057.016602 Iteration 18Q: 3 clusters Score -3975733 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16551 members Mstep: Class 2 contains 2265 members Entering Unmasked Estep Score: -3975807.500000 Penalty: 12057.016602 Iteration 19Q: 3 clusters Score -3975808 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16622 members Mstep: Class 2 contains 2194 members Entering Unmasked Estep Score: -3975872.000000 Penalty: 12057.016602 Iteration 20F: 3 clusters Score -3975872 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16683 members Mstep: Class 2 contains 2133 members Entering Unmasked Estep Score: -3975915.500000 Penalty: 12057.016602 Iteration 21Q: 3 clusters Score -3975916 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16714 members Mstep: Class 2 contains 2102 members Entering Unmasked Estep Score: -3975934.250000 Penalty: 12057.016602 Iteration 22Q: 3 clusters Score -3975934 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16736 members Mstep: Class 2 contains 2080 members Entering Unmasked Estep Score: -3975957.750000 Penalty: 12057.016602 Iteration 23Q: 3 clusters Score -3975958 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16753 members Mstep: Class 2 contains 2063 members Entering Unmasked Estep Score: -3975970.250000 Penalty: 12057.016602 Iteration 24Q: 3 clusters Score -3975970 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16767 members Mstep: Class 2 contains 2049 members Entering Unmasked Estep Score: -3975971.250000 Penalty: 12057.016602 Iteration 25Q: 3 clusters Score -3975971 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16781 members Mstep: Class 2 contains 2035 members Entering Unmasked Estep Score: -3975988.250000 Penalty: 12057.016602 Iteration 26Q: 3 clusters Score -3975988 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16787 members Mstep: Class 2 contains 2029 members Entering Unmasked Estep Score: -3975992.500000 Penalty: 12057.016602 Iteration 27Q: 3 clusters Score -3975992 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16792 members Mstep: Class 2 contains 2024 members Entering Unmasked Estep Score: -3975993.750000 Penalty: 12057.016602 Iteration 28Q: 3 clusters Score -3975994 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16797 members Mstep: Class 2 contains 2019 members Entering Unmasked Estep Score: -3975991.500000 Penalty: 12057.016602 Iteration 29Q: 3 clusters Score -3975992 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16801 members Mstep: Class 2 contains 2015 members Entering Unmasked Estep Score: -3975996.250000 Penalty: 12057.016602 Iteration 30Q: 3 clusters Score -3975996 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16802 members Mstep: Class 2 contains 2014 members Entering Unmasked Estep Score: -3975994.250000 Penalty: 12057.016602 Iteration 31Q: 3 clusters Score -3975994 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16804 members Mstep: Class 2 contains 2012 members Entering Unmasked Estep Score: -3975995.000000 Penalty: 12057.016602 Iteration 32Q: 3 clusters Score -3975995 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16805 members Mstep: Class 2 contains 2011 members Entering Unmasked Estep Score: -3975995.750000 Penalty: 12057.016602 Iteration 33Q: 3 clusters Score -3975996 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16805 members Mstep: Class 2 contains 2011 members Entering Unmasked Estep Score: -3975995.750000 Penalty: 12057.016602 Iteration 34F: 3 clusters Score -3975996 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (490 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 490 members Entering Unmasked Estep Score: -92731.945312 Penalty: 3794.073486 Iteration 0F: 2 clusters Score -92731.95 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 266 members Mstep: Class 2 contains 224 members Entering Unmasked Estep Score: -89498.234375 Penalty: 7588.146973 Iteration 0F: 3 clusters Score -89498.23 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 272 members Mstep: Class 2 contains 218 members Entering Unmasked Estep Score: -89680.015625 Penalty: 7588.146973 Iteration 1F: 3 clusters Score -89680.02 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 273 members Mstep: Class 2 contains 217 members Entering Unmasked Estep Score: -89805.039062 Penalty: 7588.146973 Iteration 2Q: 3 clusters Score -89805.04 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 278 members Mstep: Class 2 contains 212 members Entering Unmasked Estep Score: -89837.789062 Penalty: 7588.146973 Iteration 3Q: 3 clusters Score -89837.79 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 280 members Mstep: Class 2 contains 210 members Entering Unmasked Estep Score: -89849.929688 Penalty: 7588.146973 Iteration 4Q: 3 clusters Score -89849.93 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 281 members Mstep: Class 2 contains 209 members Entering Unmasked Estep Score: -89857.390625 Penalty: 7588.146973 Iteration 5Q: 3 clusters Score -89857.39 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 282 members Mstep: Class 2 contains 208 members Entering Unmasked Estep Score: -89861.375000 Penalty: 7588.146973 Iteration 6Q: 3 clusters Score -89861.38 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 282 members Mstep: Class 2 contains 208 members Entering Unmasked Estep Score: -89861.375000 Penalty: 7588.146973 Iteration 7F: 3 clusters Score -89861.38 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (15767 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15767 members Entering Unmasked Estep Score: -3458018.000000 Penalty: 5920.225586 Iteration 0F: 2 clusters Score -3458018 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7873 members Mstep: Class 2 contains 7894 members Entering Unmasked Estep Score: -3444111.750000 Penalty: 11840.451172 Iteration 0F: 3 clusters Score -3444112 nChanged 6203 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7868 members Mstep: Class 2 contains 7899 members Entering Unmasked Estep Score: -3447580.000000 Penalty: 11840.451172 Iteration 1F: 3 clusters Score -3447580 nChanged 1162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7810 members Mstep: Class 2 contains 7957 members Entering Unmasked Estep Score: -3448413.750000 Penalty: 11840.451172 Iteration 2F: 3 clusters Score -3448414 nChanged 951 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7727 members Mstep: Class 2 contains 8040 members Entering Unmasked Estep Score: -3449210.500000 Penalty: 11840.451172 Iteration 3F: 3 clusters Score -3449210 nChanged 942 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7607 members Mstep: Class 2 contains 8160 members Entering Unmasked Estep Score: -3450227.000000 Penalty: 11840.451172 Iteration 4F: 3 clusters Score -3450227 nChanged 1063 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7354 members Mstep: Class 2 contains 8413 members Entering Unmasked Estep Score: -3451369.750000 Penalty: 11840.451172 Iteration 5F: 3 clusters Score -3451370 nChanged 1102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6912 members Mstep: Class 2 contains 8855 members Entering Unmasked Estep Score: -3452537.250000 Penalty: 11840.451172 Iteration 6F: 3 clusters Score -3452537 nChanged 1067 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6341 members Mstep: Class 2 contains 9426 members Entering Unmasked Estep Score: -3453476.500000 Penalty: 11840.451172 Iteration 7F: 3 clusters Score -3453476 nChanged 876 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5785 members Mstep: Class 2 contains 9982 members Entering Unmasked Estep Score: -3454200.000000 Penalty: 11840.451172 Iteration 8F: 3 clusters Score -3454200 nChanged 697 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5290 members Mstep: Class 2 contains 10477 members Entering Unmasked Estep Score: -3454726.250000 Penalty: 11840.451172 Iteration 9Q: 3 clusters Score -3454726 nChanged 532 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4872 members Mstep: Class 2 contains 10895 members Entering Unmasked Estep Score: -3455125.000000 Penalty: 11840.451172 Iteration 10Q: 3 clusters Score -3455125 nChanged 412 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4532 members Mstep: Class 2 contains 11235 members Entering Unmasked Estep Score: -3455447.000000 Penalty: 11840.451172 Iteration 11Q: 3 clusters Score -3455447 nChanged 319 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4261 members Mstep: Class 2 contains 11506 members Entering Unmasked Estep Score: -3455697.000000 Penalty: 11840.451172 Iteration 12Q: 3 clusters Score -3455697 nChanged 234 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4037 members Mstep: Class 2 contains 11730 members Entering Unmasked Estep Score: -3455937.250000 Penalty: 11840.451172 Iteration 13Q: 3 clusters Score -3455937 nChanged 223 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3828 members Mstep: Class 2 contains 11939 members Entering Unmasked Estep Score: -3456207.500000 Penalty: 11840.451172 Iteration 14Q: 3 clusters Score -3456208 nChanged 204 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3628 members Mstep: Class 2 contains 12139 members Entering Unmasked Estep Score: -3456489.000000 Penalty: 11840.451172 Iteration 15Q: 3 clusters Score -3456489 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3478 members Mstep: Class 2 contains 12289 members Entering Unmasked Estep Score: -3456630.000000 Penalty: 11840.451172 Iteration 16Q: 3 clusters Score -3456630 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3356 members Mstep: Class 2 contains 12411 members Entering Unmasked Estep Score: -3456715.750000 Penalty: 11840.451172 Iteration 17Q: 3 clusters Score -3456716 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3261 members Mstep: Class 2 contains 12506 members Entering Unmasked Estep Score: -3456770.500000 Penalty: 11840.451172 Iteration 18Q: 3 clusters Score -3456770 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3199 members Mstep: Class 2 contains 12568 members Entering Unmasked Estep Score: -3456804.250000 Penalty: 11840.451172 Iteration 19Q: 3 clusters Score -3456804 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3168 members Mstep: Class 2 contains 12599 members Entering Unmasked Estep Score: -3456817.750000 Penalty: 11840.451172 Iteration 20F: 3 clusters Score -3456818 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3146 members Mstep: Class 2 contains 12621 members Entering Unmasked Estep Score: -3456831.000000 Penalty: 11840.451172 Iteration 21Q: 3 clusters Score -3456831 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3129 members Mstep: Class 2 contains 12638 members Entering Unmasked Estep Score: -3456831.500000 Penalty: 11840.451172 Iteration 22Q: 3 clusters Score -3456832 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3118 members Mstep: Class 2 contains 12649 members Entering Unmasked Estep Score: -3456839.000000 Penalty: 11840.451172 Iteration 23Q: 3 clusters Score -3456839 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3102 members Mstep: Class 2 contains 12665 members Entering Unmasked Estep Score: -3456840.500000 Penalty: 11840.451172 Iteration 24Q: 3 clusters Score -3456840 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3093 members Mstep: Class 2 contains 12674 members Entering Unmasked Estep Score: -3456839.750000 Penalty: 11840.451172 Iteration 25Q: 3 clusters Score -3456840 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3086 members Mstep: Class 2 contains 12681 members Entering Unmasked Estep Score: -3456847.500000 Penalty: 11840.451172 Iteration 26Q: 3 clusters Score -3456848 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3080 members Mstep: Class 2 contains 12687 members Entering Unmasked Estep Score: -3456851.000000 Penalty: 11840.451172 Iteration 27Q: 3 clusters Score -3456851 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3073 members Mstep: Class 2 contains 12694 members Entering Unmasked Estep Score: -3456849.000000 Penalty: 11840.451172 Iteration 28Q: 3 clusters Score -3456849 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3068 members Mstep: Class 2 contains 12699 members Entering Unmasked Estep Score: -3456850.500000 Penalty: 11840.451172 Iteration 29Q: 3 clusters Score -3456850 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3065 members Mstep: Class 2 contains 12702 members Entering Unmasked Estep Score: -3456843.000000 Penalty: 11840.451172 Iteration 30Q: 3 clusters Score -3456843 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3064 members Mstep: Class 2 contains 12703 members Entering Unmasked Estep Score: -3456845.500000 Penalty: 11840.451172 Iteration 31Q: 3 clusters Score -3456846 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3061 members Mstep: Class 2 contains 12706 members Entering Unmasked Estep Score: -3456844.500000 Penalty: 11840.451172 Iteration 32Q: 3 clusters Score -3456844 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3060 members Mstep: Class 2 contains 12707 members Entering Unmasked Estep Score: -3456847.750000 Penalty: 11840.451172 Iteration 33Q: 3 clusters Score -3456848 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3060 members Mstep: Class 2 contains 12707 members Entering Unmasked Estep Score: -3456847.750000 Penalty: 11840.451172 Iteration 34F: 3 clusters Score -3456848 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (824 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 824 members Entering Unmasked Estep Score: -165535.375000 Penalty: 4112.429199 Iteration 0F: 2 clusters Score -165535.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 413 members Mstep: Class 2 contains 411 members Entering Unmasked Estep Score: -161771.656250 Penalty: 8224.858398 Iteration 0F: 3 clusters Score -161771.7 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 410 members Mstep: Class 2 contains 414 members Entering Unmasked Estep Score: -162434.000000 Penalty: 8224.858398 Iteration 1F: 3 clusters Score -162434 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 373 members Mstep: Class 2 contains 451 members Entering Unmasked Estep Score: -162668.375000 Penalty: 8224.858398 Iteration 2F: 3 clusters Score -162668.4 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 352 members Mstep: Class 2 contains 472 members Entering Unmasked Estep Score: -162763.593750 Penalty: 8224.858398 Iteration 3Q: 3 clusters Score -162763.6 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 340 members Mstep: Class 2 contains 484 members Entering Unmasked Estep Score: -162817.437500 Penalty: 8224.858398 Iteration 4Q: 3 clusters Score -162817.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 332 members Mstep: Class 2 contains 492 members Entering Unmasked Estep Score: -162859.656250 Penalty: 8224.858398 Iteration 5Q: 3 clusters Score -162859.7 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 325 members Mstep: Class 2 contains 499 members Entering Unmasked Estep Score: -162913.109375 Penalty: 8224.858398 Iteration 6Q: 3 clusters Score -162913.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 321 members Mstep: Class 2 contains 503 members Entering Unmasked Estep Score: -162939.875000 Penalty: 8224.858398 Iteration 7Q: 3 clusters Score -162939.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 316 members Mstep: Class 2 contains 508 members Entering Unmasked Estep Score: -162964.703125 Penalty: 8224.858398 Iteration 8Q: 3 clusters Score -162964.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 310 members Mstep: Class 2 contains 514 members Entering Unmasked Estep Score: -162990.921875 Penalty: 8224.858398 Iteration 9Q: 3 clusters Score -162990.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 307 members Mstep: Class 2 contains 517 members Entering Unmasked Estep Score: -163022.718750 Penalty: 8224.858398 Iteration 10Q: 3 clusters Score -163022.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 303 members Mstep: Class 2 contains 521 members Entering Unmasked Estep Score: -163040.609375 Penalty: 8224.858398 Iteration 11Q: 3 clusters Score -163040.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 301 members Mstep: Class 2 contains 523 members Entering Unmasked Estep Score: -163058.234375 Penalty: 8224.858398 Iteration 12Q: 3 clusters Score -163058.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 301 members Mstep: Class 2 contains 523 members Entering Unmasked Estep Score: -163058.234375 Penalty: 8224.858398 Iteration 13F: 3 clusters Score -163058.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (6677 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6677 members Entering Unmasked Estep Score: -1429870.250000 Penalty: 5393.934570 Iteration 0F: 2 clusters Score -1429870 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3342 members Mstep: Class 2 contains 3335 members Entering Unmasked Estep Score: -1421774.375000 Penalty: 10787.869141 Iteration 0F: 3 clusters Score -1421774 nChanged 2177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3311 members Mstep: Class 2 contains 3366 members Entering Unmasked Estep Score: -1423161.125000 Penalty: 10787.869141 Iteration 1F: 3 clusters Score -1423161 nChanged 488 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3301 members Mstep: Class 2 contains 3376 members Entering Unmasked Estep Score: -1423541.250000 Penalty: 10787.869141 Iteration 2F: 3 clusters Score -1423541 nChanged 307 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3298 members Mstep: Class 2 contains 3379 members Entering Unmasked Estep Score: -1423741.375000 Penalty: 10787.869141 Iteration 3Q: 3 clusters Score -1423741 nChanged 188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3294 members Mstep: Class 2 contains 3383 members Entering Unmasked Estep Score: -1423866.000000 Penalty: 10787.869141 Iteration 4Q: 3 clusters Score -1423866 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3306 members Mstep: Class 2 contains 3371 members Entering Unmasked Estep Score: -1423941.750000 Penalty: 10787.869141 Iteration 5Q: 3 clusters Score -1423942 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3300 members Mstep: Class 2 contains 3377 members Entering Unmasked Estep Score: -1423994.750000 Penalty: 10787.869141 Iteration 6Q: 3 clusters Score -1423995 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3287 members Mstep: Class 2 contains 3390 members Entering Unmasked Estep Score: -1424033.500000 Penalty: 10787.869141 Iteration 7Q: 3 clusters Score -1424034 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3284 members Mstep: Class 2 contains 3393 members Entering Unmasked Estep Score: -1424074.250000 Penalty: 10787.869141 Iteration 8Q: 3 clusters Score -1424074 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3277 members Mstep: Class 2 contains 3400 members Entering Unmasked Estep Score: -1424102.750000 Penalty: 10787.869141 Iteration 9Q: 3 clusters Score -1424103 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3256 members Mstep: Class 2 contains 3421 members Entering Unmasked Estep Score: -1424129.125000 Penalty: 10787.869141 Iteration 10Q: 3 clusters Score -1424129 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3243 members Mstep: Class 2 contains 3434 members Entering Unmasked Estep Score: -1424150.000000 Penalty: 10787.869141 Iteration 11Q: 3 clusters Score -1424150 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3227 members Mstep: Class 2 contains 3450 members Entering Unmasked Estep Score: -1424170.250000 Penalty: 10787.869141 Iteration 12Q: 3 clusters Score -1424170 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3222 members Mstep: Class 2 contains 3455 members Entering Unmasked Estep Score: -1424181.625000 Penalty: 10787.869141 Iteration 13Q: 3 clusters Score -1424182 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3212 members Mstep: Class 2 contains 3465 members Entering Unmasked Estep Score: -1424193.000000 Penalty: 10787.869141 Iteration 14Q: 3 clusters Score -1424193 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3203 members Mstep: Class 2 contains 3474 members Entering Unmasked Estep Score: -1424203.375000 Penalty: 10787.869141 Iteration 15Q: 3 clusters Score -1424203 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3205 members Mstep: Class 2 contains 3472 members Entering Unmasked Estep Score: -1424210.000000 Penalty: 10787.869141 Iteration 16Q: 3 clusters Score -1424210 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3205 members Mstep: Class 2 contains 3472 members Entering Unmasked Estep Score: -1424218.500000 Penalty: 10787.869141 Iteration 17Q: 3 clusters Score -1424218 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3207 members Mstep: Class 2 contains 3470 members Entering Unmasked Estep Score: -1424222.000000 Penalty: 10787.869141 Iteration 18Q: 3 clusters Score -1424222 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3208 members Mstep: Class 2 contains 3469 members Entering Unmasked Estep Score: -1424223.875000 Penalty: 10787.869141 Iteration 19Q: 3 clusters Score -1424224 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3209 members Mstep: Class 2 contains 3468 members Entering Unmasked Estep Score: -1424224.375000 Penalty: 10787.869141 Iteration 20F: 3 clusters Score -1424224 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3204 members Mstep: Class 2 contains 3473 members Entering Unmasked Estep Score: -1424231.125000 Penalty: 10787.869141 Iteration 21Q: 3 clusters Score -1424231 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3204 members Mstep: Class 2 contains 3473 members Entering Unmasked Estep Score: -1424233.500000 Penalty: 10787.869141 Iteration 22Q: 3 clusters Score -1424234 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3198 members Mstep: Class 2 contains 3479 members Entering Unmasked Estep Score: -1424233.250000 Penalty: 10787.869141 Iteration 23Q: 3 clusters Score -1424233 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3195 members Mstep: Class 2 contains 3482 members Entering Unmasked Estep Score: -1424234.250000 Penalty: 10787.869141 Iteration 24Q: 3 clusters Score -1424234 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3195 members Mstep: Class 2 contains 3482 members Entering Unmasked Estep Score: -1424235.000000 Penalty: 10787.869141 Iteration 25Q: 3 clusters Score -1424235 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3195 members Mstep: Class 2 contains 3482 members Entering Unmasked Estep Score: -1424236.625000 Penalty: 10787.869141 Iteration 26Q: 3 clusters Score -1424237 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3194 members Mstep: Class 2 contains 3483 members Entering Unmasked Estep Score: -1424240.500000 Penalty: 10787.869141 Iteration 27Q: 3 clusters Score -1424240 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3191 members Mstep: Class 2 contains 3486 members Entering Unmasked Estep Score: -1424243.375000 Penalty: 10787.869141 Iteration 28Q: 3 clusters Score -1424243 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3188 members Mstep: Class 2 contains 3489 members Entering Unmasked Estep Score: -1424242.125000 Penalty: 10787.869141 Iteration 29Q: 3 clusters Score -1424242 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3186 members Mstep: Class 2 contains 3491 members Entering Unmasked Estep Score: -1424243.000000 Penalty: 10787.869141 Iteration 30Q: 3 clusters Score -1424243 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3185 members Mstep: Class 2 contains 3492 members Entering Unmasked Estep Score: -1424243.250000 Penalty: 10787.869141 Iteration 31Q: 3 clusters Score -1424243 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3183 members Mstep: Class 2 contains 3494 members Entering Unmasked Estep Score: -1424243.250000 Penalty: 10787.869141 Iteration 32Q: 3 clusters Score -1424243 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3184 members Mstep: Class 2 contains 3493 members Entering Unmasked Estep Score: -1424242.750000 Penalty: 10787.869141 Iteration 33Q: 3 clusters Score -1424243 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3187 members Mstep: Class 2 contains 3490 members Entering Unmasked Estep Score: -1424245.125000 Penalty: 10787.869141 Iteration 34Q: 3 clusters Score -1424245 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3189 members Mstep: Class 2 contains 3488 members Entering Unmasked Estep Score: -1424248.375000 Penalty: 10787.869141 Iteration 35Q: 3 clusters Score -1424248 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3185 members Mstep: Class 2 contains 3492 members Entering Unmasked Estep Score: -1424249.000000 Penalty: 10787.869141 Iteration 36Q: 3 clusters Score -1424249 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3186 members Mstep: Class 2 contains 3491 members Entering Unmasked Estep Score: -1424250.125000 Penalty: 10787.869141 Iteration 37Q: 3 clusters Score -1424250 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3184 members Mstep: Class 2 contains 3493 members Entering Unmasked Estep Score: -1424251.500000 Penalty: 10787.869141 Iteration 38Q: 3 clusters Score -1424252 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3184 members Mstep: Class 2 contains 3493 members Entering Unmasked Estep Score: -1424250.500000 Penalty: 10787.869141 Iteration 39Q: 3 clusters Score -1424250 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3184 members Mstep: Class 2 contains 3493 members Entering Unmasked Estep Score: -1424250.500000 Penalty: 10787.869141 Iteration 40F: 3 clusters Score -1424250 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (1316 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1316 members Entering Unmasked Estep Score: -252298.984375 Penalty: 4399.190430 Iteration 0F: 2 clusters Score -252299 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 648 members Mstep: Class 2 contains 668 members Entering Unmasked Estep Score: -247977.203125 Penalty: 8798.380859 Iteration 0F: 3 clusters Score -247977.2 nChanged 277 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 605 members Mstep: Class 2 contains 711 members Entering Unmasked Estep Score: -248830.703125 Penalty: 8798.380859 Iteration 1F: 3 clusters Score -248830.7 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 584 members Mstep: Class 2 contains 732 members Entering Unmasked Estep Score: -249334.328125 Penalty: 8798.380859 Iteration 2F: 3 clusters Score -249334.3 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 544 members Mstep: Class 2 contains 772 members Entering Unmasked Estep Score: -249608.671875 Penalty: 8798.380859 Iteration 3F: 3 clusters Score -249608.7 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 807 members Entering Unmasked Estep Score: -249779.093750 Penalty: 8798.380859 Iteration 4Q: 3 clusters Score -249779.1 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 478 members Mstep: Class 2 contains 838 members Entering Unmasked Estep Score: -249868.468750 Penalty: 8798.380859 Iteration 5Q: 3 clusters Score -249868.5 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 453 members Mstep: Class 2 contains 863 members Entering Unmasked Estep Score: -249963.375000 Penalty: 8798.380859 Iteration 6Q: 3 clusters Score -249963.4 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 430 members Mstep: Class 2 contains 886 members Entering Unmasked Estep Score: -250041.640625 Penalty: 8798.380859 Iteration 7Q: 3 clusters Score -250041.6 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 409 members Mstep: Class 2 contains 907 members Entering Unmasked Estep Score: -250118.187500 Penalty: 8798.380859 Iteration 8Q: 3 clusters Score -250118.2 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 395 members Mstep: Class 2 contains 921 members Entering Unmasked Estep Score: -250176.187500 Penalty: 8798.380859 Iteration 9Q: 3 clusters Score -250176.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 381 members Mstep: Class 2 contains 935 members Entering Unmasked Estep Score: -250276.109375 Penalty: 8798.380859 Iteration 10Q: 3 clusters Score -250276.1 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 369 members Mstep: Class 2 contains 947 members Entering Unmasked Estep Score: -250446.562500 Penalty: 8798.380859 Iteration 11Q: 3 clusters Score -250446.6 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 361 members Mstep: Class 2 contains 955 members Entering Unmasked Estep Score: -250516.578125 Penalty: 8798.380859 Iteration 12Q: 3 clusters Score -250516.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 353 members Mstep: Class 2 contains 963 members Entering Unmasked Estep Score: -250555.953125 Penalty: 8798.380859 Iteration 13Q: 3 clusters Score -250556 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 346 members Mstep: Class 2 contains 970 members Entering Unmasked Estep Score: -250576.578125 Penalty: 8798.380859 Iteration 14Q: 3 clusters Score -250576.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 345 members Mstep: Class 2 contains 971 members Entering Unmasked Estep Score: -250583.687500 Penalty: 8798.380859 Iteration 15Q: 3 clusters Score -250583.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 343 members Mstep: Class 2 contains 973 members Entering Unmasked Estep Score: -250599.671875 Penalty: 8798.380859 Iteration 16Q: 3 clusters Score -250599.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 342 members Mstep: Class 2 contains 974 members Entering Unmasked Estep Score: -250601.406250 Penalty: 8798.380859 Iteration 17Q: 3 clusters Score -250601.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 341 members Mstep: Class 2 contains 975 members Entering Unmasked Estep Score: -250603.984375 Penalty: 8798.380859 Iteration 18Q: 3 clusters Score -250604 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 341 members Mstep: Class 2 contains 975 members Entering Unmasked Estep Score: -250610.390625 Penalty: 8798.380859 Iteration 19F: 3 clusters Score -250610.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 342 members Mstep: Class 2 contains 974 members Entering Unmasked Estep Score: -250615.578125 Penalty: 8798.380859 Iteration 20F: 3 clusters Score -250615.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 343 members Mstep: Class 2 contains 973 members Entering Unmasked Estep Score: -250626.078125 Penalty: 8798.380859 Iteration 21Q: 3 clusters Score -250626.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 344 members Mstep: Class 2 contains 972 members Entering Unmasked Estep Score: -250673.546875 Penalty: 8798.380859 Iteration 22Q: 3 clusters Score -250673.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 344 members Mstep: Class 2 contains 972 members Entering Unmasked Estep Score: -250768.671875 Penalty: 8798.380859 Iteration 23Q: 3 clusters Score -250768.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 338 members Mstep: Class 2 contains 978 members Entering Unmasked Estep Score: -250864.312500 Penalty: 8798.380859 Iteration 24Q: 3 clusters Score -250864.3 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 330 members Mstep: Class 2 contains 986 members Entering Unmasked Estep Score: -251041.015625 Penalty: 8798.380859 Iteration 25Q: 3 clusters Score -251041 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 327 members Mstep: Class 2 contains 989 members Entering Unmasked Estep Score: -251358.953125 Penalty: 8798.380859 Iteration 26Q: 3 clusters Score -251359 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 316 members Mstep: Class 2 contains 1000 members Entering Unmasked Estep Score: -251388.500000 Penalty: 8798.380859 Iteration 27Q: 3 clusters Score -251388.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 311 members Mstep: Class 2 contains 1005 members Entering Unmasked Estep Score: -251401.250000 Penalty: 8798.380859 Iteration 28Q: 3 clusters Score -251401.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 306 members Mstep: Class 2 contains 1010 members Entering Unmasked Estep Score: -251416.843750 Penalty: 8798.380859 Iteration 29Q: 3 clusters Score -251416.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 303 members Mstep: Class 2 contains 1013 members Entering Unmasked Estep Score: -251426.828125 Penalty: 8798.380859 Iteration 30Q: 3 clusters Score -251426.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 301 members Mstep: Class 2 contains 1015 members Entering Unmasked Estep Score: -251433.281250 Penalty: 8798.380859 Iteration 31Q: 3 clusters Score -251433.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 300 members Mstep: Class 2 contains 1016 members Entering Unmasked Estep Score: -251436.125000 Penalty: 8798.380859 Iteration 32Q: 3 clusters Score -251436.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 300 members Mstep: Class 2 contains 1016 members Entering Unmasked Estep Score: -251436.125000 Penalty: 8798.380859 Iteration 33F: 3 clusters Score -251436.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (280 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 280 members Entering Unmasked Estep Score: -35298.652344 Penalty: 3451.308594 Iteration 0F: 2 clusters Score -35298.65 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 159 members Mstep: Class 2 contains 121 members Entering Unmasked Estep Score: -32646.515625 Penalty: 6902.617188 Iteration 0F: 3 clusters Score -32646.52 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 156 members Mstep: Class 2 contains 124 members Entering Unmasked Estep Score: -32915.437500 Penalty: 6902.617188 Iteration 1F: 3 clusters Score -32915.44 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 152 members Mstep: Class 2 contains 128 members Entering Unmasked Estep Score: -33033.125000 Penalty: 6902.617188 Iteration 2Q: 3 clusters Score -33033.12 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 153 members Mstep: Class 2 contains 127 members Entering Unmasked Estep Score: -33037.687500 Penalty: 6902.617188 Iteration 3Q: 3 clusters Score -33037.69 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 153 members Mstep: Class 2 contains 127 members Entering Unmasked Estep Score: -33037.687500 Penalty: 6902.617188 Iteration 4F: 3 clusters Score -33037.69 nChanged 0 Entering ConstructFrom: Trying to split cluster 22 (916 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 916 members Entering Unmasked Estep Score: -184661.359375 Penalty: 4177.260254 Iteration 0F: 2 clusters Score -184661.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 442 members Mstep: Class 2 contains 474 members Entering Unmasked Estep Score: -180721.187500 Penalty: 8354.520508 Iteration 0F: 3 clusters Score -180721.2 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 420 members Mstep: Class 2 contains 496 members Entering Unmasked Estep Score: -181148.250000 Penalty: 8354.520508 Iteration 1F: 3 clusters Score -181148.2 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 410 members Mstep: Class 2 contains 506 members Entering Unmasked Estep Score: -181293.781250 Penalty: 8354.520508 Iteration 2Q: 3 clusters Score -181293.8 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 410 members Mstep: Class 2 contains 506 members Entering Unmasked Estep Score: -181396.406250 Penalty: 8354.520508 Iteration 3Q: 3 clusters Score -181396.4 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 413 members Mstep: Class 2 contains 503 members Entering Unmasked Estep Score: -181456.765625 Penalty: 8354.520508 Iteration 4Q: 3 clusters Score -181456.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 408 members Mstep: Class 2 contains 508 members Entering Unmasked Estep Score: -181490.031250 Penalty: 8354.520508 Iteration 5Q: 3 clusters Score -181490 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 409 members Mstep: Class 2 contains 507 members Entering Unmasked Estep Score: -181492.734375 Penalty: 8354.520508 Iteration 6Q: 3 clusters Score -181492.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 409 members Mstep: Class 2 contains 507 members Entering Unmasked Estep Score: -181492.734375 Penalty: 8354.520508 Iteration 7F: 3 clusters Score -181492.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 32 members Mstep: Class 1 contains 26641 members Mstep: Class 2 contains 14753 members Mstep: Class 3 contains 294 members Mstep: Class 4 contains 154353 members Mstep: Class 5 contains 1078 members Mstep: Class 6 contains 2019 members Mstep: Class 7 contains 17276 members Mstep: Class 8 contains 36640 members Mstep: Class 9 contains 33726 members Mstep: Class 10 contains 143395 members Mstep: Class 11 contains 684 members Mstep: Class 12 contains 44034 members Mstep: Class 13 contains 843 members Mstep: Class 14 contains 158184 members Mstep: Class 15 contains 18816 members Mstep: Class 16 contains 490 members Mstep: Class 17 contains 15767 members Mstep: Class 18 contains 824 members Mstep: Class 19 contains 6677 members Mstep: Class 20 contains 1316 members Mstep: Class 21 contains 280 members Mstep: Class 22 contains 916 members Entering Unmasked Estep ConsiderDeletion Score: -147579888.000000 Penalty: 180948.125000 Iteration 199Q: 23 clusters Score -1.475799e+08 nChanged 193 Entering Unmasked Mstep Mstep: Class 0 contains 32 members Mstep: Class 1 contains 26641 members Mstep: Class 2 contains 14737 members Mstep: Class 3 contains 294 members Mstep: Class 4 contains 154405 members Mstep: Class 5 contains 1078 members Mstep: Class 6 contains 2019 members Mstep: Class 7 contains 17273 members Mstep: Class 8 contains 36636 members Mstep: Class 9 contains 33719 members Mstep: Class 10 contains 143388 members Mstep: Class 11 contains 684 members Mstep: Class 12 contains 44036 members Mstep: Class 13 contains 843 members Mstep: Class 14 contains 158167 members Mstep: Class 15 contains 18821 members Mstep: Class 16 contains 490 members Mstep: Class 17 contains 15767 members Mstep: Class 18 contains 824 members Mstep: Class 19 contains 6672 members Mstep: Class 20 contains 1316 members Mstep: Class 21 contains 280 members Mstep: Class 22 contains 916 members Entering Unmasked Estep ConsiderDeletion Score: -147579808.000000 Penalty: 180948.125000 Iteration 200F: 23 clusters Score -1.475798e+08 nChanged 177 Entering Unmasked Mstep Mstep: Class 0 contains 32 members Mstep: Class 1 contains 26643 members Mstep: Class 2 contains 14726 members Mstep: Class 3 contains 294 members Mstep: Class 4 contains 154444 members Mstep: Class 5 contains 1078 members Mstep: Class 6 contains 2018 members Mstep: Class 7 contains 17267 members Mstep: Class 8 contains 36630 members Mstep: Class 9 contains 33714 members Mstep: Class 10 contains 143369 members Mstep: Class 11 contains 684 members Mstep: Class 12 contains 44043 members Mstep: Class 13 contains 843 members Mstep: Class 14 contains 158154 members Mstep: Class 15 contains 18832 members Mstep: Class 16 contains 490 members Mstep: Class 17 contains 15770 members Mstep: Class 18 contains 824 members Mstep: Class 19 contains 6670 members Mstep: Class 20 contains 1316 members Mstep: Class 21 contains 280 members Mstep: Class 22 contains 917 members Entering Unmasked Estep ConsiderDeletion Score: -147579760.000000 Penalty: 180948.125000 Iteration 201Q: 23 clusters Score -1.475798e+08 nChanged 174 Entering Unmasked Mstep Mstep: Class 0 contains 32 members Mstep: Class 1 contains 26643 members Mstep: Class 2 contains 14731 members Mstep: Class 3 contains 294 members Mstep: Class 4 contains 154485 members Mstep: Class 5 contains 1078 members Mstep: Class 6 contains 2018 members Mstep: Class 7 contains 17262 members Mstep: Class 8 contains 36622 members Mstep: Class 9 contains 33704 members Mstep: Class 10 contains 143353 members Mstep: Class 11 contains 684 members Mstep: Class 12 contains 44041 members Mstep: Class 13 contains 843 members Mstep: Class 14 contains 158145 members Mstep: Class 15 contains 18838 members Mstep: Class 16 contains 490 members Mstep: Class 17 contains 15769 members Mstep: Class 18 contains 824 members Mstep: Class 19 contains 6669 members Mstep: Class 20 contains 1316 members Mstep: Class 21 contains 280 members Mstep: Class 22 contains 917 members Entering Unmasked Estep ConsiderDeletion Score: -147579808.000000 Penalty: 180948.125000 Iteration 202Q: 23 clusters Score -1.475798e+08 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 32 members Mstep: Class 1 contains 26644 members Mstep: Class 2 contains 14722 members Mstep: Class 3 contains 294 members Mstep: Class 4 contains 154517 members Mstep: Class 5 contains 1078 members Mstep: Class 6 contains 2018 members Mstep: Class 7 contains 17258 members Mstep: Class 8 contains 36617 members Mstep: Class 9 contains 33703 members Mstep: Class 10 contains 143341 members Mstep: Class 11 contains 684 members Mstep: Class 12 contains 44039 members Mstep: Class 13 contains 843 members Mstep: Class 14 contains 158138 members Mstep: Class 15 contains 18847 members Mstep: Class 16 contains 490 members Mstep: Class 17 contains 15766 members Mstep: Class 18 contains 824 members Mstep: Class 19 contains 6670 members Mstep: Class 20 contains 1316 members Mstep: Class 21 contains 280 members Mstep: Class 22 contains 917 members Entering Unmasked Estep ConsiderDeletion Score: -147579856.000000 Penalty: 180948.125000 Iteration 203Q: 23 clusters Score -1.475799e+08 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 32 members Mstep: Class 1 contains 26645 members Mstep: Class 2 contains 14717 members Mstep: Class 3 contains 294 members Mstep: Class 4 contains 154554 members Mstep: Class 5 contains 1078 members Mstep: Class 6 contains 2018 members Mstep: Class 7 contains 17259 members Mstep: Class 8 contains 36609 members Mstep: Class 9 contains 33702 members Mstep: Class 10 contains 143330 members Mstep: Class 11 contains 684 members Mstep: Class 12 contains 44038 members Mstep: Class 13 contains 843 members Mstep: Class 14 contains 158127 members Mstep: Class 15 contains 18853 members Mstep: Class 16 contains 490 members Mstep: Class 17 contains 15762 members Mstep: Class 18 contains 824 members Mstep: Class 19 contains 6666 members Mstep: Class 20 contains 1316 members Mstep: Class 21 contains 280 members Mstep: Class 22 contains 917 members Entering Unmasked Estep ConsiderDeletion Score: -147579984.000000 Penalty: 180948.125000 Iteration 204Q: 23 clusters Score -1.4758e+08 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 32 members Mstep: Class 1 contains 26645 members Mstep: Class 2 contains 14709 members Mstep: Class 3 contains 294 members Mstep: Class 4 contains 154574 members Mstep: Class 5 contains 1078 members Mstep: Class 6 contains 2018 members Mstep: Class 7 contains 17258 members Mstep: Class 8 contains 36606 members Mstep: Class 9 contains 33703 members Mstep: Class 10 contains 143319 members Mstep: Class 11 contains 684 members Mstep: Class 12 contains 44041 members Mstep: Class 13 contains 843 members Mstep: Class 14 contains 158124 members Mstep: Class 15 contains 18856 members Mstep: Class 16 contains 490 members Mstep: Class 17 contains 15762 members Mstep: Class 18 contains 824 members Mstep: Class 19 contains 6665 members Mstep: Class 20 contains 1316 members Mstep: Class 21 contains 280 members Mstep: Class 22 contains 917 members Entering Unmasked Estep ConsiderDeletion Score: -147580000.000000 Penalty: 180948.125000 Iteration 205Q: 23 clusters Score -1.4758e+08 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 32 members Mstep: Class 1 contains 26644 members Mstep: Class 2 contains 14709 members Mstep: Class 3 contains 294 members Mstep: Class 4 contains 154596 members Mstep: Class 5 contains 1078 members Mstep: Class 6 contains 2018 members Mstep: Class 7 contains 17256 members Mstep: Class 8 contains 36602 members Mstep: Class 9 contains 33704 members Mstep: Class 10 contains 143314 members Mstep: Class 11 contains 684 members Mstep: Class 12 contains 44038 members Mstep: Class 13 contains 843 members Mstep: Class 14 contains 158119 members Mstep: Class 15 contains 18860 members Mstep: Class 16 contains 490 members Mstep: Class 17 contains 15761 members Mstep: Class 18 contains 824 members Mstep: Class 19 contains 6659 members Mstep: Class 20 contains 1316 members Mstep: Class 21 contains 280 members Mstep: Class 22 contains 917 members Entering Unmasked Estep ConsiderDeletion Score: -147579904.000000 Penalty: 180948.125000 Iteration 206Q: 23 clusters Score -1.475799e+08 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 32 members Mstep: Class 1 contains 26644 members Mstep: Class 2 contains 14702 members Mstep: Class 3 contains 294 members Mstep: Class 4 contains 154618 members Mstep: Class 5 contains 1078 members Mstep: Class 6 contains 2018 members Mstep: Class 7 contains 17252 members Mstep: Class 8 contains 36601 members Mstep: Class 9 contains 33702 members Mstep: Class 10 contains 143304 members Mstep: Class 11 contains 684 members Mstep: Class 12 contains 44051 members Mstep: Class 13 contains 843 members Mstep: Class 14 contains 158110 members Mstep: Class 15 contains 18862 members Mstep: Class 16 contains 490 members Mstep: Class 17 contains 15759 members Mstep: Class 18 contains 823 members Mstep: Class 19 contains 6658 members Mstep: Class 20 contains 1316 members Mstep: Class 21 contains 280 members Mstep: Class 22 contains 917 members Entering Unmasked Estep ConsiderDeletion Score: -147579760.000000 Penalty: 180948.125000 Iteration 207Q: 23 clusters Score -1.475798e+08 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 32 members Mstep: Class 1 contains 26644 members Mstep: Class 2 contains 14687 members Mstep: Class 3 contains 294 members Mstep: Class 4 contains 154640 members Mstep: Class 5 contains 1078 members Mstep: Class 6 contains 2018 members Mstep: Class 7 contains 17251 members Mstep: Class 8 contains 36599 members Mstep: Class 9 contains 33704 members Mstep: Class 10 contains 143297 members Mstep: Class 11 contains 684 members Mstep: Class 12 contains 44049 members Mstep: Class 13 contains 843 members Mstep: Class 14 contains 158105 members Mstep: Class 15 contains 18868 members Mstep: Class 16 contains 490 members Mstep: Class 17 contains 15760 members Mstep: Class 18 contains 823 members Mstep: Class 19 contains 6659 members Mstep: Class 20 contains 1316 members Mstep: Class 21 contains 280 members Mstep: Class 22 contains 917 members Entering Unmasked Estep ConsiderDeletion Score: -147579936.000000 Penalty: 180948.125000 Iteration 208Q: 23 clusters Score -1.475799e+08 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 32 members Mstep: Class 1 contains 26644 members Mstep: Class 2 contains 14684 members Mstep: Class 3 contains 294 members Mstep: Class 4 contains 154660 members Mstep: Class 5 contains 1078 members Mstep: Class 6 contains 2018 members Mstep: Class 7 contains 17249 members Mstep: Class 8 contains 36596 members Mstep: Class 9 contains 33705 members Mstep: Class 10 contains 143289 members Mstep: Class 11 contains 684 members Mstep: Class 12 contains 44047 members Mstep: Class 13 contains 843 members Mstep: Class 14 contains 158098 members Mstep: Class 15 contains 18874 members Mstep: Class 16 contains 490 members Mstep: Class 17 contains 15758 members Mstep: Class 18 contains 823 members Mstep: Class 19 contains 6659 members Mstep: Class 20 contains 1316 members Mstep: Class 21 contains 280 members Mstep: Class 22 contains 917 members Entering Unmasked Estep ConsiderDeletion Score: -147579936.000000 Penalty: 180948.125000 Iteration 209Q: 23 clusters Score -1.475799e+08 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 32 members Mstep: Class 1 contains 26644 members Mstep: Class 2 contains 14678 members Mstep: Class 3 contains 294 members Mstep: Class 4 contains 154679 members Mstep: Class 5 contains 1078 members Mstep: Class 6 contains 2018 members Mstep: Class 7 contains 17248 members Mstep: Class 8 contains 36593 members Mstep: Class 9 contains 33709 members Mstep: Class 10 contains 143284 members Mstep: Class 11 contains 684 members Mstep: Class 12 contains 44040 members Mstep: Class 13 contains 843 members Mstep: Class 14 contains 158093 members Mstep: Class 15 contains 18880 members Mstep: Class 16 contains 490 members Mstep: Class 17 contains 15757 members Mstep: Class 18 contains 823 members Mstep: Class 19 contains 6658 members Mstep: Class 20 contains 1316 members Mstep: Class 21 contains 280 members Mstep: Class 22 contains 917 members Entering Unmasked Estep ConsiderDeletion Score: -147580064.000000 Penalty: 180948.125000 Iteration 210Q: 23 clusters Score -1.475801e+08 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 32 members Mstep: Class 1 contains 26644 members Mstep: Class 2 contains 14677 members Mstep: Class 3 contains 294 members Mstep: Class 4 contains 154695 members Mstep: Class 5 contains 1078 members Mstep: Class 6 contains 2018 members Mstep: Class 7 contains 17250 members Mstep: Class 8 contains 36589 members Mstep: Class 9 contains 33710 members Mstep: Class 10 contains 143272 members Mstep: Class 11 contains 684 members Mstep: Class 12 contains 44033 members Mstep: Class 13 contains 843 members Mstep: Class 14 contains 158088 members Mstep: Class 15 contains 18886 members Mstep: Class 16 contains 490 members Mstep: Class 17 contains 15760 members Mstep: Class 18 contains 823 members Mstep: Class 19 contains 6659 members Mstep: Class 20 contains 1316 members Mstep: Class 21 contains 280 members Mstep: Class 22 contains 917 members Entering Unmasked Estep ConsiderDeletion Score: -147580032.000000 Penalty: 180948.125000 Iteration 211Q: 23 clusters Score -1.4758e+08 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 32 members Mstep: Class 1 contains 26644 members Mstep: Class 2 contains 14678 members Mstep: Class 3 contains 294 members Mstep: Class 4 contains 154710 members Mstep: Class 5 contains 1078 members Mstep: Class 6 contains 2018 members Mstep: Class 7 contains 17249 members Mstep: Class 8 contains 36584 members Mstep: Class 9 contains 33707 members Mstep: Class 10 contains 143268 members Mstep: Class 11 contains 684 members Mstep: Class 12 contains 44029 members Mstep: Class 13 contains 843 members Mstep: Class 14 contains 158082 members Mstep: Class 15 contains 18896 members Mstep: Class 16 contains 490 members Mstep: Class 17 contains 15757 members Mstep: Class 18 contains 823 members Mstep: Class 19 contains 6658 members Mstep: Class 20 contains 1316 members Mstep: Class 21 contains 280 members Mstep: Class 22 contains 918 members Entering Unmasked Estep ConsiderDeletion Score: -147579920.000000 Penalty: 180948.125000 Iteration 212Q: 23 clusters Score -1.475799e+08 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 32 members Mstep: Class 1 contains 26644 members Mstep: Class 2 contains 14670 members Mstep: Class 3 contains 294 members Mstep: Class 4 contains 154723 members Mstep: Class 5 contains 1078 members Mstep: Class 6 contains 2018 members Mstep: Class 7 contains 17249 members Mstep: Class 8 contains 36581 members Mstep: Class 9 contains 33707 members Mstep: Class 10 contains 143262 members Mstep: Class 11 contains 684 members Mstep: Class 12 contains 44025 members Mstep: Class 13 contains 843 members Mstep: Class 14 contains 158078 members Mstep: Class 15 contains 18909 members Mstep: Class 16 contains 490 members Mstep: Class 17 contains 15757 members Mstep: Class 18 contains 823 members Mstep: Class 19 contains 6657 members Mstep: Class 20 contains 1316 members Mstep: Class 21 contains 280 members Mstep: Class 22 contains 918 members Entering Unmasked Estep ConsiderDeletion Score: -147580064.000000 Penalty: 180948.125000 Iteration 213Q: 23 clusters Score -1.475801e+08 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 32 members Mstep: Class 1 contains 26644 members Mstep: Class 2 contains 14671 members Mstep: Class 3 contains 294 members Mstep: Class 4 contains 154738 members Mstep: Class 5 contains 1078 members Mstep: Class 6 contains 2018 members Mstep: Class 7 contains 17249 members Mstep: Class 8 contains 36577 members Mstep: Class 9 contains 33707 members Mstep: Class 10 contains 143257 members Mstep: Class 11 contains 684 members Mstep: Class 12 contains 44014 members Mstep: Class 13 contains 843 members Mstep: Class 14 contains 158073 members Mstep: Class 15 contains 18921 members Mstep: Class 16 contains 490 members Mstep: Class 17 contains 15756 members Mstep: Class 18 contains 823 members Mstep: Class 19 contains 6655 members Mstep: Class 20 contains 1316 members Mstep: Class 21 contains 280 members Mstep: Class 22 contains 918 members Entering Unmasked Estep ConsiderDeletion Score: -147580112.000000 Penalty: 180948.125000 Iteration 214Q: 23 clusters Score -1.475801e+08 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 32 members Mstep: Class 1 contains 26643 members Mstep: Class 2 contains 14668 members Mstep: Class 3 contains 294 members Mstep: Class 4 contains 154752 members Mstep: Class 5 contains 1078 members Mstep: Class 6 contains 2018 members Mstep: Class 7 contains 17250 members Mstep: Class 8 contains 36573 members Mstep: Class 9 contains 33705 members Mstep: Class 10 contains 143253 members Mstep: Class 11 contains 684 members Mstep: Class 12 contains 44005 members Mstep: Class 13 contains 843 members Mstep: Class 14 contains 158065 members Mstep: Class 15 contains 18937 members Mstep: Class 16 contains 490 members Mstep: Class 17 contains 15756 members Mstep: Class 18 contains 823 members Mstep: Class 19 contains 6655 members Mstep: Class 20 contains 1316 members Mstep: Class 21 contains 280 members Mstep: Class 22 contains 918 members Entering Unmasked Estep ConsiderDeletion Score: -147580048.000000 Penalty: 180948.125000 Iteration 215Q: 23 clusters Score -1.4758e+08 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 32 members Mstep: Class 1 contains 26644 members Mstep: Class 2 contains 14663 members Mstep: Class 3 contains 294 members Mstep: Class 4 contains 154760 members Mstep: Class 5 contains 1078 members Mstep: Class 6 contains 2018 members Mstep: Class 7 contains 17253 members Mstep: Class 8 contains 36573 members Mstep: Class 9 contains 33703 members Mstep: Class 10 contains 143248 members Mstep: Class 11 contains 684 members Mstep: Class 12 contains 43991 members Mstep: Class 13 contains 843 members Mstep: Class 14 contains 158060 members Mstep: Class 15 contains 18956 members Mstep: Class 16 contains 490 members Mstep: Class 17 contains 15755 members Mstep: Class 18 contains 823 members Mstep: Class 19 contains 6656 members Mstep: Class 20 contains 1316 members Mstep: Class 21 contains 280 members Mstep: Class 22 contains 918 members Entering Unmasked Estep ConsiderDeletion Score: -147580192.000000 Penalty: 180948.125000 Iteration 216Q: 23 clusters Score -1.475802e+08 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 32 members Mstep: Class 1 contains 26642 members Mstep: Class 2 contains 14659 members Mstep: Class 3 contains 294 members Mstep: Class 4 contains 154770 members Mstep: Class 5 contains 1078 members Mstep: Class 6 contains 2018 members Mstep: Class 7 contains 17252 members Mstep: Class 8 contains 36573 members Mstep: Class 9 contains 33705 members Mstep: Class 10 contains 143240 members Mstep: Class 11 contains 684 members Mstep: Class 12 contains 43988 members Mstep: Class 13 contains 843 members Mstep: Class 14 contains 158059 members Mstep: Class 15 contains 18968 members Mstep: Class 16 contains 490 members Mstep: Class 17 contains 15751 members Mstep: Class 18 contains 823 members Mstep: Class 19 contains 6655 members Mstep: Class 20 contains 1316 members Mstep: Class 21 contains 280 members Mstep: Class 22 contains 918 members Entering Unmasked Estep ConsiderDeletion Score: -147580208.000000 Penalty: 180948.125000 Iteration 217Q: 23 clusters Score -1.475802e+08 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 32 members Mstep: Class 1 contains 26641 members Mstep: Class 2 contains 14654 members Mstep: Class 3 contains 294 members Mstep: Class 4 contains 154782 members Mstep: Class 5 contains 1078 members Mstep: Class 6 contains 2018 members Mstep: Class 7 contains 17254 members Mstep: Class 8 contains 36574 members Mstep: Class 9 contains 33706 members Mstep: Class 10 contains 143240 members Mstep: Class 11 contains 684 members Mstep: Class 12 contains 43985 members Mstep: Class 13 contains 843 members Mstep: Class 14 contains 158054 members Mstep: Class 15 contains 18966 members Mstep: Class 16 contains 490 members Mstep: Class 17 contains 15751 members Mstep: Class 18 contains 823 members Mstep: Class 19 contains 6655 members Mstep: Class 20 contains 1316 members Mstep: Class 21 contains 280 members Mstep: Class 22 contains 918 members Entering Unmasked Estep ConsiderDeletion Score: -147580240.000000 Penalty: 180948.125000 Iteration 218Q: 23 clusters Score -1.475802e+08 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 32 members Mstep: Class 1 contains 26640 members Mstep: Class 2 contains 14657 members Mstep: Class 3 contains 294 members Mstep: Class 4 contains 154794 members Mstep: Class 5 contains 1078 members Mstep: Class 6 contains 2018 members Mstep: Class 7 contains 17253 members Mstep: Class 8 contains 36571 members Mstep: Class 9 contains 33706 members Mstep: Class 10 contains 143235 members Mstep: Class 11 contains 684 members Mstep: Class 12 contains 43986 members Mstep: Class 13 contains 843 members Mstep: Class 14 contains 158051 members Mstep: Class 15 contains 18965 members Mstep: Class 16 contains 490 members Mstep: Class 17 contains 15750 members Mstep: Class 18 contains 823 members Mstep: Class 19 contains 6654 members Mstep: Class 20 contains 1316 members Mstep: Class 21 contains 280 members Mstep: Class 22 contains 918 members Entering Unmasked Estep ConsiderDeletion Score: -147580256.000000 Penalty: 180948.125000 Iteration 219Q: 23 clusters Score -1.475803e+08 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 32 members Mstep: Class 1 contains 26639 members Mstep: Class 2 contains 14659 members Mstep: Class 3 contains 294 members Mstep: Class 4 contains 154803 members Mstep: Class 5 contains 1078 members Mstep: Class 6 contains 2018 members Mstep: Class 7 contains 17254 members Mstep: Class 8 contains 36570 members Mstep: Class 9 contains 33708 members Mstep: Class 10 contains 143226 members Mstep: Class 11 contains 684 members Mstep: Class 12 contains 43985 members Mstep: Class 13 contains 843 members Mstep: Class 14 contains 158051 members Mstep: Class 15 contains 18962 members Mstep: Class 16 contains 490 members Mstep: Class 17 contains 15751 members Mstep: Class 18 contains 823 members Mstep: Class 19 contains 6654 members Mstep: Class 20 contains 1316 members Mstep: Class 21 contains 280 members Mstep: Class 22 contains 918 members Entering Unmasked Estep ConsiderDeletion Score: -147580240.000000 Penalty: 180948.125000 Iteration 220F: 23 clusters Score -1.475802e+08 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 32 members Mstep: Class 1 contains 26638 members Mstep: Class 2 contains 14662 members Mstep: Class 3 contains 294 members Mstep: Class 4 contains 154807 members Mstep: Class 5 contains 1078 members Mstep: Class 6 contains 2018 members Mstep: Class 7 contains 17254 members Mstep: Class 8 contains 36568 members Mstep: Class 9 contains 33708 members Mstep: Class 10 contains 143223 members Mstep: Class 11 contains 684 members Mstep: Class 12 contains 43984 members Mstep: Class 13 contains 843 members Mstep: Class 14 contains 158049 members Mstep: Class 15 contains 18964 members Mstep: Class 16 contains 490 members Mstep: Class 17 contains 15751 members Mstep: Class 18 contains 823 members Mstep: Class 19 contains 6654 members Mstep: Class 20 contains 1316 members Mstep: Class 21 contains 280 members Mstep: Class 22 contains 918 members Entering Unmasked Estep ConsiderDeletion Score: -147580224.000000 Penalty: 180948.125000 Iteration 221Q: 23 clusters Score -1.475802e+08 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 32 members Mstep: Class 1 contains 26637 members Mstep: Class 2 contains 14664 members Mstep: Class 3 contains 294 members Mstep: Class 4 contains 154811 members Mstep: Class 5 contains 1078 members Mstep: Class 6 contains 2018 members Mstep: Class 7 contains 17254 members Mstep: Class 8 contains 36566 members Mstep: Class 9 contains 33708 members Mstep: Class 10 contains 143220 members Mstep: Class 11 contains 684 members Mstep: Class 12 contains 43982 members Mstep: Class 13 contains 843 members Mstep: Class 14 contains 158050 members Mstep: Class 15 contains 18965 members Mstep: Class 16 contains 490 members Mstep: Class 17 contains 15751 members Mstep: Class 18 contains 823 members Mstep: Class 19 contains 6654 members Mstep: Class 20 contains 1316 members Mstep: Class 21 contains 280 members Mstep: Class 22 contains 918 members Entering Unmasked Estep ConsiderDeletion Score: -147580240.000000 Penalty: 180948.125000 Iteration 222Q: 23 clusters Score -1.475802e+08 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 32 members Mstep: Class 1 contains 26637 members Mstep: Class 2 contains 14666 members Mstep: Class 3 contains 294 members Mstep: Class 4 contains 154813 members Mstep: Class 5 contains 1078 members Mstep: Class 6 contains 2018 members Mstep: Class 7 contains 17255 members Mstep: Class 8 contains 36563 members Mstep: Class 9 contains 33710 members Mstep: Class 10 contains 143216 members Mstep: Class 11 contains 684 members Mstep: Class 12 contains 43982 members Mstep: Class 13 contains 843 members Mstep: Class 14 contains 158049 members Mstep: Class 15 contains 18965 members Mstep: Class 16 contains 490 members Mstep: Class 17 contains 15751 members Mstep: Class 18 contains 823 members Mstep: Class 19 contains 6655 members Mstep: Class 20 contains 1316 members Mstep: Class 21 contains 280 members Mstep: Class 22 contains 918 members Entering Unmasked Estep ConsiderDeletion Score: -147580288.000000 Penalty: 180948.125000 Iteration 223Q: 23 clusters Score -1.475803e+08 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 32 members Mstep: Class 1 contains 26637 members Mstep: Class 2 contains 14671 members Mstep: Class 3 contains 294 members Mstep: Class 4 contains 154817 members Mstep: Class 5 contains 1078 members Mstep: Class 6 contains 2018 members Mstep: Class 7 contains 17255 members Mstep: Class 8 contains 36561 members Mstep: Class 9 contains 33708 members Mstep: Class 10 contains 143212 members Mstep: Class 11 contains 684 members Mstep: Class 12 contains 43984 members Mstep: Class 13 contains 843 members Mstep: Class 14 contains 158047 members Mstep: Class 15 contains 18965 members Mstep: Class 16 contains 490 members Mstep: Class 17 contains 15750 members Mstep: Class 18 contains 823 members Mstep: Class 19 contains 6655 members Mstep: Class 20 contains 1316 members Mstep: Class 21 contains 280 members Mstep: Class 22 contains 918 members Entering Unmasked Estep ConsiderDeletion Score: -147580208.000000 Penalty: 180948.125000 Iteration 224Q: 23 clusters Score -1.475802e+08 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 32 members Mstep: Class 1 contains 26637 members Mstep: Class 2 contains 14674 members Mstep: Class 3 contains 294 members Mstep: Class 4 contains 154819 members Mstep: Class 5 contains 1078 members Mstep: Class 6 contains 2018 members Mstep: Class 7 contains 17255 members Mstep: Class 8 contains 36561 members Mstep: Class 9 contains 33708 members Mstep: Class 10 contains 143211 members Mstep: Class 11 contains 684 members Mstep: Class 12 contains 43985 members Mstep: Class 13 contains 843 members Mstep: Class 14 contains 158043 members Mstep: Class 15 contains 18964 members Mstep: Class 16 contains 490 members Mstep: Class 17 contains 15750 members Mstep: Class 18 contains 823 members Mstep: Class 19 contains 6655 members Mstep: Class 20 contains 1316 members Mstep: Class 21 contains 280 members Mstep: Class 22 contains 918 members Entering Unmasked Estep ConsiderDeletion Score: -147580128.000000 Penalty: 180948.125000 Iteration 225Q: 23 clusters Score -1.475801e+08 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 32 members Mstep: Class 1 contains 26637 members Mstep: Class 2 contains 14675 members Mstep: Class 3 contains 294 members Mstep: Class 4 contains 154822 members Mstep: Class 5 contains 1078 members Mstep: Class 6 contains 2018 members Mstep: Class 7 contains 17255 members Mstep: Class 8 contains 36561 members Mstep: Class 9 contains 33709 members Mstep: Class 10 contains 143209 members Mstep: Class 11 contains 684 members Mstep: Class 12 contains 43985 members Mstep: Class 13 contains 843 members Mstep: Class 14 contains 158040 members Mstep: Class 15 contains 18965 members Mstep: Class 16 contains 490 members Mstep: Class 17 contains 15750 members Mstep: Class 18 contains 823 members Mstep: Class 19 contains 6654 members Mstep: Class 20 contains 1316 members Mstep: Class 21 contains 280 members Mstep: Class 22 contains 918 members Entering Unmasked Estep ConsiderDeletion Score: -147580224.000000 Penalty: 180948.125000 Iteration 226Q: 23 clusters Score -1.475802e+08 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 32 members Mstep: Class 1 contains 26637 members Mstep: Class 2 contains 14674 members Mstep: Class 3 contains 294 members Mstep: Class 4 contains 154825 members Mstep: Class 5 contains 1078 members Mstep: Class 6 contains 2018 members Mstep: Class 7 contains 17255 members Mstep: Class 8 contains 36561 members Mstep: Class 9 contains 33708 members Mstep: Class 10 contains 143209 members Mstep: Class 11 contains 684 members Mstep: Class 12 contains 43985 members Mstep: Class 13 contains 843 members Mstep: Class 14 contains 158039 members Mstep: Class 15 contains 18965 members Mstep: Class 16 contains 490 members Mstep: Class 17 contains 15750 members Mstep: Class 18 contains 823 members Mstep: Class 19 contains 6654 members Mstep: Class 20 contains 1316 members Mstep: Class 21 contains 280 members Mstep: Class 22 contains 918 members Entering Unmasked Estep ConsiderDeletion Score: -147580144.000000 Penalty: 180948.125000 Iteration 227Q: 23 clusters Score -1.475801e+08 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 32 members Mstep: Class 1 contains 26637 members Mstep: Class 2 contains 14675 members Mstep: Class 3 contains 294 members Mstep: Class 4 contains 154826 members Mstep: Class 5 contains 1078 members Mstep: Class 6 contains 2018 members Mstep: Class 7 contains 17255 members Mstep: Class 8 contains 36560 members Mstep: Class 9 contains 33707 members Mstep: Class 10 contains 143208 members Mstep: Class 11 contains 684 members Mstep: Class 12 contains 43986 members Mstep: Class 13 contains 843 members Mstep: Class 14 contains 158037 members Mstep: Class 15 contains 18967 members Mstep: Class 16 contains 490 members Mstep: Class 17 contains 15750 members Mstep: Class 18 contains 823 members Mstep: Class 19 contains 6654 members Mstep: Class 20 contains 1316 members Mstep: Class 21 contains 280 members Mstep: Class 22 contains 918 members Entering Unmasked Estep ConsiderDeletion Score: -147580176.000000 Penalty: 180948.125000 Iteration 228Q: 23 clusters Score -1.475802e+08 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 32 members Mstep: Class 1 contains 26637 members Mstep: Class 2 contains 14678 members Mstep: Class 3 contains 294 members Mstep: Class 4 contains 154827 members Mstep: Class 5 contains 1078 members Mstep: Class 6 contains 2018 members Mstep: Class 7 contains 17254 members Mstep: Class 8 contains 36558 members Mstep: Class 9 contains 33706 members Mstep: Class 10 contains 143207 members Mstep: Class 11 contains 684 members Mstep: Class 12 contains 43989 members Mstep: Class 13 contains 843 members Mstep: Class 14 contains 158035 members Mstep: Class 15 contains 18967 members Mstep: Class 16 contains 490 members Mstep: Class 17 contains 15750 members Mstep: Class 18 contains 823 members Mstep: Class 19 contains 6654 members Mstep: Class 20 contains 1316 members Mstep: Class 21 contains 280 members Mstep: Class 22 contains 918 members Entering Unmasked Estep ConsiderDeletion Score: -147580144.000000 Penalty: 180948.125000 Iteration 229Q: 23 clusters Score -1.475801e+08 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 32 members Mstep: Class 1 contains 26637 members Mstep: Class 2 contains 14683 members Mstep: Class 3 contains 294 members Mstep: Class 4 contains 154828 members Mstep: Class 5 contains 1078 members Mstep: Class 6 contains 2018 members Mstep: Class 7 contains 17254 members Mstep: Class 8 contains 36557 members Mstep: Class 9 contains 33704 members Mstep: Class 10 contains 143205 members Mstep: Class 11 contains 684 members Mstep: Class 12 contains 43988 members Mstep: Class 13 contains 843 members Mstep: Class 14 contains 158034 members Mstep: Class 15 contains 18968 members Mstep: Class 16 contains 490 members Mstep: Class 17 contains 15750 members Mstep: Class 18 contains 823 members Mstep: Class 19 contains 6654 members Mstep: Class 20 contains 1316 members Mstep: Class 21 contains 280 members Mstep: Class 22 contains 918 members Entering Unmasked Estep ConsiderDeletion Score: -147580112.000000 Penalty: 180948.125000 Iteration 230Q: 23 clusters Score -1.475801e+08 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 32 members Mstep: Class 1 contains 26637 members Mstep: Class 2 contains 14680 members Mstep: Class 3 contains 294 members Mstep: Class 4 contains 154829 members Mstep: Class 5 contains 1078 members Mstep: Class 6 contains 2018 members Mstep: Class 7 contains 17254 members Mstep: Class 8 contains 36556 members Mstep: Class 9 contains 33703 members Mstep: Class 10 contains 143205 members Mstep: Class 11 contains 684 members Mstep: Class 12 contains 43989 members Mstep: Class 13 contains 843 members Mstep: Class 14 contains 158034 members Mstep: Class 15 contains 18971 members Mstep: Class 16 contains 490 members Mstep: Class 17 contains 15750 members Mstep: Class 18 contains 823 members Mstep: Class 19 contains 6654 members Mstep: Class 20 contains 1316 members Mstep: Class 21 contains 280 members Mstep: Class 22 contains 918 members Entering Unmasked Estep ConsiderDeletion Score: -147580112.000000 Penalty: 180948.125000 Iteration 231Q: 23 clusters Score -1.475801e+08 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 32 members Mstep: Class 1 contains 26637 members Mstep: Class 2 contains 14677 members Mstep: Class 3 contains 294 members Mstep: Class 4 contains 154830 members Mstep: Class 5 contains 1078 members Mstep: Class 6 contains 2018 members Mstep: Class 7 contains 17255 members Mstep: Class 8 contains 36555 members Mstep: Class 9 contains 33703 members Mstep: Class 10 contains 143204 members Mstep: Class 11 contains 684 members Mstep: Class 12 contains 43990 members Mstep: Class 13 contains 843 members Mstep: Class 14 contains 158034 members Mstep: Class 15 contains 18973 members Mstep: Class 16 contains 490 members Mstep: Class 17 contains 15750 members Mstep: Class 18 contains 823 members Mstep: Class 19 contains 6654 members Mstep: Class 20 contains 1316 members Mstep: Class 21 contains 280 members Mstep: Class 22 contains 918 members Entering Unmasked Estep ConsiderDeletion Score: -147580144.000000 Penalty: 180948.125000 Iteration 232Q: 23 clusters Score -1.475801e+08 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 32 members Mstep: Class 1 contains 26637 members Mstep: Class 2 contains 14678 members Mstep: Class 3 contains 294 members Mstep: Class 4 contains 154831 members Mstep: Class 5 contains 1078 members Mstep: Class 6 contains 2018 members Mstep: Class 7 contains 17256 members Mstep: Class 8 contains 36554 members Mstep: Class 9 contains 33704 members Mstep: Class 10 contains 143203 members Mstep: Class 11 contains 684 members Mstep: Class 12 contains 43988 members Mstep: Class 13 contains 843 members Mstep: Class 14 contains 158032 members Mstep: Class 15 contains 18975 members Mstep: Class 16 contains 490 members Mstep: Class 17 contains 15750 members Mstep: Class 18 contains 823 members Mstep: Class 19 contains 6654 members Mstep: Class 20 contains 1316 members Mstep: Class 21 contains 280 members Mstep: Class 22 contains 918 members Entering Unmasked Estep ConsiderDeletion Score: -147580176.000000 Penalty: 180948.125000 Iteration 233Q: 23 clusters Score -1.475802e+08 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 32 members Mstep: Class 1 contains 26637 members Mstep: Class 2 contains 14677 members Mstep: Class 3 contains 294 members Mstep: Class 4 contains 154833 members Mstep: Class 5 contains 1078 members Mstep: Class 6 contains 2018 members Mstep: Class 7 contains 17257 members Mstep: Class 8 contains 36553 members Mstep: Class 9 contains 33704 members Mstep: Class 10 contains 143200 members Mstep: Class 11 contains 684 members Mstep: Class 12 contains 43988 members Mstep: Class 13 contains 843 members Mstep: Class 14 contains 158032 members Mstep: Class 15 contains 18978 members Mstep: Class 16 contains 490 members Mstep: Class 17 contains 15749 members Mstep: Class 18 contains 823 members Mstep: Class 19 contains 6654 members Mstep: Class 20 contains 1316 members Mstep: Class 21 contains 280 members Mstep: Class 22 contains 918 members Entering Unmasked Estep ConsiderDeletion Score: -147580288.000000 Penalty: 180948.125000 Iteration 234Q: 23 clusters Score -1.475803e+08 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 32 members Mstep: Class 1 contains 26637 members Mstep: Class 2 contains 14673 members Mstep: Class 3 contains 294 members Mstep: Class 4 contains 154839 members Mstep: Class 5 contains 1078 members Mstep: Class 6 contains 2018 members Mstep: Class 7 contains 17258 members Mstep: Class 8 contains 36552 members Mstep: Class 9 contains 33704 members Mstep: Class 10 contains 143198 members Mstep: Class 11 contains 684 members Mstep: Class 12 contains 43985 members Mstep: Class 13 contains 843 members Mstep: Class 14 contains 158033 members Mstep: Class 15 contains 18980 members Mstep: Class 16 contains 490 members Mstep: Class 17 contains 15749 members Mstep: Class 18 contains 823 members Mstep: Class 19 contains 6654 members Mstep: Class 20 contains 1316 members Mstep: Class 21 contains 280 members Mstep: Class 22 contains 918 members Entering Unmasked Estep ConsiderDeletion Score: -147580240.000000 Penalty: 180948.125000 Iteration 235Q: 23 clusters Score -1.475802e+08 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 32 members Mstep: Class 1 contains 26637 members Mstep: Class 2 contains 14671 members Mstep: Class 3 contains 294 members Mstep: Class 4 contains 154844 members Mstep: Class 5 contains 1078 members Mstep: Class 6 contains 2018 members Mstep: Class 7 contains 17259 members Mstep: Class 8 contains 36552 members Mstep: Class 9 contains 33703 members Mstep: Class 10 contains 143197 members Mstep: Class 11 contains 684 members Mstep: Class 12 contains 43981 members Mstep: Class 13 contains 843 members Mstep: Class 14 contains 158032 members Mstep: Class 15 contains 18983 members Mstep: Class 16 contains 490 members Mstep: Class 17 contains 15749 members Mstep: Class 18 contains 823 members Mstep: Class 19 contains 6654 members Mstep: Class 20 contains 1316 members Mstep: Class 21 contains 280 members Mstep: Class 22 contains 918 members Entering Unmasked Estep ConsiderDeletion Score: -147580224.000000 Penalty: 180948.125000 Iteration 236Q: 23 clusters Score -1.475802e+08 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 32 members Mstep: Class 1 contains 26637 members Mstep: Class 2 contains 14670 members Mstep: Class 3 contains 294 members Mstep: Class 4 contains 154847 members Mstep: Class 5 contains 1078 members Mstep: Class 6 contains 2018 members Mstep: Class 7 contains 17259 members Mstep: Class 8 contains 36551 members Mstep: Class 9 contains 33701 members Mstep: Class 10 contains 143196 members Mstep: Class 11 contains 684 members Mstep: Class 12 contains 43982 members Mstep: Class 13 contains 843 members Mstep: Class 14 contains 158030 members Mstep: Class 15 contains 18986 members Mstep: Class 16 contains 490 members Mstep: Class 17 contains 15749 members Mstep: Class 18 contains 823 members Mstep: Class 19 contains 6654 members Mstep: Class 20 contains 1316 members Mstep: Class 21 contains 280 members Mstep: Class 22 contains 918 members Entering Unmasked Estep ConsiderDeletion Score: -147580208.000000 Penalty: 180948.125000 Iteration 237Q: 23 clusters Score -1.475802e+08 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 32 members Mstep: Class 1 contains 26637 members Mstep: Class 2 contains 14666 members Mstep: Class 3 contains 294 members Mstep: Class 4 contains 154849 members Mstep: Class 5 contains 1078 members Mstep: Class 6 contains 2018 members Mstep: Class 7 contains 17260 members Mstep: Class 8 contains 36550 members Mstep: Class 9 contains 33700 members Mstep: Class 10 contains 143194 members Mstep: Class 11 contains 684 members Mstep: Class 12 contains 43985 members Mstep: Class 13 contains 843 members Mstep: Class 14 contains 158029 members Mstep: Class 15 contains 18989 members Mstep: Class 16 contains 490 members Mstep: Class 17 contains 15749 members Mstep: Class 18 contains 823 members Mstep: Class 19 contains 6654 members Mstep: Class 20 contains 1316 members Mstep: Class 21 contains 280 members Mstep: Class 22 contains 918 members Entering Unmasked Estep ConsiderDeletion Score: -147580096.000000 Penalty: 180948.125000 Iteration 238Q: 23 clusters Score -1.475801e+08 nChanged 13 Entering ConstructFrom: Score: -147580096.000000 Penalty: 180948.125000 Entering ConstructFrom: Trying to split cluster 1 (26637 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26637 members Entering Unmasked Estep Score: -5762893.000000 Penalty: 6241.409668 Iteration 0F: 2 clusters Score -5762893 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13261 members Mstep: Class 2 contains 13376 members Entering Unmasked Estep Score: -5742090.000000 Penalty: 12482.819336 Iteration 0F: 3 clusters Score -5742090 nChanged 11244 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13011 members Mstep: Class 2 contains 13626 members Entering Unmasked Estep Score: -5747927.000000 Penalty: 12482.819336 Iteration 1F: 3 clusters Score -5747927 nChanged 1692 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12793 members Mstep: Class 2 contains 13844 members Entering Unmasked Estep Score: -5748632.000000 Penalty: 12482.819336 Iteration 2F: 3 clusters Score -5748632 nChanged 1300 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12491 members Mstep: Class 2 contains 14146 members Entering Unmasked Estep Score: -5749182.000000 Penalty: 12482.819336 Iteration 3Q: 3 clusters Score -5749182 nChanged 1042 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12127 members Mstep: Class 2 contains 14510 members Entering Unmasked Estep Score: -5749543.000000 Penalty: 12482.819336 Iteration 4Q: 3 clusters Score -5749543 nChanged 904 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11689 members Mstep: Class 2 contains 14948 members Entering Unmasked Estep Score: -5749925.500000 Penalty: 12482.819336 Iteration 5Q: 3 clusters Score -5749926 nChanged 900 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11121 members Mstep: Class 2 contains 15516 members Entering Unmasked Estep Score: -5750292.000000 Penalty: 12482.819336 Iteration 6Q: 3 clusters Score -5750292 nChanged 1007 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10360 members Mstep: Class 2 contains 16277 members Entering Unmasked Estep Score: -5750889.500000 Penalty: 12482.819336 Iteration 7Q: 3 clusters Score -5750890 nChanged 1330 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9402 members Mstep: Class 2 contains 17235 members Entering Unmasked Estep Score: -5751926.000000 Penalty: 12482.819336 Iteration 8Q: 3 clusters Score -5751926 nChanged 1619 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8285 members Mstep: Class 2 contains 18352 members Entering Unmasked Estep Score: -5753462.500000 Penalty: 12482.819336 Iteration 9F: 3 clusters Score -5753462 nChanged 1880 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6983 members Mstep: Class 2 contains 19654 members Entering Unmasked Estep Score: -5755256.500000 Penalty: 12482.819336 Iteration 10F: 3 clusters Score -5755256 nChanged 1771 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5730 members Mstep: Class 2 contains 20907 members Entering Unmasked Estep Score: -5756846.000000 Penalty: 12482.819336 Iteration 11F: 3 clusters Score -5756846 nChanged 1358 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4748 members Mstep: Class 2 contains 21889 members Entering Unmasked Estep Score: -5757922.500000 Penalty: 12482.819336 Iteration 12F: 3 clusters Score -5757922 nChanged 905 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4079 members Mstep: Class 2 contains 22558 members Entering Unmasked Estep Score: -5758520.000000 Penalty: 12482.819336 Iteration 13Q: 3 clusters Score -5758520 nChanged 571 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3628 members Mstep: Class 2 contains 23009 members Entering Unmasked Estep Score: -5758845.500000 Penalty: 12482.819336 Iteration 14Q: 3 clusters Score -5758846 nChanged 322 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3352 members Mstep: Class 2 contains 23285 members Entering Unmasked Estep Score: -5759021.000000 Penalty: 12482.819336 Iteration 15Q: 3 clusters Score -5759021 nChanged 258 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3132 members Mstep: Class 2 contains 23505 members Entering Unmasked Estep Score: -5759140.500000 Penalty: 12482.819336 Iteration 16Q: 3 clusters Score -5759140 nChanged 174 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2986 members Mstep: Class 2 contains 23651 members Entering Unmasked Estep Score: -5759218.500000 Penalty: 12482.819336 Iteration 17Q: 3 clusters Score -5759218 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2892 members Mstep: Class 2 contains 23745 members Entering Unmasked Estep Score: -5759250.500000 Penalty: 12482.819336 Iteration 18Q: 3 clusters Score -5759250 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2820 members Mstep: Class 2 contains 23817 members Entering Unmasked Estep Score: -5759292.000000 Penalty: 12482.819336 Iteration 19Q: 3 clusters Score -5759292 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2765 members Mstep: Class 2 contains 23872 members Entering Unmasked Estep Score: -5759329.500000 Penalty: 12482.819336 Iteration 20F: 3 clusters Score -5759330 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2712 members Mstep: Class 2 contains 23925 members Entering Unmasked Estep Score: -5759350.000000 Penalty: 12482.819336 Iteration 21Q: 3 clusters Score -5759350 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2668 members Mstep: Class 2 contains 23969 members Entering Unmasked Estep Score: -5759365.000000 Penalty: 12482.819336 Iteration 22Q: 3 clusters Score -5759365 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2645 members Mstep: Class 2 contains 23992 members Entering Unmasked Estep Score: -5759364.000000 Penalty: 12482.819336 Iteration 23Q: 3 clusters Score -5759364 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2630 members Mstep: Class 2 contains 24007 members Entering Unmasked Estep Score: -5759377.500000 Penalty: 12482.819336 Iteration 24Q: 3 clusters Score -5759378 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2617 members Mstep: Class 2 contains 24020 members Entering Unmasked Estep Score: -5759381.000000 Penalty: 12482.819336 Iteration 25Q: 3 clusters Score -5759381 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2601 members Mstep: Class 2 contains 24036 members Entering Unmasked Estep Score: -5759387.000000 Penalty: 12482.819336 Iteration 26Q: 3 clusters Score -5759387 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2584 members Mstep: Class 2 contains 24053 members Entering Unmasked Estep Score: -5759388.000000 Penalty: 12482.819336 Iteration 27Q: 3 clusters Score -5759388 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2572 members Mstep: Class 2 contains 24065 members Entering Unmasked Estep Score: -5759402.500000 Penalty: 12482.819336 Iteration 28Q: 3 clusters Score -5759402 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2567 members Mstep: Class 2 contains 24070 members Entering Unmasked Estep Score: -5759408.000000 Penalty: 12482.819336 Iteration 29Q: 3 clusters Score -5759408 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2555 members Mstep: Class 2 contains 24082 members Entering Unmasked Estep Score: -5759402.500000 Penalty: 12482.819336 Iteration 30Q: 3 clusters Score -5759402 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2546 members Mstep: Class 2 contains 24091 members Entering Unmasked Estep Score: -5759412.500000 Penalty: 12482.819336 Iteration 31Q: 3 clusters Score -5759412 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2537 members Mstep: Class 2 contains 24100 members Entering Unmasked Estep Score: -5759414.500000 Penalty: 12482.819336 Iteration 32Q: 3 clusters Score -5759414 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2527 members Mstep: Class 2 contains 24110 members Entering Unmasked Estep Score: -5759414.000000 Penalty: 12482.819336 Iteration 33Q: 3 clusters Score -5759414 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2522 members Mstep: Class 2 contains 24115 members Entering Unmasked Estep Score: -5759402.500000 Penalty: 12482.819336 Iteration 34Q: 3 clusters Score -5759402 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2517 members Mstep: Class 2 contains 24120 members Entering Unmasked Estep Score: -5759400.500000 Penalty: 12482.819336 Iteration 35Q: 3 clusters Score -5759400 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2514 members Mstep: Class 2 contains 24123 members Entering Unmasked Estep Score: -5759402.500000 Penalty: 12482.819336 Iteration 36Q: 3 clusters Score -5759402 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2512 members Mstep: Class 2 contains 24125 members Entering Unmasked Estep Score: -5759409.500000 Penalty: 12482.819336 Iteration 37Q: 3 clusters Score -5759410 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2502 members Mstep: Class 2 contains 24135 members Entering Unmasked Estep Score: -5759412.000000 Penalty: 12482.819336 Iteration 38Q: 3 clusters Score -5759412 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2498 members Mstep: Class 2 contains 24139 members Entering Unmasked Estep Score: -5759409.000000 Penalty: 12482.819336 Iteration 39Q: 3 clusters Score -5759409 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2497 members Mstep: Class 2 contains 24140 members Entering Unmasked Estep Score: -5759410.500000 Penalty: 12482.819336 Iteration 40F: 3 clusters Score -5759410 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2496 members Mstep: Class 2 contains 24141 members Entering Unmasked Estep Score: -5759412.000000 Penalty: 12482.819336 Iteration 41Q: 3 clusters Score -5759412 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2495 members Mstep: Class 2 contains 24142 members Entering Unmasked Estep Score: -5759415.000000 Penalty: 12482.819336 Iteration 42Q: 3 clusters Score -5759415 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2495 members Mstep: Class 2 contains 24142 members Entering Unmasked Estep Score: -5759415.000000 Penalty: 12482.819336 Iteration 43F: 3 clusters Score -5759415 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (14660 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14660 members Entering Unmasked Estep Score: -3077860.500000 Penalty: 5875.638184 Iteration 0F: 2 clusters Score -3077860 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7304 members Mstep: Class 2 contains 7356 members Entering Unmasked Estep Score: -3064789.500000 Penalty: 11751.276367 Iteration 0F: 3 clusters Score -3064790 nChanged 5687 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7257 members Mstep: Class 2 contains 7403 members Entering Unmasked Estep Score: -3068022.500000 Penalty: 11751.276367 Iteration 1F: 3 clusters Score -3068022 nChanged 1101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7188 members Mstep: Class 2 contains 7472 members Entering Unmasked Estep Score: -3068637.750000 Penalty: 11751.276367 Iteration 2F: 3 clusters Score -3068638 nChanged 703 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7111 members Mstep: Class 2 contains 7549 members Entering Unmasked Estep Score: -3069044.250000 Penalty: 11751.276367 Iteration 3Q: 3 clusters Score -3069044 nChanged 595 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7010 members Mstep: Class 2 contains 7650 members Entering Unmasked Estep Score: -3069378.500000 Penalty: 11751.276367 Iteration 4Q: 3 clusters Score -3069378 nChanged 516 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6916 members Mstep: Class 2 contains 7744 members Entering Unmasked Estep Score: -3069657.000000 Penalty: 11751.276367 Iteration 5Q: 3 clusters Score -3069657 nChanged 447 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6791 members Mstep: Class 2 contains 7869 members Entering Unmasked Estep Score: -3069857.250000 Penalty: 11751.276367 Iteration 6Q: 3 clusters Score -3069857 nChanged 391 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6696 members Mstep: Class 2 contains 7964 members Entering Unmasked Estep Score: -3070075.500000 Penalty: 11751.276367 Iteration 7Q: 3 clusters Score -3070076 nChanged 379 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6565 members Mstep: Class 2 contains 8095 members Entering Unmasked Estep Score: -3070258.250000 Penalty: 11751.276367 Iteration 8Q: 3 clusters Score -3070258 nChanged 363 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6430 members Mstep: Class 2 contains 8230 members Entering Unmasked Estep Score: -3070446.250000 Penalty: 11751.276367 Iteration 9Q: 3 clusters Score -3070446 nChanged 340 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6284 members Mstep: Class 2 contains 8376 members Entering Unmasked Estep Score: -3070604.500000 Penalty: 11751.276367 Iteration 10Q: 3 clusters Score -3070604 nChanged 339 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6137 members Mstep: Class 2 contains 8523 members Entering Unmasked Estep Score: -3070776.250000 Penalty: 11751.276367 Iteration 11Q: 3 clusters Score -3070776 nChanged 331 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6008 members Mstep: Class 2 contains 8652 members Entering Unmasked Estep Score: -3070946.250000 Penalty: 11751.276367 Iteration 12Q: 3 clusters Score -3070946 nChanged 317 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5877 members Mstep: Class 2 contains 8783 members Entering Unmasked Estep Score: -3071117.250000 Penalty: 11751.276367 Iteration 13Q: 3 clusters Score -3071117 nChanged 300 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5725 members Mstep: Class 2 contains 8935 members Entering Unmasked Estep Score: -3071252.000000 Penalty: 11751.276367 Iteration 14Q: 3 clusters Score -3071252 nChanged 302 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5589 members Mstep: Class 2 contains 9071 members Entering Unmasked Estep Score: -3071422.500000 Penalty: 11751.276367 Iteration 15Q: 3 clusters Score -3071422 nChanged 267 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5466 members Mstep: Class 2 contains 9194 members Entering Unmasked Estep Score: -3071547.750000 Penalty: 11751.276367 Iteration 16Q: 3 clusters Score -3071548 nChanged 276 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5330 members Mstep: Class 2 contains 9330 members Entering Unmasked Estep Score: -3071687.500000 Penalty: 11751.276367 Iteration 17Q: 3 clusters Score -3071688 nChanged 243 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5197 members Mstep: Class 2 contains 9463 members Entering Unmasked Estep Score: -3071811.000000 Penalty: 11751.276367 Iteration 18Q: 3 clusters Score -3071811 nChanged 229 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5082 members Mstep: Class 2 contains 9578 members Entering Unmasked Estep Score: -3071920.000000 Penalty: 11751.276367 Iteration 19Q: 3 clusters Score -3071920 nChanged 221 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4955 members Mstep: Class 2 contains 9705 members Entering Unmasked Estep Score: -3072038.000000 Penalty: 11751.276367 Iteration 20F: 3 clusters Score -3072038 nChanged 237 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4812 members Mstep: Class 2 contains 9848 members Entering Unmasked Estep Score: -3072148.000000 Penalty: 11751.276367 Iteration 21Q: 3 clusters Score -3072148 nChanged 223 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4685 members Mstep: Class 2 contains 9975 members Entering Unmasked Estep Score: -3072250.000000 Penalty: 11751.276367 Iteration 22Q: 3 clusters Score -3072250 nChanged 207 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4552 members Mstep: Class 2 contains 10108 members Entering Unmasked Estep Score: -3072351.000000 Penalty: 11751.276367 Iteration 23Q: 3 clusters Score -3072351 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4439 members Mstep: Class 2 contains 10221 members Entering Unmasked Estep Score: -3072430.000000 Penalty: 11751.276367 Iteration 24Q: 3 clusters Score -3072430 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4328 members Mstep: Class 2 contains 10332 members Entering Unmasked Estep Score: -3072498.250000 Penalty: 11751.276367 Iteration 25Q: 3 clusters Score -3072498 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4231 members Mstep: Class 2 contains 10429 members Entering Unmasked Estep Score: -3072561.750000 Penalty: 11751.276367 Iteration 26Q: 3 clusters Score -3072562 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4137 members Mstep: Class 2 contains 10523 members Entering Unmasked Estep Score: -3072625.500000 Penalty: 11751.276367 Iteration 27Q: 3 clusters Score -3072626 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4066 members Mstep: Class 2 contains 10594 members Entering Unmasked Estep Score: -3072678.000000 Penalty: 11751.276367 Iteration 28Q: 3 clusters Score -3072678 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3998 members Mstep: Class 2 contains 10662 members Entering Unmasked Estep Score: -3072704.750000 Penalty: 11751.276367 Iteration 29Q: 3 clusters Score -3072705 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3930 members Mstep: Class 2 contains 10730 members Entering Unmasked Estep Score: -3072760.250000 Penalty: 11751.276367 Iteration 30Q: 3 clusters Score -3072760 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3860 members Mstep: Class 2 contains 10800 members Entering Unmasked Estep Score: -3072803.000000 Penalty: 11751.276367 Iteration 31Q: 3 clusters Score -3072803 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3798 members Mstep: Class 2 contains 10862 members Entering Unmasked Estep Score: -3072836.000000 Penalty: 11751.276367 Iteration 32Q: 3 clusters Score -3072836 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3739 members Mstep: Class 2 contains 10921 members Entering Unmasked Estep Score: -3072862.750000 Penalty: 11751.276367 Iteration 33Q: 3 clusters Score -3072863 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3690 members Mstep: Class 2 contains 10970 members Entering Unmasked Estep Score: -3072890.000000 Penalty: 11751.276367 Iteration 34Q: 3 clusters Score -3072890 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3642 members Mstep: Class 2 contains 11018 members Entering Unmasked Estep Score: -3072905.750000 Penalty: 11751.276367 Iteration 35Q: 3 clusters Score -3072906 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3599 members Mstep: Class 2 contains 11061 members Entering Unmasked Estep Score: -3072932.500000 Penalty: 11751.276367 Iteration 36Q: 3 clusters Score -3072932 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3572 members Mstep: Class 2 contains 11088 members Entering Unmasked Estep Score: -3072948.250000 Penalty: 11751.276367 Iteration 37Q: 3 clusters Score -3072948 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3540 members Mstep: Class 2 contains 11120 members Entering Unmasked Estep Score: -3072974.000000 Penalty: 11751.276367 Iteration 38Q: 3 clusters Score -3072974 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3501 members Mstep: Class 2 contains 11159 members Entering Unmasked Estep Score: -3073004.750000 Penalty: 11751.276367 Iteration 39Q: 3 clusters Score -3073005 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3472 members Mstep: Class 2 contains 11188 members Entering Unmasked Estep Score: -3073016.750000 Penalty: 11751.276367 Iteration 40F: 3 clusters Score -3073017 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3436 members Mstep: Class 2 contains 11224 members Entering Unmasked Estep Score: -3073047.500000 Penalty: 11751.276367 Iteration 41Q: 3 clusters Score -3073048 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3404 members Mstep: Class 2 contains 11256 members Entering Unmasked Estep Score: -3073062.500000 Penalty: 11751.276367 Iteration 42Q: 3 clusters Score -3073062 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3385 members Mstep: Class 2 contains 11275 members Entering Unmasked Estep Score: -3073082.500000 Penalty: 11751.276367 Iteration 43Q: 3 clusters Score -3073082 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3376 members Mstep: Class 2 contains 11284 members Entering Unmasked Estep Score: -3073089.500000 Penalty: 11751.276367 Iteration 44Q: 3 clusters Score -3073090 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3364 members Mstep: Class 2 contains 11296 members Entering Unmasked Estep Score: -3073090.500000 Penalty: 11751.276367 Iteration 45Q: 3 clusters Score -3073090 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3359 members Mstep: Class 2 contains 11301 members Entering Unmasked Estep Score: -3073093.000000 Penalty: 11751.276367 Iteration 46Q: 3 clusters Score -3073093 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3351 members Mstep: Class 2 contains 11309 members Entering Unmasked Estep Score: -3073100.500000 Penalty: 11751.276367 Iteration 47Q: 3 clusters Score -3073100 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3351 members Mstep: Class 2 contains 11309 members Entering Unmasked Estep Score: -3073096.500000 Penalty: 11751.276367 Iteration 48Q: 3 clusters Score -3073096 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3349 members Mstep: Class 2 contains 11311 members Entering Unmasked Estep Score: -3073095.750000 Penalty: 11751.276367 Iteration 49Q: 3 clusters Score -3073096 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3349 members Mstep: Class 2 contains 11311 members Entering Unmasked Estep Score: -3073101.500000 Penalty: 11751.276367 Iteration 50Q: 3 clusters Score -3073102 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3347 members Mstep: Class 2 contains 11313 members Entering Unmasked Estep Score: -3073099.250000 Penalty: 11751.276367 Iteration 51Q: 3 clusters Score -3073099 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3344 members Mstep: Class 2 contains 11316 members Entering Unmasked Estep Score: -3073098.250000 Penalty: 11751.276367 Iteration 52Q: 3 clusters Score -3073098 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3344 members Mstep: Class 2 contains 11316 members Entering Unmasked Estep Score: -3073100.500000 Penalty: 11751.276367 Iteration 53Q: 3 clusters Score -3073100 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3339 members Mstep: Class 2 contains 11321 members Entering Unmasked Estep Score: -3073103.250000 Penalty: 11751.276367 Iteration 54Q: 3 clusters Score -3073103 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3336 members Mstep: Class 2 contains 11324 members Entering Unmasked Estep Score: -3073104.250000 Penalty: 11751.276367 Iteration 55Q: 3 clusters Score -3073104 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3333 members Mstep: Class 2 contains 11327 members Entering Unmasked Estep Score: -3073107.500000 Penalty: 11751.276367 Iteration 56Q: 3 clusters Score -3073108 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3328 members Mstep: Class 2 contains 11332 members Entering Unmasked Estep Score: -3073107.750000 Penalty: 11751.276367 Iteration 57Q: 3 clusters Score -3073108 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3325 members Mstep: Class 2 contains 11335 members Entering Unmasked Estep Score: -3073110.250000 Penalty: 11751.276367 Iteration 58Q: 3 clusters Score -3073110 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3322 members Mstep: Class 2 contains 11338 members Entering Unmasked Estep Score: -3073115.250000 Penalty: 11751.276367 Iteration 59Q: 3 clusters Score -3073115 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3315 members Mstep: Class 2 contains 11345 members Entering Unmasked Estep Score: -3073109.750000 Penalty: 11751.276367 Iteration 60F: 3 clusters Score -3073110 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3310 members Mstep: Class 2 contains 11350 members Entering Unmasked Estep Score: -3073107.500000 Penalty: 11751.276367 Iteration 61Q: 3 clusters Score -3073108 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3306 members Mstep: Class 2 contains 11354 members Entering Unmasked Estep Score: -3073109.500000 Penalty: 11751.276367 Iteration 62Q: 3 clusters Score -3073110 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3300 members Mstep: Class 2 contains 11360 members Entering Unmasked Estep Score: -3073112.000000 Penalty: 11751.276367 Iteration 63Q: 3 clusters Score -3073112 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3297 members Mstep: Class 2 contains 11363 members Entering Unmasked Estep Score: -3073117.250000 Penalty: 11751.276367 Iteration 64Q: 3 clusters Score -3073117 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3294 members Mstep: Class 2 contains 11366 members Entering Unmasked Estep Score: -3073112.500000 Penalty: 11751.276367 Iteration 65Q: 3 clusters Score -3073112 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3293 members Mstep: Class 2 contains 11367 members Entering Unmasked Estep Score: -3073114.750000 Penalty: 11751.276367 Iteration 66Q: 3 clusters Score -3073115 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3293 members Mstep: Class 2 contains 11367 members Entering Unmasked Estep Score: -3073114.750000 Penalty: 11751.276367 Iteration 67F: 3 clusters Score -3073115 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (294 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 294 members Entering Unmasked Estep Score: -54618.953125 Penalty: 3481.192627 Iteration 0F: 2 clusters Score -54618.95 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 133 members Mstep: Class 2 contains 161 members Entering Unmasked Estep Score: -51850.582031 Penalty: 6962.385254 Iteration 0F: 3 clusters Score -51850.58 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 134 members Mstep: Class 2 contains 160 members Entering Unmasked Estep Score: -51892.312500 Penalty: 6962.385254 Iteration 1Q: 3 clusters Score -51892.31 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 135 members Mstep: Class 2 contains 159 members Entering Unmasked Estep Score: -51897.351562 Penalty: 6962.385254 Iteration 2Q: 3 clusters Score -51897.35 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 136 members Mstep: Class 2 contains 158 members Entering Unmasked Estep Score: -51904.421875 Penalty: 6962.385254 Iteration 3Q: 3 clusters Score -51904.42 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 136 members Mstep: Class 2 contains 158 members Entering Unmasked Estep Score: -51904.421875 Penalty: 6962.385254 Iteration 4F: 3 clusters Score -51904.42 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (154850 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 154850 members Entering Unmasked Estep Score: -34087440.000000 Penalty: 7319.505371 Iteration 0F: 2 clusters Score -3.408744e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 77628 members Mstep: Class 2 contains 77222 members Entering Unmasked Estep Score: -33986012.000000 Penalty: 14639.010742 Iteration 0F: 3 clusters Score -3.398601e+07 nChanged 72426 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 79170 members Mstep: Class 2 contains 75680 members Entering Unmasked Estep Score: -34026704.000000 Penalty: 14639.010742 Iteration 1F: 3 clusters Score -3.40267e+07 nChanged 5208 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 79956 members Mstep: Class 2 contains 74894 members Entering Unmasked Estep Score: -34027896.000000 Penalty: 14639.010742 Iteration 2Q: 3 clusters Score -3.40279e+07 nChanged 4918 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81062 members Mstep: Class 2 contains 73788 members Entering Unmasked Estep Score: -34029084.000000 Penalty: 14639.010742 Iteration 3Q: 3 clusters Score -3.402908e+07 nChanged 4756 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 82558 members Mstep: Class 2 contains 72292 members Entering Unmasked Estep Score: -34030360.000000 Penalty: 14639.010742 Iteration 4Q: 3 clusters Score -3.403036e+07 nChanged 4874 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 84672 members Mstep: Class 2 contains 70178 members Entering Unmasked Estep Score: -34031668.000000 Penalty: 14639.010742 Iteration 5Q: 3 clusters Score -3.403167e+07 nChanged 5358 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87578 members Mstep: Class 2 contains 67272 members Entering Unmasked Estep Score: -34033920.000000 Penalty: 14639.010742 Iteration 6Q: 3 clusters Score -3.403392e+07 nChanged 6057 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91553 members Mstep: Class 2 contains 63297 members Entering Unmasked Estep Score: -34036736.000000 Penalty: 14639.010742 Iteration 7Q: 3 clusters Score -3.403674e+07 nChanged 7104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96681 members Mstep: Class 2 contains 58169 members Entering Unmasked Estep Score: -34040768.000000 Penalty: 14639.010742 Iteration 8Q: 3 clusters Score -3.404077e+07 nChanged 8286 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 103221 members Mstep: Class 2 contains 51629 members Entering Unmasked Estep Score: -34046388.000000 Penalty: 14639.010742 Iteration 9F: 3 clusters Score -3.404639e+07 nChanged 9328 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 111111 members Mstep: Class 2 contains 43739 members Entering Unmasked Estep Score: -34053756.000000 Penalty: 14639.010742 Iteration 10F: 3 clusters Score -3.405376e+07 nChanged 9603 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 119696 members Mstep: Class 2 contains 35154 members Entering Unmasked Estep Score: -34061428.000000 Penalty: 14639.010742 Iteration 11F: 3 clusters Score -3.406143e+07 nChanged 8828 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 127910 members Mstep: Class 2 contains 26940 members Entering Unmasked Estep Score: -34068116.000000 Penalty: 14639.010742 Iteration 12F: 3 clusters Score -3.406812e+07 nChanged 7357 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 134869 members Mstep: Class 2 contains 19981 members Entering Unmasked Estep Score: -34072832.000000 Penalty: 14639.010742 Iteration 13Q: 3 clusters Score -3.407283e+07 nChanged 5511 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 140166 members Mstep: Class 2 contains 14684 members Entering Unmasked Estep Score: -34075976.000000 Penalty: 14639.010742 Iteration 14Q: 3 clusters Score -3.407598e+07 nChanged 3954 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 144004 members Mstep: Class 2 contains 10846 members Entering Unmasked Estep Score: -34077908.000000 Penalty: 14639.010742 Iteration 15Q: 3 clusters Score -3.407791e+07 nChanged 2726 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 146652 members Mstep: Class 2 contains 8198 members Entering Unmasked Estep Score: -34079012.000000 Penalty: 14639.010742 Iteration 16Q: 3 clusters Score -3.407901e+07 nChanged 1830 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 148418 members Mstep: Class 2 contains 6432 members Entering Unmasked Estep Score: -34079740.000000 Penalty: 14639.010742 Iteration 17Q: 3 clusters Score -3.407974e+07 nChanged 1223 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 149589 members Mstep: Class 2 contains 5261 members Entering Unmasked Estep Score: -34080292.000000 Penalty: 14639.010742 Iteration 18Q: 3 clusters Score -3.408029e+07 nChanged 836 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 150383 members Mstep: Class 2 contains 4467 members Entering Unmasked Estep Score: -34080564.000000 Penalty: 14639.010742 Iteration 19Q: 3 clusters Score -3.408056e+07 nChanged 580 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 150913 members Mstep: Class 2 contains 3937 members Entering Unmasked Estep Score: -34080780.000000 Penalty: 14639.010742 Iteration 20F: 3 clusters Score -3.408078e+07 nChanged 412 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 151261 members Mstep: Class 2 contains 3589 members Entering Unmasked Estep Score: -34080976.000000 Penalty: 14639.010742 Iteration 21Q: 3 clusters Score -3.408098e+07 nChanged 314 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 151529 members Mstep: Class 2 contains 3321 members Entering Unmasked Estep Score: -34081152.000000 Penalty: 14639.010742 Iteration 22Q: 3 clusters Score -3.408115e+07 nChanged 234 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 151721 members Mstep: Class 2 contains 3129 members Entering Unmasked Estep Score: -34081236.000000 Penalty: 14639.010742 Iteration 23Q: 3 clusters Score -3.408124e+07 nChanged 182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 151873 members Mstep: Class 2 contains 2977 members Entering Unmasked Estep Score: -34081288.000000 Penalty: 14639.010742 Iteration 24Q: 3 clusters Score -3.408129e+07 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 151988 members Mstep: Class 2 contains 2862 members Entering Unmasked Estep Score: -34081328.000000 Penalty: 14639.010742 Iteration 25Q: 3 clusters Score -3.408133e+07 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 152080 members Mstep: Class 2 contains 2770 members Entering Unmasked Estep Score: -34081324.000000 Penalty: 14639.010742 Iteration 26Q: 3 clusters Score -3.408132e+07 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 152153 members Mstep: Class 2 contains 2697 members Entering Unmasked Estep Score: -34081380.000000 Penalty: 14639.010742 Iteration 27Q: 3 clusters Score -3.408138e+07 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 152210 members Mstep: Class 2 contains 2640 members Entering Unmasked Estep Score: -34081424.000000 Penalty: 14639.010742 Iteration 28Q: 3 clusters Score -3.408142e+07 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 152252 members Mstep: Class 2 contains 2598 members Entering Unmasked Estep Score: -34081444.000000 Penalty: 14639.010742 Iteration 29Q: 3 clusters Score -3.408144e+07 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 152292 members Mstep: Class 2 contains 2558 members Entering Unmasked Estep Score: -34081492.000000 Penalty: 14639.010742 Iteration 30Q: 3 clusters Score -3.408149e+07 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 152333 members Mstep: Class 2 contains 2517 members Entering Unmasked Estep Score: -34081516.000000 Penalty: 14639.010742 Iteration 31Q: 3 clusters Score -3.408152e+07 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 152369 members Mstep: Class 2 contains 2481 members Entering Unmasked Estep Score: -34081540.000000 Penalty: 14639.010742 Iteration 32Q: 3 clusters Score -3.408154e+07 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 152401 members Mstep: Class 2 contains 2449 members Entering Unmasked Estep Score: -34081584.000000 Penalty: 14639.010742 Iteration 33Q: 3 clusters Score -3.408158e+07 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 152440 members Mstep: Class 2 contains 2410 members Entering Unmasked Estep Score: -34081564.000000 Penalty: 14639.010742 Iteration 34Q: 3 clusters Score -3.408156e+07 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 152460 members Mstep: Class 2 contains 2390 members Entering Unmasked Estep Score: -34081632.000000 Penalty: 14639.010742 Iteration 35Q: 3 clusters Score -3.408163e+07 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 152480 members Mstep: Class 2 contains 2370 members Entering Unmasked Estep Score: -34081600.000000 Penalty: 14639.010742 Iteration 36Q: 3 clusters Score -3.40816e+07 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 152496 members Mstep: Class 2 contains 2354 members Entering Unmasked Estep Score: -34081628.000000 Penalty: 14639.010742 Iteration 37Q: 3 clusters Score -3.408163e+07 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 152515 members Mstep: Class 2 contains 2335 members Entering Unmasked Estep Score: -34081644.000000 Penalty: 14639.010742 Iteration 38Q: 3 clusters Score -3.408164e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 152522 members Mstep: Class 2 contains 2328 members Entering Unmasked Estep Score: -34081624.000000 Penalty: 14639.010742 Iteration 39Q: 3 clusters Score -3.408162e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 152526 members Mstep: Class 2 contains 2324 members Entering Unmasked Estep Score: -34081640.000000 Penalty: 14639.010742 Iteration 40F: 3 clusters Score -3.408164e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 152534 members Mstep: Class 2 contains 2316 members Entering Unmasked Estep Score: -34081628.000000 Penalty: 14639.010742 Iteration 41Q: 3 clusters Score -3.408163e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 152541 members Mstep: Class 2 contains 2309 members Entering Unmasked Estep Score: -34081628.000000 Penalty: 14639.010742 Iteration 42Q: 3 clusters Score -3.408163e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 152554 members Mstep: Class 2 contains 2296 members Entering Unmasked Estep Score: -34081684.000000 Penalty: 14639.010742 Iteration 43Q: 3 clusters Score -3.408168e+07 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 152570 members Mstep: Class 2 contains 2280 members Entering Unmasked Estep Score: -34081672.000000 Penalty: 14639.010742 Iteration 44Q: 3 clusters Score -3.408167e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 152579 members Mstep: Class 2 contains 2271 members Entering Unmasked Estep Score: -34081656.000000 Penalty: 14639.010742 Iteration 45Q: 3 clusters Score -3.408166e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 152585 members Mstep: Class 2 contains 2265 members Entering Unmasked Estep Score: -34081664.000000 Penalty: 14639.010742 Iteration 46Q: 3 clusters Score -3.408166e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 152590 members Mstep: Class 2 contains 2260 members Entering Unmasked Estep Score: -34081664.000000 Penalty: 14639.010742 Iteration 47Q: 3 clusters Score -3.408166e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 152596 members Mstep: Class 2 contains 2254 members Entering Unmasked Estep Score: -34081684.000000 Penalty: 14639.010742 Iteration 48Q: 3 clusters Score -3.408168e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 152602 members Mstep: Class 2 contains 2248 members Entering Unmasked Estep Score: -34081692.000000 Penalty: 14639.010742 Iteration 49Q: 3 clusters Score -3.408169e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 152610 members Mstep: Class 2 contains 2240 members Entering Unmasked Estep Score: -34081688.000000 Penalty: 14639.010742 Iteration 50Q: 3 clusters Score -3.408169e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 152615 members Mstep: Class 2 contains 2235 members Entering Unmasked Estep Score: -34081700.000000 Penalty: 14639.010742 Iteration 51Q: 3 clusters Score -3.40817e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 152622 members Mstep: Class 2 contains 2228 members Entering Unmasked Estep Score: -34081716.000000 Penalty: 14639.010742 Iteration 52Q: 3 clusters Score -3.408172e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 152625 members Mstep: Class 2 contains 2225 members Entering Unmasked Estep Score: -34081708.000000 Penalty: 14639.010742 Iteration 53Q: 3 clusters Score -3.408171e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 152630 members Mstep: Class 2 contains 2220 members Entering Unmasked Estep Score: -34081700.000000 Penalty: 14639.010742 Iteration 54Q: 3 clusters Score -3.40817e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 152630 members Mstep: Class 2 contains 2220 members Entering Unmasked Estep Score: -34081700.000000 Penalty: 14639.010742 Iteration 55Q: 3 clusters Score -3.40817e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 152630 members Mstep: Class 2 contains 2220 members Entering Unmasked Estep Score: -34081700.000000 Penalty: 14639.010742 Iteration 56Q: 3 clusters Score -3.40817e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 152632 members Mstep: Class 2 contains 2218 members Entering Unmasked Estep Score: -34081712.000000 Penalty: 14639.010742 Iteration 57Q: 3 clusters Score -3.408171e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 152633 members Mstep: Class 2 contains 2217 members Entering Unmasked Estep Score: -34081692.000000 Penalty: 14639.010742 Iteration 58Q: 3 clusters Score -3.408169e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 152634 members Mstep: Class 2 contains 2216 members Entering Unmasked Estep Score: -34081684.000000 Penalty: 14639.010742 Iteration 59Q: 3 clusters Score -3.408168e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 152632 members Mstep: Class 2 contains 2218 members Entering Unmasked Estep Score: -34081692.000000 Penalty: 14639.010742 Iteration 60F: 3 clusters Score -3.408169e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (1078 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1078 members Entering Unmasked Estep Score: -203560.921875 Penalty: 4277.003418 Iteration 0F: 2 clusters Score -203560.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 538 members Mstep: Class 2 contains 540 members Entering Unmasked Estep Score: -199546.843750 Penalty: 8554.006836 Iteration 0F: 3 clusters Score -199546.8 nChanged 180 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 552 members Mstep: Class 2 contains 526 members Entering Unmasked Estep Score: -200155.906250 Penalty: 8554.006836 Iteration 1F: 3 clusters Score -200155.9 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 564 members Mstep: Class 2 contains 514 members Entering Unmasked Estep Score: -200549.312500 Penalty: 8554.006836 Iteration 2F: 3 clusters Score -200549.3 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 561 members Mstep: Class 2 contains 517 members Entering Unmasked Estep Score: -200860.093750 Penalty: 8554.006836 Iteration 3F: 3 clusters Score -200860.1 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 547 members Mstep: Class 2 contains 531 members Entering Unmasked Estep Score: -201062.375000 Penalty: 8554.006836 Iteration 4Q: 3 clusters Score -201062.4 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 534 members Mstep: Class 2 contains 544 members Entering Unmasked Estep Score: -201175.062500 Penalty: 8554.006836 Iteration 5Q: 3 clusters Score -201175.1 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 524 members Mstep: Class 2 contains 554 members Entering Unmasked Estep Score: -201226.953125 Penalty: 8554.006836 Iteration 6Q: 3 clusters Score -201227 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 569 members Entering Unmasked Estep Score: -201299.984375 Penalty: 8554.006836 Iteration 7Q: 3 clusters Score -201300 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 499 members Mstep: Class 2 contains 579 members Entering Unmasked Estep Score: -201392.546875 Penalty: 8554.006836 Iteration 8Q: 3 clusters Score -201392.5 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 489 members Mstep: Class 2 contains 589 members Entering Unmasked Estep Score: -201531.421875 Penalty: 8554.006836 Iteration 9Q: 3 clusters Score -201531.4 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 483 members Mstep: Class 2 contains 595 members Entering Unmasked Estep Score: -201672.140625 Penalty: 8554.006836 Iteration 10Q: 3 clusters Score -201672.1 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 480 members Mstep: Class 2 contains 598 members Entering Unmasked Estep Score: -201798.640625 Penalty: 8554.006836 Iteration 11Q: 3 clusters Score -201798.6 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 470 members Mstep: Class 2 contains 608 members Entering Unmasked Estep Score: -201887.859375 Penalty: 8554.006836 Iteration 12Q: 3 clusters Score -201887.9 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 459 members Mstep: Class 2 contains 619 members Entering Unmasked Estep Score: -201980.265625 Penalty: 8554.006836 Iteration 13Q: 3 clusters Score -201980.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 453 members Mstep: Class 2 contains 625 members Entering Unmasked Estep Score: -202075.765625 Penalty: 8554.006836 Iteration 14Q: 3 clusters Score -202075.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 448 members Mstep: Class 2 contains 630 members Entering Unmasked Estep Score: -202175.328125 Penalty: 8554.006836 Iteration 15Q: 3 clusters Score -202175.3 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 444 members Mstep: Class 2 contains 634 members Entering Unmasked Estep Score: -202283.296875 Penalty: 8554.006836 Iteration 16Q: 3 clusters Score -202283.3 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 436 members Mstep: Class 2 contains 642 members Entering Unmasked Estep Score: -202324.453125 Penalty: 8554.006836 Iteration 17Q: 3 clusters Score -202324.5 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 428 members Mstep: Class 2 contains 650 members Entering Unmasked Estep Score: -202389.140625 Penalty: 8554.006836 Iteration 18Q: 3 clusters Score -202389.1 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 420 members Mstep: Class 2 contains 658 members Entering Unmasked Estep Score: -202481.734375 Penalty: 8554.006836 Iteration 19Q: 3 clusters Score -202481.7 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 409 members Mstep: Class 2 contains 669 members Entering Unmasked Estep Score: -202557.515625 Penalty: 8554.006836 Iteration 20F: 3 clusters Score -202557.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 407 members Mstep: Class 2 contains 671 members Entering Unmasked Estep Score: -202577.953125 Penalty: 8554.006836 Iteration 21Q: 3 clusters Score -202578 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 405 members Mstep: Class 2 contains 673 members Entering Unmasked Estep Score: -202593.593750 Penalty: 8554.006836 Iteration 22Q: 3 clusters Score -202593.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 403 members Mstep: Class 2 contains 675 members Entering Unmasked Estep Score: -202596.921875 Penalty: 8554.006836 Iteration 23Q: 3 clusters Score -202596.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 401 members Mstep: Class 2 contains 677 members Entering Unmasked Estep Score: -202602.406250 Penalty: 8554.006836 Iteration 24Q: 3 clusters Score -202602.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 399 members Mstep: Class 2 contains 679 members Entering Unmasked Estep Score: -202609.562500 Penalty: 8554.006836 Iteration 25Q: 3 clusters Score -202609.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 398 members Mstep: Class 2 contains 680 members Entering Unmasked Estep Score: -202612.343750 Penalty: 8554.006836 Iteration 26Q: 3 clusters Score -202612.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 398 members Mstep: Class 2 contains 680 members Entering Unmasked Estep Score: -202612.343750 Penalty: 8554.006836 Iteration 27F: 3 clusters Score -202612.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (2018 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2018 members Entering Unmasked Estep Score: -431603.062500 Penalty: 4661.040527 Iteration 0F: 2 clusters Score -431603.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1032 members Mstep: Class 2 contains 986 members Entering Unmasked Estep Score: -426703.531250 Penalty: 9322.081055 Iteration 0F: 3 clusters Score -426703.5 nChanged 503 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1007 members Mstep: Class 2 contains 1011 members Entering Unmasked Estep Score: -427694.843750 Penalty: 9322.081055 Iteration 1F: 3 clusters Score -427694.8 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 985 members Mstep: Class 2 contains 1033 members Entering Unmasked Estep Score: -428127.062500 Penalty: 9322.081055 Iteration 2F: 3 clusters Score -428127.1 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 962 members Mstep: Class 2 contains 1056 members Entering Unmasked Estep Score: -428641.375000 Penalty: 9322.081055 Iteration 3Q: 3 clusters Score -428641.4 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 925 members Mstep: Class 2 contains 1093 members Entering Unmasked Estep Score: -429341.750000 Penalty: 9322.081055 Iteration 4F: 3 clusters Score -429341.8 nChanged 180 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 841 members Mstep: Class 2 contains 1177 members Entering Unmasked Estep Score: -430039.968750 Penalty: 9322.081055 Iteration 5F: 3 clusters Score -430040 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 744 members Mstep: Class 2 contains 1274 members Entering Unmasked Estep Score: -430522.593750 Penalty: 9322.081055 Iteration 6F: 3 clusters Score -430522.6 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 688 members Mstep: Class 2 contains 1330 members Entering Unmasked Estep Score: -430767.906250 Penalty: 9322.081055 Iteration 7Q: 3 clusters Score -430767.9 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 651 members Mstep: Class 2 contains 1367 members Entering Unmasked Estep Score: -430900.500000 Penalty: 9322.081055 Iteration 8Q: 3 clusters Score -430900.5 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 627 members Mstep: Class 2 contains 1391 members Entering Unmasked Estep Score: -430970.093750 Penalty: 9322.081055 Iteration 9Q: 3 clusters Score -430970.1 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 604 members Mstep: Class 2 contains 1414 members Entering Unmasked Estep Score: -431041.781250 Penalty: 9322.081055 Iteration 10Q: 3 clusters Score -431041.8 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 588 members Mstep: Class 2 contains 1430 members Entering Unmasked Estep Score: -431102.406250 Penalty: 9322.081055 Iteration 11Q: 3 clusters Score -431102.4 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 574 members Mstep: Class 2 contains 1444 members Entering Unmasked Estep Score: -431151.968750 Penalty: 9322.081055 Iteration 12Q: 3 clusters Score -431152 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 556 members Mstep: Class 2 contains 1462 members Entering Unmasked Estep Score: -431227.312500 Penalty: 9322.081055 Iteration 13Q: 3 clusters Score -431227.3 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 538 members Mstep: Class 2 contains 1480 members Entering Unmasked Estep Score: -431325.468750 Penalty: 9322.081055 Iteration 14Q: 3 clusters Score -431325.5 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 518 members Mstep: Class 2 contains 1500 members Entering Unmasked Estep Score: -431462.062500 Penalty: 9322.081055 Iteration 15Q: 3 clusters Score -431462.1 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 501 members Mstep: Class 2 contains 1517 members Entering Unmasked Estep Score: -431583.156250 Penalty: 9322.081055 Iteration 16Q: 3 clusters Score -431583.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 494 members Mstep: Class 2 contains 1524 members Entering Unmasked Estep Score: -431615.875000 Penalty: 9322.081055 Iteration 17Q: 3 clusters Score -431615.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 491 members Mstep: Class 2 contains 1527 members Entering Unmasked Estep Score: -431626.625000 Penalty: 9322.081055 Iteration 18Q: 3 clusters Score -431626.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 487 members Mstep: Class 2 contains 1531 members Entering Unmasked Estep Score: -431636.343750 Penalty: 9322.081055 Iteration 19Q: 3 clusters Score -431636.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 488 members Mstep: Class 2 contains 1530 members Entering Unmasked Estep Score: -431638.375000 Penalty: 9322.081055 Iteration 20F: 3 clusters Score -431638.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 32 members Mstep: Class 1 contains 26637 members Mstep: Class 2 contains 14660 members Mstep: Class 3 contains 294 members Mstep: Class 4 contains 154850 members Mstep: Class 5 contains 1078 members Mstep: Class 6 contains 488 members Mstep: Class 7 contains 17262 members Mstep: Class 8 contains 36548 members Mstep: Class 9 contains 33699 members Mstep: Class 10 contains 143193 members Mstep: Class 11 contains 684 members Mstep: Class 12 contains 43987 members Mstep: Class 13 contains 843 members Mstep: Class 14 contains 158029 members Mstep: Class 15 contains 18994 members Mstep: Class 16 contains 490 members Mstep: Class 17 contains 15749 members Mstep: Class 18 contains 823 members Mstep: Class 19 contains 6654 members Mstep: Class 20 contains 1316 members Mstep: Class 21 contains 280 members Mstep: Class 22 contains 918 members Mstep: Class 23 contains 1530 members Entering Unmasked Estep Score: -147576304.000000 Penalty: 189173.046875 Splitting cluster 6 changes total score from -147580096.000000 to -147576304.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 7 (17262 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17262 members Entering Unmasked Estep Score: -3814238.250000 Penalty: 5975.710938 Iteration 0F: 2 clusters Score -3814238 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8541 members Mstep: Class 2 contains 8721 members Entering Unmasked Estep Score: -3799476.750000 Penalty: 11951.421875 Iteration 0F: 3 clusters Score -3799477 nChanged 6892 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8405 members Mstep: Class 2 contains 8857 members Entering Unmasked Estep Score: -3803324.750000 Penalty: 11951.421875 Iteration 1F: 3 clusters Score -3803325 nChanged 1214 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8271 members Mstep: Class 2 contains 8991 members Entering Unmasked Estep Score: -3804001.000000 Penalty: 11951.421875 Iteration 2F: 3 clusters Score -3804001 nChanged 870 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8053 members Mstep: Class 2 contains 9209 members Entering Unmasked Estep Score: -3804451.250000 Penalty: 11951.421875 Iteration 3F: 3 clusters Score -3804451 nChanged 702 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7799 members Mstep: Class 2 contains 9463 members Entering Unmasked Estep Score: -3804820.250000 Penalty: 11951.421875 Iteration 4Q: 3 clusters Score -3804820 nChanged 655 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7512 members Mstep: Class 2 contains 9750 members Entering Unmasked Estep Score: -3805157.500000 Penalty: 11951.421875 Iteration 5Q: 3 clusters Score -3805158 nChanged 567 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7223 members Mstep: Class 2 contains 10039 members Entering Unmasked Estep Score: -3805440.000000 Penalty: 11951.421875 Iteration 6Q: 3 clusters Score -3805440 nChanged 530 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6915 members Mstep: Class 2 contains 10347 members Entering Unmasked Estep Score: -3805678.000000 Penalty: 11951.421875 Iteration 7Q: 3 clusters Score -3805678 nChanged 517 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6572 members Mstep: Class 2 contains 10690 members Entering Unmasked Estep Score: -3805965.000000 Penalty: 11951.421875 Iteration 8Q: 3 clusters Score -3805965 nChanged 511 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6193 members Mstep: Class 2 contains 11069 members Entering Unmasked Estep Score: -3806238.750000 Penalty: 11951.421875 Iteration 9Q: 3 clusters Score -3806239 nChanged 538 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5781 members Mstep: Class 2 contains 11481 members Entering Unmasked Estep Score: -3806581.500000 Penalty: 11951.421875 Iteration 10Q: 3 clusters Score -3806582 nChanged 538 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5345 members Mstep: Class 2 contains 11917 members Entering Unmasked Estep Score: -3806964.750000 Penalty: 11951.421875 Iteration 11Q: 3 clusters Score -3806965 nChanged 570 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4887 members Mstep: Class 2 contains 12375 members Entering Unmasked Estep Score: -3807423.750000 Penalty: 11951.421875 Iteration 12Q: 3 clusters Score -3807424 nChanged 548 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4491 members Mstep: Class 2 contains 12771 members Entering Unmasked Estep Score: -3807957.250000 Penalty: 11951.421875 Iteration 13Q: 3 clusters Score -3807957 nChanged 493 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4154 members Mstep: Class 2 contains 13108 members Entering Unmasked Estep Score: -3808566.500000 Penalty: 11951.421875 Iteration 14Q: 3 clusters Score -3808566 nChanged 482 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3926 members Mstep: Class 2 contains 13336 members Entering Unmasked Estep Score: -3809153.000000 Penalty: 11951.421875 Iteration 15Q: 3 clusters Score -3809153 nChanged 424 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3830 members Mstep: Class 2 contains 13432 members Entering Unmasked Estep Score: -3809634.750000 Penalty: 11951.421875 Iteration 16Q: 3 clusters Score -3809635 nChanged 407 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3871 members Mstep: Class 2 contains 13391 members Entering Unmasked Estep Score: -3809956.750000 Penalty: 11951.421875 Iteration 17Q: 3 clusters Score -3809957 nChanged 368 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3985 members Mstep: Class 2 contains 13277 members Entering Unmasked Estep Score: -3810180.750000 Penalty: 11951.421875 Iteration 18Q: 3 clusters Score -3810181 nChanged 320 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4151 members Mstep: Class 2 contains 13111 members Entering Unmasked Estep Score: -3810359.250000 Penalty: 11951.421875 Iteration 19Q: 3 clusters Score -3810359 nChanged 292 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4303 members Mstep: Class 2 contains 12959 members Entering Unmasked Estep Score: -3810522.500000 Penalty: 11951.421875 Iteration 20F: 3 clusters Score -3810522 nChanged 266 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4485 members Mstep: Class 2 contains 12777 members Entering Unmasked Estep Score: -3810669.250000 Penalty: 11951.421875 Iteration 21Q: 3 clusters Score -3810669 nChanged 285 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4708 members Mstep: Class 2 contains 12554 members Entering Unmasked Estep Score: -3810833.750000 Penalty: 11951.421875 Iteration 22Q: 3 clusters Score -3810834 nChanged 244 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4928 members Mstep: Class 2 contains 12334 members Entering Unmasked Estep Score: -3810967.750000 Penalty: 11951.421875 Iteration 23Q: 3 clusters Score -3810968 nChanged 223 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5127 members Mstep: Class 2 contains 12135 members Entering Unmasked Estep Score: -3811087.500000 Penalty: 11951.421875 Iteration 24Q: 3 clusters Score -3811088 nChanged 212 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5321 members Mstep: Class 2 contains 11941 members Entering Unmasked Estep Score: -3811209.500000 Penalty: 11951.421875 Iteration 25Q: 3 clusters Score -3811210 nChanged 268 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5565 members Mstep: Class 2 contains 11697 members Entering Unmasked Estep Score: -3811380.750000 Penalty: 11951.421875 Iteration 26Q: 3 clusters Score -3811381 nChanged 279 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5834 members Mstep: Class 2 contains 11428 members Entering Unmasked Estep Score: -3811575.000000 Penalty: 11951.421875 Iteration 27Q: 3 clusters Score -3811575 nChanged 302 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6128 members Mstep: Class 2 contains 11134 members Entering Unmasked Estep Score: -3811784.000000 Penalty: 11951.421875 Iteration 28Q: 3 clusters Score -3811784 nChanged 290 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6414 members Mstep: Class 2 contains 10848 members Entering Unmasked Estep Score: -3812015.000000 Penalty: 11951.421875 Iteration 29Q: 3 clusters Score -3812015 nChanged 270 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6684 members Mstep: Class 2 contains 10578 members Entering Unmasked Estep Score: -3812229.250000 Penalty: 11951.421875 Iteration 30Q: 3 clusters Score -3812229 nChanged 260 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6942 members Mstep: Class 2 contains 10320 members Entering Unmasked Estep Score: -3812418.250000 Penalty: 11951.421875 Iteration 31Q: 3 clusters Score -3812418 nChanged 233 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7175 members Mstep: Class 2 contains 10087 members Entering Unmasked Estep Score: -3812594.000000 Penalty: 11951.421875 Iteration 32Q: 3 clusters Score -3812594 nChanged 225 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7400 members Mstep: Class 2 contains 9862 members Entering Unmasked Estep Score: -3812727.000000 Penalty: 11951.421875 Iteration 33Q: 3 clusters Score -3812727 nChanged 199 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7599 members Mstep: Class 2 contains 9663 members Entering Unmasked Estep Score: -3812844.000000 Penalty: 11951.421875 Iteration 34Q: 3 clusters Score -3812844 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7771 members Mstep: Class 2 contains 9491 members Entering Unmasked Estep Score: -3812935.500000 Penalty: 11951.421875 Iteration 35Q: 3 clusters Score -3812936 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7917 members Mstep: Class 2 contains 9345 members Entering Unmasked Estep Score: -3813005.250000 Penalty: 11951.421875 Iteration 36Q: 3 clusters Score -3813005 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8058 members Mstep: Class 2 contains 9204 members Entering Unmasked Estep Score: -3813080.000000 Penalty: 11951.421875 Iteration 37Q: 3 clusters Score -3813080 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8181 members Mstep: Class 2 contains 9081 members Entering Unmasked Estep Score: -3813136.750000 Penalty: 11951.421875 Iteration 38Q: 3 clusters Score -3813137 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8301 members Mstep: Class 2 contains 8961 members Entering Unmasked Estep Score: -3813205.250000 Penalty: 11951.421875 Iteration 39Q: 3 clusters Score -3813205 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8422 members Mstep: Class 2 contains 8840 members Entering Unmasked Estep Score: -3813266.750000 Penalty: 11951.421875 Iteration 40F: 3 clusters Score -3813267 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8539 members Mstep: Class 2 contains 8723 members Entering Unmasked Estep Score: -3813338.250000 Penalty: 11951.421875 Iteration 41Q: 3 clusters Score -3813338 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8661 members Mstep: Class 2 contains 8601 members Entering Unmasked Estep Score: -3813409.500000 Penalty: 11951.421875 Iteration 42Q: 3 clusters Score -3813410 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8780 members Mstep: Class 2 contains 8482 members Entering Unmasked Estep Score: -3813466.500000 Penalty: 11951.421875 Iteration 43Q: 3 clusters Score -3813466 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8897 members Mstep: Class 2 contains 8365 members Entering Unmasked Estep Score: -3813520.500000 Penalty: 11951.421875 Iteration 44Q: 3 clusters Score -3813520 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8995 members Mstep: Class 2 contains 8267 members Entering Unmasked Estep Score: -3813565.250000 Penalty: 11951.421875 Iteration 45Q: 3 clusters Score -3813565 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9086 members Mstep: Class 2 contains 8176 members Entering Unmasked Estep Score: -3813624.250000 Penalty: 11951.421875 Iteration 46Q: 3 clusters Score -3813624 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9168 members Mstep: Class 2 contains 8094 members Entering Unmasked Estep Score: -3813662.500000 Penalty: 11951.421875 Iteration 47Q: 3 clusters Score -3813662 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9255 members Mstep: Class 2 contains 8007 members Entering Unmasked Estep Score: -3813689.000000 Penalty: 11951.421875 Iteration 48Q: 3 clusters Score -3813689 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9329 members Mstep: Class 2 contains 7933 members Entering Unmasked Estep Score: -3813722.750000 Penalty: 11951.421875 Iteration 49Q: 3 clusters Score -3813723 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9407 members Mstep: Class 2 contains 7855 members Entering Unmasked Estep Score: -3813748.500000 Penalty: 11951.421875 Iteration 50Q: 3 clusters Score -3813748 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9474 members Mstep: Class 2 contains 7788 members Entering Unmasked Estep Score: -3813779.750000 Penalty: 11951.421875 Iteration 51Q: 3 clusters Score -3813780 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9523 members Mstep: Class 2 contains 7739 members Entering Unmasked Estep Score: -3813789.000000 Penalty: 11951.421875 Iteration 52Q: 3 clusters Score -3813789 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9577 members Mstep: Class 2 contains 7685 members Entering Unmasked Estep Score: -3813814.250000 Penalty: 11951.421875 Iteration 53Q: 3 clusters Score -3813814 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9610 members Mstep: Class 2 contains 7652 members Entering Unmasked Estep Score: -3813817.500000 Penalty: 11951.421875 Iteration 54Q: 3 clusters Score -3813818 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9633 members Mstep: Class 2 contains 7629 members Entering Unmasked Estep Score: -3813821.000000 Penalty: 11951.421875 Iteration 55Q: 3 clusters Score -3813821 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9650 members Mstep: Class 2 contains 7612 members Entering Unmasked Estep Score: -3813823.250000 Penalty: 11951.421875 Iteration 56Q: 3 clusters Score -3813823 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9658 members Mstep: Class 2 contains 7604 members Entering Unmasked Estep Score: -3813826.750000 Penalty: 11951.421875 Iteration 57Q: 3 clusters Score -3813827 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9667 members Mstep: Class 2 contains 7595 members Entering Unmasked Estep Score: -3813832.000000 Penalty: 11951.421875 Iteration 58Q: 3 clusters Score -3813832 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9672 members Mstep: Class 2 contains 7590 members Entering Unmasked Estep Score: -3813835.500000 Penalty: 11951.421875 Iteration 59Q: 3 clusters Score -3813836 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9672 members Mstep: Class 2 contains 7590 members Entering Unmasked Estep Score: -3813835.500000 Penalty: 11951.421875 Iteration 60F: 3 clusters Score -3813836 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (36548 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36548 members Entering Unmasked Estep Score: -8097317.500000 Penalty: 6435.159180 Iteration 0F: 2 clusters Score -8097318 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18336 members Mstep: Class 2 contains 18212 members Entering Unmasked Estep Score: -8070336.500000 Penalty: 12870.318359 Iteration 0F: 3 clusters Score -8070336 nChanged 15743 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18549 members Mstep: Class 2 contains 17999 members Entering Unmasked Estep Score: -8078541.000000 Penalty: 12870.318359 Iteration 1F: 3 clusters Score -8078541 nChanged 2015 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18656 members Mstep: Class 2 contains 17892 members Entering Unmasked Estep Score: -8079317.500000 Penalty: 12870.318359 Iteration 2F: 3 clusters Score -8079318 nChanged 1618 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18838 members Mstep: Class 2 contains 17710 members Entering Unmasked Estep Score: -8079858.000000 Penalty: 12870.318359 Iteration 3Q: 3 clusters Score -8079858 nChanged 1340 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19134 members Mstep: Class 2 contains 17414 members Entering Unmasked Estep Score: -8080279.500000 Penalty: 12870.318359 Iteration 4Q: 3 clusters Score -8080280 nChanged 1226 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19484 members Mstep: Class 2 contains 17064 members Entering Unmasked Estep Score: -8080682.000000 Penalty: 12870.318359 Iteration 5Q: 3 clusters Score -8080682 nChanged 1052 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19916 members Mstep: Class 2 contains 16632 members Entering Unmasked Estep Score: -8081012.500000 Penalty: 12870.318359 Iteration 6Q: 3 clusters Score -8081012 nChanged 1037 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20465 members Mstep: Class 2 contains 16083 members Entering Unmasked Estep Score: -8081341.500000 Penalty: 12870.318359 Iteration 7Q: 3 clusters Score -8081342 nChanged 1026 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21079 members Mstep: Class 2 contains 15469 members Entering Unmasked Estep Score: -8081664.000000 Penalty: 12870.318359 Iteration 8Q: 3 clusters Score -8081664 nChanged 1082 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21843 members Mstep: Class 2 contains 14705 members Entering Unmasked Estep Score: -8082057.500000 Penalty: 12870.318359 Iteration 9Q: 3 clusters Score -8082058 nChanged 1200 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22823 members Mstep: Class 2 contains 13725 members Entering Unmasked Estep Score: -8082578.000000 Penalty: 12870.318359 Iteration 10Q: 3 clusters Score -8082578 nChanged 1336 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24001 members Mstep: Class 2 contains 12547 members Entering Unmasked Estep Score: -8083183.000000 Penalty: 12870.318359 Iteration 11Q: 3 clusters Score -8083183 nChanged 1508 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25399 members Mstep: Class 2 contains 11149 members Entering Unmasked Estep Score: -8083966.500000 Penalty: 12870.318359 Iteration 12Q: 3 clusters Score -8083966 nChanged 1766 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27077 members Mstep: Class 2 contains 9471 members Entering Unmasked Estep Score: -8085086.000000 Penalty: 12870.318359 Iteration 13Q: 3 clusters Score -8085086 nChanged 1893 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28910 members Mstep: Class 2 contains 7638 members Entering Unmasked Estep Score: -8086471.500000 Penalty: 12870.318359 Iteration 14F: 3 clusters Score -8086472 nChanged 1864 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30722 members Mstep: Class 2 contains 5826 members Entering Unmasked Estep Score: -8087931.000000 Penalty: 12870.318359 Iteration 15F: 3 clusters Score -8087931 nChanged 1553 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32235 members Mstep: Class 2 contains 4313 members Entering Unmasked Estep Score: -8089096.500000 Penalty: 12870.318359 Iteration 16Q: 3 clusters Score -8089096 nChanged 1202 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33405 members Mstep: Class 2 contains 3143 members Entering Unmasked Estep Score: -8090072.500000 Penalty: 12870.318359 Iteration 17Q: 3 clusters Score -8090072 nChanged 782 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34159 members Mstep: Class 2 contains 2389 members Entering Unmasked Estep Score: -8090734.000000 Penalty: 12870.318359 Iteration 18Q: 3 clusters Score -8090734 nChanged 504 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34645 members Mstep: Class 2 contains 1903 members Entering Unmasked Estep Score: -8091157.000000 Penalty: 12870.318359 Iteration 19Q: 3 clusters Score -8091157 nChanged 320 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34941 members Mstep: Class 2 contains 1607 members Entering Unmasked Estep Score: -8091395.000000 Penalty: 12870.318359 Iteration 20F: 3 clusters Score -8091395 nChanged 198 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35119 members Mstep: Class 2 contains 1429 members Entering Unmasked Estep Score: -8091585.000000 Penalty: 12870.318359 Iteration 21Q: 3 clusters Score -8091585 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35245 members Mstep: Class 2 contains 1303 members Entering Unmasked Estep Score: -8091690.000000 Penalty: 12870.318359 Iteration 22Q: 3 clusters Score -8091690 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35332 members Mstep: Class 2 contains 1216 members Entering Unmasked Estep Score: -8091779.500000 Penalty: 12870.318359 Iteration 23Q: 3 clusters Score -8091780 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35393 members Mstep: Class 2 contains 1155 members Entering Unmasked Estep Score: -8091835.500000 Penalty: 12870.318359 Iteration 24Q: 3 clusters Score -8091836 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35422 members Mstep: Class 2 contains 1126 members Entering Unmasked Estep Score: -8091874.500000 Penalty: 12870.318359 Iteration 25Q: 3 clusters Score -8091874 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35444 members Mstep: Class 2 contains 1104 members Entering Unmasked Estep Score: -8091882.000000 Penalty: 12870.318359 Iteration 26Q: 3 clusters Score -8091882 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35458 members Mstep: Class 2 contains 1090 members Entering Unmasked Estep Score: -8091901.000000 Penalty: 12870.318359 Iteration 27Q: 3 clusters Score -8091901 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35464 members Mstep: Class 2 contains 1084 members Entering Unmasked Estep Score: -8091914.500000 Penalty: 12870.318359 Iteration 28Q: 3 clusters Score -8091914 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35474 members Mstep: Class 2 contains 1074 members Entering Unmasked Estep Score: -8091918.500000 Penalty: 12870.318359 Iteration 29Q: 3 clusters Score -8091918 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35478 members Mstep: Class 2 contains 1070 members Entering Unmasked Estep Score: -8091915.000000 Penalty: 12870.318359 Iteration 30Q: 3 clusters Score -8091915 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35482 members Mstep: Class 2 contains 1066 members Entering Unmasked Estep Score: -8091927.500000 Penalty: 12870.318359 Iteration 31Q: 3 clusters Score -8091928 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35490 members Mstep: Class 2 contains 1058 members Entering Unmasked Estep Score: -8091937.000000 Penalty: 12870.318359 Iteration 32Q: 3 clusters Score -8091937 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35499 members Mstep: Class 2 contains 1049 members Entering Unmasked Estep Score: -8091939.000000 Penalty: 12870.318359 Iteration 33Q: 3 clusters Score -8091939 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35505 members Mstep: Class 2 contains 1043 members Entering Unmasked Estep Score: -8091947.000000 Penalty: 12870.318359 Iteration 34Q: 3 clusters Score -8091947 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35513 members Mstep: Class 2 contains 1035 members Entering Unmasked Estep Score: -8091952.000000 Penalty: 12870.318359 Iteration 35Q: 3 clusters Score -8091952 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35517 members Mstep: Class 2 contains 1031 members Entering Unmasked Estep Score: -8091959.500000 Penalty: 12870.318359 Iteration 36Q: 3 clusters Score -8091960 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35519 members Mstep: Class 2 contains 1029 members Entering Unmasked Estep Score: -8091966.500000 Penalty: 12870.318359 Iteration 37Q: 3 clusters Score -8091966 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35525 members Mstep: Class 2 contains 1023 members Entering Unmasked Estep Score: -8091974.000000 Penalty: 12870.318359 Iteration 38Q: 3 clusters Score -8091974 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35535 members Mstep: Class 2 contains 1013 members Entering Unmasked Estep Score: -8091969.000000 Penalty: 12870.318359 Iteration 39Q: 3 clusters Score -8091969 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35549 members Mstep: Class 2 contains 999 members Entering Unmasked Estep Score: -8091985.500000 Penalty: 12870.318359 Iteration 40F: 3 clusters Score -8091986 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35555 members Mstep: Class 2 contains 993 members Entering Unmasked Estep Score: -8092003.000000 Penalty: 12870.318359 Iteration 41Q: 3 clusters Score -8092003 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35555 members Mstep: Class 2 contains 993 members Entering Unmasked Estep Score: -8092002.000000 Penalty: 12870.318359 Iteration 42Q: 3 clusters Score -8092002 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35558 members Mstep: Class 2 contains 990 members Entering Unmasked Estep Score: -8092005.500000 Penalty: 12870.318359 Iteration 43Q: 3 clusters Score -8092006 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35555 members Mstep: Class 2 contains 993 members Entering Unmasked Estep Score: -8092003.500000 Penalty: 12870.318359 Iteration 44Q: 3 clusters Score -8092004 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35556 members Mstep: Class 2 contains 992 members Entering Unmasked Estep Score: -8092009.000000 Penalty: 12870.318359 Iteration 45Q: 3 clusters Score -8092009 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35557 members Mstep: Class 2 contains 991 members Entering Unmasked Estep Score: -8092016.500000 Penalty: 12870.318359 Iteration 46Q: 3 clusters Score -8092016 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35558 members Mstep: Class 2 contains 990 members Entering Unmasked Estep Score: -8092018.000000 Penalty: 12870.318359 Iteration 47Q: 3 clusters Score -8092018 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35558 members Mstep: Class 2 contains 990 members Entering Unmasked Estep Score: -8092018.000000 Penalty: 12870.318359 Iteration 48F: 3 clusters Score -8092018 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (33699 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33699 members Entering Unmasked Estep Score: -7424647.500000 Penalty: 6385.449219 Iteration 0F: 2 clusters Score -7424648 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16857 members Mstep: Class 2 contains 16842 members Entering Unmasked Estep Score: -7399357.500000 Penalty: 12770.898438 Iteration 0F: 3 clusters Score -7399358 nChanged 14482 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16915 members Mstep: Class 2 contains 16784 members Entering Unmasked Estep Score: -7407086.500000 Penalty: 12770.898438 Iteration 1F: 3 clusters Score -7407086 nChanged 1910 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16931 members Mstep: Class 2 contains 16768 members Entering Unmasked Estep Score: -7407770.500000 Penalty: 12770.898438 Iteration 2F: 3 clusters Score -7407770 nChanged 1400 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16897 members Mstep: Class 2 contains 16802 members Entering Unmasked Estep Score: -7408197.000000 Penalty: 12770.898438 Iteration 3Q: 3 clusters Score -7408197 nChanged 1165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16856 members Mstep: Class 2 contains 16843 members Entering Unmasked Estep Score: -7408523.000000 Penalty: 12770.898438 Iteration 4Q: 3 clusters Score -7408523 nChanged 934 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16816 members Mstep: Class 2 contains 16883 members Entering Unmasked Estep Score: -7408746.500000 Penalty: 12770.898438 Iteration 5Q: 3 clusters Score -7408746 nChanged 793 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16739 members Mstep: Class 2 contains 16960 members Entering Unmasked Estep Score: -7408956.500000 Penalty: 12770.898438 Iteration 6Q: 3 clusters Score -7408956 nChanged 675 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16624 members Mstep: Class 2 contains 17075 members Entering Unmasked Estep Score: -7409135.500000 Penalty: 12770.898438 Iteration 7Q: 3 clusters Score -7409136 nChanged 579 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16491 members Mstep: Class 2 contains 17208 members Entering Unmasked Estep Score: -7409302.500000 Penalty: 12770.898438 Iteration 8Q: 3 clusters Score -7409302 nChanged 498 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16343 members Mstep: Class 2 contains 17356 members Entering Unmasked Estep Score: -7409390.000000 Penalty: 12770.898438 Iteration 9Q: 3 clusters Score -7409390 nChanged 466 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16181 members Mstep: Class 2 contains 17518 members Entering Unmasked Estep Score: -7409452.500000 Penalty: 12770.898438 Iteration 10Q: 3 clusters Score -7409452 nChanged 416 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16031 members Mstep: Class 2 contains 17668 members Entering Unmasked Estep Score: -7409551.500000 Penalty: 12770.898438 Iteration 11Q: 3 clusters Score -7409552 nChanged 406 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15849 members Mstep: Class 2 contains 17850 members Entering Unmasked Estep Score: -7409641.500000 Penalty: 12770.898438 Iteration 12Q: 3 clusters Score -7409642 nChanged 409 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15646 members Mstep: Class 2 contains 18053 members Entering Unmasked Estep Score: -7409712.000000 Penalty: 12770.898438 Iteration 13Q: 3 clusters Score -7409712 nChanged 414 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15396 members Mstep: Class 2 contains 18303 members Entering Unmasked Estep Score: -7409816.500000 Penalty: 12770.898438 Iteration 14Q: 3 clusters Score -7409816 nChanged 406 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15130 members Mstep: Class 2 contains 18569 members Entering Unmasked Estep Score: -7409884.000000 Penalty: 12770.898438 Iteration 15Q: 3 clusters Score -7409884 nChanged 399 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14835 members Mstep: Class 2 contains 18864 members Entering Unmasked Estep Score: -7409936.000000 Penalty: 12770.898438 Iteration 16Q: 3 clusters Score -7409936 nChanged 416 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14517 members Mstep: Class 2 contains 19182 members Entering Unmasked Estep Score: -7410039.500000 Penalty: 12770.898438 Iteration 17Q: 3 clusters Score -7410040 nChanged 478 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14129 members Mstep: Class 2 contains 19570 members Entering Unmasked Estep Score: -7410177.000000 Penalty: 12770.898438 Iteration 18Q: 3 clusters Score -7410177 nChanged 548 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13675 members Mstep: Class 2 contains 20024 members Entering Unmasked Estep Score: -7410349.000000 Penalty: 12770.898438 Iteration 19Q: 3 clusters Score -7410349 nChanged 626 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13115 members Mstep: Class 2 contains 20584 members Entering Unmasked Estep Score: -7410516.500000 Penalty: 12770.898438 Iteration 20F: 3 clusters Score -7410516 nChanged 666 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12495 members Mstep: Class 2 contains 21204 members Entering Unmasked Estep Score: -7410713.500000 Penalty: 12770.898438 Iteration 21Q: 3 clusters Score -7410714 nChanged 841 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11678 members Mstep: Class 2 contains 22021 members Entering Unmasked Estep Score: -7410998.500000 Penalty: 12770.898438 Iteration 22Q: 3 clusters Score -7410998 nChanged 994 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10716 members Mstep: Class 2 contains 22983 members Entering Unmasked Estep Score: -7411424.500000 Penalty: 12770.898438 Iteration 23Q: 3 clusters Score -7411424 nChanged 1210 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9526 members Mstep: Class 2 contains 24173 members Entering Unmasked Estep Score: -7412019.000000 Penalty: 12770.898438 Iteration 24Q: 3 clusters Score -7412019 nChanged 1401 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8149 members Mstep: Class 2 contains 25550 members Entering Unmasked Estep Score: -7412854.500000 Penalty: 12770.898438 Iteration 25Q: 3 clusters Score -7412854 nChanged 1510 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6659 members Mstep: Class 2 contains 27040 members Entering Unmasked Estep Score: -7413870.500000 Penalty: 12770.898438 Iteration 26Q: 3 clusters Score -7413870 nChanged 1516 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5165 members Mstep: Class 2 contains 28534 members Entering Unmasked Estep Score: -7414993.500000 Penalty: 12770.898438 Iteration 27Q: 3 clusters Score -7414994 nChanged 1429 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3758 members Mstep: Class 2 contains 29941 members Entering Unmasked Estep Score: -7416125.500000 Penalty: 12770.898438 Iteration 28Q: 3 clusters Score -7416126 nChanged 1155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2619 members Mstep: Class 2 contains 31080 members Entering Unmasked Estep Score: -7417105.500000 Penalty: 12770.898438 Iteration 29Q: 3 clusters Score -7417106 nChanged 776 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1865 members Mstep: Class 2 contains 31834 members Entering Unmasked Estep Score: -7417837.500000 Penalty: 12770.898438 Iteration 30Q: 3 clusters Score -7417838 nChanged 476 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1405 members Mstep: Class 2 contains 32294 members Entering Unmasked Estep Score: -7418238.500000 Penalty: 12770.898438 Iteration 31Q: 3 clusters Score -7418238 nChanged 255 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1168 members Mstep: Class 2 contains 32531 members Entering Unmasked Estep Score: -7418487.500000 Penalty: 12770.898438 Iteration 32Q: 3 clusters Score -7418488 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1019 members Mstep: Class 2 contains 32680 members Entering Unmasked Estep Score: -7418665.000000 Penalty: 12770.898438 Iteration 33Q: 3 clusters Score -7418665 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 926 members Mstep: Class 2 contains 32773 members Entering Unmasked Estep Score: -7418779.000000 Penalty: 12770.898438 Iteration 34Q: 3 clusters Score -7418779 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 865 members Mstep: Class 2 contains 32834 members Entering Unmasked Estep Score: -7418845.500000 Penalty: 12770.898438 Iteration 35Q: 3 clusters Score -7418846 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 837 members Mstep: Class 2 contains 32862 members Entering Unmasked Estep Score: -7418869.000000 Penalty: 12770.898438 Iteration 36Q: 3 clusters Score -7418869 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 814 members Mstep: Class 2 contains 32885 members Entering Unmasked Estep Score: -7418893.000000 Penalty: 12770.898438 Iteration 37Q: 3 clusters Score -7418893 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 796 members Mstep: Class 2 contains 32903 members Entering Unmasked Estep Score: -7418911.000000 Penalty: 12770.898438 Iteration 38Q: 3 clusters Score -7418911 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 790 members Mstep: Class 2 contains 32909 members Entering Unmasked Estep Score: -7418923.000000 Penalty: 12770.898438 Iteration 39Q: 3 clusters Score -7418923 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 784 members Mstep: Class 2 contains 32915 members Entering Unmasked Estep Score: -7418921.500000 Penalty: 12770.898438 Iteration 40F: 3 clusters Score -7418922 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 778 members Mstep: Class 2 contains 32921 members Entering Unmasked Estep Score: -7418927.000000 Penalty: 12770.898438 Iteration 41Q: 3 clusters Score -7418927 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 773 members Mstep: Class 2 contains 32926 members Entering Unmasked Estep Score: -7418948.000000 Penalty: 12770.898438 Iteration 42Q: 3 clusters Score -7418948 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 762 members Mstep: Class 2 contains 32937 members Entering Unmasked Estep Score: -7418964.000000 Penalty: 12770.898438 Iteration 43Q: 3 clusters Score -7418964 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 754 members Mstep: Class 2 contains 32945 members Entering Unmasked Estep Score: -7418984.500000 Penalty: 12770.898438 Iteration 44Q: 3 clusters Score -7418984 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 747 members Mstep: Class 2 contains 32952 members Entering Unmasked Estep Score: -7418984.000000 Penalty: 12770.898438 Iteration 45Q: 3 clusters Score -7418984 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 743 members Mstep: Class 2 contains 32956 members Entering Unmasked Estep Score: -7418983.500000 Penalty: 12770.898438 Iteration 46Q: 3 clusters Score -7418984 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 741 members Mstep: Class 2 contains 32958 members Entering Unmasked Estep Score: -7418984.500000 Penalty: 12770.898438 Iteration 47Q: 3 clusters Score -7418984 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 741 members Mstep: Class 2 contains 32958 members Entering Unmasked Estep Score: -7418984.500000 Penalty: 12770.898438 Iteration 48F: 3 clusters Score -7418984 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (143193 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143193 members Entering Unmasked Estep Score: -31888950.000000 Penalty: 7271.568359 Iteration 0F: 2 clusters Score -3.188895e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71121 members Mstep: Class 2 contains 72072 members Entering Unmasked Estep Score: -31794086.000000 Penalty: 14543.136719 Iteration 0F: 3 clusters Score -3.179409e+07 nChanged 66645 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67212 members Mstep: Class 2 contains 75981 members Entering Unmasked Estep Score: -31832044.000000 Penalty: 14543.136719 Iteration 1F: 3 clusters Score -3.183204e+07 nChanged 6507 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64799 members Mstep: Class 2 contains 78394 members Entering Unmasked Estep Score: -31834782.000000 Penalty: 14543.136719 Iteration 2Q: 3 clusters Score -3.183478e+07 nChanged 7570 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61279 members Mstep: Class 2 contains 81914 members Entering Unmasked Estep Score: -31838682.000000 Penalty: 14543.136719 Iteration 3F: 3 clusters Score -3.183868e+07 nChanged 9119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56258 members Mstep: Class 2 contains 86935 members Entering Unmasked Estep Score: -31844740.000000 Penalty: 14543.136719 Iteration 4F: 3 clusters Score -3.184474e+07 nChanged 10725 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49493 members Mstep: Class 2 contains 93700 members Entering Unmasked Estep Score: -31852684.000000 Penalty: 14543.136719 Iteration 5F: 3 clusters Score -3.185268e+07 nChanged 11230 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41547 members Mstep: Class 2 contains 101646 members Entering Unmasked Estep Score: -31861436.000000 Penalty: 14543.136719 Iteration 6F: 3 clusters Score -3.186144e+07 nChanged 9864 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33933 members Mstep: Class 2 contains 109260 members Entering Unmasked Estep Score: -31869448.000000 Penalty: 14543.136719 Iteration 7F: 3 clusters Score -3.186945e+07 nChanged 7458 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27783 members Mstep: Class 2 contains 115410 members Entering Unmasked Estep Score: -31875804.000000 Penalty: 14543.136719 Iteration 8F: 3 clusters Score -3.18758e+07 nChanged 5134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23495 members Mstep: Class 2 contains 119698 members Entering Unmasked Estep Score: -31879764.000000 Penalty: 14543.136719 Iteration 9Q: 3 clusters Score -3.187976e+07 nChanged 3402 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20665 members Mstep: Class 2 contains 122528 members Entering Unmasked Estep Score: -31881924.000000 Penalty: 14543.136719 Iteration 10Q: 3 clusters Score -3.188192e+07 nChanged 2276 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18655 members Mstep: Class 2 contains 124538 members Entering Unmasked Estep Score: -31883042.000000 Penalty: 14543.136719 Iteration 11Q: 3 clusters Score -3.188304e+07 nChanged 1698 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17057 members Mstep: Class 2 contains 126136 members Entering Unmasked Estep Score: -31883866.000000 Penalty: 14543.136719 Iteration 12Q: 3 clusters Score -3.188387e+07 nChanged 1307 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15818 members Mstep: Class 2 contains 127375 members Entering Unmasked Estep Score: -31884426.000000 Penalty: 14543.136719 Iteration 13Q: 3 clusters Score -3.188443e+07 nChanged 1108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14762 members Mstep: Class 2 contains 128431 members Entering Unmasked Estep Score: -31884872.000000 Penalty: 14543.136719 Iteration 14Q: 3 clusters Score -3.188487e+07 nChanged 931 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13877 members Mstep: Class 2 contains 129316 members Entering Unmasked Estep Score: -31885278.000000 Penalty: 14543.136719 Iteration 15Q: 3 clusters Score -3.188528e+07 nChanged 781 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13142 members Mstep: Class 2 contains 130051 members Entering Unmasked Estep Score: -31885690.000000 Penalty: 14543.136719 Iteration 16Q: 3 clusters Score -3.188569e+07 nChanged 762 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12458 members Mstep: Class 2 contains 130735 members Entering Unmasked Estep Score: -31886224.000000 Penalty: 14543.136719 Iteration 17Q: 3 clusters Score -3.188622e+07 nChanged 689 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11875 members Mstep: Class 2 contains 131318 members Entering Unmasked Estep Score: -31886598.000000 Penalty: 14543.136719 Iteration 18Q: 3 clusters Score -3.18866e+07 nChanged 638 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11365 members Mstep: Class 2 contains 131828 members Entering Unmasked Estep Score: -31887086.000000 Penalty: 14543.136719 Iteration 19Q: 3 clusters Score -3.188709e+07 nChanged 576 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10957 members Mstep: Class 2 contains 132236 members Entering Unmasked Estep Score: -31887452.000000 Penalty: 14543.136719 Iteration 20F: 3 clusters Score -3.188745e+07 nChanged 540 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10603 members Mstep: Class 2 contains 132590 members Entering Unmasked Estep Score: -31887780.000000 Penalty: 14543.136719 Iteration 21Q: 3 clusters Score -3.188778e+07 nChanged 460 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10361 members Mstep: Class 2 contains 132832 members Entering Unmasked Estep Score: -31888024.000000 Penalty: 14543.136719 Iteration 22Q: 3 clusters Score -3.188802e+07 nChanged 349 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10198 members Mstep: Class 2 contains 132995 members Entering Unmasked Estep Score: -31888134.000000 Penalty: 14543.136719 Iteration 23Q: 3 clusters Score -3.188813e+07 nChanged 217 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10079 members Mstep: Class 2 contains 133114 members Entering Unmasked Estep Score: -31888160.000000 Penalty: 14543.136719 Iteration 24Q: 3 clusters Score -3.188816e+07 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9990 members Mstep: Class 2 contains 133203 members Entering Unmasked Estep Score: -31888138.000000 Penalty: 14543.136719 Iteration 25Q: 3 clusters Score -3.188814e+07 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9932 members Mstep: Class 2 contains 133261 members Entering Unmasked Estep Score: -31888176.000000 Penalty: 14543.136719 Iteration 26Q: 3 clusters Score -3.188818e+07 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9908 members Mstep: Class 2 contains 133285 members Entering Unmasked Estep Score: -31888172.000000 Penalty: 14543.136719 Iteration 27Q: 3 clusters Score -3.188817e+07 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9893 members Mstep: Class 2 contains 133300 members Entering Unmasked Estep Score: -31888168.000000 Penalty: 14543.136719 Iteration 28Q: 3 clusters Score -3.188817e+07 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9883 members Mstep: Class 2 contains 133310 members Entering Unmasked Estep Score: -31888152.000000 Penalty: 14543.136719 Iteration 29Q: 3 clusters Score -3.188815e+07 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9873 members Mstep: Class 2 contains 133320 members Entering Unmasked Estep Score: -31888142.000000 Penalty: 14543.136719 Iteration 30Q: 3 clusters Score -3.188814e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9866 members Mstep: Class 2 contains 133327 members Entering Unmasked Estep Score: -31888194.000000 Penalty: 14543.136719 Iteration 31Q: 3 clusters Score -3.188819e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9861 members Mstep: Class 2 contains 133332 members Entering Unmasked Estep Score: -31888176.000000 Penalty: 14543.136719 Iteration 32Q: 3 clusters Score -3.188818e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9855 members Mstep: Class 2 contains 133338 members Entering Unmasked Estep Score: -31888178.000000 Penalty: 14543.136719 Iteration 33Q: 3 clusters Score -3.188818e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9852 members Mstep: Class 2 contains 133341 members Entering Unmasked Estep Score: -31888194.000000 Penalty: 14543.136719 Iteration 34Q: 3 clusters Score -3.188819e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9848 members Mstep: Class 2 contains 133345 members Entering Unmasked Estep Score: -31888190.000000 Penalty: 14543.136719 Iteration 35Q: 3 clusters Score -3.188819e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9843 members Mstep: Class 2 contains 133350 members Entering Unmasked Estep Score: -31888210.000000 Penalty: 14543.136719 Iteration 36Q: 3 clusters Score -3.188821e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9842 members Mstep: Class 2 contains 133351 members Entering Unmasked Estep Score: -31888198.000000 Penalty: 14543.136719 Iteration 37Q: 3 clusters Score -3.18882e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9841 members Mstep: Class 2 contains 133352 members Entering Unmasked Estep Score: -31888184.000000 Penalty: 14543.136719 Iteration 38Q: 3 clusters Score -3.188818e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9839 members Mstep: Class 2 contains 133354 members Entering Unmasked Estep Score: -31888200.000000 Penalty: 14543.136719 Iteration 39Q: 3 clusters Score -3.18882e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9836 members Mstep: Class 2 contains 133357 members Entering Unmasked Estep Score: -31888188.000000 Penalty: 14543.136719 Iteration 40F: 3 clusters Score -3.188819e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9834 members Mstep: Class 2 contains 133359 members Entering Unmasked Estep Score: -31888204.000000 Penalty: 14543.136719 Iteration 41Q: 3 clusters Score -3.18882e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9832 members Mstep: Class 2 contains 133361 members Entering Unmasked Estep Score: -31888196.000000 Penalty: 14543.136719 Iteration 42Q: 3 clusters Score -3.18882e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9829 members Mstep: Class 2 contains 133364 members Entering Unmasked Estep Score: -31888190.000000 Penalty: 14543.136719 Iteration 43Q: 3 clusters Score -3.188819e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9830 members Mstep: Class 2 contains 133363 members Entering Unmasked Estep Score: -31888196.000000 Penalty: 14543.136719 Iteration 44Q: 3 clusters Score -3.18882e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9829 members Mstep: Class 2 contains 133364 members Entering Unmasked Estep Score: -31888198.000000 Penalty: 14543.136719 Iteration 45Q: 3 clusters Score -3.18882e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9829 members Mstep: Class 2 contains 133364 members Entering Unmasked Estep Score: -31888198.000000 Penalty: 14543.136719 Iteration 46F: 3 clusters Score -3.18882e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (684 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 684 members Entering Unmasked Estep Score: -106409.226562 Penalty: 3998.374268 Iteration 0F: 2 clusters Score -106409.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 350 members Mstep: Class 2 contains 334 members Entering Unmasked Estep Score: -102952.671875 Penalty: 7996.748535 Iteration 0F: 3 clusters Score -102952.7 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 362 members Mstep: Class 2 contains 322 members Entering Unmasked Estep Score: -103395.046875 Penalty: 7996.748535 Iteration 1F: 3 clusters Score -103395 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 367 members Mstep: Class 2 contains 317 members Entering Unmasked Estep Score: -103710.601562 Penalty: 7996.748535 Iteration 2F: 3 clusters Score -103710.6 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 372 members Mstep: Class 2 contains 312 members Entering Unmasked Estep Score: -103957.210938 Penalty: 7996.748535 Iteration 3Q: 3 clusters Score -103957.2 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 385 members Mstep: Class 2 contains 299 members Entering Unmasked Estep Score: -104171.945312 Penalty: 7996.748535 Iteration 4Q: 3 clusters Score -104171.9 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 401 members Mstep: Class 2 contains 283 members Entering Unmasked Estep Score: -104365.875000 Penalty: 7996.748535 Iteration 5Q: 3 clusters Score -104365.9 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 414 members Mstep: Class 2 contains 270 members Entering Unmasked Estep Score: -104473.882812 Penalty: 7996.748535 Iteration 6Q: 3 clusters Score -104473.9 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 420 members Mstep: Class 2 contains 264 members Entering Unmasked Estep Score: -104625.390625 Penalty: 7996.748535 Iteration 7Q: 3 clusters Score -104625.4 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 425 members Mstep: Class 2 contains 259 members Entering Unmasked Estep Score: -104867.406250 Penalty: 7996.748535 Iteration 8Q: 3 clusters Score -104867.4 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 429 members Mstep: Class 2 contains 255 members Entering Unmasked Estep Score: -105088.203125 Penalty: 7996.748535 Iteration 9Q: 3 clusters Score -105088.2 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 432 members Mstep: Class 2 contains 252 members Entering Unmasked Estep Score: -105394.070312 Penalty: 7996.748535 Iteration 10Q: 3 clusters Score -105394.1 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 434 members Mstep: Class 2 contains 250 members Entering Unmasked Estep Score: -105610.843750 Penalty: 7996.748535 Iteration 11Q: 3 clusters Score -105610.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 437 members Mstep: Class 2 contains 247 members Entering Unmasked Estep Score: -105716.085938 Penalty: 7996.748535 Iteration 12Q: 3 clusters Score -105716.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 441 members Mstep: Class 2 contains 243 members Entering Unmasked Estep Score: -105918.875000 Penalty: 7996.748535 Iteration 13Q: 3 clusters Score -105918.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 440 members Mstep: Class 2 contains 244 members Entering Unmasked Estep Score: -106232.742188 Penalty: 7996.748535 Iteration 14Q: 3 clusters Score -106232.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 444 members Mstep: Class 2 contains 240 members Entering Unmasked Estep Score: -106273.140625 Penalty: 7996.748535 Iteration 15Q: 3 clusters Score -106273.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 446 members Mstep: Class 2 contains 238 members Entering Unmasked Estep Score: -106288.109375 Penalty: 7996.748535 Iteration 16Q: 3 clusters Score -106288.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 448 members Mstep: Class 2 contains 236 members Entering Unmasked Estep Score: -106307.953125 Penalty: 7996.748535 Iteration 17Q: 3 clusters Score -106308 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 450 members Mstep: Class 2 contains 234 members Entering Unmasked Estep Score: -106326.390625 Penalty: 7996.748535 Iteration 18Q: 3 clusters Score -106326.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 451 members Mstep: Class 2 contains 233 members Entering Unmasked Estep Score: -106333.390625 Penalty: 7996.748535 Iteration 19Q: 3 clusters Score -106333.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 452 members Mstep: Class 2 contains 232 members Entering Unmasked Estep Score: -106340.429688 Penalty: 7996.748535 Iteration 20F: 3 clusters Score -106340.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 452 members Mstep: Class 2 contains 232 members Entering Unmasked Estep Score: -106352.734375 Penalty: 7996.748535 Iteration 21Q: 3 clusters Score -106352.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 451 members Mstep: Class 2 contains 233 members Entering Unmasked Estep Score: -106368.093750 Penalty: 7996.748535 Iteration 22Q: 3 clusters Score -106368.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 451 members Mstep: Class 2 contains 233 members Entering Unmasked Estep Score: -106368.093750 Penalty: 7996.748535 Iteration 23F: 3 clusters Score -106368.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (43987 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43987 members Entering Unmasked Estep Score: -9613797.000000 Penalty: 6548.635254 Iteration 0F: 2 clusters Score -9613797 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21920 members Mstep: Class 2 contains 22067 members Entering Unmasked Estep Score: -9582062.000000 Penalty: 13097.270508 Iteration 0F: 3 clusters Score -9582062 nChanged 19100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21678 members Mstep: Class 2 contains 22309 members Entering Unmasked Estep Score: -9592135.000000 Penalty: 13097.270508 Iteration 1F: 3 clusters Score -9592135 nChanged 2321 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21539 members Mstep: Class 2 contains 22448 members Entering Unmasked Estep Score: -9593085.000000 Penalty: 13097.270508 Iteration 2F: 3 clusters Score -9593085 nChanged 2039 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21360 members Mstep: Class 2 contains 22627 members Entering Unmasked Estep Score: -9593909.000000 Penalty: 13097.270508 Iteration 3Q: 3 clusters Score -9593909 nChanged 1788 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21156 members Mstep: Class 2 contains 22831 members Entering Unmasked Estep Score: -9594840.000000 Penalty: 13097.270508 Iteration 4Q: 3 clusters Score -9594840 nChanged 1824 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21062 members Mstep: Class 2 contains 22925 members Entering Unmasked Estep Score: -9595800.000000 Penalty: 13097.270508 Iteration 5Q: 3 clusters Score -9595800 nChanged 1844 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21026 members Mstep: Class 2 contains 22961 members Entering Unmasked Estep Score: -9596581.000000 Penalty: 13097.270508 Iteration 6Q: 3 clusters Score -9596581 nChanged 1707 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21045 members Mstep: Class 2 contains 22942 members Entering Unmasked Estep Score: -9597337.000000 Penalty: 13097.270508 Iteration 7Q: 3 clusters Score -9597337 nChanged 1601 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21296 members Mstep: Class 2 contains 22691 members Entering Unmasked Estep Score: -9597874.000000 Penalty: 13097.270508 Iteration 8Q: 3 clusters Score -9597874 nChanged 1525 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21657 members Mstep: Class 2 contains 22330 members Entering Unmasked Estep Score: -9598519.000000 Penalty: 13097.270508 Iteration 9Q: 3 clusters Score -9598519 nChanged 1425 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22080 members Mstep: Class 2 contains 21907 members Entering Unmasked Estep Score: -9599036.000000 Penalty: 13097.270508 Iteration 10Q: 3 clusters Score -9599036 nChanged 1376 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22626 members Mstep: Class 2 contains 21361 members Entering Unmasked Estep Score: -9599518.000000 Penalty: 13097.270508 Iteration 11Q: 3 clusters Score -9599518 nChanged 1376 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23302 members Mstep: Class 2 contains 20685 members Entering Unmasked Estep Score: -9600075.000000 Penalty: 13097.270508 Iteration 12Q: 3 clusters Score -9600075 nChanged 1338 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24132 members Mstep: Class 2 contains 19855 members Entering Unmasked Estep Score: -9600647.000000 Penalty: 13097.270508 Iteration 13Q: 3 clusters Score -9600647 nChanged 1395 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25069 members Mstep: Class 2 contains 18918 members Entering Unmasked Estep Score: -9601349.000000 Penalty: 13097.270508 Iteration 14Q: 3 clusters Score -9601349 nChanged 1416 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26065 members Mstep: Class 2 contains 17922 members Entering Unmasked Estep Score: -9602103.000000 Penalty: 13097.270508 Iteration 15Q: 3 clusters Score -9602103 nChanged 1484 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27181 members Mstep: Class 2 contains 16806 members Entering Unmasked Estep Score: -9602913.000000 Penalty: 13097.270508 Iteration 16Q: 3 clusters Score -9602913 nChanged 1443 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28276 members Mstep: Class 2 contains 15711 members Entering Unmasked Estep Score: -9603663.000000 Penalty: 13097.270508 Iteration 17Q: 3 clusters Score -9603663 nChanged 1300 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29344 members Mstep: Class 2 contains 14643 members Entering Unmasked Estep Score: -9604302.000000 Penalty: 13097.270508 Iteration 18Q: 3 clusters Score -9604302 nChanged 1166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30370 members Mstep: Class 2 contains 13617 members Entering Unmasked Estep Score: -9604864.000000 Penalty: 13097.270508 Iteration 19Q: 3 clusters Score -9604864 nChanged 1101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31411 members Mstep: Class 2 contains 12576 members Entering Unmasked Estep Score: -9605403.000000 Penalty: 13097.270508 Iteration 20F: 3 clusters Score -9605403 nChanged 1051 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32436 members Mstep: Class 2 contains 11551 members Entering Unmasked Estep Score: -9605924.000000 Penalty: 13097.270508 Iteration 21Q: 3 clusters Score -9605924 nChanged 1039 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33461 members Mstep: Class 2 contains 10526 members Entering Unmasked Estep Score: -9606480.000000 Penalty: 13097.270508 Iteration 22Q: 3 clusters Score -9606480 nChanged 1021 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34466 members Mstep: Class 2 contains 9521 members Entering Unmasked Estep Score: -9607001.000000 Penalty: 13097.270508 Iteration 23Q: 3 clusters Score -9607001 nChanged 1012 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35470 members Mstep: Class 2 contains 8517 members Entering Unmasked Estep Score: -9607591.000000 Penalty: 13097.270508 Iteration 24Q: 3 clusters Score -9607591 nChanged 947 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36411 members Mstep: Class 2 contains 7576 members Entering Unmasked Estep Score: -9608152.000000 Penalty: 13097.270508 Iteration 25Q: 3 clusters Score -9608152 nChanged 893 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37294 members Mstep: Class 2 contains 6693 members Entering Unmasked Estep Score: -9608787.000000 Penalty: 13097.270508 Iteration 26Q: 3 clusters Score -9608787 nChanged 834 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38120 members Mstep: Class 2 contains 5867 members Entering Unmasked Estep Score: -9609369.000000 Penalty: 13097.270508 Iteration 27Q: 3 clusters Score -9609369 nChanged 673 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38787 members Mstep: Class 2 contains 5200 members Entering Unmasked Estep Score: -9609780.000000 Penalty: 13097.270508 Iteration 28Q: 3 clusters Score -9609780 nChanged 523 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39304 members Mstep: Class 2 contains 4683 members Entering Unmasked Estep Score: -9610117.000000 Penalty: 13097.270508 Iteration 29Q: 3 clusters Score -9610117 nChanged 378 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39672 members Mstep: Class 2 contains 4315 members Entering Unmasked Estep Score: -9610369.000000 Penalty: 13097.270508 Iteration 30Q: 3 clusters Score -9610369 nChanged 287 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39951 members Mstep: Class 2 contains 4036 members Entering Unmasked Estep Score: -9610508.000000 Penalty: 13097.270508 Iteration 31Q: 3 clusters Score -9610508 nChanged 220 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40169 members Mstep: Class 2 contains 3818 members Entering Unmasked Estep Score: -9610622.000000 Penalty: 13097.270508 Iteration 32Q: 3 clusters Score -9610622 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40321 members Mstep: Class 2 contains 3666 members Entering Unmasked Estep Score: -9610681.000000 Penalty: 13097.270508 Iteration 33Q: 3 clusters Score -9610681 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40438 members Mstep: Class 2 contains 3549 members Entering Unmasked Estep Score: -9610733.000000 Penalty: 13097.270508 Iteration 34Q: 3 clusters Score -9610733 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40525 members Mstep: Class 2 contains 3462 members Entering Unmasked Estep Score: -9610785.000000 Penalty: 13097.270508 Iteration 35Q: 3 clusters Score -9610785 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40599 members Mstep: Class 2 contains 3388 members Entering Unmasked Estep Score: -9610786.000000 Penalty: 13097.270508 Iteration 36Q: 3 clusters Score -9610786 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40653 members Mstep: Class 2 contains 3334 members Entering Unmasked Estep Score: -9610815.000000 Penalty: 13097.270508 Iteration 37Q: 3 clusters Score -9610815 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40703 members Mstep: Class 2 contains 3284 members Entering Unmasked Estep Score: -9610865.000000 Penalty: 13097.270508 Iteration 38Q: 3 clusters Score -9610865 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40744 members Mstep: Class 2 contains 3243 members Entering Unmasked Estep Score: -9610876.000000 Penalty: 13097.270508 Iteration 39Q: 3 clusters Score -9610876 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40767 members Mstep: Class 2 contains 3220 members Entering Unmasked Estep Score: -9610886.000000 Penalty: 13097.270508 Iteration 40F: 3 clusters Score -9610886 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40785 members Mstep: Class 2 contains 3202 members Entering Unmasked Estep Score: -9610901.000000 Penalty: 13097.270508 Iteration 41Q: 3 clusters Score -9610901 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40792 members Mstep: Class 2 contains 3195 members Entering Unmasked Estep Score: -9610906.000000 Penalty: 13097.270508 Iteration 42Q: 3 clusters Score -9610906 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40805 members Mstep: Class 2 contains 3182 members Entering Unmasked Estep Score: -9610893.000000 Penalty: 13097.270508 Iteration 43Q: 3 clusters Score -9610893 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40816 members Mstep: Class 2 contains 3171 members Entering Unmasked Estep Score: -9610894.000000 Penalty: 13097.270508 Iteration 44Q: 3 clusters Score -9610894 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40825 members Mstep: Class 2 contains 3162 members Entering Unmasked Estep Score: -9610898.000000 Penalty: 13097.270508 Iteration 45Q: 3 clusters Score -9610898 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40832 members Mstep: Class 2 contains 3155 members Entering Unmasked Estep Score: -9610902.000000 Penalty: 13097.270508 Iteration 46Q: 3 clusters Score -9610902 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40842 members Mstep: Class 2 contains 3145 members Entering Unmasked Estep Score: -9610894.000000 Penalty: 13097.270508 Iteration 47Q: 3 clusters Score -9610894 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40845 members Mstep: Class 2 contains 3142 members Entering Unmasked Estep Score: -9610888.000000 Penalty: 13097.270508 Iteration 48Q: 3 clusters Score -9610888 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40847 members Mstep: Class 2 contains 3140 members Entering Unmasked Estep Score: -9610893.000000 Penalty: 13097.270508 Iteration 49Q: 3 clusters Score -9610893 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40850 members Mstep: Class 2 contains 3137 members Entering Unmasked Estep Score: -9610897.000000 Penalty: 13097.270508 Iteration 50Q: 3 clusters Score -9610897 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40852 members Mstep: Class 2 contains 3135 members Entering Unmasked Estep Score: -9610899.000000 Penalty: 13097.270508 Iteration 51Q: 3 clusters Score -9610899 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40854 members Mstep: Class 2 contains 3133 members Entering Unmasked Estep Score: -9610906.000000 Penalty: 13097.270508 Iteration 52Q: 3 clusters Score -9610906 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40856 members Mstep: Class 2 contains 3131 members Entering Unmasked Estep Score: -9610909.000000 Penalty: 13097.270508 Iteration 53Q: 3 clusters Score -9610909 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40856 members Mstep: Class 2 contains 3131 members Entering Unmasked Estep Score: -9610909.000000 Penalty: 13097.270508 Iteration 54F: 3 clusters Score -9610909 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (843 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 843 members Entering Unmasked Estep Score: -160877.734375 Penalty: 4126.392578 Iteration 0F: 2 clusters Score -160877.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 398 members Mstep: Class 2 contains 445 members Entering Unmasked Estep Score: -157119.500000 Penalty: 8252.785156 Iteration 0F: 3 clusters Score -157119.5 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 406 members Mstep: Class 2 contains 437 members Entering Unmasked Estep Score: -157538.093750 Penalty: 8252.785156 Iteration 1F: 3 clusters Score -157538.1 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 413 members Mstep: Class 2 contains 430 members Entering Unmasked Estep Score: -157634.781250 Penalty: 8252.785156 Iteration 2Q: 3 clusters Score -157634.8 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 423 members Mstep: Class 2 contains 420 members Entering Unmasked Estep Score: -157698.609375 Penalty: 8252.785156 Iteration 3Q: 3 clusters Score -157698.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 430 members Mstep: Class 2 contains 413 members Entering Unmasked Estep Score: -157741.984375 Penalty: 8252.785156 Iteration 4Q: 3 clusters Score -157742 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 438 members Mstep: Class 2 contains 405 members Entering Unmasked Estep Score: -157764.890625 Penalty: 8252.785156 Iteration 5Q: 3 clusters Score -157764.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 443 members Mstep: Class 2 contains 400 members Entering Unmasked Estep Score: -157779.265625 Penalty: 8252.785156 Iteration 6Q: 3 clusters Score -157779.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 449 members Mstep: Class 2 contains 394 members Entering Unmasked Estep Score: -157792.812500 Penalty: 8252.785156 Iteration 7Q: 3 clusters Score -157792.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 452 members Mstep: Class 2 contains 391 members Entering Unmasked Estep Score: -157824.718750 Penalty: 8252.785156 Iteration 8Q: 3 clusters Score -157824.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 457 members Mstep: Class 2 contains 386 members Entering Unmasked Estep Score: -157900.343750 Penalty: 8252.785156 Iteration 9Q: 3 clusters Score -157900.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 458 members Mstep: Class 2 contains 385 members Entering Unmasked Estep Score: -157944.000000 Penalty: 8252.785156 Iteration 10Q: 3 clusters Score -157944 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 466 members Mstep: Class 2 contains 377 members Entering Unmasked Estep Score: -158032.437500 Penalty: 8252.785156 Iteration 11Q: 3 clusters Score -158032.4 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 480 members Mstep: Class 2 contains 363 members Entering Unmasked Estep Score: -158119.578125 Penalty: 8252.785156 Iteration 12Q: 3 clusters Score -158119.6 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 495 members Mstep: Class 2 contains 348 members Entering Unmasked Estep Score: -158229.234375 Penalty: 8252.785156 Iteration 13Q: 3 clusters Score -158229.2 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 334 members Entering Unmasked Estep Score: -158289.687500 Penalty: 8252.785156 Iteration 14Q: 3 clusters Score -158289.7 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 322 members Entering Unmasked Estep Score: -158354.906250 Penalty: 8252.785156 Iteration 15Q: 3 clusters Score -158354.9 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 533 members Mstep: Class 2 contains 310 members Entering Unmasked Estep Score: -158407.578125 Penalty: 8252.785156 Iteration 16Q: 3 clusters Score -158407.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 542 members Mstep: Class 2 contains 301 members Entering Unmasked Estep Score: -158463.765625 Penalty: 8252.785156 Iteration 17Q: 3 clusters Score -158463.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 544 members Mstep: Class 2 contains 299 members Entering Unmasked Estep Score: -158575.296875 Penalty: 8252.785156 Iteration 18Q: 3 clusters Score -158575.3 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 548 members Mstep: Class 2 contains 295 members Entering Unmasked Estep Score: -158633.437500 Penalty: 8252.785156 Iteration 19Q: 3 clusters Score -158633.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 553 members Mstep: Class 2 contains 290 members Entering Unmasked Estep Score: -158677.718750 Penalty: 8252.785156 Iteration 20F: 3 clusters Score -158677.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 559 members Mstep: Class 2 contains 284 members Entering Unmasked Estep Score: -158730.437500 Penalty: 8252.785156 Iteration 21Q: 3 clusters Score -158730.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 566 members Mstep: Class 2 contains 277 members Entering Unmasked Estep Score: -158774.156250 Penalty: 8252.785156 Iteration 22Q: 3 clusters Score -158774.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 572 members Mstep: Class 2 contains 271 members Entering Unmasked Estep Score: -158795.984375 Penalty: 8252.785156 Iteration 23Q: 3 clusters Score -158796 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 574 members Mstep: Class 2 contains 269 members Entering Unmasked Estep Score: -158801.500000 Penalty: 8252.785156 Iteration 24Q: 3 clusters Score -158801.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 576 members Mstep: Class 2 contains 267 members Entering Unmasked Estep Score: -158815.578125 Penalty: 8252.785156 Iteration 25Q: 3 clusters Score -158815.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 579 members Mstep: Class 2 contains 264 members Entering Unmasked Estep Score: -158823.890625 Penalty: 8252.785156 Iteration 26Q: 3 clusters Score -158823.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 585 members Mstep: Class 2 contains 258 members Entering Unmasked Estep Score: -158846.062500 Penalty: 8252.785156 Iteration 27Q: 3 clusters Score -158846.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 591 members Mstep: Class 2 contains 252 members Entering Unmasked Estep Score: -158878.093750 Penalty: 8252.785156 Iteration 28Q: 3 clusters Score -158878.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 597 members Mstep: Class 2 contains 246 members Entering Unmasked Estep Score: -158899.312500 Penalty: 8252.785156 Iteration 29Q: 3 clusters Score -158899.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 601 members Mstep: Class 2 contains 242 members Entering Unmasked Estep Score: -158912.218750 Penalty: 8252.785156 Iteration 30Q: 3 clusters Score -158912.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 608 members Mstep: Class 2 contains 235 members Entering Unmasked Estep Score: -158951.140625 Penalty: 8252.785156 Iteration 31Q: 3 clusters Score -158951.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 614 members Mstep: Class 2 contains 229 members Entering Unmasked Estep Score: -158977.203125 Penalty: 8252.785156 Iteration 32Q: 3 clusters Score -158977.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 616 members Mstep: Class 2 contains 227 members Entering Unmasked Estep Score: -158982.140625 Penalty: 8252.785156 Iteration 33Q: 3 clusters Score -158982.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 616 members Mstep: Class 2 contains 227 members Entering Unmasked Estep Score: -158982.140625 Penalty: 8252.785156 Iteration 34F: 3 clusters Score -158982.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (158029 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 158029 members Entering Unmasked Estep Score: -34695148.000000 Penalty: 7331.951660 Iteration 0F: 2 clusters Score -3.469515e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 79255 members Mstep: Class 2 contains 78774 members Entering Unmasked Estep Score: -34588284.000000 Penalty: 14663.903320 Iteration 0F: 3 clusters Score -3.458828e+07 nChanged 73721 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81868 members Mstep: Class 2 contains 76161 members Entering Unmasked Estep Score: -34629340.000000 Penalty: 14663.903320 Iteration 1F: 3 clusters Score -3.462934e+07 nChanged 5391 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 83567 members Mstep: Class 2 contains 74462 members Entering Unmasked Estep Score: -34630444.000000 Penalty: 14663.903320 Iteration 2Q: 3 clusters Score -3.463044e+07 nChanged 5340 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 86067 members Mstep: Class 2 contains 71962 members Entering Unmasked Estep Score: -34631792.000000 Penalty: 14663.903320 Iteration 3Q: 3 clusters Score -3.463179e+07 nChanged 5674 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 89805 members Mstep: Class 2 contains 68224 members Entering Unmasked Estep Score: -34633564.000000 Penalty: 14663.903320 Iteration 4Q: 3 clusters Score -3.463356e+07 nChanged 6675 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95286 members Mstep: Class 2 contains 62743 members Entering Unmasked Estep Score: -34636600.000000 Penalty: 14663.903320 Iteration 5Q: 3 clusters Score -3.46366e+07 nChanged 8579 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 103195 members Mstep: Class 2 contains 54834 members Entering Unmasked Estep Score: -34640948.000000 Penalty: 14663.903320 Iteration 6F: 3 clusters Score -3.464095e+07 nChanged 11008 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 113863 members Mstep: Class 2 contains 44166 members Entering Unmasked Estep Score: -34648592.000000 Penalty: 14663.903320 Iteration 7F: 3 clusters Score -3.464859e+07 nChanged 12897 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 126578 members Mstep: Class 2 contains 31451 members Entering Unmasked Estep Score: -34659196.000000 Penalty: 14663.903320 Iteration 8F: 3 clusters Score -3.46592e+07 nChanged 12530 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139030 members Mstep: Class 2 contains 18999 members Entering Unmasked Estep Score: -34671092.000000 Penalty: 14663.903320 Iteration 9F: 3 clusters Score -3.467109e+07 nChanged 9383 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 148365 members Mstep: Class 2 contains 9664 members Entering Unmasked Estep Score: -34680232.000000 Penalty: 14663.903320 Iteration 10F: 3 clusters Score -3.468023e+07 nChanged 5212 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 153561 members Mstep: Class 2 contains 4468 members Entering Unmasked Estep Score: -34685204.000000 Penalty: 14663.903320 Iteration 11Q: 3 clusters Score -3.46852e+07 nChanged 2303 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 155822 members Mstep: Class 2 contains 2207 members Entering Unmasked Estep Score: -34687324.000000 Penalty: 14663.903320 Iteration 12Q: 3 clusters Score -3.468732e+07 nChanged 841 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 156613 members Mstep: Class 2 contains 1416 members Entering Unmasked Estep Score: -34688128.000000 Penalty: 14663.903320 Iteration 13Q: 3 clusters Score -3.468813e+07 nChanged 359 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 156938 members Mstep: Class 2 contains 1091 members Entering Unmasked Estep Score: -34688520.000000 Penalty: 14663.903320 Iteration 14Q: 3 clusters Score -3.468852e+07 nChanged 192 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 157100 members Mstep: Class 2 contains 929 members Entering Unmasked Estep Score: -34688680.000000 Penalty: 14663.903320 Iteration 15Q: 3 clusters Score -3.468868e+07 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 157177 members Mstep: Class 2 contains 852 members Entering Unmasked Estep Score: -34688816.000000 Penalty: 14663.903320 Iteration 16Q: 3 clusters Score -3.468882e+07 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 157218 members Mstep: Class 2 contains 811 members Entering Unmasked Estep Score: -34688868.000000 Penalty: 14663.903320 Iteration 17Q: 3 clusters Score -3.468887e+07 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 157239 members Mstep: Class 2 contains 790 members Entering Unmasked Estep Score: -34688864.000000 Penalty: 14663.903320 Iteration 18Q: 3 clusters Score -3.468886e+07 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 157257 members Mstep: Class 2 contains 772 members Entering Unmasked Estep Score: -34688932.000000 Penalty: 14663.903320 Iteration 19Q: 3 clusters Score -3.468893e+07 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 157267 members Mstep: Class 2 contains 762 members Entering Unmasked Estep Score: -34688912.000000 Penalty: 14663.903320 Iteration 20F: 3 clusters Score -3.468891e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 157273 members Mstep: Class 2 contains 756 members Entering Unmasked Estep Score: -34688916.000000 Penalty: 14663.903320 Iteration 21Q: 3 clusters Score -3.468892e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 157281 members Mstep: Class 2 contains 748 members Entering Unmasked Estep Score: -34688940.000000 Penalty: 14663.903320 Iteration 22Q: 3 clusters Score -3.468894e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 157284 members Mstep: Class 2 contains 745 members Entering Unmasked Estep Score: -34688956.000000 Penalty: 14663.903320 Iteration 23Q: 3 clusters Score -3.468896e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 157296 members Mstep: Class 2 contains 733 members Entering Unmasked Estep Score: -34688984.000000 Penalty: 14663.903320 Iteration 24Q: 3 clusters Score -3.468898e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 157305 members Mstep: Class 2 contains 724 members Entering Unmasked Estep Score: -34688980.000000 Penalty: 14663.903320 Iteration 25Q: 3 clusters Score -3.468898e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 157309 members Mstep: Class 2 contains 720 members Entering Unmasked Estep Score: -34689012.000000 Penalty: 14663.903320 Iteration 26Q: 3 clusters Score -3.468901e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 157314 members Mstep: Class 2 contains 715 members Entering Unmasked Estep Score: -34689032.000000 Penalty: 14663.903320 Iteration 27Q: 3 clusters Score -3.468903e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 157312 members Mstep: Class 2 contains 717 members Entering Unmasked Estep Score: -34689032.000000 Penalty: 14663.903320 Iteration 28Q: 3 clusters Score -3.468903e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 157313 members Mstep: Class 2 contains 716 members Entering Unmasked Estep Score: -34689044.000000 Penalty: 14663.903320 Iteration 29Q: 3 clusters Score -3.468904e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 157314 members Mstep: Class 2 contains 715 members Entering Unmasked Estep Score: -34689044.000000 Penalty: 14663.903320 Iteration 30Q: 3 clusters Score -3.468904e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 157314 members Mstep: Class 2 contains 715 members Entering Unmasked Estep Score: -34689044.000000 Penalty: 14663.903320 Iteration 31F: 3 clusters Score -3.468904e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (18994 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18994 members Entering Unmasked Estep Score: -4015919.250000 Penalty: 6034.275391 Iteration 0F: 2 clusters Score -4015919 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9499 members Mstep: Class 2 contains 9495 members Entering Unmasked Estep Score: -3999995.750000 Penalty: 12068.550781 Iteration 0F: 3 clusters Score -3999996 nChanged 7665 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9546 members Mstep: Class 2 contains 9448 members Entering Unmasked Estep Score: -4004151.500000 Penalty: 12068.550781 Iteration 1F: 3 clusters Score -4004152 nChanged 1294 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9648 members Mstep: Class 2 contains 9346 members Entering Unmasked Estep Score: -4004797.250000 Penalty: 12068.550781 Iteration 2F: 3 clusters Score -4004797 nChanged 881 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9787 members Mstep: Class 2 contains 9207 members Entering Unmasked Estep Score: -4005219.000000 Penalty: 12068.550781 Iteration 3Q: 3 clusters Score -4005219 nChanged 743 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9968 members Mstep: Class 2 contains 9026 members Entering Unmasked Estep Score: -4005550.750000 Penalty: 12068.550781 Iteration 4Q: 3 clusters Score -4005551 nChanged 607 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10185 members Mstep: Class 2 contains 8809 members Entering Unmasked Estep Score: -4005825.250000 Penalty: 12068.550781 Iteration 5Q: 3 clusters Score -4005825 nChanged 554 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10367 members Mstep: Class 2 contains 8627 members Entering Unmasked Estep Score: -4006049.250000 Penalty: 12068.550781 Iteration 6Q: 3 clusters Score -4006049 nChanged 470 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10553 members Mstep: Class 2 contains 8441 members Entering Unmasked Estep Score: -4006233.000000 Penalty: 12068.550781 Iteration 7Q: 3 clusters Score -4006233 nChanged 448 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10775 members Mstep: Class 2 contains 8219 members Entering Unmasked Estep Score: -4006399.000000 Penalty: 12068.550781 Iteration 8Q: 3 clusters Score -4006399 nChanged 412 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11031 members Mstep: Class 2 contains 7963 members Entering Unmasked Estep Score: -4006547.000000 Penalty: 12068.550781 Iteration 9Q: 3 clusters Score -4006547 nChanged 391 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11302 members Mstep: Class 2 contains 7692 members Entering Unmasked Estep Score: -4006710.250000 Penalty: 12068.550781 Iteration 10Q: 3 clusters Score -4006710 nChanged 450 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11626 members Mstep: Class 2 contains 7368 members Entering Unmasked Estep Score: -4006913.000000 Penalty: 12068.550781 Iteration 11Q: 3 clusters Score -4006913 nChanged 467 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12005 members Mstep: Class 2 contains 6989 members Entering Unmasked Estep Score: -4007121.250000 Penalty: 12068.550781 Iteration 12Q: 3 clusters Score -4007121 nChanged 499 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12436 members Mstep: Class 2 contains 6558 members Entering Unmasked Estep Score: -4007354.000000 Penalty: 12068.550781 Iteration 13Q: 3 clusters Score -4007354 nChanged 517 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12881 members Mstep: Class 2 contains 6113 members Entering Unmasked Estep Score: -4007631.000000 Penalty: 12068.550781 Iteration 14Q: 3 clusters Score -4007631 nChanged 549 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13384 members Mstep: Class 2 contains 5610 members Entering Unmasked Estep Score: -4007936.250000 Penalty: 12068.550781 Iteration 15Q: 3 clusters Score -4007936 nChanged 564 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13900 members Mstep: Class 2 contains 5094 members Entering Unmasked Estep Score: -4008283.500000 Penalty: 12068.550781 Iteration 16Q: 3 clusters Score -4008284 nChanged 552 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14414 members Mstep: Class 2 contains 4580 members Entering Unmasked Estep Score: -4008629.250000 Penalty: 12068.550781 Iteration 17Q: 3 clusters Score -4008629 nChanged 556 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14936 members Mstep: Class 2 contains 4058 members Entering Unmasked Estep Score: -4008989.750000 Penalty: 12068.550781 Iteration 18Q: 3 clusters Score -4008990 nChanged 501 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15393 members Mstep: Class 2 contains 3601 members Entering Unmasked Estep Score: -4009322.500000 Penalty: 12068.550781 Iteration 19Q: 3 clusters Score -4009322 nChanged 466 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15831 members Mstep: Class 2 contains 3163 members Entering Unmasked Estep Score: -4009641.250000 Penalty: 12068.550781 Iteration 20F: 3 clusters Score -4009641 nChanged 414 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16213 members Mstep: Class 2 contains 2781 members Entering Unmasked Estep Score: -4009899.000000 Penalty: 12068.550781 Iteration 21Q: 3 clusters Score -4009899 nChanged 311 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16504 members Mstep: Class 2 contains 2490 members Entering Unmasked Estep Score: -4010108.000000 Penalty: 12068.550781 Iteration 22Q: 3 clusters Score -4010108 nChanged 253 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16737 members Mstep: Class 2 contains 2257 members Entering Unmasked Estep Score: -4010297.000000 Penalty: 12068.550781 Iteration 23Q: 3 clusters Score -4010297 nChanged 224 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16943 members Mstep: Class 2 contains 2051 members Entering Unmasked Estep Score: -4010450.000000 Penalty: 12068.550781 Iteration 24Q: 3 clusters Score -4010450 nChanged 204 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17123 members Mstep: Class 2 contains 1871 members Entering Unmasked Estep Score: -4010596.000000 Penalty: 12068.550781 Iteration 25Q: 3 clusters Score -4010596 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17229 members Mstep: Class 2 contains 1765 members Entering Unmasked Estep Score: -4010672.250000 Penalty: 12068.550781 Iteration 26Q: 3 clusters Score -4010672 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17308 members Mstep: Class 2 contains 1686 members Entering Unmasked Estep Score: -4010746.250000 Penalty: 12068.550781 Iteration 27Q: 3 clusters Score -4010746 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17363 members Mstep: Class 2 contains 1631 members Entering Unmasked Estep Score: -4010804.750000 Penalty: 12068.550781 Iteration 28Q: 3 clusters Score -4010805 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17419 members Mstep: Class 2 contains 1575 members Entering Unmasked Estep Score: -4010858.250000 Penalty: 12068.550781 Iteration 29Q: 3 clusters Score -4010858 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17462 members Mstep: Class 2 contains 1532 members Entering Unmasked Estep Score: -4010905.000000 Penalty: 12068.550781 Iteration 30Q: 3 clusters Score -4010905 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17506 members Mstep: Class 2 contains 1488 members Entering Unmasked Estep Score: -4010941.000000 Penalty: 12068.550781 Iteration 31Q: 3 clusters Score -4010941 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17533 members Mstep: Class 2 contains 1461 members Entering Unmasked Estep Score: -4010964.250000 Penalty: 12068.550781 Iteration 32Q: 3 clusters Score -4010964 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17562 members Mstep: Class 2 contains 1432 members Entering Unmasked Estep Score: -4010987.500000 Penalty: 12068.550781 Iteration 33Q: 3 clusters Score -4010988 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17588 members Mstep: Class 2 contains 1406 members Entering Unmasked Estep Score: -4011006.750000 Penalty: 12068.550781 Iteration 34Q: 3 clusters Score -4011007 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17606 members Mstep: Class 2 contains 1388 members Entering Unmasked Estep Score: -4011023.250000 Penalty: 12068.550781 Iteration 35Q: 3 clusters Score -4011023 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17619 members Mstep: Class 2 contains 1375 members Entering Unmasked Estep Score: -4011032.250000 Penalty: 12068.550781 Iteration 36Q: 3 clusters Score -4011032 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17623 members Mstep: Class 2 contains 1371 members Entering Unmasked Estep Score: -4011050.750000 Penalty: 12068.550781 Iteration 37Q: 3 clusters Score -4011051 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17631 members Mstep: Class 2 contains 1363 members Entering Unmasked Estep Score: -4011058.500000 Penalty: 12068.550781 Iteration 38Q: 3 clusters Score -4011058 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17638 members Mstep: Class 2 contains 1356 members Entering Unmasked Estep Score: -4011065.000000 Penalty: 12068.550781 Iteration 39Q: 3 clusters Score -4011065 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17641 members Mstep: Class 2 contains 1353 members Entering Unmasked Estep Score: -4011066.000000 Penalty: 12068.550781 Iteration 40F: 3 clusters Score -4011066 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17647 members Mstep: Class 2 contains 1347 members Entering Unmasked Estep Score: -4011063.500000 Penalty: 12068.550781 Iteration 41Q: 3 clusters Score -4011064 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17653 members Mstep: Class 2 contains 1341 members Entering Unmasked Estep Score: -4011077.250000 Penalty: 12068.550781 Iteration 42Q: 3 clusters Score -4011077 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17658 members Mstep: Class 2 contains 1336 members Entering Unmasked Estep Score: -4011078.750000 Penalty: 12068.550781 Iteration 43Q: 3 clusters Score -4011079 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17658 members Mstep: Class 2 contains 1336 members Entering Unmasked Estep Score: -4011086.750000 Penalty: 12068.550781 Iteration 44Q: 3 clusters Score -4011087 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17659 members Mstep: Class 2 contains 1335 members Entering Unmasked Estep Score: -4011087.250000 Penalty: 12068.550781 Iteration 45Q: 3 clusters Score -4011087 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17659 members Mstep: Class 2 contains 1335 members Entering Unmasked Estep Score: -4011087.250000 Penalty: 12068.550781 Iteration 46F: 3 clusters Score -4011087 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (490 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 490 members Entering Unmasked Estep Score: -92731.945312 Penalty: 3794.073486 Iteration 0F: 2 clusters Score -92731.95 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 224 members Mstep: Class 2 contains 266 members Entering Unmasked Estep Score: -89428.859375 Penalty: 7588.146973 Iteration 0F: 3 clusters Score -89428.86 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 225 members Mstep: Class 2 contains 265 members Entering Unmasked Estep Score: -89700.281250 Penalty: 7588.146973 Iteration 1F: 3 clusters Score -89700.28 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 225 members Mstep: Class 2 contains 265 members Entering Unmasked Estep Score: -89841.054688 Penalty: 7588.146973 Iteration 2Q: 3 clusters Score -89841.05 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 226 members Mstep: Class 2 contains 264 members Entering Unmasked Estep Score: -89881.515625 Penalty: 7588.146973 Iteration 3Q: 3 clusters Score -89881.52 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 226 members Mstep: Class 2 contains 264 members Entering Unmasked Estep Score: -89901.132812 Penalty: 7588.146973 Iteration 4Q: 3 clusters Score -89901.13 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 224 members Mstep: Class 2 contains 266 members Entering Unmasked Estep Score: -89909.031250 Penalty: 7588.146973 Iteration 5Q: 3 clusters Score -89909.03 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 224 members Mstep: Class 2 contains 266 members Entering Unmasked Estep Score: -89919.726562 Penalty: 7588.146973 Iteration 6Q: 3 clusters Score -89919.73 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 225 members Mstep: Class 2 contains 265 members Entering Unmasked Estep Score: -89927.328125 Penalty: 7588.146973 Iteration 7Q: 3 clusters Score -89927.33 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 225 members Mstep: Class 2 contains 265 members Entering Unmasked Estep Score: -89948.148438 Penalty: 7588.146973 Iteration 8Q: 3 clusters Score -89948.15 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 223 members Mstep: Class 2 contains 267 members Entering Unmasked Estep Score: -89957.351562 Penalty: 7588.146973 Iteration 9Q: 3 clusters Score -89957.35 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 223 members Mstep: Class 2 contains 267 members Entering Unmasked Estep Score: -89962.757812 Penalty: 7588.146973 Iteration 10Q: 3 clusters Score -89962.76 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 223 members Mstep: Class 2 contains 267 members Entering Unmasked Estep Score: -89962.757812 Penalty: 7588.146973 Iteration 11F: 3 clusters Score -89962.76 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (15749 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15749 members Entering Unmasked Estep Score: -3454252.000000 Penalty: 5919.525879 Iteration 0F: 2 clusters Score -3454252 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7955 members Mstep: Class 2 contains 7794 members Entering Unmasked Estep Score: -3440432.000000 Penalty: 11839.051758 Iteration 0F: 3 clusters Score -3440432 nChanged 6214 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8089 members Mstep: Class 2 contains 7660 members Entering Unmasked Estep Score: -3443834.250000 Penalty: 11839.051758 Iteration 1F: 3 clusters Score -3443834 nChanged 1106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8165 members Mstep: Class 2 contains 7584 members Entering Unmasked Estep Score: -3444468.750000 Penalty: 11839.051758 Iteration 2F: 3 clusters Score -3444469 nChanged 855 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8268 members Mstep: Class 2 contains 7481 members Entering Unmasked Estep Score: -3444997.750000 Penalty: 11839.051758 Iteration 3F: 3 clusters Score -3444998 nChanged 704 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8354 members Mstep: Class 2 contains 7395 members Entering Unmasked Estep Score: -3445448.750000 Penalty: 11839.051758 Iteration 4Q: 3 clusters Score -3445449 nChanged 599 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8447 members Mstep: Class 2 contains 7302 members Entering Unmasked Estep Score: -3445825.500000 Penalty: 11839.051758 Iteration 5Q: 3 clusters Score -3445826 nChanged 543 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8516 members Mstep: Class 2 contains 7233 members Entering Unmasked Estep Score: -3446176.750000 Penalty: 11839.051758 Iteration 6Q: 3 clusters Score -3446177 nChanged 519 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8571 members Mstep: Class 2 contains 7178 members Entering Unmasked Estep Score: -3446510.000000 Penalty: 11839.051758 Iteration 7Q: 3 clusters Score -3446510 nChanged 491 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8606 members Mstep: Class 2 contains 7143 members Entering Unmasked Estep Score: -3446794.250000 Penalty: 11839.051758 Iteration 8Q: 3 clusters Score -3446794 nChanged 455 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8593 members Mstep: Class 2 contains 7156 members Entering Unmasked Estep Score: -3447006.250000 Penalty: 11839.051758 Iteration 9Q: 3 clusters Score -3447006 nChanged 373 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8526 members Mstep: Class 2 contains 7223 members Entering Unmasked Estep Score: -3447168.500000 Penalty: 11839.051758 Iteration 10Q: 3 clusters Score -3447168 nChanged 317 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8447 members Mstep: Class 2 contains 7302 members Entering Unmasked Estep Score: -3447277.000000 Penalty: 11839.051758 Iteration 11Q: 3 clusters Score -3447277 nChanged 267 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8376 members Mstep: Class 2 contains 7373 members Entering Unmasked Estep Score: -3447382.250000 Penalty: 11839.051758 Iteration 12Q: 3 clusters Score -3447382 nChanged 217 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8309 members Mstep: Class 2 contains 7440 members Entering Unmasked Estep Score: -3447453.250000 Penalty: 11839.051758 Iteration 13Q: 3 clusters Score -3447453 nChanged 221 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8226 members Mstep: Class 2 contains 7523 members Entering Unmasked Estep Score: -3447520.750000 Penalty: 11839.051758 Iteration 14Q: 3 clusters Score -3447521 nChanged 213 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8121 members Mstep: Class 2 contains 7628 members Entering Unmasked Estep Score: -3447589.000000 Penalty: 11839.051758 Iteration 15Q: 3 clusters Score -3447589 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8031 members Mstep: Class 2 contains 7718 members Entering Unmasked Estep Score: -3447660.500000 Penalty: 11839.051758 Iteration 16Q: 3 clusters Score -3447660 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7913 members Mstep: Class 2 contains 7836 members Entering Unmasked Estep Score: -3447729.750000 Penalty: 11839.051758 Iteration 17Q: 3 clusters Score -3447730 nChanged 180 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7809 members Mstep: Class 2 contains 7940 members Entering Unmasked Estep Score: -3447789.750000 Penalty: 11839.051758 Iteration 18Q: 3 clusters Score -3447790 nChanged 188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7693 members Mstep: Class 2 contains 8056 members Entering Unmasked Estep Score: -3447853.000000 Penalty: 11839.051758 Iteration 19Q: 3 clusters Score -3447853 nChanged 207 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7540 members Mstep: Class 2 contains 8209 members Entering Unmasked Estep Score: -3447939.250000 Penalty: 11839.051758 Iteration 20F: 3 clusters Score -3447939 nChanged 223 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7357 members Mstep: Class 2 contains 8392 members Entering Unmasked Estep Score: -3448025.250000 Penalty: 11839.051758 Iteration 21Q: 3 clusters Score -3448025 nChanged 242 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7173 members Mstep: Class 2 contains 8576 members Entering Unmasked Estep Score: -3448148.250000 Penalty: 11839.051758 Iteration 22Q: 3 clusters Score -3448148 nChanged 245 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6972 members Mstep: Class 2 contains 8777 members Entering Unmasked Estep Score: -3448252.750000 Penalty: 11839.051758 Iteration 23Q: 3 clusters Score -3448253 nChanged 280 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6728 members Mstep: Class 2 contains 9021 members Entering Unmasked Estep Score: -3448409.250000 Penalty: 11839.051758 Iteration 24Q: 3 clusters Score -3448409 nChanged 338 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6438 members Mstep: Class 2 contains 9311 members Entering Unmasked Estep Score: -3448591.250000 Penalty: 11839.051758 Iteration 25Q: 3 clusters Score -3448591 nChanged 354 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6122 members Mstep: Class 2 contains 9627 members Entering Unmasked Estep Score: -3448823.000000 Penalty: 11839.051758 Iteration 26Q: 3 clusters Score -3448823 nChanged 390 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5812 members Mstep: Class 2 contains 9937 members Entering Unmasked Estep Score: -3449092.750000 Penalty: 11839.051758 Iteration 27Q: 3 clusters Score -3449093 nChanged 420 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5502 members Mstep: Class 2 contains 10247 members Entering Unmasked Estep Score: -3449417.750000 Penalty: 11839.051758 Iteration 28Q: 3 clusters Score -3449418 nChanged 462 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5218 members Mstep: Class 2 contains 10531 members Entering Unmasked Estep Score: -3450005.250000 Penalty: 11839.051758 Iteration 29Q: 3 clusters Score -3450005 nChanged 567 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4915 members Mstep: Class 2 contains 10834 members Entering Unmasked Estep Score: -3450744.250000 Penalty: 11839.051758 Iteration 30Q: 3 clusters Score -3450744 nChanged 617 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4574 members Mstep: Class 2 contains 11175 members Entering Unmasked Estep Score: -3451394.000000 Penalty: 11839.051758 Iteration 31Q: 3 clusters Score -3451394 nChanged 505 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4249 members Mstep: Class 2 contains 11500 members Entering Unmasked Estep Score: -3451859.750000 Penalty: 11839.051758 Iteration 32Q: 3 clusters Score -3451860 nChanged 361 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3972 members Mstep: Class 2 contains 11777 members Entering Unmasked Estep Score: -3452246.750000 Penalty: 11839.051758 Iteration 33Q: 3 clusters Score -3452247 nChanged 271 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3731 members Mstep: Class 2 contains 12018 members Entering Unmasked Estep Score: -3452525.500000 Penalty: 11839.051758 Iteration 34Q: 3 clusters Score -3452526 nChanged 209 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3534 members Mstep: Class 2 contains 12215 members Entering Unmasked Estep Score: -3452745.000000 Penalty: 11839.051758 Iteration 35Q: 3 clusters Score -3452745 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3377 members Mstep: Class 2 contains 12372 members Entering Unmasked Estep Score: -3452912.750000 Penalty: 11839.051758 Iteration 36Q: 3 clusters Score -3452913 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3275 members Mstep: Class 2 contains 12474 members Entering Unmasked Estep Score: -3452965.500000 Penalty: 11839.051758 Iteration 37Q: 3 clusters Score -3452966 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3205 members Mstep: Class 2 contains 12544 members Entering Unmasked Estep Score: -3452997.750000 Penalty: 11839.051758 Iteration 38Q: 3 clusters Score -3452998 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3171 members Mstep: Class 2 contains 12578 members Entering Unmasked Estep Score: -3453021.750000 Penalty: 11839.051758 Iteration 39Q: 3 clusters Score -3453022 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3144 members Mstep: Class 2 contains 12605 members Entering Unmasked Estep Score: -3453041.500000 Penalty: 11839.051758 Iteration 40F: 3 clusters Score -3453042 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3122 members Mstep: Class 2 contains 12627 members Entering Unmasked Estep Score: -3453048.000000 Penalty: 11839.051758 Iteration 41Q: 3 clusters Score -3453048 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3103 members Mstep: Class 2 contains 12646 members Entering Unmasked Estep Score: -3453057.250000 Penalty: 11839.051758 Iteration 42Q: 3 clusters Score -3453057 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3090 members Mstep: Class 2 contains 12659 members Entering Unmasked Estep Score: -3453064.000000 Penalty: 11839.051758 Iteration 43Q: 3 clusters Score -3453064 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3082 members Mstep: Class 2 contains 12667 members Entering Unmasked Estep Score: -3453069.000000 Penalty: 11839.051758 Iteration 44Q: 3 clusters Score -3453069 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3072 members Mstep: Class 2 contains 12677 members Entering Unmasked Estep Score: -3453071.750000 Penalty: 11839.051758 Iteration 45Q: 3 clusters Score -3453072 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3063 members Mstep: Class 2 contains 12686 members Entering Unmasked Estep Score: -3453071.500000 Penalty: 11839.051758 Iteration 46Q: 3 clusters Score -3453072 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3052 members Mstep: Class 2 contains 12697 members Entering Unmasked Estep Score: -3453070.250000 Penalty: 11839.051758 Iteration 47Q: 3 clusters Score -3453070 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3045 members Mstep: Class 2 contains 12704 members Entering Unmasked Estep Score: -3453075.500000 Penalty: 11839.051758 Iteration 48Q: 3 clusters Score -3453076 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3036 members Mstep: Class 2 contains 12713 members Entering Unmasked Estep Score: -3453077.000000 Penalty: 11839.051758 Iteration 49Q: 3 clusters Score -3453077 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3033 members Mstep: Class 2 contains 12716 members Entering Unmasked Estep Score: -3453084.500000 Penalty: 11839.051758 Iteration 50Q: 3 clusters Score -3453084 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3031 members Mstep: Class 2 contains 12718 members Entering Unmasked Estep Score: -3453083.000000 Penalty: 11839.051758 Iteration 51Q: 3 clusters Score -3453083 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3030 members Mstep: Class 2 contains 12719 members Entering Unmasked Estep Score: -3453079.750000 Penalty: 11839.051758 Iteration 52Q: 3 clusters Score -3453080 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3030 members Mstep: Class 2 contains 12719 members Entering Unmasked Estep Score: -3453079.750000 Penalty: 11839.051758 Iteration 53F: 3 clusters Score -3453080 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (823 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 823 members Entering Unmasked Estep Score: -165385.953125 Penalty: 4111.686035 Iteration 0F: 2 clusters Score -165386 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 408 members Mstep: Class 2 contains 415 members Entering Unmasked Estep Score: -161556.484375 Penalty: 8223.372070 Iteration 0F: 3 clusters Score -161556.5 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 419 members Mstep: Class 2 contains 404 members Entering Unmasked Estep Score: -161844.515625 Penalty: 8223.372070 Iteration 1F: 3 clusters Score -161844.5 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 432 members Mstep: Class 2 contains 391 members Entering Unmasked Estep Score: -162002.968750 Penalty: 8223.372070 Iteration 2Q: 3 clusters Score -162003 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 443 members Mstep: Class 2 contains 380 members Entering Unmasked Estep Score: -162142.843750 Penalty: 8223.372070 Iteration 3Q: 3 clusters Score -162142.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 452 members Mstep: Class 2 contains 371 members Entering Unmasked Estep Score: -162294.546875 Penalty: 8223.372070 Iteration 4Q: 3 clusters Score -162294.5 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 468 members Mstep: Class 2 contains 355 members Entering Unmasked Estep Score: -162436.703125 Penalty: 8223.372070 Iteration 5Q: 3 clusters Score -162436.7 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 483 members Mstep: Class 2 contains 340 members Entering Unmasked Estep Score: -162548.593750 Penalty: 8223.372070 Iteration 6Q: 3 clusters Score -162548.6 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 495 members Mstep: Class 2 contains 328 members Entering Unmasked Estep Score: -162666.218750 Penalty: 8223.372070 Iteration 7Q: 3 clusters Score -162666.2 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 511 members Mstep: Class 2 contains 312 members Entering Unmasked Estep Score: -162758.203125 Penalty: 8223.372070 Iteration 8Q: 3 clusters Score -162758.2 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 511 members Mstep: Class 2 contains 312 members Entering Unmasked Estep Score: -162850.046875 Penalty: 8223.372070 Iteration 9Q: 3 clusters Score -162850 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 302 members Entering Unmasked Estep Score: -162932.828125 Penalty: 8223.372070 Iteration 10Q: 3 clusters Score -162932.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 522 members Mstep: Class 2 contains 301 members Entering Unmasked Estep Score: -163005.000000 Penalty: 8223.372070 Iteration 11Q: 3 clusters Score -163005 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 533 members Mstep: Class 2 contains 290 members Entering Unmasked Estep Score: -163090.171875 Penalty: 8223.372070 Iteration 12Q: 3 clusters Score -163090.2 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 541 members Mstep: Class 2 contains 282 members Entering Unmasked Estep Score: -163168.218750 Penalty: 8223.372070 Iteration 13Q: 3 clusters Score -163168.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 546 members Mstep: Class 2 contains 277 members Entering Unmasked Estep Score: -163224.015625 Penalty: 8223.372070 Iteration 14Q: 3 clusters Score -163224 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 547 members Mstep: Class 2 contains 276 members Entering Unmasked Estep Score: -163267.984375 Penalty: 8223.372070 Iteration 15Q: 3 clusters Score -163268 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 550 members Mstep: Class 2 contains 273 members Entering Unmasked Estep Score: -163294.859375 Penalty: 8223.372070 Iteration 16Q: 3 clusters Score -163294.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 551 members Mstep: Class 2 contains 272 members Entering Unmasked Estep Score: -163324.968750 Penalty: 8223.372070 Iteration 17Q: 3 clusters Score -163325 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 552 members Mstep: Class 2 contains 271 members Entering Unmasked Estep Score: -163352.718750 Penalty: 8223.372070 Iteration 18Q: 3 clusters Score -163352.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 554 members Mstep: Class 2 contains 269 members Entering Unmasked Estep Score: -163373.765625 Penalty: 8223.372070 Iteration 19Q: 3 clusters Score -163373.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 556 members Mstep: Class 2 contains 267 members Entering Unmasked Estep Score: -163382.093750 Penalty: 8223.372070 Iteration 20F: 3 clusters Score -163382.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 558 members Mstep: Class 2 contains 265 members Entering Unmasked Estep Score: -163388.343750 Penalty: 8223.372070 Iteration 21Q: 3 clusters Score -163388.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 558 members Mstep: Class 2 contains 265 members Entering Unmasked Estep Score: -163388.343750 Penalty: 8223.372070 Iteration 22F: 3 clusters Score -163388.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (6654 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6654 members Entering Unmasked Estep Score: -1424807.250000 Penalty: 5391.821289 Iteration 0F: 2 clusters Score -1424807 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3343 members Mstep: Class 2 contains 3311 members Entering Unmasked Estep Score: -1416712.875000 Penalty: 10783.642578 Iteration 0F: 3 clusters Score -1416713 nChanged 2230 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3353 members Mstep: Class 2 contains 3301 members Entering Unmasked Estep Score: -1418135.750000 Penalty: 10783.642578 Iteration 1F: 3 clusters Score -1418136 nChanged 478 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3369 members Mstep: Class 2 contains 3285 members Entering Unmasked Estep Score: -1418484.750000 Penalty: 10783.642578 Iteration 2F: 3 clusters Score -1418485 nChanged 288 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3379 members Mstep: Class 2 contains 3275 members Entering Unmasked Estep Score: -1418686.875000 Penalty: 10783.642578 Iteration 3Q: 3 clusters Score -1418687 nChanged 201 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3386 members Mstep: Class 2 contains 3268 members Entering Unmasked Estep Score: -1418813.125000 Penalty: 10783.642578 Iteration 4Q: 3 clusters Score -1418813 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3413 members Mstep: Class 2 contains 3241 members Entering Unmasked Estep Score: -1418894.500000 Penalty: 10783.642578 Iteration 5Q: 3 clusters Score -1418894 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3420 members Mstep: Class 2 contains 3234 members Entering Unmasked Estep Score: -1418940.125000 Penalty: 10783.642578 Iteration 6Q: 3 clusters Score -1418940 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3431 members Mstep: Class 2 contains 3223 members Entering Unmasked Estep Score: -1418983.000000 Penalty: 10783.642578 Iteration 7Q: 3 clusters Score -1418983 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3431 members Mstep: Class 2 contains 3223 members Entering Unmasked Estep Score: -1419014.000000 Penalty: 10783.642578 Iteration 8Q: 3 clusters Score -1419014 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3421 members Mstep: Class 2 contains 3233 members Entering Unmasked Estep Score: -1419032.625000 Penalty: 10783.642578 Iteration 9Q: 3 clusters Score -1419033 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3417 members Mstep: Class 2 contains 3237 members Entering Unmasked Estep Score: -1419044.375000 Penalty: 10783.642578 Iteration 10Q: 3 clusters Score -1419044 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3419 members Mstep: Class 2 contains 3235 members Entering Unmasked Estep Score: -1419068.000000 Penalty: 10783.642578 Iteration 11Q: 3 clusters Score -1419068 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3428 members Mstep: Class 2 contains 3226 members Entering Unmasked Estep Score: -1419086.625000 Penalty: 10783.642578 Iteration 12Q: 3 clusters Score -1419087 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3429 members Mstep: Class 2 contains 3225 members Entering Unmasked Estep Score: -1419099.625000 Penalty: 10783.642578 Iteration 13Q: 3 clusters Score -1419100 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3430 members Mstep: Class 2 contains 3224 members Entering Unmasked Estep Score: -1419114.625000 Penalty: 10783.642578 Iteration 14Q: 3 clusters Score -1419115 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3427 members Mstep: Class 2 contains 3227 members Entering Unmasked Estep Score: -1419124.750000 Penalty: 10783.642578 Iteration 15Q: 3 clusters Score -1419125 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3429 members Mstep: Class 2 contains 3225 members Entering Unmasked Estep Score: -1419132.250000 Penalty: 10783.642578 Iteration 16Q: 3 clusters Score -1419132 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3430 members Mstep: Class 2 contains 3224 members Entering Unmasked Estep Score: -1419142.375000 Penalty: 10783.642578 Iteration 17Q: 3 clusters Score -1419142 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3437 members Mstep: Class 2 contains 3217 members Entering Unmasked Estep Score: -1419147.625000 Penalty: 10783.642578 Iteration 18Q: 3 clusters Score -1419148 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3444 members Mstep: Class 2 contains 3210 members Entering Unmasked Estep Score: -1419153.875000 Penalty: 10783.642578 Iteration 19Q: 3 clusters Score -1419154 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3441 members Mstep: Class 2 contains 3213 members Entering Unmasked Estep Score: -1419162.500000 Penalty: 10783.642578 Iteration 20F: 3 clusters Score -1419162 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3441 members Mstep: Class 2 contains 3213 members Entering Unmasked Estep Score: -1419161.125000 Penalty: 10783.642578 Iteration 21Q: 3 clusters Score -1419161 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3444 members Mstep: Class 2 contains 3210 members Entering Unmasked Estep Score: -1419167.625000 Penalty: 10783.642578 Iteration 22Q: 3 clusters Score -1419168 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3443 members Mstep: Class 2 contains 3211 members Entering Unmasked Estep Score: -1419173.375000 Penalty: 10783.642578 Iteration 23Q: 3 clusters Score -1419173 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3451 members Mstep: Class 2 contains 3203 members Entering Unmasked Estep Score: -1419181.375000 Penalty: 10783.642578 Iteration 24Q: 3 clusters Score -1419181 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3456 members Mstep: Class 2 contains 3198 members Entering Unmasked Estep Score: -1419183.750000 Penalty: 10783.642578 Iteration 25Q: 3 clusters Score -1419184 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3459 members Mstep: Class 2 contains 3195 members Entering Unmasked Estep Score: -1419188.875000 Penalty: 10783.642578 Iteration 26Q: 3 clusters Score -1419189 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3460 members Mstep: Class 2 contains 3194 members Entering Unmasked Estep Score: -1419195.500000 Penalty: 10783.642578 Iteration 27Q: 3 clusters Score -1419196 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3459 members Mstep: Class 2 contains 3195 members Entering Unmasked Estep Score: -1419201.500000 Penalty: 10783.642578 Iteration 28Q: 3 clusters Score -1419202 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3463 members Mstep: Class 2 contains 3191 members Entering Unmasked Estep Score: -1419207.500000 Penalty: 10783.642578 Iteration 29Q: 3 clusters Score -1419208 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3467 members Mstep: Class 2 contains 3187 members Entering Unmasked Estep Score: -1419207.875000 Penalty: 10783.642578 Iteration 30Q: 3 clusters Score -1419208 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3465 members Mstep: Class 2 contains 3189 members Entering Unmasked Estep Score: -1419215.125000 Penalty: 10783.642578 Iteration 31Q: 3 clusters Score -1419215 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3460 members Mstep: Class 2 contains 3194 members Entering Unmasked Estep Score: -1419218.750000 Penalty: 10783.642578 Iteration 32Q: 3 clusters Score -1419219 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3461 members Mstep: Class 2 contains 3193 members Entering Unmasked Estep Score: -1419222.375000 Penalty: 10783.642578 Iteration 33Q: 3 clusters Score -1419222 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3463 members Mstep: Class 2 contains 3191 members Entering Unmasked Estep Score: -1419224.125000 Penalty: 10783.642578 Iteration 34Q: 3 clusters Score -1419224 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3465 members Mstep: Class 2 contains 3189 members Entering Unmasked Estep Score: -1419230.875000 Penalty: 10783.642578 Iteration 35Q: 3 clusters Score -1419231 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3474 members Mstep: Class 2 contains 3180 members Entering Unmasked Estep Score: -1419234.500000 Penalty: 10783.642578 Iteration 36Q: 3 clusters Score -1419234 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3483 members Mstep: Class 2 contains 3171 members Entering Unmasked Estep Score: -1419243.125000 Penalty: 10783.642578 Iteration 37Q: 3 clusters Score -1419243 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3487 members Mstep: Class 2 contains 3167 members Entering Unmasked Estep Score: -1419242.500000 Penalty: 10783.642578 Iteration 38Q: 3 clusters Score -1419242 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3484 members Mstep: Class 2 contains 3170 members Entering Unmasked Estep Score: -1419249.625000 Penalty: 10783.642578 Iteration 39Q: 3 clusters Score -1419250 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3484 members Mstep: Class 2 contains 3170 members Entering Unmasked Estep Score: -1419252.875000 Penalty: 10783.642578 Iteration 40F: 3 clusters Score -1419253 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3484 members Mstep: Class 2 contains 3170 members Entering Unmasked Estep Score: -1419254.125000 Penalty: 10783.642578 Iteration 41Q: 3 clusters Score -1419254 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3486 members Mstep: Class 2 contains 3168 members Entering Unmasked Estep Score: -1419256.250000 Penalty: 10783.642578 Iteration 42Q: 3 clusters Score -1419256 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3491 members Mstep: Class 2 contains 3163 members Entering Unmasked Estep Score: -1419261.250000 Penalty: 10783.642578 Iteration 43Q: 3 clusters Score -1419261 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3495 members Mstep: Class 2 contains 3159 members Entering Unmasked Estep Score: -1419262.750000 Penalty: 10783.642578 Iteration 44Q: 3 clusters Score -1419263 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3498 members Mstep: Class 2 contains 3156 members Entering Unmasked Estep Score: -1419263.625000 Penalty: 10783.642578 Iteration 45Q: 3 clusters Score -1419264 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3501 members Mstep: Class 2 contains 3153 members Entering Unmasked Estep Score: -1419264.625000 Penalty: 10783.642578 Iteration 46Q: 3 clusters Score -1419265 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3501 members Mstep: Class 2 contains 3153 members Entering Unmasked Estep Score: -1419265.500000 Penalty: 10783.642578 Iteration 47Q: 3 clusters Score -1419266 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3501 members Mstep: Class 2 contains 3153 members Entering Unmasked Estep Score: -1419266.375000 Penalty: 10783.642578 Iteration 48Q: 3 clusters Score -1419266 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3502 members Mstep: Class 2 contains 3152 members Entering Unmasked Estep Score: -1419268.250000 Penalty: 10783.642578 Iteration 49Q: 3 clusters Score -1419268 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3503 members Mstep: Class 2 contains 3151 members Entering Unmasked Estep Score: -1419268.875000 Penalty: 10783.642578 Iteration 50Q: 3 clusters Score -1419269 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3502 members Mstep: Class 2 contains 3152 members Entering Unmasked Estep Score: -1419270.500000 Penalty: 10783.642578 Iteration 51Q: 3 clusters Score -1419270 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3502 members Mstep: Class 2 contains 3152 members Entering Unmasked Estep Score: -1419270.500000 Penalty: 10783.642578 Iteration 52F: 3 clusters Score -1419270 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (1316 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1316 members Entering Unmasked Estep Score: -252298.984375 Penalty: 4399.190430 Iteration 0F: 2 clusters Score -252299 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 667 members Mstep: Class 2 contains 649 members Entering Unmasked Estep Score: -248015.375000 Penalty: 8798.380859 Iteration 0F: 3 clusters Score -248015.4 nChanged 247 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 686 members Mstep: Class 2 contains 630 members Entering Unmasked Estep Score: -248605.218750 Penalty: 8798.380859 Iteration 1F: 3 clusters Score -248605.2 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 691 members Mstep: Class 2 contains 625 members Entering Unmasked Estep Score: -248962.828125 Penalty: 8798.380859 Iteration 2F: 3 clusters Score -248962.8 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 698 members Mstep: Class 2 contains 618 members Entering Unmasked Estep Score: -249212.468750 Penalty: 8798.380859 Iteration 3F: 3 clusters Score -249212.5 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 703 members Mstep: Class 2 contains 613 members Entering Unmasked Estep Score: -249397.640625 Penalty: 8798.380859 Iteration 4Q: 3 clusters Score -249397.6 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 705 members Mstep: Class 2 contains 611 members Entering Unmasked Estep Score: -249545.546875 Penalty: 8798.380859 Iteration 5Q: 3 clusters Score -249545.5 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 695 members Mstep: Class 2 contains 621 members Entering Unmasked Estep Score: -249726.421875 Penalty: 8798.380859 Iteration 6Q: 3 clusters Score -249726.4 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 695 members Mstep: Class 2 contains 621 members Entering Unmasked Estep Score: -249962.890625 Penalty: 8798.380859 Iteration 7Q: 3 clusters Score -249962.9 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 691 members Mstep: Class 2 contains 625 members Entering Unmasked Estep Score: -250280.390625 Penalty: 8798.380859 Iteration 8Q: 3 clusters Score -250280.4 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 682 members Mstep: Class 2 contains 634 members Entering Unmasked Estep Score: -250613.156250 Penalty: 8798.380859 Iteration 9Q: 3 clusters Score -250613.2 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 679 members Mstep: Class 2 contains 637 members Entering Unmasked Estep Score: -251083.671875 Penalty: 8798.380859 Iteration 10Q: 3 clusters Score -251083.7 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 689 members Mstep: Class 2 contains 627 members Entering Unmasked Estep Score: -251624.250000 Penalty: 8798.380859 Iteration 11Q: 3 clusters Score -251624.2 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 719 members Mstep: Class 2 contains 597 members Entering Unmasked Estep Score: -251870.531250 Penalty: 8798.380859 Iteration 12Q: 3 clusters Score -251870.5 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 732 members Mstep: Class 2 contains 584 members Entering Unmasked Estep Score: -252013.984375 Penalty: 8798.380859 Iteration 13Q: 3 clusters Score -252014 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 748 members Mstep: Class 2 contains 568 members Entering Unmasked Estep Score: -252174.250000 Penalty: 8798.380859 Iteration 14Q: 3 clusters Score -252174.2 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 764 members Mstep: Class 2 contains 552 members Entering Unmasked Estep Score: -252243.812500 Penalty: 8798.380859 Iteration 15Q: 3 clusters Score -252243.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 768 members Mstep: Class 2 contains 548 members Entering Unmasked Estep Score: -252261.156250 Penalty: 8798.380859 Iteration 16Q: 3 clusters Score -252261.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 771 members Mstep: Class 2 contains 545 members Entering Unmasked Estep Score: -252270.828125 Penalty: 8798.380859 Iteration 17Q: 3 clusters Score -252270.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 773 members Mstep: Class 2 contains 543 members Entering Unmasked Estep Score: -252277.093750 Penalty: 8798.380859 Iteration 18Q: 3 clusters Score -252277.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 776 members Mstep: Class 2 contains 540 members Entering Unmasked Estep Score: -252283.531250 Penalty: 8798.380859 Iteration 19Q: 3 clusters Score -252283.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 778 members Mstep: Class 2 contains 538 members Entering Unmasked Estep Score: -252333.921875 Penalty: 8798.380859 Iteration 20F: 3 clusters Score -252333.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 778 members Mstep: Class 2 contains 538 members Entering Unmasked Estep Score: -252447.296875 Penalty: 8798.380859 Iteration 21Q: 3 clusters Score -252447.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 784 members Mstep: Class 2 contains 532 members Entering Unmasked Estep Score: -252500.796875 Penalty: 8798.380859 Iteration 22Q: 3 clusters Score -252500.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 790 members Mstep: Class 2 contains 526 members Entering Unmasked Estep Score: -252516.000000 Penalty: 8798.380859 Iteration 23Q: 3 clusters Score -252516 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 797 members Mstep: Class 2 contains 519 members Entering Unmasked Estep Score: -252533.453125 Penalty: 8798.380859 Iteration 24Q: 3 clusters Score -252533.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 803 members Mstep: Class 2 contains 513 members Entering Unmasked Estep Score: -252546.828125 Penalty: 8798.380859 Iteration 25Q: 3 clusters Score -252546.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 809 members Mstep: Class 2 contains 507 members Entering Unmasked Estep Score: -252558.906250 Penalty: 8798.380859 Iteration 26Q: 3 clusters Score -252558.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 810 members Mstep: Class 2 contains 506 members Entering Unmasked Estep Score: -252561.468750 Penalty: 8798.380859 Iteration 27Q: 3 clusters Score -252561.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 811 members Mstep: Class 2 contains 505 members Entering Unmasked Estep Score: -252562.890625 Penalty: 8798.380859 Iteration 28Q: 3 clusters Score -252562.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 812 members Mstep: Class 2 contains 504 members Entering Unmasked Estep Score: -252566.031250 Penalty: 8798.380859 Iteration 29Q: 3 clusters Score -252566 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 813 members Mstep: Class 2 contains 503 members Entering Unmasked Estep Score: -252571.437500 Penalty: 8798.380859 Iteration 30Q: 3 clusters Score -252571.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 814 members Mstep: Class 2 contains 502 members Entering Unmasked Estep Score: -252574.515625 Penalty: 8798.380859 Iteration 31Q: 3 clusters Score -252574.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 816 members Mstep: Class 2 contains 500 members Entering Unmasked Estep Score: -252578.953125 Penalty: 8798.380859 Iteration 32Q: 3 clusters Score -252579 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 817 members Mstep: Class 2 contains 499 members Entering Unmasked Estep Score: -252581.171875 Penalty: 8798.380859 Iteration 33Q: 3 clusters Score -252581.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 818 members Mstep: Class 2 contains 498 members Entering Unmasked Estep Score: -252608.296875 Penalty: 8798.380859 Iteration 34Q: 3 clusters Score -252608.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 821 members Mstep: Class 2 contains 495 members Entering Unmasked Estep Score: -252626.031250 Penalty: 8798.380859 Iteration 35Q: 3 clusters Score -252626 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 823 members Mstep: Class 2 contains 493 members Entering Unmasked Estep Score: -252630.156250 Penalty: 8798.380859 Iteration 36Q: 3 clusters Score -252630.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 823 members Mstep: Class 2 contains 493 members Entering Unmasked Estep Score: -252630.156250 Penalty: 8798.380859 Iteration 37F: 3 clusters Score -252630.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 32 members Mstep: Class 1 contains 26637 members Mstep: Class 2 contains 14660 members Mstep: Class 3 contains 294 members Mstep: Class 4 contains 154850 members Mstep: Class 5 contains 1078 members Mstep: Class 6 contains 2018 members Mstep: Class 7 contains 17262 members Mstep: Class 8 contains 36548 members Mstep: Class 9 contains 33699 members Mstep: Class 10 contains 143193 members Mstep: Class 11 contains 684 members Mstep: Class 12 contains 43987 members Mstep: Class 13 contains 843 members Mstep: Class 14 contains 158029 members Mstep: Class 15 contains 18994 members Mstep: Class 16 contains 490 members Mstep: Class 17 contains 15749 members Mstep: Class 18 contains 823 members Mstep: Class 19 contains 6654 members Mstep: Class 20 contains 823 members Mstep: Class 21 contains 280 members Mstep: Class 22 contains 918 members Mstep: Class 23 contains 493 members Entering Unmasked Estep Score: -147576272.000000 Penalty: 189173.046875 Splitting cluster 20 changes total score from -147580096.000000 to -147576272.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 21 (280 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 280 members Entering Unmasked Estep Score: -35298.652344 Penalty: 3451.308594 Iteration 0F: 2 clusters Score -35298.65 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 133 members Mstep: Class 2 contains 147 members Entering Unmasked Estep Score: -32596.189453 Penalty: 6902.617188 Iteration 0F: 3 clusters Score -32596.19 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 135 members Mstep: Class 2 contains 145 members Entering Unmasked Estep Score: -32762.634766 Penalty: 6902.617188 Iteration 1F: 3 clusters Score -32762.63 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139 members Mstep: Class 2 contains 141 members Entering Unmasked Estep Score: -32909.128906 Penalty: 6902.617188 Iteration 2Q: 3 clusters Score -32909.13 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 144 members Mstep: Class 2 contains 136 members Entering Unmasked Estep Score: -33018.472656 Penalty: 6902.617188 Iteration 3Q: 3 clusters Score -33018.47 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 145 members Mstep: Class 2 contains 135 members Entering Unmasked Estep Score: -33214.480469 Penalty: 6902.617188 Iteration 4Q: 3 clusters Score -33214.48 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 148 members Mstep: Class 2 contains 132 members Entering Unmasked Estep Score: -33257.941406 Penalty: 6902.617188 Iteration 5Q: 3 clusters Score -33257.94 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 148 members Mstep: Class 2 contains 132 members Entering Unmasked Estep Score: -33281.257812 Penalty: 6902.617188 Iteration 6Q: 3 clusters Score -33281.26 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 148 members Mstep: Class 2 contains 132 members Entering Unmasked Estep Score: -33281.968750 Penalty: 6902.617188 Iteration 7F: 3 clusters Score -33281.97 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 149 members Mstep: Class 2 contains 131 members Entering Unmasked Estep Score: -33298.183594 Penalty: 6902.617188 Iteration 8Q: 3 clusters Score -33298.18 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 151 members Mstep: Class 2 contains 129 members Entering Unmasked Estep Score: -33323.222656 Penalty: 6902.617188 Iteration 9Q: 3 clusters Score -33323.22 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 151 members Mstep: Class 2 contains 129 members Entering Unmasked Estep Score: -33323.222656 Penalty: 6902.617188 Iteration 10F: 3 clusters Score -33323.22 nChanged 0 Entering ConstructFrom: Trying to split cluster 22 (918 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 918 members Entering Unmasked Estep Score: -185083.562500 Penalty: 4178.595703 Iteration 0F: 2 clusters Score -185083.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 439 members Mstep: Class 2 contains 479 members Entering Unmasked Estep Score: -181154.515625 Penalty: 8357.191406 Iteration 0F: 3 clusters Score -181154.5 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 433 members Mstep: Class 2 contains 485 members Entering Unmasked Estep Score: -181446.578125 Penalty: 8357.191406 Iteration 1F: 3 clusters Score -181446.6 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 434 members Mstep: Class 2 contains 484 members Entering Unmasked Estep Score: -181556.546875 Penalty: 8357.191406 Iteration 2Q: 3 clusters Score -181556.5 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 440 members Mstep: Class 2 contains 478 members Entering Unmasked Estep Score: -181615.937500 Penalty: 8357.191406 Iteration 3Q: 3 clusters Score -181615.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 441 members Mstep: Class 2 contains 477 members Entering Unmasked Estep Score: -181638.140625 Penalty: 8357.191406 Iteration 4Q: 3 clusters Score -181638.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 438 members Mstep: Class 2 contains 480 members Entering Unmasked Estep Score: -181654.906250 Penalty: 8357.191406 Iteration 5Q: 3 clusters Score -181654.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 435 members Mstep: Class 2 contains 483 members Entering Unmasked Estep Score: -181664.000000 Penalty: 8357.191406 Iteration 6Q: 3 clusters Score -181664 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 435 members Mstep: Class 2 contains 483 members Entering Unmasked Estep Score: -181675.640625 Penalty: 8357.191406 Iteration 7Q: 3 clusters Score -181675.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 435 members Mstep: Class 2 contains 483 members Entering Unmasked Estep Score: -181693.046875 Penalty: 8357.191406 Iteration 8Q: 3 clusters Score -181693 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 434 members Mstep: Class 2 contains 484 members Entering Unmasked Estep Score: -181701.578125 Penalty: 8357.191406 Iteration 9Q: 3 clusters Score -181701.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 434 members Mstep: Class 2 contains 484 members Entering Unmasked Estep Score: -181706.500000 Penalty: 8357.191406 Iteration 10Q: 3 clusters Score -181706.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 435 members Mstep: Class 2 contains 483 members Entering Unmasked Estep Score: -181716.000000 Penalty: 8357.191406 Iteration 11Q: 3 clusters Score -181716 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 437 members Mstep: Class 2 contains 481 members Entering Unmasked Estep Score: -181721.937500 Penalty: 8357.191406 Iteration 12Q: 3 clusters Score -181721.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 436 members Mstep: Class 2 contains 482 members Entering Unmasked Estep Score: -181724.875000 Penalty: 8357.191406 Iteration 13Q: 3 clusters Score -181724.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 436 members Mstep: Class 2 contains 482 members Entering Unmasked Estep Score: -181724.875000 Penalty: 8357.191406 Iteration 14F: 3 clusters Score -181724.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 32 members Mstep: Class 1 contains 26637 members Mstep: Class 2 contains 14660 members Mstep: Class 3 contains 294 members Mstep: Class 4 contains 154850 members Mstep: Class 5 contains 1078 members Mstep: Class 6 contains 2018 members Mstep: Class 7 contains 17262 members Mstep: Class 8 contains 36548 members Mstep: Class 9 contains 33699 members Mstep: Class 10 contains 143193 members Mstep: Class 11 contains 684 members Mstep: Class 12 contains 43987 members Mstep: Class 13 contains 843 members Mstep: Class 14 contains 158029 members Mstep: Class 15 contains 18994 members Mstep: Class 16 contains 490 members Mstep: Class 17 contains 15749 members Mstep: Class 18 contains 823 members Mstep: Class 19 contains 6654 members Mstep: Class 20 contains 1316 members Mstep: Class 21 contains 280 members Mstep: Class 22 contains 918 members Entering Unmasked Estep ConsiderDeletion Score: -147580048.000000 Penalty: 180948.125000 Iteration 239Q: 23 clusters Score -1.4758e+08 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 32 members Mstep: Class 1 contains 26637 members Mstep: Class 2 contains 14655 members Mstep: Class 3 contains 294 members Mstep: Class 4 contains 154850 members Mstep: Class 5 contains 1078 members Mstep: Class 6 contains 2018 members Mstep: Class 7 contains 17262 members Mstep: Class 8 contains 36547 members Mstep: Class 9 contains 33698 members Mstep: Class 10 contains 143191 members Mstep: Class 11 contains 684 members Mstep: Class 12 contains 43991 members Mstep: Class 13 contains 843 members Mstep: Class 14 contains 158029 members Mstep: Class 15 contains 18999 members Mstep: Class 16 contains 490 members Mstep: Class 17 contains 15749 members Mstep: Class 18 contains 823 members Mstep: Class 19 contains 6654 members Mstep: Class 20 contains 1316 members Mstep: Class 21 contains 280 members Mstep: Class 22 contains 918 members Entering Unmasked Estep ConsiderDeletion Score: -147580000.000000 Penalty: 180948.125000 Iteration 240F: 23 clusters Score -1.4758e+08 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 32 members Mstep: Class 1 contains 26637 members Mstep: Class 2 contains 14653 members Mstep: Class 3 contains 294 members Mstep: Class 4 contains 154852 members Mstep: Class 5 contains 1078 members Mstep: Class 6 contains 2018 members Mstep: Class 7 contains 17262 members Mstep: Class 8 contains 36547 members Mstep: Class 9 contains 33698 members Mstep: Class 10 contains 143189 members Mstep: Class 11 contains 684 members Mstep: Class 12 contains 43992 members Mstep: Class 13 contains 843 members Mstep: Class 14 contains 158029 members Mstep: Class 15 contains 19003 members Mstep: Class 16 contains 490 members Mstep: Class 17 contains 15746 members Mstep: Class 18 contains 823 members Mstep: Class 19 contains 6654 members Mstep: Class 20 contains 1316 members Mstep: Class 21 contains 280 members Mstep: Class 22 contains 918 members Entering Unmasked Estep ConsiderDeletion Score: -147580048.000000 Penalty: 180948.125000 Iteration 241Q: 23 clusters Score -1.4758e+08 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 32 members Mstep: Class 1 contains 26637 members Mstep: Class 2 contains 14654 members Mstep: Class 3 contains 294 members Mstep: Class 4 contains 154852 members Mstep: Class 5 contains 1078 members Mstep: Class 6 contains 2018 members Mstep: Class 7 contains 17262 members Mstep: Class 8 contains 36547 members Mstep: Class 9 contains 33698 members Mstep: Class 10 contains 143190 members Mstep: Class 11 contains 684 members Mstep: Class 12 contains 43992 members Mstep: Class 13 contains 843 members Mstep: Class 14 contains 158026 members Mstep: Class 15 contains 19004 members Mstep: Class 16 contains 490 members Mstep: Class 17 contains 15746 members Mstep: Class 18 contains 823 members Mstep: Class 19 contains 6654 members Mstep: Class 20 contains 1316 members Mstep: Class 21 contains 280 members Mstep: Class 22 contains 918 members Entering Unmasked Estep ConsiderDeletion Score: -147580064.000000 Penalty: 180948.125000 Iteration 242Q: 23 clusters Score -1.475801e+08 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 32 members Mstep: Class 1 contains 26637 members Mstep: Class 2 contains 14652 members Mstep: Class 3 contains 294 members Mstep: Class 4 contains 154852 members Mstep: Class 5 contains 1078 members Mstep: Class 6 contains 2018 members Mstep: Class 7 contains 17262 members Mstep: Class 8 contains 36547 members Mstep: Class 9 contains 33698 members Mstep: Class 10 contains 143192 members Mstep: Class 11 contains 684 members Mstep: Class 12 contains 43992 members Mstep: Class 13 contains 843 members Mstep: Class 14 contains 158026 members Mstep: Class 15 contains 19004 members Mstep: Class 16 contains 490 members Mstep: Class 17 contains 15746 members Mstep: Class 18 contains 823 members Mstep: Class 19 contains 6654 members Mstep: Class 20 contains 1316 members Mstep: Class 21 contains 280 members Mstep: Class 22 contains 918 members Entering Unmasked Estep ConsiderDeletion Score: -147580048.000000 Penalty: 180948.125000 Iteration 243Q: 23 clusters Score -1.4758e+08 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 32 members Mstep: Class 1 contains 26637 members Mstep: Class 2 contains 14653 members Mstep: Class 3 contains 294 members Mstep: Class 4 contains 154852 members Mstep: Class 5 contains 1078 members Mstep: Class 6 contains 2018 members Mstep: Class 7 contains 17261 members Mstep: Class 8 contains 36547 members Mstep: Class 9 contains 33698 members Mstep: Class 10 contains 143191 members Mstep: Class 11 contains 684 members Mstep: Class 12 contains 43994 members Mstep: Class 13 contains 843 members Mstep: Class 14 contains 158025 members Mstep: Class 15 contains 19004 members Mstep: Class 16 contains 490 members Mstep: Class 17 contains 15746 members Mstep: Class 18 contains 823 members Mstep: Class 19 contains 6654 members Mstep: Class 20 contains 1316 members Mstep: Class 21 contains 280 members Mstep: Class 22 contains 918 members Entering Unmasked Estep ConsiderDeletion Score: -147580032.000000 Penalty: 180948.125000 Iteration 244Q: 23 clusters Score -1.4758e+08 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 32 members Mstep: Class 1 contains 26637 members Mstep: Class 2 contains 14653 members Mstep: Class 3 contains 294 members Mstep: Class 4 contains 154852 members Mstep: Class 5 contains 1078 members Mstep: Class 6 contains 2018 members Mstep: Class 7 contains 17261 members Mstep: Class 8 contains 36546 members Mstep: Class 9 contains 33698 members Mstep: Class 10 contains 143191 members Mstep: Class 11 contains 684 members Mstep: Class 12 contains 43993 members Mstep: Class 13 contains 843 members Mstep: Class 14 contains 158025 members Mstep: Class 15 contains 19005 members Mstep: Class 16 contains 490 members Mstep: Class 17 contains 15747 members Mstep: Class 18 contains 823 members Mstep: Class 19 contains 6654 members Mstep: Class 20 contains 1316 members Mstep: Class 21 contains 280 members Mstep: Class 22 contains 918 members Entering Unmasked Estep ConsiderDeletion Score: -147580032.000000 Penalty: 180948.125000 Iteration 245Q: 23 clusters Score -1.4758e+08 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 32 members Mstep: Class 1 contains 26637 members Mstep: Class 2 contains 14653 members Mstep: Class 3 contains 294 members Mstep: Class 4 contains 154852 members Mstep: Class 5 contains 1078 members Mstep: Class 6 contains 2018 members Mstep: Class 7 contains 17262 members Mstep: Class 8 contains 36546 members Mstep: Class 9 contains 33698 members Mstep: Class 10 contains 143191 members Mstep: Class 11 contains 684 members Mstep: Class 12 contains 43992 members Mstep: Class 13 contains 843 members Mstep: Class 14 contains 158025 members Mstep: Class 15 contains 19005 members Mstep: Class 16 contains 490 members Mstep: Class 17 contains 15747 members Mstep: Class 18 contains 823 members Mstep: Class 19 contains 6654 members Mstep: Class 20 contains 1316 members Mstep: Class 21 contains 280 members Mstep: Class 22 contains 918 members Entering Unmasked Estep ConsiderDeletion Score: -147580032.000000 Penalty: 180948.125000 Iteration 246Q: 23 clusters Score -1.4758e+08 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 32 members Mstep: Class 1 contains 26637 members Mstep: Class 2 contains 14653 members Mstep: Class 3 contains 294 members Mstep: Class 4 contains 154852 members Mstep: Class 5 contains 1078 members Mstep: Class 6 contains 2018 members Mstep: Class 7 contains 17262 members Mstep: Class 8 contains 36546 members Mstep: Class 9 contains 33698 members Mstep: Class 10 contains 143191 members Mstep: Class 11 contains 684 members Mstep: Class 12 contains 43992 members Mstep: Class 13 contains 843 members Mstep: Class 14 contains 158025 members Mstep: Class 15 contains 19005 members Mstep: Class 16 contains 490 members Mstep: Class 17 contains 15747 members Mstep: Class 18 contains 823 members Mstep: Class 19 contains 6654 members Mstep: Class 20 contains 1316 members Mstep: Class 21 contains 280 members Mstep: Class 22 contains 918 members Entering Unmasked Estep ConsiderDeletion Score: -147580032.000000 Penalty: 180948.125000 Iteration 247F: 23 clusters Score -1.4758e+08 nChanged 0 Entering ConstructFrom: Score: -147580032.000000 Penalty: 180948.125000 Entering ConstructFrom: Trying to split cluster 1 (26637 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26637 members Entering Unmasked Estep Score: -5762893.000000 Penalty: 6241.409668 Iteration 0F: 2 clusters Score -5762893 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13341 members Mstep: Class 2 contains 13296 members Entering Unmasked Estep Score: -5742244.000000 Penalty: 12482.819336 Iteration 0F: 3 clusters Score -5742244 nChanged 11142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13265 members Mstep: Class 2 contains 13372 members Entering Unmasked Estep Score: -5748033.000000 Penalty: 12482.819336 Iteration 1F: 3 clusters Score -5748033 nChanged 1627 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13220 members Mstep: Class 2 contains 13417 members Entering Unmasked Estep Score: -5748693.000000 Penalty: 12482.819336 Iteration 2F: 3 clusters Score -5748693 nChanged 1249 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13137 members Mstep: Class 2 contains 13500 members Entering Unmasked Estep Score: -5749230.500000 Penalty: 12482.819336 Iteration 3Q: 3 clusters Score -5749230 nChanged 1049 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13014 members Mstep: Class 2 contains 13623 members Entering Unmasked Estep Score: -5749570.500000 Penalty: 12482.819336 Iteration 4Q: 3 clusters Score -5749570 nChanged 845 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12831 members Mstep: Class 2 contains 13806 members Entering Unmasked Estep Score: -5749847.000000 Penalty: 12482.819336 Iteration 5Q: 3 clusters Score -5749847 nChanged 746 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12635 members Mstep: Class 2 contains 14002 members Entering Unmasked Estep Score: -5750128.000000 Penalty: 12482.819336 Iteration 6Q: 3 clusters Score -5750128 nChanged 693 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12378 members Mstep: Class 2 contains 14259 members Entering Unmasked Estep Score: -5750347.000000 Penalty: 12482.819336 Iteration 7Q: 3 clusters Score -5750347 nChanged 655 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12077 members Mstep: Class 2 contains 14560 members Entering Unmasked Estep Score: -5750607.500000 Penalty: 12482.819336 Iteration 8Q: 3 clusters Score -5750608 nChanged 747 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11742 members Mstep: Class 2 contains 14895 members Entering Unmasked Estep Score: -5751059.000000 Penalty: 12482.819336 Iteration 9Q: 3 clusters Score -5751059 nChanged 974 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11310 members Mstep: Class 2 contains 15327 members Entering Unmasked Estep Score: -5751806.500000 Penalty: 12482.819336 Iteration 10Q: 3 clusters Score -5751806 nChanged 1260 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10764 members Mstep: Class 2 contains 15873 members Entering Unmasked Estep Score: -5752898.500000 Penalty: 12482.819336 Iteration 11Q: 3 clusters Score -5752898 nChanged 1576 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9964 members Mstep: Class 2 contains 16673 members Entering Unmasked Estep Score: -5754154.500000 Penalty: 12482.819336 Iteration 12F: 3 clusters Score -5754154 nChanged 1611 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9007 members Mstep: Class 2 contains 17630 members Entering Unmasked Estep Score: -5755350.000000 Penalty: 12482.819336 Iteration 13F: 3 clusters Score -5755350 nChanged 1508 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7975 members Mstep: Class 2 contains 18662 members Entering Unmasked Estep Score: -5756410.500000 Penalty: 12482.819336 Iteration 14F: 3 clusters Score -5756410 nChanged 1258 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7027 members Mstep: Class 2 contains 19610 members Entering Unmasked Estep Score: -5757184.500000 Penalty: 12482.819336 Iteration 15Q: 3 clusters Score -5757184 nChanged 950 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6273 members Mstep: Class 2 contains 20364 members Entering Unmasked Estep Score: -5757712.000000 Penalty: 12482.819336 Iteration 16Q: 3 clusters Score -5757712 nChanged 713 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5646 members Mstep: Class 2 contains 20991 members Entering Unmasked Estep Score: -5758075.000000 Penalty: 12482.819336 Iteration 17Q: 3 clusters Score -5758075 nChanged 564 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5138 members Mstep: Class 2 contains 21499 members Entering Unmasked Estep Score: -5758360.500000 Penalty: 12482.819336 Iteration 18Q: 3 clusters Score -5758360 nChanged 461 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4711 members Mstep: Class 2 contains 21926 members Entering Unmasked Estep Score: -5758589.000000 Penalty: 12482.819336 Iteration 19Q: 3 clusters Score -5758589 nChanged 371 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4360 members Mstep: Class 2 contains 22277 members Entering Unmasked Estep Score: -5758736.000000 Penalty: 12482.819336 Iteration 20F: 3 clusters Score -5758736 nChanged 302 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4062 members Mstep: Class 2 contains 22575 members Entering Unmasked Estep Score: -5758887.000000 Penalty: 12482.819336 Iteration 21Q: 3 clusters Score -5758887 nChanged 227 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3843 members Mstep: Class 2 contains 22794 members Entering Unmasked Estep Score: -5758990.500000 Penalty: 12482.819336 Iteration 22Q: 3 clusters Score -5758990 nChanged 180 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3671 members Mstep: Class 2 contains 22966 members Entering Unmasked Estep Score: -5759054.500000 Penalty: 12482.819336 Iteration 23Q: 3 clusters Score -5759054 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3520 members Mstep: Class 2 contains 23117 members Entering Unmasked Estep Score: -5759089.500000 Penalty: 12482.819336 Iteration 24Q: 3 clusters Score -5759090 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3387 members Mstep: Class 2 contains 23250 members Entering Unmasked Estep Score: -5759147.500000 Penalty: 12482.819336 Iteration 25Q: 3 clusters Score -5759148 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3299 members Mstep: Class 2 contains 23338 members Entering Unmasked Estep Score: -5759171.500000 Penalty: 12482.819336 Iteration 26Q: 3 clusters Score -5759172 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3205 members Mstep: Class 2 contains 23432 members Entering Unmasked Estep Score: -5759217.500000 Penalty: 12482.819336 Iteration 27Q: 3 clusters Score -5759218 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3135 members Mstep: Class 2 contains 23502 members Entering Unmasked Estep Score: -5759235.000000 Penalty: 12482.819336 Iteration 28Q: 3 clusters Score -5759235 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3082 members Mstep: Class 2 contains 23555 members Entering Unmasked Estep Score: -5759266.000000 Penalty: 12482.819336 Iteration 29Q: 3 clusters Score -5759266 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3034 members Mstep: Class 2 contains 23603 members Entering Unmasked Estep Score: -5759279.500000 Penalty: 12482.819336 Iteration 30Q: 3 clusters Score -5759280 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2990 members Mstep: Class 2 contains 23647 members Entering Unmasked Estep Score: -5759297.000000 Penalty: 12482.819336 Iteration 31Q: 3 clusters Score -5759297 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2955 members Mstep: Class 2 contains 23682 members Entering Unmasked Estep Score: -5759311.000000 Penalty: 12482.819336 Iteration 32Q: 3 clusters Score -5759311 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2927 members Mstep: Class 2 contains 23710 members Entering Unmasked Estep Score: -5759324.000000 Penalty: 12482.819336 Iteration 33Q: 3 clusters Score -5759324 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2901 members Mstep: Class 2 contains 23736 members Entering Unmasked Estep Score: -5759328.000000 Penalty: 12482.819336 Iteration 34Q: 3 clusters Score -5759328 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2878 members Mstep: Class 2 contains 23759 members Entering Unmasked Estep Score: -5759342.000000 Penalty: 12482.819336 Iteration 35Q: 3 clusters Score -5759342 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2861 members Mstep: Class 2 contains 23776 members Entering Unmasked Estep Score: -5759352.000000 Penalty: 12482.819336 Iteration 36Q: 3 clusters Score -5759352 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2844 members Mstep: Class 2 contains 23793 members Entering Unmasked Estep Score: -5759353.500000 Penalty: 12482.819336 Iteration 37Q: 3 clusters Score -5759354 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2816 members Mstep: Class 2 contains 23821 members Entering Unmasked Estep Score: -5759350.500000 Penalty: 12482.819336 Iteration 38Q: 3 clusters Score -5759350 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2798 members Mstep: Class 2 contains 23839 members Entering Unmasked Estep Score: -5759382.500000 Penalty: 12482.819336 Iteration 39Q: 3 clusters Score -5759382 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2786 members Mstep: Class 2 contains 23851 members Entering Unmasked Estep Score: -5759378.500000 Penalty: 12482.819336 Iteration 40F: 3 clusters Score -5759378 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2775 members Mstep: Class 2 contains 23862 members Entering Unmasked Estep Score: -5759390.500000 Penalty: 12482.819336 Iteration 41Q: 3 clusters Score -5759390 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2762 members Mstep: Class 2 contains 23875 members Entering Unmasked Estep Score: -5759384.500000 Penalty: 12482.819336 Iteration 42Q: 3 clusters Score -5759384 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2756 members Mstep: Class 2 contains 23881 members Entering Unmasked Estep Score: -5759384.500000 Penalty: 12482.819336 Iteration 43Q: 3 clusters Score -5759384 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2744 members Mstep: Class 2 contains 23893 members Entering Unmasked Estep Score: -5759392.000000 Penalty: 12482.819336 Iteration 44Q: 3 clusters Score -5759392 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2734 members Mstep: Class 2 contains 23903 members Entering Unmasked Estep Score: -5759383.000000 Penalty: 12482.819336 Iteration 45Q: 3 clusters Score -5759383 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2729 members Mstep: Class 2 contains 23908 members Entering Unmasked Estep Score: -5759374.000000 Penalty: 12482.819336 Iteration 46Q: 3 clusters Score -5759374 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2727 members Mstep: Class 2 contains 23910 members Entering Unmasked Estep Score: -5759377.500000 Penalty: 12482.819336 Iteration 47Q: 3 clusters Score -5759378 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2725 members Mstep: Class 2 contains 23912 members Entering Unmasked Estep Score: -5759375.500000 Penalty: 12482.819336 Iteration 48Q: 3 clusters Score -5759376 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2724 members Mstep: Class 2 contains 23913 members Entering Unmasked Estep Score: -5759381.500000 Penalty: 12482.819336 Iteration 49Q: 3 clusters Score -5759382 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2723 members Mstep: Class 2 contains 23914 members Entering Unmasked Estep Score: -5759387.000000 Penalty: 12482.819336 Iteration 50Q: 3 clusters Score -5759387 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2723 members Mstep: Class 2 contains 23914 members Entering Unmasked Estep Score: -5759387.000000 Penalty: 12482.819336 Iteration 51F: 3 clusters Score -5759387 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (14653 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14653 members Entering Unmasked Estep Score: -3076417.500000 Penalty: 5875.345215 Iteration 0F: 2 clusters Score -3076418 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7476 members Mstep: Class 2 contains 7177 members Entering Unmasked Estep Score: -3063221.250000 Penalty: 11750.690430 Iteration 0F: 3 clusters Score -3063221 nChanged 5709 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7815 members Mstep: Class 2 contains 6838 members Entering Unmasked Estep Score: -3066447.500000 Penalty: 11750.690430 Iteration 1F: 3 clusters Score -3066448 nChanged 1106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7973 members Mstep: Class 2 contains 6680 members Entering Unmasked Estep Score: -3067053.750000 Penalty: 11750.690430 Iteration 2F: 3 clusters Score -3067054 nChanged 721 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8132 members Mstep: Class 2 contains 6521 members Entering Unmasked Estep Score: -3067412.750000 Penalty: 11750.690430 Iteration 3Q: 3 clusters Score -3067413 nChanged 557 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8341 members Mstep: Class 2 contains 6312 members Entering Unmasked Estep Score: -3067688.250000 Penalty: 11750.690430 Iteration 4Q: 3 clusters Score -3067688 nChanged 455 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8532 members Mstep: Class 2 contains 6121 members Entering Unmasked Estep Score: -3067893.250000 Penalty: 11750.690430 Iteration 5Q: 3 clusters Score -3067893 nChanged 402 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8752 members Mstep: Class 2 contains 5901 members Entering Unmasked Estep Score: -3068106.500000 Penalty: 11750.690430 Iteration 6Q: 3 clusters Score -3068106 nChanged 373 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9001 members Mstep: Class 2 contains 5652 members Entering Unmasked Estep Score: -3068273.000000 Penalty: 11750.690430 Iteration 7Q: 3 clusters Score -3068273 nChanged 343 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9238 members Mstep: Class 2 contains 5415 members Entering Unmasked Estep Score: -3068446.000000 Penalty: 11750.690430 Iteration 8Q: 3 clusters Score -3068446 nChanged 317 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9483 members Mstep: Class 2 contains 5170 members Entering Unmasked Estep Score: -3068593.250000 Penalty: 11750.690430 Iteration 9Q: 3 clusters Score -3068593 nChanged 296 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9727 members Mstep: Class 2 contains 4926 members Entering Unmasked Estep Score: -3068763.750000 Penalty: 11750.690430 Iteration 10Q: 3 clusters Score -3068764 nChanged 377 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10054 members Mstep: Class 2 contains 4599 members Entering Unmasked Estep Score: -3069009.000000 Penalty: 11750.690430 Iteration 11Q: 3 clusters Score -3069009 nChanged 382 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10382 members Mstep: Class 2 contains 4271 members Entering Unmasked Estep Score: -3069253.250000 Penalty: 11750.690430 Iteration 12Q: 3 clusters Score -3069253 nChanged 356 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10690 members Mstep: Class 2 contains 3963 members Entering Unmasked Estep Score: -3069487.250000 Penalty: 11750.690430 Iteration 13Q: 3 clusters Score -3069487 nChanged 326 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10986 members Mstep: Class 2 contains 3667 members Entering Unmasked Estep Score: -3069692.500000 Penalty: 11750.690430 Iteration 14Q: 3 clusters Score -3069692 nChanged 315 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11267 members Mstep: Class 2 contains 3386 members Entering Unmasked Estep Score: -3069863.250000 Penalty: 11750.690430 Iteration 15Q: 3 clusters Score -3069863 nChanged 292 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11531 members Mstep: Class 2 contains 3122 members Entering Unmasked Estep Score: -3070024.750000 Penalty: 11750.690430 Iteration 16Q: 3 clusters Score -3070025 nChanged 273 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11766 members Mstep: Class 2 contains 2887 members Entering Unmasked Estep Score: -3070208.500000 Penalty: 11750.690430 Iteration 17Q: 3 clusters Score -3070208 nChanged 276 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12012 members Mstep: Class 2 contains 2641 members Entering Unmasked Estep Score: -3070378.500000 Penalty: 11750.690430 Iteration 18Q: 3 clusters Score -3070378 nChanged 245 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12225 members Mstep: Class 2 contains 2428 members Entering Unmasked Estep Score: -3070543.250000 Penalty: 11750.690430 Iteration 19Q: 3 clusters Score -3070543 nChanged 215 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12406 members Mstep: Class 2 contains 2247 members Entering Unmasked Estep Score: -3070692.500000 Penalty: 11750.690430 Iteration 20F: 3 clusters Score -3070692 nChanged 200 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12582 members Mstep: Class 2 contains 2071 members Entering Unmasked Estep Score: -3070838.000000 Penalty: 11750.690430 Iteration 21Q: 3 clusters Score -3070838 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12729 members Mstep: Class 2 contains 1924 members Entering Unmasked Estep Score: -3070956.000000 Penalty: 11750.690430 Iteration 22Q: 3 clusters Score -3070956 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12862 members Mstep: Class 2 contains 1791 members Entering Unmasked Estep Score: -3071076.500000 Penalty: 11750.690430 Iteration 23Q: 3 clusters Score -3071076 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12954 members Mstep: Class 2 contains 1699 members Entering Unmasked Estep Score: -3071148.250000 Penalty: 11750.690430 Iteration 24Q: 3 clusters Score -3071148 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13027 members Mstep: Class 2 contains 1626 members Entering Unmasked Estep Score: -3071205.500000 Penalty: 11750.690430 Iteration 25Q: 3 clusters Score -3071206 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13089 members Mstep: Class 2 contains 1564 members Entering Unmasked Estep Score: -3071261.250000 Penalty: 11750.690430 Iteration 26Q: 3 clusters Score -3071261 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13139 members Mstep: Class 2 contains 1514 members Entering Unmasked Estep Score: -3071303.750000 Penalty: 11750.690430 Iteration 27Q: 3 clusters Score -3071304 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13183 members Mstep: Class 2 contains 1470 members Entering Unmasked Estep Score: -3071333.250000 Penalty: 11750.690430 Iteration 28Q: 3 clusters Score -3071333 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13223 members Mstep: Class 2 contains 1430 members Entering Unmasked Estep Score: -3071365.250000 Penalty: 11750.690430 Iteration 29Q: 3 clusters Score -3071365 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13259 members Mstep: Class 2 contains 1394 members Entering Unmasked Estep Score: -3071394.250000 Penalty: 11750.690430 Iteration 30Q: 3 clusters Score -3071394 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13293 members Mstep: Class 2 contains 1360 members Entering Unmasked Estep Score: -3071429.500000 Penalty: 11750.690430 Iteration 31Q: 3 clusters Score -3071430 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13325 members Mstep: Class 2 contains 1328 members Entering Unmasked Estep Score: -3071464.500000 Penalty: 11750.690430 Iteration 32Q: 3 clusters Score -3071464 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13344 members Mstep: Class 2 contains 1309 members Entering Unmasked Estep Score: -3071483.250000 Penalty: 11750.690430 Iteration 33Q: 3 clusters Score -3071483 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13357 members Mstep: Class 2 contains 1296 members Entering Unmasked Estep Score: -3071492.250000 Penalty: 11750.690430 Iteration 34Q: 3 clusters Score -3071492 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13373 members Mstep: Class 2 contains 1280 members Entering Unmasked Estep Score: -3071518.000000 Penalty: 11750.690430 Iteration 35Q: 3 clusters Score -3071518 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13386 members Mstep: Class 2 contains 1267 members Entering Unmasked Estep Score: -3071527.750000 Penalty: 11750.690430 Iteration 36Q: 3 clusters Score -3071528 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13403 members Mstep: Class 2 contains 1250 members Entering Unmasked Estep Score: -3071542.750000 Penalty: 11750.690430 Iteration 37Q: 3 clusters Score -3071543 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13411 members Mstep: Class 2 contains 1242 members Entering Unmasked Estep Score: -3071552.250000 Penalty: 11750.690430 Iteration 38Q: 3 clusters Score -3071552 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13419 members Mstep: Class 2 contains 1234 members Entering Unmasked Estep Score: -3071557.500000 Penalty: 11750.690430 Iteration 39Q: 3 clusters Score -3071558 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13428 members Mstep: Class 2 contains 1225 members Entering Unmasked Estep Score: -3071555.750000 Penalty: 11750.690430 Iteration 40F: 3 clusters Score -3071556 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13434 members Mstep: Class 2 contains 1219 members Entering Unmasked Estep Score: -3071557.000000 Penalty: 11750.690430 Iteration 41Q: 3 clusters Score -3071557 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13440 members Mstep: Class 2 contains 1213 members Entering Unmasked Estep Score: -3071565.500000 Penalty: 11750.690430 Iteration 42Q: 3 clusters Score -3071566 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13442 members Mstep: Class 2 contains 1211 members Entering Unmasked Estep Score: -3071564.500000 Penalty: 11750.690430 Iteration 43Q: 3 clusters Score -3071564 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13443 members Mstep: Class 2 contains 1210 members Entering Unmasked Estep Score: -3071566.000000 Penalty: 11750.690430 Iteration 44Q: 3 clusters Score -3071566 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13445 members Mstep: Class 2 contains 1208 members Entering Unmasked Estep Score: -3071563.750000 Penalty: 11750.690430 Iteration 45Q: 3 clusters Score -3071564 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13447 members Mstep: Class 2 contains 1206 members Entering Unmasked Estep Score: -3071570.500000 Penalty: 11750.690430 Iteration 46Q: 3 clusters Score -3071570 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13448 members Mstep: Class 2 contains 1205 members Entering Unmasked Estep Score: -3071569.250000 Penalty: 11750.690430 Iteration 47Q: 3 clusters Score -3071569 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13450 members Mstep: Class 2 contains 1203 members Entering Unmasked Estep Score: -3071578.250000 Penalty: 11750.690430 Iteration 48Q: 3 clusters Score -3071578 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13454 members Mstep: Class 2 contains 1199 members Entering Unmasked Estep Score: -3071574.750000 Penalty: 11750.690430 Iteration 49Q: 3 clusters Score -3071575 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13457 members Mstep: Class 2 contains 1196 members Entering Unmasked Estep Score: -3071578.750000 Penalty: 11750.690430 Iteration 50Q: 3 clusters Score -3071579 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13460 members Mstep: Class 2 contains 1193 members Entering Unmasked Estep Score: -3071582.000000 Penalty: 11750.690430 Iteration 51Q: 3 clusters Score -3071582 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13463 members Mstep: Class 2 contains 1190 members Entering Unmasked Estep Score: -3071593.500000 Penalty: 11750.690430 Iteration 52Q: 3 clusters Score -3071594 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13465 members Mstep: Class 2 contains 1188 members Entering Unmasked Estep Score: -3071591.000000 Penalty: 11750.690430 Iteration 53Q: 3 clusters Score -3071591 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13467 members Mstep: Class 2 contains 1186 members Entering Unmasked Estep Score: -3071589.500000 Penalty: 11750.690430 Iteration 54Q: 3 clusters Score -3071590 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13473 members Mstep: Class 2 contains 1180 members Entering Unmasked Estep Score: -3071591.500000 Penalty: 11750.690430 Iteration 55Q: 3 clusters Score -3071592 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13479 members Mstep: Class 2 contains 1174 members Entering Unmasked Estep Score: -3071592.000000 Penalty: 11750.690430 Iteration 56Q: 3 clusters Score -3071592 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13485 members Mstep: Class 2 contains 1168 members Entering Unmasked Estep Score: -3071606.250000 Penalty: 11750.690430 Iteration 57Q: 3 clusters Score -3071606 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13491 members Mstep: Class 2 contains 1162 members Entering Unmasked Estep Score: -3071614.000000 Penalty: 11750.690430 Iteration 58Q: 3 clusters Score -3071614 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13494 members Mstep: Class 2 contains 1159 members Entering Unmasked Estep Score: -3071619.000000 Penalty: 11750.690430 Iteration 59Q: 3 clusters Score -3071619 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13498 members Mstep: Class 2 contains 1155 members Entering Unmasked Estep Score: -3071623.000000 Penalty: 11750.690430 Iteration 60F: 3 clusters Score -3071623 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13499 members Mstep: Class 2 contains 1154 members Entering Unmasked Estep Score: -3071621.000000 Penalty: 11750.690430 Iteration 61Q: 3 clusters Score -3071621 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13499 members Mstep: Class 2 contains 1154 members Entering Unmasked Estep Score: -3071621.000000 Penalty: 11750.690430 Iteration 62F: 3 clusters Score -3071621 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (294 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 294 members Entering Unmasked Estep Score: -54618.953125 Penalty: 3481.192627 Iteration 0F: 2 clusters Score -54618.95 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 134 members Mstep: Class 2 contains 160 members Entering Unmasked Estep Score: -51821.976562 Penalty: 6962.385254 Iteration 0F: 3 clusters Score -51821.98 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 138 members Mstep: Class 2 contains 156 members Entering Unmasked Estep Score: -51922.925781 Penalty: 6962.385254 Iteration 1Q: 3 clusters Score -51922.93 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139 members Mstep: Class 2 contains 155 members Entering Unmasked Estep Score: -51927.000000 Penalty: 6962.385254 Iteration 2Q: 3 clusters Score -51927 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139 members Mstep: Class 2 contains 155 members Entering Unmasked Estep Score: -51927.000000 Penalty: 6962.385254 Iteration 3F: 3 clusters Score -51927 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (154852 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 154852 members Entering Unmasked Estep Score: -34087868.000000 Penalty: 7319.512695 Iteration 0F: 2 clusters Score -3.408787e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 77265 members Mstep: Class 2 contains 77587 members Entering Unmasked Estep Score: -33987464.000000 Penalty: 14639.025391 Iteration 0F: 3 clusters Score -3.398746e+07 nChanged 71667 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 76662 members Mstep: Class 2 contains 78190 members Entering Unmasked Estep Score: -34027364.000000 Penalty: 14639.025391 Iteration 1F: 3 clusters Score -3.402736e+07 nChanged 5247 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 76471 members Mstep: Class 2 contains 78381 members Entering Unmasked Estep Score: -34028552.000000 Penalty: 14639.025391 Iteration 2Q: 3 clusters Score -3.402855e+07 nChanged 4909 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 76272 members Mstep: Class 2 contains 78580 members Entering Unmasked Estep Score: -34029672.000000 Penalty: 14639.025391 Iteration 3Q: 3 clusters Score -3.402967e+07 nChanged 4735 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 76015 members Mstep: Class 2 contains 78837 members Entering Unmasked Estep Score: -34030696.000000 Penalty: 14639.025391 Iteration 4Q: 3 clusters Score -3.40307e+07 nChanged 4731 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 75712 members Mstep: Class 2 contains 79140 members Entering Unmasked Estep Score: -34031952.000000 Penalty: 14639.025391 Iteration 5Q: 3 clusters Score -3.403195e+07 nChanged 4776 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 75400 members Mstep: Class 2 contains 79452 members Entering Unmasked Estep Score: -34033376.000000 Penalty: 14639.025391 Iteration 6Q: 3 clusters Score -3.403338e+07 nChanged 4939 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 75069 members Mstep: Class 2 contains 79783 members Entering Unmasked Estep Score: -34034832.000000 Penalty: 14639.025391 Iteration 7Q: 3 clusters Score -3.403483e+07 nChanged 5295 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74696 members Mstep: Class 2 contains 80156 members Entering Unmasked Estep Score: -34036508.000000 Penalty: 14639.025391 Iteration 8Q: 3 clusters Score -3.403651e+07 nChanged 5898 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74052 members Mstep: Class 2 contains 80800 members Entering Unmasked Estep Score: -34038680.000000 Penalty: 14639.025391 Iteration 9Q: 3 clusters Score -3.403868e+07 nChanged 6327 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73169 members Mstep: Class 2 contains 81683 members Entering Unmasked Estep Score: -34041168.000000 Penalty: 14639.025391 Iteration 10Q: 3 clusters Score -3.404117e+07 nChanged 6746 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71783 members Mstep: Class 2 contains 83069 members Entering Unmasked Estep Score: -34044200.000000 Penalty: 14639.025391 Iteration 11Q: 3 clusters Score -3.40442e+07 nChanged 6886 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 69825 members Mstep: Class 2 contains 85027 members Entering Unmasked Estep Score: -34047012.000000 Penalty: 14639.025391 Iteration 12Q: 3 clusters Score -3.404701e+07 nChanged 6611 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67224 members Mstep: Class 2 contains 87628 members Entering Unmasked Estep Score: -34049848.000000 Penalty: 14639.025391 Iteration 13Q: 3 clusters Score -3.404985e+07 nChanged 6183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63973 members Mstep: Class 2 contains 90879 members Entering Unmasked Estep Score: -34052524.000000 Penalty: 14639.025391 Iteration 14Q: 3 clusters Score -3.405252e+07 nChanged 6024 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59879 members Mstep: Class 2 contains 94973 members Entering Unmasked Estep Score: -34055252.000000 Penalty: 14639.025391 Iteration 15Q: 3 clusters Score -3.405525e+07 nChanged 5808 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55107 members Mstep: Class 2 contains 99745 members Entering Unmasked Estep Score: -34057936.000000 Penalty: 14639.025391 Iteration 16Q: 3 clusters Score -3.405794e+07 nChanged 6028 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49629 members Mstep: Class 2 contains 105223 members Entering Unmasked Estep Score: -34060820.000000 Penalty: 14639.025391 Iteration 17Q: 3 clusters Score -3.406082e+07 nChanged 6185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43660 members Mstep: Class 2 contains 111192 members Entering Unmasked Estep Score: -34064164.000000 Penalty: 14639.025391 Iteration 18Q: 3 clusters Score -3.406416e+07 nChanged 6381 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37363 members Mstep: Class 2 contains 117489 members Entering Unmasked Estep Score: -34067532.000000 Penalty: 14639.025391 Iteration 19Q: 3 clusters Score -3.406753e+07 nChanged 6306 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31087 members Mstep: Class 2 contains 123765 members Entering Unmasked Estep Score: -34070828.000000 Penalty: 14639.025391 Iteration 20F: 3 clusters Score -3.407083e+07 nChanged 5833 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25266 members Mstep: Class 2 contains 129586 members Entering Unmasked Estep Score: -34073524.000000 Penalty: 14639.025391 Iteration 21Q: 3 clusters Score -3.407352e+07 nChanged 5126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20150 members Mstep: Class 2 contains 134702 members Entering Unmasked Estep Score: -34075904.000000 Penalty: 14639.025391 Iteration 22Q: 3 clusters Score -3.40759e+07 nChanged 4338 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15824 members Mstep: Class 2 contains 139028 members Entering Unmasked Estep Score: -34077744.000000 Penalty: 14639.025391 Iteration 23Q: 3 clusters Score -3.407774e+07 nChanged 3447 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12389 members Mstep: Class 2 contains 142463 members Entering Unmasked Estep Score: -34078936.000000 Penalty: 14639.025391 Iteration 24Q: 3 clusters Score -3.407894e+07 nChanged 2559 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9844 members Mstep: Class 2 contains 145008 members Entering Unmasked Estep Score: -34079892.000000 Penalty: 14639.025391 Iteration 25Q: 3 clusters Score -3.407989e+07 nChanged 1896 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7972 members Mstep: Class 2 contains 146880 members Entering Unmasked Estep Score: -34080348.000000 Penalty: 14639.025391 Iteration 26Q: 3 clusters Score -3.408035e+07 nChanged 1366 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6630 members Mstep: Class 2 contains 148222 members Entering Unmasked Estep Score: -34080768.000000 Penalty: 14639.025391 Iteration 27Q: 3 clusters Score -3.408077e+07 nChanged 1011 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5669 members Mstep: Class 2 contains 149183 members Entering Unmasked Estep Score: -34081144.000000 Penalty: 14639.025391 Iteration 28Q: 3 clusters Score -3.408114e+07 nChanged 731 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4978 members Mstep: Class 2 contains 149874 members Entering Unmasked Estep Score: -34081400.000000 Penalty: 14639.025391 Iteration 29Q: 3 clusters Score -3.40814e+07 nChanged 516 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4512 members Mstep: Class 2 contains 150340 members Entering Unmasked Estep Score: -34081644.000000 Penalty: 14639.025391 Iteration 30Q: 3 clusters Score -3.408164e+07 nChanged 417 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4123 members Mstep: Class 2 contains 150729 members Entering Unmasked Estep Score: -34081772.000000 Penalty: 14639.025391 Iteration 31Q: 3 clusters Score -3.408177e+07 nChanged 334 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3813 members Mstep: Class 2 contains 151039 members Entering Unmasked Estep Score: -34081824.000000 Penalty: 14639.025391 Iteration 32Q: 3 clusters Score -3.408182e+07 nChanged 242 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3601 members Mstep: Class 2 contains 151251 members Entering Unmasked Estep Score: -34081848.000000 Penalty: 14639.025391 Iteration 33Q: 3 clusters Score -3.408185e+07 nChanged 194 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3435 members Mstep: Class 2 contains 151417 members Entering Unmasked Estep Score: -34081892.000000 Penalty: 14639.025391 Iteration 34Q: 3 clusters Score -3.408189e+07 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3290 members Mstep: Class 2 contains 151562 members Entering Unmasked Estep Score: -34082008.000000 Penalty: 14639.025391 Iteration 35Q: 3 clusters Score -3.408201e+07 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3193 members Mstep: Class 2 contains 151659 members Entering Unmasked Estep Score: -34082012.000000 Penalty: 14639.025391 Iteration 36Q: 3 clusters Score -3.408201e+07 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3106 members Mstep: Class 2 contains 151746 members Entering Unmasked Estep Score: -34082076.000000 Penalty: 14639.025391 Iteration 37Q: 3 clusters Score -3.408208e+07 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3035 members Mstep: Class 2 contains 151817 members Entering Unmasked Estep Score: -34082136.000000 Penalty: 14639.025391 Iteration 38Q: 3 clusters Score -3.408214e+07 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2977 members Mstep: Class 2 contains 151875 members Entering Unmasked Estep Score: -34082132.000000 Penalty: 14639.025391 Iteration 39Q: 3 clusters Score -3.408213e+07 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2927 members Mstep: Class 2 contains 151925 members Entering Unmasked Estep Score: -34082140.000000 Penalty: 14639.025391 Iteration 40F: 3 clusters Score -3.408214e+07 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2882 members Mstep: Class 2 contains 151970 members Entering Unmasked Estep Score: -34082164.000000 Penalty: 14639.025391 Iteration 41Q: 3 clusters Score -3.408216e+07 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2852 members Mstep: Class 2 contains 152000 members Entering Unmasked Estep Score: -34082132.000000 Penalty: 14639.025391 Iteration 42Q: 3 clusters Score -3.408213e+07 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2817 members Mstep: Class 2 contains 152035 members Entering Unmasked Estep Score: -34082124.000000 Penalty: 14639.025391 Iteration 43Q: 3 clusters Score -3.408212e+07 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2795 members Mstep: Class 2 contains 152057 members Entering Unmasked Estep Score: -34082152.000000 Penalty: 14639.025391 Iteration 44Q: 3 clusters Score -3.408215e+07 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2761 members Mstep: Class 2 contains 152091 members Entering Unmasked Estep Score: -34082184.000000 Penalty: 14639.025391 Iteration 45Q: 3 clusters Score -3.408218e+07 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2746 members Mstep: Class 2 contains 152106 members Entering Unmasked Estep Score: -34082180.000000 Penalty: 14639.025391 Iteration 46Q: 3 clusters Score -3.408218e+07 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2730 members Mstep: Class 2 contains 152122 members Entering Unmasked Estep Score: -34082204.000000 Penalty: 14639.025391 Iteration 47Q: 3 clusters Score -3.40822e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2717 members Mstep: Class 2 contains 152135 members Entering Unmasked Estep Score: -34082192.000000 Penalty: 14639.025391 Iteration 48Q: 3 clusters Score -3.408219e+07 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2704 members Mstep: Class 2 contains 152148 members Entering Unmasked Estep Score: -34082180.000000 Penalty: 14639.025391 Iteration 49Q: 3 clusters Score -3.408218e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2693 members Mstep: Class 2 contains 152159 members Entering Unmasked Estep Score: -34082196.000000 Penalty: 14639.025391 Iteration 50Q: 3 clusters Score -3.40822e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2683 members Mstep: Class 2 contains 152169 members Entering Unmasked Estep Score: -34082156.000000 Penalty: 14639.025391 Iteration 51Q: 3 clusters Score -3.408216e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2669 members Mstep: Class 2 contains 152183 members Entering Unmasked Estep Score: -34082164.000000 Penalty: 14639.025391 Iteration 52Q: 3 clusters Score -3.408216e+07 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2654 members Mstep: Class 2 contains 152198 members Entering Unmasked Estep Score: -34082216.000000 Penalty: 14639.025391 Iteration 53Q: 3 clusters Score -3.408222e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2642 members Mstep: Class 2 contains 152210 members Entering Unmasked Estep Score: -34082204.000000 Penalty: 14639.025391 Iteration 54Q: 3 clusters Score -3.40822e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2630 members Mstep: Class 2 contains 152222 members Entering Unmasked Estep Score: -34082204.000000 Penalty: 14639.025391 Iteration 55Q: 3 clusters Score -3.40822e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2621 members Mstep: Class 2 contains 152231 members Entering Unmasked Estep Score: -34082216.000000 Penalty: 14639.025391 Iteration 56Q: 3 clusters Score -3.408222e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2613 members Mstep: Class 2 contains 152239 members Entering Unmasked Estep Score: -34082208.000000 Penalty: 14639.025391 Iteration 57Q: 3 clusters Score -3.408221e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2600 members Mstep: Class 2 contains 152252 members Entering Unmasked Estep Score: -34082216.000000 Penalty: 14639.025391 Iteration 58Q: 3 clusters Score -3.408222e+07 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2592 members Mstep: Class 2 contains 152260 members Entering Unmasked Estep Score: -34082236.000000 Penalty: 14639.025391 Iteration 59Q: 3 clusters Score -3.408224e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2583 members Mstep: Class 2 contains 152269 members Entering Unmasked Estep Score: -34082228.000000 Penalty: 14639.025391 Iteration 60F: 3 clusters Score -3.408223e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2576 members Mstep: Class 2 contains 152276 members Entering Unmasked Estep Score: -34082240.000000 Penalty: 14639.025391 Iteration 61Q: 3 clusters Score -3.408224e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2572 members Mstep: Class 2 contains 152280 members Entering Unmasked Estep Score: -34082236.000000 Penalty: 14639.025391 Iteration 62Q: 3 clusters Score -3.408224e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2565 members Mstep: Class 2 contains 152287 members Entering Unmasked Estep Score: -34082216.000000 Penalty: 14639.025391 Iteration 63Q: 3 clusters Score -3.408222e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2554 members Mstep: Class 2 contains 152298 members Entering Unmasked Estep Score: -34082212.000000 Penalty: 14639.025391 Iteration 64Q: 3 clusters Score -3.408221e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2543 members Mstep: Class 2 contains 152309 members Entering Unmasked Estep Score: -34082224.000000 Penalty: 14639.025391 Iteration 65Q: 3 clusters Score -3.408222e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2535 members Mstep: Class 2 contains 152317 members Entering Unmasked Estep Score: -34082236.000000 Penalty: 14639.025391 Iteration 66Q: 3 clusters Score -3.408224e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2528 members Mstep: Class 2 contains 152324 members Entering Unmasked Estep Score: -34082232.000000 Penalty: 14639.025391 Iteration 67Q: 3 clusters Score -3.408223e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2525 members Mstep: Class 2 contains 152327 members Entering Unmasked Estep Score: -34082256.000000 Penalty: 14639.025391 Iteration 68Q: 3 clusters Score -3.408226e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2525 members Mstep: Class 2 contains 152327 members Entering Unmasked Estep Score: -34082244.000000 Penalty: 14639.025391 Iteration 69Q: 3 clusters Score -3.408224e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2521 members Mstep: Class 2 contains 152331 members Entering Unmasked Estep Score: -34082232.000000 Penalty: 14639.025391 Iteration 70Q: 3 clusters Score -3.408223e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2518 members Mstep: Class 2 contains 152334 members Entering Unmasked Estep Score: -34082212.000000 Penalty: 14639.025391 Iteration 71Q: 3 clusters Score -3.408221e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2518 members Mstep: Class 2 contains 152334 members Entering Unmasked Estep Score: -34082220.000000 Penalty: 14639.025391 Iteration 72Q: 3 clusters Score -3.408222e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2517 members Mstep: Class 2 contains 152335 members Entering Unmasked Estep Score: -34082212.000000 Penalty: 14639.025391 Iteration 73Q: 3 clusters Score -3.408221e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2515 members Mstep: Class 2 contains 152337 members Entering Unmasked Estep Score: -34082236.000000 Penalty: 14639.025391 Iteration 74Q: 3 clusters Score -3.408224e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2512 members Mstep: Class 2 contains 152340 members Entering Unmasked Estep Score: -34082264.000000 Penalty: 14639.025391 Iteration 75Q: 3 clusters Score -3.408226e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2512 members Mstep: Class 2 contains 152340 members Entering Unmasked Estep Score: -34082252.000000 Penalty: 14639.025391 Iteration 76Q: 3 clusters Score -3.408225e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2512 members Mstep: Class 2 contains 152340 members Entering Unmasked Estep Score: -34082256.000000 Penalty: 14639.025391 Iteration 77Q: 3 clusters Score -3.408226e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2511 members Mstep: Class 2 contains 152341 members Entering Unmasked Estep Score: -34082256.000000 Penalty: 14639.025391 Iteration 78Q: 3 clusters Score -3.408226e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2511 members Mstep: Class 2 contains 152341 members Entering Unmasked Estep Score: -34082256.000000 Penalty: 14639.025391 Iteration 79F: 3 clusters Score -3.408226e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (1078 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1078 members Entering Unmasked Estep Score: -203560.921875 Penalty: 4277.003418 Iteration 0F: 2 clusters Score -203560.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 539 members Mstep: Class 2 contains 539 members Entering Unmasked Estep Score: -199576.703125 Penalty: 8554.006836 Iteration 0F: 3 clusters Score -199576.7 nChanged 195 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 592 members Mstep: Class 2 contains 486 members Entering Unmasked Estep Score: -200307.640625 Penalty: 8554.006836 Iteration 1F: 3 clusters Score -200307.6 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 632 members Mstep: Class 2 contains 446 members Entering Unmasked Estep Score: -200993.609375 Penalty: 8554.006836 Iteration 2F: 3 clusters Score -200993.6 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 676 members Mstep: Class 2 contains 402 members Entering Unmasked Estep Score: -201760.281250 Penalty: 8554.006836 Iteration 3F: 3 clusters Score -201760.3 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 706 members Mstep: Class 2 contains 372 members Entering Unmasked Estep Score: -202507.437500 Penalty: 8554.006836 Iteration 4F: 3 clusters Score -202507.4 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 717 members Mstep: Class 2 contains 361 members Entering Unmasked Estep Score: -203401.296875 Penalty: 8554.006836 Iteration 5Q: 3 clusters Score -203401.3 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 733 members Mstep: Class 2 contains 345 members Entering Unmasked Estep Score: -204174.796875 Penalty: 8554.006836 Iteration 6Q: 3 clusters Score -204174.8 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 747 members Mstep: Class 2 contains 331 members Entering Unmasked Estep Score: -204293.703125 Penalty: 8554.006836 Iteration 7Q: 3 clusters Score -204293.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 757 members Mstep: Class 2 contains 321 members Entering Unmasked Estep Score: -204385.984375 Penalty: 8554.006836 Iteration 8Q: 3 clusters Score -204386 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 764 members Mstep: Class 2 contains 314 members Entering Unmasked Estep Score: -204467.187500 Penalty: 8554.006836 Iteration 9Q: 3 clusters Score -204467.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 765 members Mstep: Class 2 contains 313 members Entering Unmasked Estep Score: -204477.296875 Penalty: 8554.006836 Iteration 10Q: 3 clusters Score -204477.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 765 members Mstep: Class 2 contains 313 members Entering Unmasked Estep Score: -204477.296875 Penalty: 8554.006836 Iteration 11F: 3 clusters Score -204477.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 32 members Mstep: Class 1 contains 26637 members Mstep: Class 2 contains 14653 members Mstep: Class 3 contains 294 members Mstep: Class 4 contains 154852 members Mstep: Class 5 contains 765 members Mstep: Class 6 contains 2018 members Mstep: Class 7 contains 17262 members Mstep: Class 8 contains 36546 members Mstep: Class 9 contains 33698 members Mstep: Class 10 contains 143191 members Mstep: Class 11 contains 684 members Mstep: Class 12 contains 43992 members Mstep: Class 13 contains 843 members Mstep: Class 14 contains 158025 members Mstep: Class 15 contains 19005 members Mstep: Class 16 contains 490 members Mstep: Class 17 contains 15747 members Mstep: Class 18 contains 823 members Mstep: Class 19 contains 6654 members Mstep: Class 20 contains 1316 members Mstep: Class 21 contains 280 members Mstep: Class 22 contains 918 members Mstep: Class 23 contains 313 members Entering Unmasked Estep Score: -147576960.000000 Penalty: 189173.046875 Splitting cluster 5 changes total score from -147580032.000000 to -147576960.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 6 (2018 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2018 members Entering Unmasked Estep Score: -431603.062500 Penalty: 4661.040527 Iteration 0F: 2 clusters Score -431603.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1010 members Mstep: Class 2 contains 1008 members Entering Unmasked Estep Score: -426654.625000 Penalty: 9322.081055 Iteration 0F: 3 clusters Score -426654.6 nChanged 478 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1016 members Mstep: Class 2 contains 1002 members Entering Unmasked Estep Score: -427533.562500 Penalty: 9322.081055 Iteration 1F: 3 clusters Score -427533.6 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1008 members Mstep: Class 2 contains 1010 members Entering Unmasked Estep Score: -428098.468750 Penalty: 9322.081055 Iteration 2F: 3 clusters Score -428098.5 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1007 members Mstep: Class 2 contains 1011 members Entering Unmasked Estep Score: -428498.343750 Penalty: 9322.081055 Iteration 3F: 3 clusters Score -428498.3 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 993 members Mstep: Class 2 contains 1025 members Entering Unmasked Estep Score: -428923.343750 Penalty: 9322.081055 Iteration 4Q: 3 clusters Score -428923.3 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 942 members Mstep: Class 2 contains 1076 members Entering Unmasked Estep Score: -429247.125000 Penalty: 9322.081055 Iteration 5F: 3 clusters Score -429247.1 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 880 members Mstep: Class 2 contains 1138 members Entering Unmasked Estep Score: -429551.562500 Penalty: 9322.081055 Iteration 6F: 3 clusters Score -429551.6 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 798 members Mstep: Class 2 contains 1220 members Entering Unmasked Estep Score: -429903.593750 Penalty: 9322.081055 Iteration 7F: 3 clusters Score -429903.6 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 735 members Mstep: Class 2 contains 1283 members Entering Unmasked Estep Score: -430221.187500 Penalty: 9322.081055 Iteration 8F: 3 clusters Score -430221.2 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 666 members Mstep: Class 2 contains 1352 members Entering Unmasked Estep Score: -430543.093750 Penalty: 9322.081055 Iteration 9Q: 3 clusters Score -430543.1 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 606 members Mstep: Class 2 contains 1412 members Entering Unmasked Estep Score: -430823.031250 Penalty: 9322.081055 Iteration 10Q: 3 clusters Score -430823 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 556 members Mstep: Class 2 contains 1462 members Entering Unmasked Estep Score: -431065.687500 Penalty: 9322.081055 Iteration 11Q: 3 clusters Score -431065.7 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 518 members Mstep: Class 2 contains 1500 members Entering Unmasked Estep Score: -431325.468750 Penalty: 9322.081055 Iteration 12Q: 3 clusters Score -431325.5 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 498 members Mstep: Class 2 contains 1520 members Entering Unmasked Estep Score: -431549.093750 Penalty: 9322.081055 Iteration 13Q: 3 clusters Score -431549.1 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 490 members Mstep: Class 2 contains 1528 members Entering Unmasked Estep Score: -431622.656250 Penalty: 9322.081055 Iteration 14Q: 3 clusters Score -431622.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 486 members Mstep: Class 2 contains 1532 members Entering Unmasked Estep Score: -431636.750000 Penalty: 9322.081055 Iteration 15Q: 3 clusters Score -431636.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 483 members Mstep: Class 2 contains 1535 members Entering Unmasked Estep Score: -431642.968750 Penalty: 9322.081055 Iteration 16Q: 3 clusters Score -431643 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 483 members Mstep: Class 2 contains 1535 members Entering Unmasked Estep Score: -431642.968750 Penalty: 9322.081055 Iteration 17F: 3 clusters Score -431643 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 32 members Mstep: Class 1 contains 26637 members Mstep: Class 2 contains 14653 members Mstep: Class 3 contains 294 members Mstep: Class 4 contains 154852 members Mstep: Class 5 contains 1078 members Mstep: Class 6 contains 483 members Mstep: Class 7 contains 17262 members Mstep: Class 8 contains 36546 members Mstep: Class 9 contains 33698 members Mstep: Class 10 contains 143191 members Mstep: Class 11 contains 684 members Mstep: Class 12 contains 43992 members Mstep: Class 13 contains 843 members Mstep: Class 14 contains 158025 members Mstep: Class 15 contains 19005 members Mstep: Class 16 contains 490 members Mstep: Class 17 contains 15747 members Mstep: Class 18 contains 823 members Mstep: Class 19 contains 6654 members Mstep: Class 20 contains 1316 members Mstep: Class 21 contains 280 members Mstep: Class 22 contains 918 members Mstep: Class 23 contains 1535 members Entering Unmasked Estep Score: -147576304.000000 Penalty: 189173.046875 Splitting cluster 6 changes total score from -147580032.000000 to -147576304.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 7 (17262 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17262 members Entering Unmasked Estep Score: -3814245.750000 Penalty: 5975.710938 Iteration 0F: 2 clusters Score -3814246 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8780 members Mstep: Class 2 contains 8482 members Entering Unmasked Estep Score: -3799460.250000 Penalty: 11951.421875 Iteration 0F: 3 clusters Score -3799460 nChanged 6968 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9058 members Mstep: Class 2 contains 8204 members Entering Unmasked Estep Score: -3803182.750000 Penalty: 11951.421875 Iteration 1F: 3 clusters Score -3803183 nChanged 1185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9247 members Mstep: Class 2 contains 8015 members Entering Unmasked Estep Score: -3803777.000000 Penalty: 11951.421875 Iteration 2F: 3 clusters Score -3803777 nChanged 845 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9496 members Mstep: Class 2 contains 7766 members Entering Unmasked Estep Score: -3804178.000000 Penalty: 11951.421875 Iteration 3Q: 3 clusters Score -3804178 nChanged 650 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9770 members Mstep: Class 2 contains 7492 members Entering Unmasked Estep Score: -3804474.250000 Penalty: 11951.421875 Iteration 4Q: 3 clusters Score -3804474 nChanged 576 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10044 members Mstep: Class 2 contains 7218 members Entering Unmasked Estep Score: -3804728.250000 Penalty: 11951.421875 Iteration 5Q: 3 clusters Score -3804728 nChanged 498 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10320 members Mstep: Class 2 contains 6942 members Entering Unmasked Estep Score: -3804954.500000 Penalty: 11951.421875 Iteration 6Q: 3 clusters Score -3804954 nChanged 491 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10629 members Mstep: Class 2 contains 6633 members Entering Unmasked Estep Score: -3805212.250000 Penalty: 11951.421875 Iteration 7Q: 3 clusters Score -3805212 nChanged 504 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10979 members Mstep: Class 2 contains 6283 members Entering Unmasked Estep Score: -3805454.500000 Penalty: 11951.421875 Iteration 8Q: 3 clusters Score -3805454 nChanged 516 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11383 members Mstep: Class 2 contains 5879 members Entering Unmasked Estep Score: -3805726.250000 Penalty: 11951.421875 Iteration 9Q: 3 clusters Score -3805726 nChanged 562 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11845 members Mstep: Class 2 contains 5417 members Entering Unmasked Estep Score: -3806035.500000 Penalty: 11951.421875 Iteration 10Q: 3 clusters Score -3806036 nChanged 561 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12324 members Mstep: Class 2 contains 4938 members Entering Unmasked Estep Score: -3806374.250000 Penalty: 11951.421875 Iteration 11Q: 3 clusters Score -3806374 nChanged 582 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12848 members Mstep: Class 2 contains 4414 members Entering Unmasked Estep Score: -3806721.000000 Penalty: 11951.421875 Iteration 12Q: 3 clusters Score -3806721 nChanged 577 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13379 members Mstep: Class 2 contains 3883 members Entering Unmasked Estep Score: -3807111.500000 Penalty: 11951.421875 Iteration 13Q: 3 clusters Score -3807112 nChanged 556 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13895 members Mstep: Class 2 contains 3367 members Entering Unmasked Estep Score: -3807516.750000 Penalty: 11951.421875 Iteration 14Q: 3 clusters Score -3807517 nChanged 520 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14365 members Mstep: Class 2 contains 2897 members Entering Unmasked Estep Score: -3807916.000000 Penalty: 11951.421875 Iteration 15Q: 3 clusters Score -3807916 nChanged 474 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14815 members Mstep: Class 2 contains 2447 members Entering Unmasked Estep Score: -3808295.500000 Penalty: 11951.421875 Iteration 16Q: 3 clusters Score -3808296 nChanged 384 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15169 members Mstep: Class 2 contains 2093 members Entering Unmasked Estep Score: -3808602.000000 Penalty: 11951.421875 Iteration 17Q: 3 clusters Score -3808602 nChanged 301 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15446 members Mstep: Class 2 contains 1816 members Entering Unmasked Estep Score: -3808844.250000 Penalty: 11951.421875 Iteration 18Q: 3 clusters Score -3808844 nChanged 213 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15635 members Mstep: Class 2 contains 1627 members Entering Unmasked Estep Score: -3809011.000000 Penalty: 11951.421875 Iteration 19Q: 3 clusters Score -3809011 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15775 members Mstep: Class 2 contains 1487 members Entering Unmasked Estep Score: -3809135.500000 Penalty: 11951.421875 Iteration 20F: 3 clusters Score -3809136 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15857 members Mstep: Class 2 contains 1405 members Entering Unmasked Estep Score: -3809222.750000 Penalty: 11951.421875 Iteration 21Q: 3 clusters Score -3809223 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15925 members Mstep: Class 2 contains 1337 members Entering Unmasked Estep Score: -3809291.000000 Penalty: 11951.421875 Iteration 22Q: 3 clusters Score -3809291 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15976 members Mstep: Class 2 contains 1286 members Entering Unmasked Estep Score: -3809332.250000 Penalty: 11951.421875 Iteration 23Q: 3 clusters Score -3809332 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16015 members Mstep: Class 2 contains 1247 members Entering Unmasked Estep Score: -3809379.500000 Penalty: 11951.421875 Iteration 24Q: 3 clusters Score -3809380 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16044 members Mstep: Class 2 contains 1218 members Entering Unmasked Estep Score: -3809408.250000 Penalty: 11951.421875 Iteration 25Q: 3 clusters Score -3809408 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16069 members Mstep: Class 2 contains 1193 members Entering Unmasked Estep Score: -3809417.000000 Penalty: 11951.421875 Iteration 26Q: 3 clusters Score -3809417 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16085 members Mstep: Class 2 contains 1177 members Entering Unmasked Estep Score: -3809442.250000 Penalty: 11951.421875 Iteration 27Q: 3 clusters Score -3809442 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16099 members Mstep: Class 2 contains 1163 members Entering Unmasked Estep Score: -3809450.000000 Penalty: 11951.421875 Iteration 28Q: 3 clusters Score -3809450 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16119 members Mstep: Class 2 contains 1143 members Entering Unmasked Estep Score: -3809460.750000 Penalty: 11951.421875 Iteration 29Q: 3 clusters Score -3809461 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16129 members Mstep: Class 2 contains 1133 members Entering Unmasked Estep Score: -3809473.750000 Penalty: 11951.421875 Iteration 30Q: 3 clusters Score -3809474 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16135 members Mstep: Class 2 contains 1127 members Entering Unmasked Estep Score: -3809481.750000 Penalty: 11951.421875 Iteration 31Q: 3 clusters Score -3809482 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16140 members Mstep: Class 2 contains 1122 members Entering Unmasked Estep Score: -3809489.000000 Penalty: 11951.421875 Iteration 32Q: 3 clusters Score -3809489 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16141 members Mstep: Class 2 contains 1121 members Entering Unmasked Estep Score: -3809488.750000 Penalty: 11951.421875 Iteration 33Q: 3 clusters Score -3809489 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16143 members Mstep: Class 2 contains 1119 members Entering Unmasked Estep Score: -3809491.500000 Penalty: 11951.421875 Iteration 34Q: 3 clusters Score -3809492 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16146 members Mstep: Class 2 contains 1116 members Entering Unmasked Estep Score: -3809494.000000 Penalty: 11951.421875 Iteration 35Q: 3 clusters Score -3809494 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16152 members Mstep: Class 2 contains 1110 members Entering Unmasked Estep Score: -3809495.250000 Penalty: 11951.421875 Iteration 36Q: 3 clusters Score -3809495 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16156 members Mstep: Class 2 contains 1106 members Entering Unmasked Estep Score: -3809496.250000 Penalty: 11951.421875 Iteration 37Q: 3 clusters Score -3809496 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16158 members Mstep: Class 2 contains 1104 members Entering Unmasked Estep Score: -3809500.000000 Penalty: 11951.421875 Iteration 38Q: 3 clusters Score -3809500 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16157 members Mstep: Class 2 contains 1105 members Entering Unmasked Estep Score: -3809500.500000 Penalty: 11951.421875 Iteration 39Q: 3 clusters Score -3809500 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16158 members Mstep: Class 2 contains 1104 members Entering Unmasked Estep Score: -3809502.250000 Penalty: 11951.421875 Iteration 40F: 3 clusters Score -3809502 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16158 members Mstep: Class 2 contains 1104 members Entering Unmasked Estep Score: -3809503.500000 Penalty: 11951.421875 Iteration 41Q: 3 clusters Score -3809504 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16160 members Mstep: Class 2 contains 1102 members Entering Unmasked Estep Score: -3809509.250000 Penalty: 11951.421875 Iteration 42Q: 3 clusters Score -3809509 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16159 members Mstep: Class 2 contains 1103 members Entering Unmasked Estep Score: -3809508.750000 Penalty: 11951.421875 Iteration 43Q: 3 clusters Score -3809509 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16159 members Mstep: Class 2 contains 1103 members Entering Unmasked Estep Score: -3809508.750000 Penalty: 11951.421875 Iteration 44F: 3 clusters Score -3809509 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (36546 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36546 members Entering Unmasked Estep Score: -8096892.000000 Penalty: 6435.125000 Iteration 0F: 2 clusters Score -8096892 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18339 members Mstep: Class 2 contains 18207 members Entering Unmasked Estep Score: -8069917.000000 Penalty: 12870.250000 Iteration 0F: 3 clusters Score -8069917 nChanged 15614 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18409 members Mstep: Class 2 contains 18137 members Entering Unmasked Estep Score: -8078224.000000 Penalty: 12870.250000 Iteration 1F: 3 clusters Score -8078224 nChanged 2078 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18439 members Mstep: Class 2 contains 18107 members Entering Unmasked Estep Score: -8078929.000000 Penalty: 12870.250000 Iteration 2F: 3 clusters Score -8078929 nChanged 1587 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18490 members Mstep: Class 2 contains 18056 members Entering Unmasked Estep Score: -8079468.500000 Penalty: 12870.250000 Iteration 3Q: 3 clusters Score -8079468 nChanged 1266 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18632 members Mstep: Class 2 contains 17914 members Entering Unmasked Estep Score: -8079842.000000 Penalty: 12870.250000 Iteration 4Q: 3 clusters Score -8079842 nChanged 1058 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18796 members Mstep: Class 2 contains 17750 members Entering Unmasked Estep Score: -8080148.500000 Penalty: 12870.250000 Iteration 5Q: 3 clusters Score -8080148 nChanged 967 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18965 members Mstep: Class 2 contains 17581 members Entering Unmasked Estep Score: -8080413.500000 Penalty: 12870.250000 Iteration 6Q: 3 clusters Score -8080414 nChanged 810 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19139 members Mstep: Class 2 contains 17407 members Entering Unmasked Estep Score: -8080662.500000 Penalty: 12870.250000 Iteration 7Q: 3 clusters Score -8080662 nChanged 767 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19332 members Mstep: Class 2 contains 17214 members Entering Unmasked Estep Score: -8080886.000000 Penalty: 12870.250000 Iteration 8Q: 3 clusters Score -8080886 nChanged 756 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19618 members Mstep: Class 2 contains 16928 members Entering Unmasked Estep Score: -8081079.500000 Penalty: 12870.250000 Iteration 9Q: 3 clusters Score -8081080 nChanged 741 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19979 members Mstep: Class 2 contains 16567 members Entering Unmasked Estep Score: -8081256.000000 Penalty: 12870.250000 Iteration 10Q: 3 clusters Score -8081256 nChanged 715 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20370 members Mstep: Class 2 contains 16176 members Entering Unmasked Estep Score: -8081449.500000 Penalty: 12870.250000 Iteration 11Q: 3 clusters Score -8081450 nChanged 746 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20846 members Mstep: Class 2 contains 15700 members Entering Unmasked Estep Score: -8081665.500000 Penalty: 12870.250000 Iteration 12Q: 3 clusters Score -8081666 nChanged 805 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21411 members Mstep: Class 2 contains 15135 members Entering Unmasked Estep Score: -8081924.500000 Penalty: 12870.250000 Iteration 13Q: 3 clusters Score -8081924 nChanged 894 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22113 members Mstep: Class 2 contains 14433 members Entering Unmasked Estep Score: -8082265.000000 Penalty: 12870.250000 Iteration 14Q: 3 clusters Score -8082265 nChanged 1028 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22963 members Mstep: Class 2 contains 13583 members Entering Unmasked Estep Score: -8082689.000000 Penalty: 12870.250000 Iteration 15Q: 3 clusters Score -8082689 nChanged 1133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23964 members Mstep: Class 2 contains 12582 members Entering Unmasked Estep Score: -8083183.000000 Penalty: 12870.250000 Iteration 16Q: 3 clusters Score -8083183 nChanged 1245 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25093 members Mstep: Class 2 contains 11453 members Entering Unmasked Estep Score: -8083791.000000 Penalty: 12870.250000 Iteration 17Q: 3 clusters Score -8083791 nChanged 1472 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26479 members Mstep: Class 2 contains 10067 members Entering Unmasked Estep Score: -8084645.000000 Penalty: 12870.250000 Iteration 18Q: 3 clusters Score -8084645 nChanged 1592 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28011 members Mstep: Class 2 contains 8535 members Entering Unmasked Estep Score: -8085595.500000 Penalty: 12870.250000 Iteration 19Q: 3 clusters Score -8085596 nChanged 1631 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29600 members Mstep: Class 2 contains 6946 members Entering Unmasked Estep Score: -8086690.500000 Penalty: 12870.250000 Iteration 20F: 3 clusters Score -8086690 nChanged 1560 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31140 members Mstep: Class 2 contains 5406 members Entering Unmasked Estep Score: -8087858.000000 Penalty: 12870.250000 Iteration 21Q: 3 clusters Score -8087858 nChanged 1330 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32432 members Mstep: Class 2 contains 4114 members Entering Unmasked Estep Score: -8088861.000000 Penalty: 12870.250000 Iteration 22Q: 3 clusters Score -8088861 nChanged 970 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33368 members Mstep: Class 2 contains 3178 members Entering Unmasked Estep Score: -8089598.500000 Penalty: 12870.250000 Iteration 23Q: 3 clusters Score -8089598 nChanged 680 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34032 members Mstep: Class 2 contains 2514 members Entering Unmasked Estep Score: -8090129.000000 Penalty: 12870.250000 Iteration 24Q: 3 clusters Score -8090129 nChanged 452 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34468 members Mstep: Class 2 contains 2078 members Entering Unmasked Estep Score: -8090475.000000 Penalty: 12870.250000 Iteration 25Q: 3 clusters Score -8090475 nChanged 308 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34764 members Mstep: Class 2 contains 1782 members Entering Unmasked Estep Score: -8090728.500000 Penalty: 12870.250000 Iteration 26Q: 3 clusters Score -8090728 nChanged 209 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34965 members Mstep: Class 2 contains 1581 members Entering Unmasked Estep Score: -8090871.500000 Penalty: 12870.250000 Iteration 27Q: 3 clusters Score -8090872 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35096 members Mstep: Class 2 contains 1450 members Entering Unmasked Estep Score: -8090951.500000 Penalty: 12870.250000 Iteration 28Q: 3 clusters Score -8090952 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35181 members Mstep: Class 2 contains 1365 members Entering Unmasked Estep Score: -8091034.500000 Penalty: 12870.250000 Iteration 29Q: 3 clusters Score -8091034 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35255 members Mstep: Class 2 contains 1291 members Entering Unmasked Estep Score: -8091108.500000 Penalty: 12870.250000 Iteration 30Q: 3 clusters Score -8091108 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35311 members Mstep: Class 2 contains 1235 members Entering Unmasked Estep Score: -8091164.500000 Penalty: 12870.250000 Iteration 31Q: 3 clusters Score -8091164 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35368 members Mstep: Class 2 contains 1178 members Entering Unmasked Estep Score: -8091213.500000 Penalty: 12870.250000 Iteration 32Q: 3 clusters Score -8091214 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35396 members Mstep: Class 2 contains 1150 members Entering Unmasked Estep Score: -8091231.000000 Penalty: 12870.250000 Iteration 33Q: 3 clusters Score -8091231 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35426 members Mstep: Class 2 contains 1120 members Entering Unmasked Estep Score: -8091251.000000 Penalty: 12870.250000 Iteration 34Q: 3 clusters Score -8091251 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35445 members Mstep: Class 2 contains 1101 members Entering Unmasked Estep Score: -8091271.500000 Penalty: 12870.250000 Iteration 35Q: 3 clusters Score -8091272 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35460 members Mstep: Class 2 contains 1086 members Entering Unmasked Estep Score: -8091287.000000 Penalty: 12870.250000 Iteration 36Q: 3 clusters Score -8091287 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35474 members Mstep: Class 2 contains 1072 members Entering Unmasked Estep Score: -8091291.000000 Penalty: 12870.250000 Iteration 37Q: 3 clusters Score -8091291 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35484 members Mstep: Class 2 contains 1062 members Entering Unmasked Estep Score: -8091303.500000 Penalty: 12870.250000 Iteration 38Q: 3 clusters Score -8091304 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35493 members Mstep: Class 2 contains 1053 members Entering Unmasked Estep Score: -8091311.000000 Penalty: 12870.250000 Iteration 39Q: 3 clusters Score -8091311 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35501 members Mstep: Class 2 contains 1045 members Entering Unmasked Estep Score: -8091309.000000 Penalty: 12870.250000 Iteration 40F: 3 clusters Score -8091309 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35507 members Mstep: Class 2 contains 1039 members Entering Unmasked Estep Score: -8091313.500000 Penalty: 12870.250000 Iteration 41Q: 3 clusters Score -8091314 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35509 members Mstep: Class 2 contains 1037 members Entering Unmasked Estep Score: -8091322.500000 Penalty: 12870.250000 Iteration 42Q: 3 clusters Score -8091322 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35513 members Mstep: Class 2 contains 1033 members Entering Unmasked Estep Score: -8091329.000000 Penalty: 12870.250000 Iteration 43Q: 3 clusters Score -8091329 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35516 members Mstep: Class 2 contains 1030 members Entering Unmasked Estep Score: -8091331.500000 Penalty: 12870.250000 Iteration 44Q: 3 clusters Score -8091332 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35518 members Mstep: Class 2 contains 1028 members Entering Unmasked Estep Score: -8091330.500000 Penalty: 12870.250000 Iteration 45Q: 3 clusters Score -8091330 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35519 members Mstep: Class 2 contains 1027 members Entering Unmasked Estep Score: -8091328.000000 Penalty: 12870.250000 Iteration 46Q: 3 clusters Score -8091328 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35519 members Mstep: Class 2 contains 1027 members Entering Unmasked Estep Score: -8091328.000000 Penalty: 12870.250000 Iteration 47F: 3 clusters Score -8091328 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (33698 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33698 members Entering Unmasked Estep Score: -7424427.000000 Penalty: 6385.431152 Iteration 0F: 2 clusters Score -7424427 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16880 members Mstep: Class 2 contains 16818 members Entering Unmasked Estep Score: -7399164.000000 Penalty: 12770.862305 Iteration 0F: 3 clusters Score -7399164 nChanged 14395 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16713 members Mstep: Class 2 contains 16985 members Entering Unmasked Estep Score: -7406955.000000 Penalty: 12770.862305 Iteration 1F: 3 clusters Score -7406955 nChanged 1931 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16612 members Mstep: Class 2 contains 17086 members Entering Unmasked Estep Score: -7407714.500000 Penalty: 12770.862305 Iteration 2F: 3 clusters Score -7407714 nChanged 1527 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16547 members Mstep: Class 2 contains 17151 members Entering Unmasked Estep Score: -7408283.500000 Penalty: 12770.862305 Iteration 3Q: 3 clusters Score -7408284 nChanged 1260 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16425 members Mstep: Class 2 contains 17273 members Entering Unmasked Estep Score: -7408664.500000 Penalty: 12770.862305 Iteration 4Q: 3 clusters Score -7408664 nChanged 1071 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16282 members Mstep: Class 2 contains 17416 members Entering Unmasked Estep Score: -7409023.500000 Penalty: 12770.862305 Iteration 5Q: 3 clusters Score -7409024 nChanged 907 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16093 members Mstep: Class 2 contains 17605 members Entering Unmasked Estep Score: -7409283.500000 Penalty: 12770.862305 Iteration 6Q: 3 clusters Score -7409284 nChanged 880 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15831 members Mstep: Class 2 contains 17867 members Entering Unmasked Estep Score: -7409522.500000 Penalty: 12770.862305 Iteration 7Q: 3 clusters Score -7409522 nChanged 805 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15522 members Mstep: Class 2 contains 18176 members Entering Unmasked Estep Score: -7409775.500000 Penalty: 12770.862305 Iteration 8Q: 3 clusters Score -7409776 nChanged 751 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15169 members Mstep: Class 2 contains 18529 members Entering Unmasked Estep Score: -7409904.000000 Penalty: 12770.862305 Iteration 9Q: 3 clusters Score -7409904 nChanged 730 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14771 members Mstep: Class 2 contains 18927 members Entering Unmasked Estep Score: -7410178.500000 Penalty: 12770.862305 Iteration 10Q: 3 clusters Score -7410178 nChanged 725 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14326 members Mstep: Class 2 contains 19372 members Entering Unmasked Estep Score: -7410373.000000 Penalty: 12770.862305 Iteration 11Q: 3 clusters Score -7410373 nChanged 737 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13809 members Mstep: Class 2 contains 19889 members Entering Unmasked Estep Score: -7410569.000000 Penalty: 12770.862305 Iteration 12Q: 3 clusters Score -7410569 nChanged 746 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13239 members Mstep: Class 2 contains 20459 members Entering Unmasked Estep Score: -7410807.500000 Penalty: 12770.862305 Iteration 13Q: 3 clusters Score -7410808 nChanged 780 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12587 members Mstep: Class 2 contains 21111 members Entering Unmasked Estep Score: -7411055.500000 Penalty: 12770.862305 Iteration 14Q: 3 clusters Score -7411056 nChanged 827 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11866 members Mstep: Class 2 contains 21832 members Entering Unmasked Estep Score: -7411337.000000 Penalty: 12770.862305 Iteration 15Q: 3 clusters Score -7411337 nChanged 892 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11070 members Mstep: Class 2 contains 22628 members Entering Unmasked Estep Score: -7411723.000000 Penalty: 12770.862305 Iteration 16Q: 3 clusters Score -7411723 nChanged 991 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10159 members Mstep: Class 2 contains 23539 members Entering Unmasked Estep Score: -7412144.000000 Penalty: 12770.862305 Iteration 17Q: 3 clusters Score -7412144 nChanged 1075 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9136 members Mstep: Class 2 contains 24562 members Entering Unmasked Estep Score: -7412708.500000 Penalty: 12770.862305 Iteration 18Q: 3 clusters Score -7412708 nChanged 1135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8045 members Mstep: Class 2 contains 25653 members Entering Unmasked Estep Score: -7413304.000000 Penalty: 12770.862305 Iteration 19Q: 3 clusters Score -7413304 nChanged 1142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6923 members Mstep: Class 2 contains 26775 members Entering Unmasked Estep Score: -7413972.000000 Penalty: 12770.862305 Iteration 20F: 3 clusters Score -7413972 nChanged 1188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5763 members Mstep: Class 2 contains 27935 members Entering Unmasked Estep Score: -7414679.500000 Penalty: 12770.862305 Iteration 21Q: 3 clusters Score -7414680 nChanged 1136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4651 members Mstep: Class 2 contains 29047 members Entering Unmasked Estep Score: -7415451.000000 Penalty: 12770.862305 Iteration 22Q: 3 clusters Score -7415451 nChanged 1047 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3628 members Mstep: Class 2 contains 30070 members Entering Unmasked Estep Score: -7416193.000000 Penalty: 12770.862305 Iteration 23Q: 3 clusters Score -7416193 nChanged 866 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2772 members Mstep: Class 2 contains 30926 members Entering Unmasked Estep Score: -7416906.500000 Penalty: 12770.862305 Iteration 24Q: 3 clusters Score -7416906 nChanged 650 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2138 members Mstep: Class 2 contains 31560 members Entering Unmasked Estep Score: -7417447.000000 Penalty: 12770.862305 Iteration 25Q: 3 clusters Score -7417447 nChanged 477 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1671 members Mstep: Class 2 contains 32027 members Entering Unmasked Estep Score: -7417853.500000 Penalty: 12770.862305 Iteration 26Q: 3 clusters Score -7417854 nChanged 280 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1407 members Mstep: Class 2 contains 32291 members Entering Unmasked Estep Score: -7418065.500000 Penalty: 12770.862305 Iteration 27Q: 3 clusters Score -7418066 nChanged 207 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1212 members Mstep: Class 2 contains 32486 members Entering Unmasked Estep Score: -7418277.000000 Penalty: 12770.862305 Iteration 28Q: 3 clusters Score -7418277 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1064 members Mstep: Class 2 contains 32634 members Entering Unmasked Estep Score: -7418445.000000 Penalty: 12770.862305 Iteration 29Q: 3 clusters Score -7418445 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 962 members Mstep: Class 2 contains 32736 members Entering Unmasked Estep Score: -7418576.500000 Penalty: 12770.862305 Iteration 30Q: 3 clusters Score -7418576 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 908 members Mstep: Class 2 contains 32790 members Entering Unmasked Estep Score: -7418645.000000 Penalty: 12770.862305 Iteration 31Q: 3 clusters Score -7418645 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 856 members Mstep: Class 2 contains 32842 members Entering Unmasked Estep Score: -7418725.500000 Penalty: 12770.862305 Iteration 32Q: 3 clusters Score -7418726 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 822 members Mstep: Class 2 contains 32876 members Entering Unmasked Estep Score: -7418755.000000 Penalty: 12770.862305 Iteration 33Q: 3 clusters Score -7418755 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 805 members Mstep: Class 2 contains 32893 members Entering Unmasked Estep Score: -7418772.500000 Penalty: 12770.862305 Iteration 34Q: 3 clusters Score -7418772 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 791 members Mstep: Class 2 contains 32907 members Entering Unmasked Estep Score: -7418781.500000 Penalty: 12770.862305 Iteration 35Q: 3 clusters Score -7418782 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 784 members Mstep: Class 2 contains 32914 members Entering Unmasked Estep Score: -7418808.000000 Penalty: 12770.862305 Iteration 36Q: 3 clusters Score -7418808 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 779 members Mstep: Class 2 contains 32919 members Entering Unmasked Estep Score: -7418811.500000 Penalty: 12770.862305 Iteration 37Q: 3 clusters Score -7418812 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 770 members Mstep: Class 2 contains 32928 members Entering Unmasked Estep Score: -7418818.000000 Penalty: 12770.862305 Iteration 38Q: 3 clusters Score -7418818 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 766 members Mstep: Class 2 contains 32932 members Entering Unmasked Estep Score: -7418841.500000 Penalty: 12770.862305 Iteration 39Q: 3 clusters Score -7418842 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 761 members Mstep: Class 2 contains 32937 members Entering Unmasked Estep Score: -7418861.500000 Penalty: 12770.862305 Iteration 40F: 3 clusters Score -7418862 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 756 members Mstep: Class 2 contains 32942 members Entering Unmasked Estep Score: -7418860.500000 Penalty: 12770.862305 Iteration 41Q: 3 clusters Score -7418860 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 754 members Mstep: Class 2 contains 32944 members Entering Unmasked Estep Score: -7418859.000000 Penalty: 12770.862305 Iteration 42Q: 3 clusters Score -7418859 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 751 members Mstep: Class 2 contains 32947 members Entering Unmasked Estep Score: -7418864.000000 Penalty: 12770.862305 Iteration 43Q: 3 clusters Score -7418864 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 748 members Mstep: Class 2 contains 32950 members Entering Unmasked Estep Score: -7418872.000000 Penalty: 12770.862305 Iteration 44Q: 3 clusters Score -7418872 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 744 members Mstep: Class 2 contains 32954 members Entering Unmasked Estep Score: -7418870.000000 Penalty: 12770.862305 Iteration 45Q: 3 clusters Score -7418870 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 742 members Mstep: Class 2 contains 32956 members Entering Unmasked Estep Score: -7418886.000000 Penalty: 12770.862305 Iteration 46Q: 3 clusters Score -7418886 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 737 members Mstep: Class 2 contains 32961 members Entering Unmasked Estep Score: -7418884.000000 Penalty: 12770.862305 Iteration 47Q: 3 clusters Score -7418884 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 733 members Mstep: Class 2 contains 32965 members Entering Unmasked Estep Score: -7418896.000000 Penalty: 12770.862305 Iteration 48Q: 3 clusters Score -7418896 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 731 members Mstep: Class 2 contains 32967 members Entering Unmasked Estep Score: -7418895.000000 Penalty: 12770.862305 Iteration 49Q: 3 clusters Score -7418895 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 728 members Mstep: Class 2 contains 32970 members Entering Unmasked Estep Score: -7418904.000000 Penalty: 12770.862305 Iteration 50Q: 3 clusters Score -7418904 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 724 members Mstep: Class 2 contains 32974 members Entering Unmasked Estep Score: -7418897.500000 Penalty: 12770.862305 Iteration 51Q: 3 clusters Score -7418898 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 724 members Mstep: Class 2 contains 32974 members Entering Unmasked Estep Score: -7418897.500000 Penalty: 12770.862305 Iteration 52F: 3 clusters Score -7418898 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (143191 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143191 members Entering Unmasked Estep Score: -31888512.000000 Penalty: 7271.560059 Iteration 0F: 2 clusters Score -3.188851e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71674 members Mstep: Class 2 contains 71517 members Entering Unmasked Estep Score: -31793990.000000 Penalty: 14543.120117 Iteration 0F: 3 clusters Score -3.179399e+07 nChanged 66608 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72242 members Mstep: Class 2 contains 70949 members Entering Unmasked Estep Score: -31830736.000000 Penalty: 14543.120117 Iteration 1F: 3 clusters Score -3.183074e+07 nChanged 5458 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72626 members Mstep: Class 2 contains 70565 members Entering Unmasked Estep Score: -31832288.000000 Penalty: 14543.120117 Iteration 2Q: 3 clusters Score -3.183229e+07 nChanged 5514 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73212 members Mstep: Class 2 contains 69979 members Entering Unmasked Estep Score: -31834000.000000 Penalty: 14543.120117 Iteration 3Q: 3 clusters Score -3.1834e+07 nChanged 5671 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73987 members Mstep: Class 2 contains 69204 members Entering Unmasked Estep Score: -31836158.000000 Penalty: 14543.120117 Iteration 4Q: 3 clusters Score -3.183616e+07 nChanged 6156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 75095 members Mstep: Class 2 contains 68096 members Entering Unmasked Estep Score: -31838754.000000 Penalty: 14543.120117 Iteration 5Q: 3 clusters Score -3.183875e+07 nChanged 6851 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 76828 members Mstep: Class 2 contains 66363 members Entering Unmasked Estep Score: -31841926.000000 Penalty: 14543.120117 Iteration 6Q: 3 clusters Score -3.184193e+07 nChanged 7462 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 79148 members Mstep: Class 2 contains 64043 members Entering Unmasked Estep Score: -31845594.000000 Penalty: 14543.120117 Iteration 7F: 3 clusters Score -3.184559e+07 nChanged 7812 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 82048 members Mstep: Class 2 contains 61143 members Entering Unmasked Estep Score: -31849692.000000 Penalty: 14543.120117 Iteration 8F: 3 clusters Score -3.184969e+07 nChanged 7839 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 85371 members Mstep: Class 2 contains 57820 members Entering Unmasked Estep Score: -31854158.000000 Penalty: 14543.120117 Iteration 9F: 3 clusters Score -3.185416e+07 nChanged 7659 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 88778 members Mstep: Class 2 contains 54413 members Entering Unmasked Estep Score: -31858570.000000 Penalty: 14543.120117 Iteration 10F: 3 clusters Score -3.185857e+07 nChanged 7334 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 92152 members Mstep: Class 2 contains 51039 members Entering Unmasked Estep Score: -31863156.000000 Penalty: 14543.120117 Iteration 11F: 3 clusters Score -3.186316e+07 nChanged 6652 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95260 members Mstep: Class 2 contains 47931 members Entering Unmasked Estep Score: -31867296.000000 Penalty: 14543.120117 Iteration 12Q: 3 clusters Score -3.18673e+07 nChanged 5683 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97911 members Mstep: Class 2 contains 45280 members Entering Unmasked Estep Score: -31870672.000000 Penalty: 14543.120117 Iteration 13Q: 3 clusters Score -3.187067e+07 nChanged 4543 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100114 members Mstep: Class 2 contains 43077 members Entering Unmasked Estep Score: -31872992.000000 Penalty: 14543.120117 Iteration 14Q: 3 clusters Score -3.187299e+07 nChanged 3627 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 102187 members Mstep: Class 2 contains 41004 members Entering Unmasked Estep Score: -31874512.000000 Penalty: 14543.120117 Iteration 15Q: 3 clusters Score -3.187451e+07 nChanged 2973 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 104230 members Mstep: Class 2 contains 38961 members Entering Unmasked Estep Score: -31875792.000000 Penalty: 14543.120117 Iteration 16Q: 3 clusters Score -3.187579e+07 nChanged 2598 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 106276 members Mstep: Class 2 contains 36915 members Entering Unmasked Estep Score: -31876792.000000 Penalty: 14543.120117 Iteration 17Q: 3 clusters Score -3.187679e+07 nChanged 2401 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 108321 members Mstep: Class 2 contains 34870 members Entering Unmasked Estep Score: -31877784.000000 Penalty: 14543.120117 Iteration 18Q: 3 clusters Score -3.187778e+07 nChanged 2292 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 110359 members Mstep: Class 2 contains 32832 members Entering Unmasked Estep Score: -31878668.000000 Penalty: 14543.120117 Iteration 19Q: 3 clusters Score -3.187867e+07 nChanged 2136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 112277 members Mstep: Class 2 contains 30914 members Entering Unmasked Estep Score: -31879596.000000 Penalty: 14543.120117 Iteration 20F: 3 clusters Score -3.18796e+07 nChanged 1982 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 114127 members Mstep: Class 2 contains 29064 members Entering Unmasked Estep Score: -31880412.000000 Penalty: 14543.120117 Iteration 21Q: 3 clusters Score -3.188041e+07 nChanged 1880 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 115873 members Mstep: Class 2 contains 27318 members Entering Unmasked Estep Score: -31881252.000000 Penalty: 14543.120117 Iteration 22Q: 3 clusters Score -3.188125e+07 nChanged 1716 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 117489 members Mstep: Class 2 contains 25702 members Entering Unmasked Estep Score: -31882128.000000 Penalty: 14543.120117 Iteration 23Q: 3 clusters Score -3.188213e+07 nChanged 1612 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 118999 members Mstep: Class 2 contains 24192 members Entering Unmasked Estep Score: -31882810.000000 Penalty: 14543.120117 Iteration 24Q: 3 clusters Score -3.188281e+07 nChanged 1460 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 120367 members Mstep: Class 2 contains 22824 members Entering Unmasked Estep Score: -31883476.000000 Penalty: 14543.120117 Iteration 25Q: 3 clusters Score -3.188348e+07 nChanged 1278 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 121563 members Mstep: Class 2 contains 21628 members Entering Unmasked Estep Score: -31884176.000000 Penalty: 14543.120117 Iteration 26Q: 3 clusters Score -3.188418e+07 nChanged 1084 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 122581 members Mstep: Class 2 contains 20610 members Entering Unmasked Estep Score: -31884576.000000 Penalty: 14543.120117 Iteration 27Q: 3 clusters Score -3.188458e+07 nChanged 923 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 123442 members Mstep: Class 2 contains 19749 members Entering Unmasked Estep Score: -31884952.000000 Penalty: 14543.120117 Iteration 28Q: 3 clusters Score -3.188495e+07 nChanged 786 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 124174 members Mstep: Class 2 contains 19017 members Entering Unmasked Estep Score: -31885182.000000 Penalty: 14543.120117 Iteration 29Q: 3 clusters Score -3.188518e+07 nChanged 734 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 124868 members Mstep: Class 2 contains 18323 members Entering Unmasked Estep Score: -31885232.000000 Penalty: 14543.120117 Iteration 30Q: 3 clusters Score -3.188523e+07 nChanged 632 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 125472 members Mstep: Class 2 contains 17719 members Entering Unmasked Estep Score: -31885324.000000 Penalty: 14543.120117 Iteration 31Q: 3 clusters Score -3.188532e+07 nChanged 535 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 125979 members Mstep: Class 2 contains 17212 members Entering Unmasked Estep Score: -31885434.000000 Penalty: 14543.120117 Iteration 32Q: 3 clusters Score -3.188543e+07 nChanged 429 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 126390 members Mstep: Class 2 contains 16801 members Entering Unmasked Estep Score: -31885436.000000 Penalty: 14543.120117 Iteration 33Q: 3 clusters Score -3.188544e+07 nChanged 390 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 126766 members Mstep: Class 2 contains 16425 members Entering Unmasked Estep Score: -31885478.000000 Penalty: 14543.120117 Iteration 34Q: 3 clusters Score -3.188548e+07 nChanged 370 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 127118 members Mstep: Class 2 contains 16073 members Entering Unmasked Estep Score: -31885560.000000 Penalty: 14543.120117 Iteration 35Q: 3 clusters Score -3.188556e+07 nChanged 346 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 127456 members Mstep: Class 2 contains 15735 members Entering Unmasked Estep Score: -31885610.000000 Penalty: 14543.120117 Iteration 36Q: 3 clusters Score -3.188561e+07 nChanged 310 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 127756 members Mstep: Class 2 contains 15435 members Entering Unmasked Estep Score: -31885608.000000 Penalty: 14543.120117 Iteration 37Q: 3 clusters Score -3.188561e+07 nChanged 293 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 128043 members Mstep: Class 2 contains 15148 members Entering Unmasked Estep Score: -31885730.000000 Penalty: 14543.120117 Iteration 38Q: 3 clusters Score -3.188573e+07 nChanged 289 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 128324 members Mstep: Class 2 contains 14867 members Entering Unmasked Estep Score: -31885756.000000 Penalty: 14543.120117 Iteration 39Q: 3 clusters Score -3.188576e+07 nChanged 273 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 128589 members Mstep: Class 2 contains 14602 members Entering Unmasked Estep Score: -31885784.000000 Penalty: 14543.120117 Iteration 40F: 3 clusters Score -3.188578e+07 nChanged 270 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 128851 members Mstep: Class 2 contains 14340 members Entering Unmasked Estep Score: -31885824.000000 Penalty: 14543.120117 Iteration 41Q: 3 clusters Score -3.188582e+07 nChanged 258 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 129103 members Mstep: Class 2 contains 14088 members Entering Unmasked Estep Score: -31885808.000000 Penalty: 14543.120117 Iteration 42Q: 3 clusters Score -3.188581e+07 nChanged 231 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 129326 members Mstep: Class 2 contains 13865 members Entering Unmasked Estep Score: -31885828.000000 Penalty: 14543.120117 Iteration 43Q: 3 clusters Score -3.188583e+07 nChanged 214 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 129536 members Mstep: Class 2 contains 13655 members Entering Unmasked Estep Score: -31885780.000000 Penalty: 14543.120117 Iteration 44Q: 3 clusters Score -3.188578e+07 nChanged 234 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 129762 members Mstep: Class 2 contains 13429 members Entering Unmasked Estep Score: -31885844.000000 Penalty: 14543.120117 Iteration 45Q: 3 clusters Score -3.188584e+07 nChanged 228 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 129986 members Mstep: Class 2 contains 13205 members Entering Unmasked Estep Score: -31885912.000000 Penalty: 14543.120117 Iteration 46Q: 3 clusters Score -3.188591e+07 nChanged 232 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 130190 members Mstep: Class 2 contains 13001 members Entering Unmasked Estep Score: -31885886.000000 Penalty: 14543.120117 Iteration 47Q: 3 clusters Score -3.188589e+07 nChanged 200 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 130370 members Mstep: Class 2 contains 12821 members Entering Unmasked Estep Score: -31885920.000000 Penalty: 14543.120117 Iteration 48Q: 3 clusters Score -3.188592e+07 nChanged 203 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 130551 members Mstep: Class 2 contains 12640 members Entering Unmasked Estep Score: -31885936.000000 Penalty: 14543.120117 Iteration 49Q: 3 clusters Score -3.188594e+07 nChanged 222 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 130749 members Mstep: Class 2 contains 12442 members Entering Unmasked Estep Score: -31885916.000000 Penalty: 14543.120117 Iteration 50Q: 3 clusters Score -3.188592e+07 nChanged 230 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 130949 members Mstep: Class 2 contains 12242 members Entering Unmasked Estep Score: -31885984.000000 Penalty: 14543.120117 Iteration 51Q: 3 clusters Score -3.188598e+07 nChanged 252 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 131165 members Mstep: Class 2 contains 12026 members Entering Unmasked Estep Score: -31886054.000000 Penalty: 14543.120117 Iteration 52Q: 3 clusters Score -3.188605e+07 nChanged 311 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 131438 members Mstep: Class 2 contains 11753 members Entering Unmasked Estep Score: -31886132.000000 Penalty: 14543.120117 Iteration 53Q: 3 clusters Score -3.188613e+07 nChanged 334 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 131724 members Mstep: Class 2 contains 11467 members Entering Unmasked Estep Score: -31886308.000000 Penalty: 14543.120117 Iteration 54Q: 3 clusters Score -3.188631e+07 nChanged 394 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 132036 members Mstep: Class 2 contains 11155 members Entering Unmasked Estep Score: -31886480.000000 Penalty: 14543.120117 Iteration 55Q: 3 clusters Score -3.188648e+07 nChanged 449 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 132343 members Mstep: Class 2 contains 10848 members Entering Unmasked Estep Score: -31886820.000000 Penalty: 14543.120117 Iteration 56Q: 3 clusters Score -3.188682e+07 nChanged 510 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 132641 members Mstep: Class 2 contains 10550 members Entering Unmasked Estep Score: -31887210.000000 Penalty: 14543.120117 Iteration 57Q: 3 clusters Score -3.188721e+07 nChanged 477 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 132890 members Mstep: Class 2 contains 10301 members Entering Unmasked Estep Score: -31887454.000000 Penalty: 14543.120117 Iteration 58Q: 3 clusters Score -3.188745e+07 nChanged 398 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 133068 members Mstep: Class 2 contains 10123 members Entering Unmasked Estep Score: -31887660.000000 Penalty: 14543.120117 Iteration 59Q: 3 clusters Score -3.188766e+07 nChanged 319 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 133199 members Mstep: Class 2 contains 9992 members Entering Unmasked Estep Score: -31887768.000000 Penalty: 14543.120117 Iteration 60F: 3 clusters Score -3.188777e+07 nChanged 205 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 133276 members Mstep: Class 2 contains 9915 members Entering Unmasked Estep Score: -31887752.000000 Penalty: 14543.120117 Iteration 61Q: 3 clusters Score -3.188775e+07 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 133329 members Mstep: Class 2 contains 9862 members Entering Unmasked Estep Score: -31887732.000000 Penalty: 14543.120117 Iteration 62Q: 3 clusters Score -3.188773e+07 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 133355 members Mstep: Class 2 contains 9836 members Entering Unmasked Estep Score: -31887760.000000 Penalty: 14543.120117 Iteration 63Q: 3 clusters Score -3.188776e+07 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 133381 members Mstep: Class 2 contains 9810 members Entering Unmasked Estep Score: -31887768.000000 Penalty: 14543.120117 Iteration 64Q: 3 clusters Score -3.188777e+07 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 133403 members Mstep: Class 2 contains 9788 members Entering Unmasked Estep Score: -31887768.000000 Penalty: 14543.120117 Iteration 65Q: 3 clusters Score -3.188777e+07 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 133423 members Mstep: Class 2 contains 9768 members Entering Unmasked Estep Score: -31887782.000000 Penalty: 14543.120117 Iteration 66Q: 3 clusters Score -3.188778e+07 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 133443 members Mstep: Class 2 contains 9748 members Entering Unmasked Estep Score: -31887804.000000 Penalty: 14543.120117 Iteration 67Q: 3 clusters Score -3.18878e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 133452 members Mstep: Class 2 contains 9739 members Entering Unmasked Estep Score: -31887824.000000 Penalty: 14543.120117 Iteration 68Q: 3 clusters Score -3.188782e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 133456 members Mstep: Class 2 contains 9735 members Entering Unmasked Estep Score: -31887832.000000 Penalty: 14543.120117 Iteration 69Q: 3 clusters Score -3.188783e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 133459 members Mstep: Class 2 contains 9732 members Entering Unmasked Estep Score: -31887828.000000 Penalty: 14543.120117 Iteration 70Q: 3 clusters Score -3.188783e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 133458 members Mstep: Class 2 contains 9733 members Entering Unmasked Estep Score: -31887814.000000 Penalty: 14543.120117 Iteration 71Q: 3 clusters Score -3.188781e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 133459 members Mstep: Class 2 contains 9732 members Entering Unmasked Estep Score: -31887828.000000 Penalty: 14543.120117 Iteration 72Q: 3 clusters Score -3.188783e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 133461 members Mstep: Class 2 contains 9730 members Entering Unmasked Estep Score: -31887820.000000 Penalty: 14543.120117 Iteration 73Q: 3 clusters Score -3.188782e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 133462 members Mstep: Class 2 contains 9729 members Entering Unmasked Estep Score: -31887814.000000 Penalty: 14543.120117 Iteration 74Q: 3 clusters Score -3.188781e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 133461 members Mstep: Class 2 contains 9730 members Entering Unmasked Estep Score: -31887804.000000 Penalty: 14543.120117 Iteration 75Q: 3 clusters Score -3.18878e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 133460 members Mstep: Class 2 contains 9731 members Entering Unmasked Estep Score: -31887808.000000 Penalty: 14543.120117 Iteration 76Q: 3 clusters Score -3.188781e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 133460 members Mstep: Class 2 contains 9731 members Entering Unmasked Estep Score: -31887800.000000 Penalty: 14543.120117 Iteration 77Q: 3 clusters Score -3.18878e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 133460 members Mstep: Class 2 contains 9731 members Entering Unmasked Estep Score: -31887800.000000 Penalty: 14543.120117 Iteration 78F: 3 clusters Score -3.18878e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (684 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 684 members Entering Unmasked Estep Score: -106409.226562 Penalty: 3998.374268 Iteration 0F: 2 clusters Score -106409.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 349 members Mstep: Class 2 contains 335 members Entering Unmasked Estep Score: -102956.984375 Penalty: 7996.748535 Iteration 0F: 3 clusters Score -102957 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 316 members Mstep: Class 2 contains 368 members Entering Unmasked Estep Score: -103559.281250 Penalty: 7996.748535 Iteration 1F: 3 clusters Score -103559.3 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 285 members Mstep: Class 2 contains 399 members Entering Unmasked Estep Score: -103976.734375 Penalty: 7996.748535 Iteration 2F: 3 clusters Score -103976.7 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 276 members Mstep: Class 2 contains 408 members Entering Unmasked Estep Score: -104344.539062 Penalty: 7996.748535 Iteration 3F: 3 clusters Score -104344.5 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 268 members Mstep: Class 2 contains 416 members Entering Unmasked Estep Score: -104689.265625 Penalty: 7996.748535 Iteration 4Q: 3 clusters Score -104689.3 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 259 members Mstep: Class 2 contains 425 members Entering Unmasked Estep Score: -105014.148438 Penalty: 7996.748535 Iteration 5Q: 3 clusters Score -105014.1 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 258 members Mstep: Class 2 contains 426 members Entering Unmasked Estep Score: -105204.289062 Penalty: 7996.748535 Iteration 6Q: 3 clusters Score -105204.3 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 256 members Mstep: Class 2 contains 428 members Entering Unmasked Estep Score: -105348.679688 Penalty: 7996.748535 Iteration 7Q: 3 clusters Score -105348.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 250 members Mstep: Class 2 contains 434 members Entering Unmasked Estep Score: -105411.828125 Penalty: 7996.748535 Iteration 8Q: 3 clusters Score -105411.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 245 members Mstep: Class 2 contains 439 members Entering Unmasked Estep Score: -105467.757812 Penalty: 7996.748535 Iteration 9Q: 3 clusters Score -105467.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 244 members Mstep: Class 2 contains 440 members Entering Unmasked Estep Score: -105506.406250 Penalty: 7996.748535 Iteration 10Q: 3 clusters Score -105506.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 245 members Mstep: Class 2 contains 439 members Entering Unmasked Estep Score: -105508.882812 Penalty: 7996.748535 Iteration 11Q: 3 clusters Score -105508.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 246 members Mstep: Class 2 contains 438 members Entering Unmasked Estep Score: -105515.890625 Penalty: 7996.748535 Iteration 12Q: 3 clusters Score -105515.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 246 members Mstep: Class 2 contains 438 members Entering Unmasked Estep Score: -105516.835938 Penalty: 7996.748535 Iteration 13F: 3 clusters Score -105516.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 245 members Mstep: Class 2 contains 439 members Entering Unmasked Estep Score: -105529.515625 Penalty: 7996.748535 Iteration 14Q: 3 clusters Score -105529.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 245 members Mstep: Class 2 contains 439 members Entering Unmasked Estep Score: -105529.515625 Penalty: 7996.748535 Iteration 15F: 3 clusters Score -105529.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (43992 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43992 members Entering Unmasked Estep Score: -9614913.000000 Penalty: 6548.704590 Iteration 0F: 2 clusters Score -9614913 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22186 members Mstep: Class 2 contains 21806 members Entering Unmasked Estep Score: -9583178.000000 Penalty: 13097.409180 Iteration 0F: 3 clusters Score -9583178 nChanged 19183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23055 members Mstep: Class 2 contains 20937 members Entering Unmasked Estep Score: -9593408.000000 Penalty: 13097.409180 Iteration 1F: 3 clusters Score -9593408 nChanged 2565 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23650 members Mstep: Class 2 contains 20342 members Entering Unmasked Estep Score: -9594637.000000 Penalty: 13097.409180 Iteration 2F: 3 clusters Score -9594637 nChanged 2357 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24449 members Mstep: Class 2 contains 19543 members Entering Unmasked Estep Score: -9596024.000000 Penalty: 13097.409180 Iteration 3F: 3 clusters Score -9596024 nChanged 2493 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25590 members Mstep: Class 2 contains 18402 members Entering Unmasked Estep Score: -9597511.000000 Penalty: 13097.409180 Iteration 4F: 3 clusters Score -9597511 nChanged 2615 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27137 members Mstep: Class 2 contains 16855 members Entering Unmasked Estep Score: -9599101.000000 Penalty: 13097.409180 Iteration 5F: 3 clusters Score -9599101 nChanged 2811 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29208 members Mstep: Class 2 contains 14784 members Entering Unmasked Estep Score: -9600995.000000 Penalty: 13097.409180 Iteration 6F: 3 clusters Score -9600995 nChanged 2808 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31626 members Mstep: Class 2 contains 12366 members Entering Unmasked Estep Score: -9603086.000000 Penalty: 13097.409180 Iteration 7F: 3 clusters Score -9603086 nChanged 2710 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34134 members Mstep: Class 2 contains 9858 members Entering Unmasked Estep Score: -9605365.000000 Penalty: 13097.409180 Iteration 8F: 3 clusters Score -9605365 nChanged 2301 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36327 members Mstep: Class 2 contains 7665 members Entering Unmasked Estep Score: -9607456.000000 Penalty: 13097.409180 Iteration 9F: 3 clusters Score -9607456 nChanged 1748 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37985 members Mstep: Class 2 contains 6007 members Entering Unmasked Estep Score: -9609255.000000 Penalty: 13097.409180 Iteration 10Q: 3 clusters Score -9609255 nChanged 1168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39049 members Mstep: Class 2 contains 4943 members Entering Unmasked Estep Score: -9610608.000000 Penalty: 13097.409180 Iteration 11Q: 3 clusters Score -9610608 nChanged 694 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39659 members Mstep: Class 2 contains 4333 members Entering Unmasked Estep Score: -9611289.000000 Penalty: 13097.409180 Iteration 12Q: 3 clusters Score -9611289 nChanged 391 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39994 members Mstep: Class 2 contains 3998 members Entering Unmasked Estep Score: -9611562.000000 Penalty: 13097.409180 Iteration 13Q: 3 clusters Score -9611562 nChanged 263 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40231 members Mstep: Class 2 contains 3761 members Entering Unmasked Estep Score: -9611702.000000 Penalty: 13097.409180 Iteration 14Q: 3 clusters Score -9611702 nChanged 178 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40393 members Mstep: Class 2 contains 3599 members Entering Unmasked Estep Score: -9611827.000000 Penalty: 13097.409180 Iteration 15Q: 3 clusters Score -9611827 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40517 members Mstep: Class 2 contains 3475 members Entering Unmasked Estep Score: -9611848.000000 Penalty: 13097.409180 Iteration 16Q: 3 clusters Score -9611848 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40598 members Mstep: Class 2 contains 3394 members Entering Unmasked Estep Score: -9611907.000000 Penalty: 13097.409180 Iteration 17Q: 3 clusters Score -9611907 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40668 members Mstep: Class 2 contains 3324 members Entering Unmasked Estep Score: -9611939.000000 Penalty: 13097.409180 Iteration 18Q: 3 clusters Score -9611939 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40723 members Mstep: Class 2 contains 3269 members Entering Unmasked Estep Score: -9611978.000000 Penalty: 13097.409180 Iteration 19Q: 3 clusters Score -9611978 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40758 members Mstep: Class 2 contains 3234 members Entering Unmasked Estep Score: -9611982.000000 Penalty: 13097.409180 Iteration 20F: 3 clusters Score -9611982 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40780 members Mstep: Class 2 contains 3212 members Entering Unmasked Estep Score: -9611989.000000 Penalty: 13097.409180 Iteration 21Q: 3 clusters Score -9611989 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40800 members Mstep: Class 2 contains 3192 members Entering Unmasked Estep Score: -9612003.000000 Penalty: 13097.409180 Iteration 22Q: 3 clusters Score -9612003 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40818 members Mstep: Class 2 contains 3174 members Entering Unmasked Estep Score: -9612009.000000 Penalty: 13097.409180 Iteration 23Q: 3 clusters Score -9612009 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40837 members Mstep: Class 2 contains 3155 members Entering Unmasked Estep Score: -9612025.000000 Penalty: 13097.409180 Iteration 24Q: 3 clusters Score -9612025 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40849 members Mstep: Class 2 contains 3143 members Entering Unmasked Estep Score: -9612033.000000 Penalty: 13097.409180 Iteration 25Q: 3 clusters Score -9612033 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40856 members Mstep: Class 2 contains 3136 members Entering Unmasked Estep Score: -9612014.000000 Penalty: 13097.409180 Iteration 26Q: 3 clusters Score -9612014 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40862 members Mstep: Class 2 contains 3130 members Entering Unmasked Estep Score: -9612020.000000 Penalty: 13097.409180 Iteration 27Q: 3 clusters Score -9612020 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40866 members Mstep: Class 2 contains 3126 members Entering Unmasked Estep Score: -9612025.000000 Penalty: 13097.409180 Iteration 28Q: 3 clusters Score -9612025 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40868 members Mstep: Class 2 contains 3124 members Entering Unmasked Estep Score: -9612021.000000 Penalty: 13097.409180 Iteration 29Q: 3 clusters Score -9612021 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40870 members Mstep: Class 2 contains 3122 members Entering Unmasked Estep Score: -9612027.000000 Penalty: 13097.409180 Iteration 30Q: 3 clusters Score -9612027 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40873 members Mstep: Class 2 contains 3119 members Entering Unmasked Estep Score: -9612030.000000 Penalty: 13097.409180 Iteration 31Q: 3 clusters Score -9612030 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40878 members Mstep: Class 2 contains 3114 members Entering Unmasked Estep Score: -9612024.000000 Penalty: 13097.409180 Iteration 32Q: 3 clusters Score -9612024 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40880 members Mstep: Class 2 contains 3112 members Entering Unmasked Estep Score: -9612028.000000 Penalty: 13097.409180 Iteration 33Q: 3 clusters Score -9612028 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40883 members Mstep: Class 2 contains 3109 members Entering Unmasked Estep Score: -9612035.000000 Penalty: 13097.409180 Iteration 34Q: 3 clusters Score -9612035 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40885 members Mstep: Class 2 contains 3107 members Entering Unmasked Estep Score: -9612039.000000 Penalty: 13097.409180 Iteration 35Q: 3 clusters Score -9612039 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40886 members Mstep: Class 2 contains 3106 members Entering Unmasked Estep Score: -9612040.000000 Penalty: 13097.409180 Iteration 36Q: 3 clusters Score -9612040 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40887 members Mstep: Class 2 contains 3105 members Entering Unmasked Estep Score: -9612040.000000 Penalty: 13097.409180 Iteration 37Q: 3 clusters Score -9612040 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40887 members Mstep: Class 2 contains 3105 members Entering Unmasked Estep Score: -9612040.000000 Penalty: 13097.409180 Iteration 38F: 3 clusters Score -9612040 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (843 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 843 members Entering Unmasked Estep Score: -160877.734375 Penalty: 4126.392578 Iteration 0F: 2 clusters Score -160877.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 406 members Mstep: Class 2 contains 437 members Entering Unmasked Estep Score: -157071.156250 Penalty: 8252.785156 Iteration 0F: 3 clusters Score -157071.2 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 421 members Mstep: Class 2 contains 422 members Entering Unmasked Estep Score: -157421.781250 Penalty: 8252.785156 Iteration 1F: 3 clusters Score -157421.8 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 434 members Mstep: Class 2 contains 409 members Entering Unmasked Estep Score: -157578.671875 Penalty: 8252.785156 Iteration 2Q: 3 clusters Score -157578.7 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 444 members Mstep: Class 2 contains 399 members Entering Unmasked Estep Score: -157811.843750 Penalty: 8252.785156 Iteration 3Q: 3 clusters Score -157811.8 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 462 members Mstep: Class 2 contains 381 members Entering Unmasked Estep Score: -158012.078125 Penalty: 8252.785156 Iteration 4Q: 3 clusters Score -158012.1 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 479 members Mstep: Class 2 contains 364 members Entering Unmasked Estep Score: -158121.890625 Penalty: 8252.785156 Iteration 5Q: 3 clusters Score -158121.9 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 492 members Mstep: Class 2 contains 351 members Entering Unmasked Estep Score: -158211.765625 Penalty: 8252.785156 Iteration 6Q: 3 clusters Score -158211.8 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 334 members Entering Unmasked Estep Score: -158264.484375 Penalty: 8252.785156 Iteration 7Q: 3 clusters Score -158264.5 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 520 members Mstep: Class 2 contains 323 members Entering Unmasked Estep Score: -158308.234375 Penalty: 8252.785156 Iteration 8Q: 3 clusters Score -158308.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 528 members Mstep: Class 2 contains 315 members Entering Unmasked Estep Score: -158330.812500 Penalty: 8252.785156 Iteration 9Q: 3 clusters Score -158330.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 536 members Mstep: Class 2 contains 307 members Entering Unmasked Estep Score: -158356.625000 Penalty: 8252.785156 Iteration 10Q: 3 clusters Score -158356.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 545 members Mstep: Class 2 contains 298 members Entering Unmasked Estep Score: -158408.703125 Penalty: 8252.785156 Iteration 11Q: 3 clusters Score -158408.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 550 members Mstep: Class 2 contains 293 members Entering Unmasked Estep Score: -158507.125000 Penalty: 8252.785156 Iteration 12Q: 3 clusters Score -158507.1 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 562 members Mstep: Class 2 contains 281 members Entering Unmasked Estep Score: -158561.328125 Penalty: 8252.785156 Iteration 13Q: 3 clusters Score -158561.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 570 members Mstep: Class 2 contains 273 members Entering Unmasked Estep Score: -158593.656250 Penalty: 8252.785156 Iteration 14Q: 3 clusters Score -158593.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 575 members Mstep: Class 2 contains 268 members Entering Unmasked Estep Score: -158625.031250 Penalty: 8252.785156 Iteration 15Q: 3 clusters Score -158625 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 580 members Mstep: Class 2 contains 263 members Entering Unmasked Estep Score: -158657.906250 Penalty: 8252.785156 Iteration 16Q: 3 clusters Score -158657.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 586 members Mstep: Class 2 contains 257 members Entering Unmasked Estep Score: -158690.265625 Penalty: 8252.785156 Iteration 17Q: 3 clusters Score -158690.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 590 members Mstep: Class 2 contains 253 members Entering Unmasked Estep Score: -158714.031250 Penalty: 8252.785156 Iteration 18Q: 3 clusters Score -158714 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 597 members Mstep: Class 2 contains 246 members Entering Unmasked Estep Score: -158737.265625 Penalty: 8252.785156 Iteration 19Q: 3 clusters Score -158737.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 600 members Mstep: Class 2 contains 243 members Entering Unmasked Estep Score: -158750.156250 Penalty: 8252.785156 Iteration 20F: 3 clusters Score -158750.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 603 members Mstep: Class 2 contains 240 members Entering Unmasked Estep Score: -158770.578125 Penalty: 8252.785156 Iteration 21Q: 3 clusters Score -158770.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 605 members Mstep: Class 2 contains 238 members Entering Unmasked Estep Score: -158801.468750 Penalty: 8252.785156 Iteration 22Q: 3 clusters Score -158801.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 607 members Mstep: Class 2 contains 236 members Entering Unmasked Estep Score: -158846.484375 Penalty: 8252.785156 Iteration 23Q: 3 clusters Score -158846.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 609 members Mstep: Class 2 contains 234 members Entering Unmasked Estep Score: -158967.546875 Penalty: 8252.785156 Iteration 24Q: 3 clusters Score -158967.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 615 members Mstep: Class 2 contains 228 members Entering Unmasked Estep Score: -159049.031250 Penalty: 8252.785156 Iteration 25Q: 3 clusters Score -159049 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 616 members Mstep: Class 2 contains 227 members Entering Unmasked Estep Score: -159135.031250 Penalty: 8252.785156 Iteration 26Q: 3 clusters Score -159135 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 620 members Mstep: Class 2 contains 223 members Entering Unmasked Estep Score: -159186.843750 Penalty: 8252.785156 Iteration 27Q: 3 clusters Score -159186.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 625 members Mstep: Class 2 contains 218 members Entering Unmasked Estep Score: -159229.921875 Penalty: 8252.785156 Iteration 28Q: 3 clusters Score -159229.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 630 members Mstep: Class 2 contains 213 members Entering Unmasked Estep Score: -159331.062500 Penalty: 8252.785156 Iteration 29Q: 3 clusters Score -159331.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 631 members Mstep: Class 2 contains 212 members Entering Unmasked Estep Score: -159405.015625 Penalty: 8252.785156 Iteration 30Q: 3 clusters Score -159405 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 638 members Mstep: Class 2 contains 205 members Entering Unmasked Estep Score: -159445.093750 Penalty: 8252.785156 Iteration 31Q: 3 clusters Score -159445.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 642 members Mstep: Class 2 contains 201 members Entering Unmasked Estep Score: -159461.859375 Penalty: 8252.785156 Iteration 32Q: 3 clusters Score -159461.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 645 members Mstep: Class 2 contains 198 members Entering Unmasked Estep Score: -159479.937500 Penalty: 8252.785156 Iteration 33Q: 3 clusters Score -159479.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 648 members Mstep: Class 2 contains 195 members Entering Unmasked Estep Score: -159494.875000 Penalty: 8252.785156 Iteration 34Q: 3 clusters Score -159494.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 652 members Mstep: Class 2 contains 191 members Entering Unmasked Estep Score: -159517.765625 Penalty: 8252.785156 Iteration 35Q: 3 clusters Score -159517.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 653 members Mstep: Class 2 contains 190 members Entering Unmasked Estep Score: -159522.250000 Penalty: 8252.785156 Iteration 36Q: 3 clusters Score -159522.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 653 members Mstep: Class 2 contains 190 members Entering Unmasked Estep Score: -159522.515625 Penalty: 8252.785156 Iteration 37F: 3 clusters Score -159522.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 652 members Mstep: Class 2 contains 191 members Entering Unmasked Estep Score: -159528.062500 Penalty: 8252.785156 Iteration 38Q: 3 clusters Score -159528.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 652 members Mstep: Class 2 contains 191 members Entering Unmasked Estep Score: -159538.890625 Penalty: 8252.785156 Iteration 39Q: 3 clusters Score -159538.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 655 members Mstep: Class 2 contains 188 members Entering Unmasked Estep Score: -159560.093750 Penalty: 8252.785156 Iteration 40F: 3 clusters Score -159560.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 656 members Mstep: Class 2 contains 187 members Entering Unmasked Estep Score: -159565.812500 Penalty: 8252.785156 Iteration 41Q: 3 clusters Score -159565.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 657 members Mstep: Class 2 contains 186 members Entering Unmasked Estep Score: -159568.421875 Penalty: 8252.785156 Iteration 42Q: 3 clusters Score -159568.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 657 members Mstep: Class 2 contains 186 members Entering Unmasked Estep Score: -159568.421875 Penalty: 8252.785156 Iteration 43F: 3 clusters Score -159568.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (158025 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 158025 members Entering Unmasked Estep Score: -34694252.000000 Penalty: 7331.936523 Iteration 0F: 2 clusters Score -3.469425e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 78916 members Mstep: Class 2 contains 79109 members Entering Unmasked Estep Score: -34587692.000000 Penalty: 14663.873047 Iteration 0F: 3 clusters Score -3.458769e+07 nChanged 73687 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 78081 members Mstep: Class 2 contains 79944 members Entering Unmasked Estep Score: -34628904.000000 Penalty: 14663.873047 Iteration 1F: 3 clusters Score -3.46289e+07 nChanged 5596 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 77715 members Mstep: Class 2 contains 80310 members Entering Unmasked Estep Score: -34630212.000000 Penalty: 14663.873047 Iteration 2Q: 3 clusters Score -3.463021e+07 nChanged 5171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 77274 members Mstep: Class 2 contains 80751 members Entering Unmasked Estep Score: -34631368.000000 Penalty: 14663.873047 Iteration 3Q: 3 clusters Score -3.463137e+07 nChanged 4777 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 76711 members Mstep: Class 2 contains 81314 members Entering Unmasked Estep Score: -34632404.000000 Penalty: 14663.873047 Iteration 4Q: 3 clusters Score -3.46324e+07 nChanged 4534 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 75855 members Mstep: Class 2 contains 82170 members Entering Unmasked Estep Score: -34633184.000000 Penalty: 14663.873047 Iteration 5Q: 3 clusters Score -3.463318e+07 nChanged 4365 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74646 members Mstep: Class 2 contains 83379 members Entering Unmasked Estep Score: -34634084.000000 Penalty: 14663.873047 Iteration 6Q: 3 clusters Score -3.463408e+07 nChanged 4376 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72964 members Mstep: Class 2 contains 85061 members Entering Unmasked Estep Score: -34635232.000000 Penalty: 14663.873047 Iteration 7Q: 3 clusters Score -3.463523e+07 nChanged 4554 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70570 members Mstep: Class 2 contains 87455 members Entering Unmasked Estep Score: -34636704.000000 Penalty: 14663.873047 Iteration 8Q: 3 clusters Score -3.46367e+07 nChanged 4968 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67190 members Mstep: Class 2 contains 90835 members Entering Unmasked Estep Score: -34638368.000000 Penalty: 14663.873047 Iteration 9Q: 3 clusters Score -3.463837e+07 nChanged 5798 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62430 members Mstep: Class 2 contains 95595 members Entering Unmasked Estep Score: -34640600.000000 Penalty: 14663.873047 Iteration 10Q: 3 clusters Score -3.46406e+07 nChanged 6910 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56066 members Mstep: Class 2 contains 101959 members Entering Unmasked Estep Score: -34644120.000000 Penalty: 14663.873047 Iteration 11Q: 3 clusters Score -3.464412e+07 nChanged 8351 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48019 members Mstep: Class 2 contains 110006 members Entering Unmasked Estep Score: -34649132.000000 Penalty: 14663.873047 Iteration 12F: 3 clusters Score -3.464913e+07 nChanged 9803 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38328 members Mstep: Class 2 contains 119697 members Entering Unmasked Estep Score: -34656380.000000 Penalty: 14663.873047 Iteration 13F: 3 clusters Score -3.465638e+07 nChanged 10453 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27913 members Mstep: Class 2 contains 130112 members Entering Unmasked Estep Score: -34664804.000000 Penalty: 14663.873047 Iteration 14F: 3 clusters Score -3.46648e+07 nChanged 9517 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18410 members Mstep: Class 2 contains 139615 members Entering Unmasked Estep Score: -34672944.000000 Penalty: 14663.873047 Iteration 15F: 3 clusters Score -3.467294e+07 nChanged 7362 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11054 members Mstep: Class 2 contains 146971 members Entering Unmasked Estep Score: -34679160.000000 Penalty: 14663.873047 Iteration 16Q: 3 clusters Score -3.467916e+07 nChanged 4801 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6259 members Mstep: Class 2 contains 151766 members Entering Unmasked Estep Score: -34683272.000000 Penalty: 14663.873047 Iteration 17Q: 3 clusters Score -3.468327e+07 nChanged 2651 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3636 members Mstep: Class 2 contains 154389 members Entering Unmasked Estep Score: -34685340.000000 Penalty: 14663.873047 Iteration 18Q: 3 clusters Score -3.468534e+07 nChanged 1349 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2315 members Mstep: Class 2 contains 155710 members Entering Unmasked Estep Score: -34686424.000000 Penalty: 14663.873047 Iteration 19Q: 3 clusters Score -3.468642e+07 nChanged 674 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1691 members Mstep: Class 2 contains 156334 members Entering Unmasked Estep Score: -34686988.000000 Penalty: 14663.873047 Iteration 20F: 3 clusters Score -3.468699e+07 nChanged 353 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1370 members Mstep: Class 2 contains 156655 members Entering Unmasked Estep Score: -34687196.000000 Penalty: 14663.873047 Iteration 21Q: 3 clusters Score -3.46872e+07 nChanged 189 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1211 members Mstep: Class 2 contains 156814 members Entering Unmasked Estep Score: -34687376.000000 Penalty: 14663.873047 Iteration 22Q: 3 clusters Score -3.468738e+07 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1093 members Mstep: Class 2 contains 156932 members Entering Unmasked Estep Score: -34687496.000000 Penalty: 14663.873047 Iteration 23Q: 3 clusters Score -3.46875e+07 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1022 members Mstep: Class 2 contains 157003 members Entering Unmasked Estep Score: -34687624.000000 Penalty: 14663.873047 Iteration 24Q: 3 clusters Score -3.468762e+07 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 977 members Mstep: Class 2 contains 157048 members Entering Unmasked Estep Score: -34687684.000000 Penalty: 14663.873047 Iteration 25Q: 3 clusters Score -3.468768e+07 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 935 members Mstep: Class 2 contains 157090 members Entering Unmasked Estep Score: -34687676.000000 Penalty: 14663.873047 Iteration 26Q: 3 clusters Score -3.468768e+07 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 914 members Mstep: Class 2 contains 157111 members Entering Unmasked Estep Score: -34687712.000000 Penalty: 14663.873047 Iteration 27Q: 3 clusters Score -3.468771e+07 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 896 members Mstep: Class 2 contains 157129 members Entering Unmasked Estep Score: -34687716.000000 Penalty: 14663.873047 Iteration 28Q: 3 clusters Score -3.468772e+07 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 876 members Mstep: Class 2 contains 157149 members Entering Unmasked Estep Score: -34687752.000000 Penalty: 14663.873047 Iteration 29Q: 3 clusters Score -3.468775e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 864 members Mstep: Class 2 contains 157161 members Entering Unmasked Estep Score: -34687800.000000 Penalty: 14663.873047 Iteration 30Q: 3 clusters Score -3.46878e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 859 members Mstep: Class 2 contains 157166 members Entering Unmasked Estep Score: -34687792.000000 Penalty: 14663.873047 Iteration 31Q: 3 clusters Score -3.468779e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 853 members Mstep: Class 2 contains 157172 members Entering Unmasked Estep Score: -34687800.000000 Penalty: 14663.873047 Iteration 32Q: 3 clusters Score -3.46878e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 852 members Mstep: Class 2 contains 157173 members Entering Unmasked Estep Score: -34687776.000000 Penalty: 14663.873047 Iteration 33Q: 3 clusters Score -3.468778e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 848 members Mstep: Class 2 contains 157177 members Entering Unmasked Estep Score: -34687772.000000 Penalty: 14663.873047 Iteration 34Q: 3 clusters Score -3.468777e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 845 members Mstep: Class 2 contains 157180 members Entering Unmasked Estep Score: -34687796.000000 Penalty: 14663.873047 Iteration 35Q: 3 clusters Score -3.46878e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 839 members Mstep: Class 2 contains 157186 members Entering Unmasked Estep Score: -34687792.000000 Penalty: 14663.873047 Iteration 36Q: 3 clusters Score -3.468779e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 835 members Mstep: Class 2 contains 157190 members Entering Unmasked Estep Score: -34687796.000000 Penalty: 14663.873047 Iteration 37Q: 3 clusters Score -3.46878e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 831 members Mstep: Class 2 contains 157194 members Entering Unmasked Estep Score: -34687824.000000 Penalty: 14663.873047 Iteration 38Q: 3 clusters Score -3.468782e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 828 members Mstep: Class 2 contains 157197 members Entering Unmasked Estep Score: -34687824.000000 Penalty: 14663.873047 Iteration 39Q: 3 clusters Score -3.468782e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 827 members Mstep: Class 2 contains 157198 members Entering Unmasked Estep Score: -34687820.000000 Penalty: 14663.873047 Iteration 40F: 3 clusters Score -3.468782e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 824 members Mstep: Class 2 contains 157201 members Entering Unmasked Estep Score: -34687832.000000 Penalty: 14663.873047 Iteration 41Q: 3 clusters Score -3.468783e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 822 members Mstep: Class 2 contains 157203 members Entering Unmasked Estep Score: -34687820.000000 Penalty: 14663.873047 Iteration 42Q: 3 clusters Score -3.468782e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 822 members Mstep: Class 2 contains 157203 members Entering Unmasked Estep Score: -34687828.000000 Penalty: 14663.873047 Iteration 43Q: 3 clusters Score -3.468783e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 821 members Mstep: Class 2 contains 157204 members Entering Unmasked Estep Score: -34687828.000000 Penalty: 14663.873047 Iteration 44Q: 3 clusters Score -3.468783e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 818 members Mstep: Class 2 contains 157207 members Entering Unmasked Estep Score: -34687844.000000 Penalty: 14663.873047 Iteration 45Q: 3 clusters Score -3.468784e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 816 members Mstep: Class 2 contains 157209 members Entering Unmasked Estep Score: -34687844.000000 Penalty: 14663.873047 Iteration 46Q: 3 clusters Score -3.468784e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 812 members Mstep: Class 2 contains 157213 members Entering Unmasked Estep Score: -34687868.000000 Penalty: 14663.873047 Iteration 47Q: 3 clusters Score -3.468787e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 812 members Mstep: Class 2 contains 157213 members Entering Unmasked Estep Score: -34687856.000000 Penalty: 14663.873047 Iteration 48Q: 3 clusters Score -3.468786e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 811 members Mstep: Class 2 contains 157214 members Entering Unmasked Estep Score: -34687876.000000 Penalty: 14663.873047 Iteration 49Q: 3 clusters Score -3.468788e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 811 members Mstep: Class 2 contains 157214 members Entering Unmasked Estep Score: -34687856.000000 Penalty: 14663.873047 Iteration 50Q: 3 clusters Score -3.468786e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 811 members Mstep: Class 2 contains 157214 members Entering Unmasked Estep Score: -34687868.000000 Penalty: 14663.873047 Iteration 51Q: 3 clusters Score -3.468787e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 807 members Mstep: Class 2 contains 157218 members Entering Unmasked Estep Score: -34687868.000000 Penalty: 14663.873047 Iteration 52Q: 3 clusters Score -3.468787e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 806 members Mstep: Class 2 contains 157219 members Entering Unmasked Estep Score: -34687860.000000 Penalty: 14663.873047 Iteration 53Q: 3 clusters Score -3.468786e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 805 members Mstep: Class 2 contains 157220 members Entering Unmasked Estep Score: -34687852.000000 Penalty: 14663.873047 Iteration 54Q: 3 clusters Score -3.468785e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 804 members Mstep: Class 2 contains 157221 members Entering Unmasked Estep Score: -34687860.000000 Penalty: 14663.873047 Iteration 55Q: 3 clusters Score -3.468786e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 805 members Mstep: Class 2 contains 157220 members Entering Unmasked Estep Score: -34687864.000000 Penalty: 14663.873047 Iteration 56Q: 3 clusters Score -3.468786e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 805 members Mstep: Class 2 contains 157220 members Entering Unmasked Estep Score: -34687864.000000 Penalty: 14663.873047 Iteration 57F: 3 clusters Score -3.468786e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (19005 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19005 members Entering Unmasked Estep Score: -4018228.750000 Penalty: 6034.629883 Iteration 0F: 2 clusters Score -4018229 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9413 members Mstep: Class 2 contains 9592 members Entering Unmasked Estep Score: -4002356.750000 Penalty: 12069.259766 Iteration 0F: 3 clusters Score -4002357 nChanged 7653 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9198 members Mstep: Class 2 contains 9807 members Entering Unmasked Estep Score: -4006359.500000 Penalty: 12069.259766 Iteration 1F: 3 clusters Score -4006360 nChanged 1241 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9127 members Mstep: Class 2 contains 9878 members Entering Unmasked Estep Score: -4006924.000000 Penalty: 12069.259766 Iteration 2F: 3 clusters Score -4006924 nChanged 910 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8985 members Mstep: Class 2 contains 10020 members Entering Unmasked Estep Score: -4007357.750000 Penalty: 12069.259766 Iteration 3Q: 3 clusters Score -4007358 nChanged 696 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8843 members Mstep: Class 2 contains 10162 members Entering Unmasked Estep Score: -4007667.000000 Penalty: 12069.259766 Iteration 4Q: 3 clusters Score -4007667 nChanged 574 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8741 members Mstep: Class 2 contains 10264 members Entering Unmasked Estep Score: -4007907.250000 Penalty: 12069.259766 Iteration 5Q: 3 clusters Score -4007907 nChanged 556 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8649 members Mstep: Class 2 contains 10356 members Entering Unmasked Estep Score: -4008136.750000 Penalty: 12069.259766 Iteration 6Q: 3 clusters Score -4008137 nChanged 533 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8516 members Mstep: Class 2 contains 10489 members Entering Unmasked Estep Score: -4008407.250000 Penalty: 12069.259766 Iteration 7Q: 3 clusters Score -4008407 nChanged 517 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8371 members Mstep: Class 2 contains 10634 members Entering Unmasked Estep Score: -4008647.000000 Penalty: 12069.259766 Iteration 8Q: 3 clusters Score -4008647 nChanged 457 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8258 members Mstep: Class 2 contains 10747 members Entering Unmasked Estep Score: -4008831.750000 Penalty: 12069.259766 Iteration 9Q: 3 clusters Score -4008832 nChanged 438 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8128 members Mstep: Class 2 contains 10877 members Entering Unmasked Estep Score: -4009025.250000 Penalty: 12069.259766 Iteration 10Q: 3 clusters Score -4009025 nChanged 407 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7993 members Mstep: Class 2 contains 11012 members Entering Unmasked Estep Score: -4009161.750000 Penalty: 12069.259766 Iteration 11Q: 3 clusters Score -4009162 nChanged 347 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7886 members Mstep: Class 2 contains 11119 members Entering Unmasked Estep Score: -4009301.500000 Penalty: 12069.259766 Iteration 12Q: 3 clusters Score -4009302 nChanged 359 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7781 members Mstep: Class 2 contains 11224 members Entering Unmasked Estep Score: -4009453.250000 Penalty: 12069.259766 Iteration 13Q: 3 clusters Score -4009453 nChanged 342 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7667 members Mstep: Class 2 contains 11338 members Entering Unmasked Estep Score: -4009590.500000 Penalty: 12069.259766 Iteration 14Q: 3 clusters Score -4009590 nChanged 367 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7522 members Mstep: Class 2 contains 11483 members Entering Unmasked Estep Score: -4009718.250000 Penalty: 12069.259766 Iteration 15Q: 3 clusters Score -4009718 nChanged 323 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7421 members Mstep: Class 2 contains 11584 members Entering Unmasked Estep Score: -4009851.750000 Penalty: 12069.259766 Iteration 16Q: 3 clusters Score -4009852 nChanged 329 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7290 members Mstep: Class 2 contains 11715 members Entering Unmasked Estep Score: -4009973.750000 Penalty: 12069.259766 Iteration 17Q: 3 clusters Score -4009974 nChanged 287 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7163 members Mstep: Class 2 contains 11842 members Entering Unmasked Estep Score: -4010072.750000 Penalty: 12069.259766 Iteration 18Q: 3 clusters Score -4010073 nChanged 285 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7048 members Mstep: Class 2 contains 11957 members Entering Unmasked Estep Score: -4010192.000000 Penalty: 12069.259766 Iteration 19Q: 3 clusters Score -4010192 nChanged 288 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6902 members Mstep: Class 2 contains 12103 members Entering Unmasked Estep Score: -4010313.250000 Penalty: 12069.259766 Iteration 20F: 3 clusters Score -4010313 nChanged 293 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6775 members Mstep: Class 2 contains 12230 members Entering Unmasked Estep Score: -4010452.000000 Penalty: 12069.259766 Iteration 21Q: 3 clusters Score -4010452 nChanged 340 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6607 members Mstep: Class 2 contains 12398 members Entering Unmasked Estep Score: -4010611.000000 Penalty: 12069.259766 Iteration 22Q: 3 clusters Score -4010611 nChanged 367 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6422 members Mstep: Class 2 contains 12583 members Entering Unmasked Estep Score: -4010820.250000 Penalty: 12069.259766 Iteration 23Q: 3 clusters Score -4010820 nChanged 386 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6234 members Mstep: Class 2 contains 12771 members Entering Unmasked Estep Score: -4011026.250000 Penalty: 12069.259766 Iteration 24Q: 3 clusters Score -4011026 nChanged 376 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6062 members Mstep: Class 2 contains 12943 members Entering Unmasked Estep Score: -4011218.000000 Penalty: 12069.259766 Iteration 25Q: 3 clusters Score -4011218 nChanged 335 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5941 members Mstep: Class 2 contains 13064 members Entering Unmasked Estep Score: -4011405.750000 Penalty: 12069.259766 Iteration 26Q: 3 clusters Score -4011406 nChanged 346 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5757 members Mstep: Class 2 contains 13248 members Entering Unmasked Estep Score: -4011621.750000 Penalty: 12069.259766 Iteration 27Q: 3 clusters Score -4011622 nChanged 346 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5601 members Mstep: Class 2 contains 13404 members Entering Unmasked Estep Score: -4011787.750000 Penalty: 12069.259766 Iteration 28Q: 3 clusters Score -4011788 nChanged 308 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5491 members Mstep: Class 2 contains 13514 members Entering Unmasked Estep Score: -4011954.000000 Penalty: 12069.259766 Iteration 29Q: 3 clusters Score -4011954 nChanged 283 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5380 members Mstep: Class 2 contains 13625 members Entering Unmasked Estep Score: -4012092.250000 Penalty: 12069.259766 Iteration 30Q: 3 clusters Score -4012092 nChanged 245 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5265 members Mstep: Class 2 contains 13740 members Entering Unmasked Estep Score: -4012194.750000 Penalty: 12069.259766 Iteration 31Q: 3 clusters Score -4012195 nChanged 203 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5176 members Mstep: Class 2 contains 13829 members Entering Unmasked Estep Score: -4012266.250000 Penalty: 12069.259766 Iteration 32Q: 3 clusters Score -4012266 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5128 members Mstep: Class 2 contains 13877 members Entering Unmasked Estep Score: -4012324.750000 Penalty: 12069.259766 Iteration 33Q: 3 clusters Score -4012325 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5088 members Mstep: Class 2 contains 13917 members Entering Unmasked Estep Score: -4012376.000000 Penalty: 12069.259766 Iteration 34Q: 3 clusters Score -4012376 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5053 members Mstep: Class 2 contains 13952 members Entering Unmasked Estep Score: -4012400.000000 Penalty: 12069.259766 Iteration 35Q: 3 clusters Score -4012400 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5031 members Mstep: Class 2 contains 13974 members Entering Unmasked Estep Score: -4012424.250000 Penalty: 12069.259766 Iteration 36Q: 3 clusters Score -4012424 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5013 members Mstep: Class 2 contains 13992 members Entering Unmasked Estep Score: -4012441.250000 Penalty: 12069.259766 Iteration 37Q: 3 clusters Score -4012441 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4986 members Mstep: Class 2 contains 14019 members Entering Unmasked Estep Score: -4012442.000000 Penalty: 12069.259766 Iteration 38Q: 3 clusters Score -4012442 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4961 members Mstep: Class 2 contains 14044 members Entering Unmasked Estep Score: -4012469.750000 Penalty: 12069.259766 Iteration 39Q: 3 clusters Score -4012470 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4943 members Mstep: Class 2 contains 14062 members Entering Unmasked Estep Score: -4012469.750000 Penalty: 12069.259766 Iteration 40F: 3 clusters Score -4012470 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4924 members Mstep: Class 2 contains 14081 members Entering Unmasked Estep Score: -4012487.250000 Penalty: 12069.259766 Iteration 41Q: 3 clusters Score -4012487 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4907 members Mstep: Class 2 contains 14098 members Entering Unmasked Estep Score: -4012491.000000 Penalty: 12069.259766 Iteration 42Q: 3 clusters Score -4012491 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4887 members Mstep: Class 2 contains 14118 members Entering Unmasked Estep Score: -4012503.500000 Penalty: 12069.259766 Iteration 43Q: 3 clusters Score -4012504 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4860 members Mstep: Class 2 contains 14145 members Entering Unmasked Estep Score: -4012510.000000 Penalty: 12069.259766 Iteration 44Q: 3 clusters Score -4012510 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4836 members Mstep: Class 2 contains 14169 members Entering Unmasked Estep Score: -4012523.500000 Penalty: 12069.259766 Iteration 45Q: 3 clusters Score -4012524 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4825 members Mstep: Class 2 contains 14180 members Entering Unmasked Estep Score: -4012520.500000 Penalty: 12069.259766 Iteration 46Q: 3 clusters Score -4012520 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4806 members Mstep: Class 2 contains 14199 members Entering Unmasked Estep Score: -4012530.000000 Penalty: 12069.259766 Iteration 47Q: 3 clusters Score -4012530 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4789 members Mstep: Class 2 contains 14216 members Entering Unmasked Estep Score: -4012545.250000 Penalty: 12069.259766 Iteration 48Q: 3 clusters Score -4012545 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4766 members Mstep: Class 2 contains 14239 members Entering Unmasked Estep Score: -4012551.500000 Penalty: 12069.259766 Iteration 49Q: 3 clusters Score -4012552 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4754 members Mstep: Class 2 contains 14251 members Entering Unmasked Estep Score: -4012557.500000 Penalty: 12069.259766 Iteration 50Q: 3 clusters Score -4012558 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4735 members Mstep: Class 2 contains 14270 members Entering Unmasked Estep Score: -4012577.000000 Penalty: 12069.259766 Iteration 51Q: 3 clusters Score -4012577 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4707 members Mstep: Class 2 contains 14298 members Entering Unmasked Estep Score: -4012576.000000 Penalty: 12069.259766 Iteration 52Q: 3 clusters Score -4012576 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4678 members Mstep: Class 2 contains 14327 members Entering Unmasked Estep Score: -4012593.750000 Penalty: 12069.259766 Iteration 53Q: 3 clusters Score -4012594 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4647 members Mstep: Class 2 contains 14358 members Entering Unmasked Estep Score: 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Unmasked Estep Score: -4012695.000000 Penalty: 12069.259766 Iteration 58Q: 3 clusters Score -4012695 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4489 members Mstep: Class 2 contains 14516 members Entering Unmasked Estep Score: -4012699.750000 Penalty: 12069.259766 Iteration 59Q: 3 clusters Score -4012700 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4475 members Mstep: Class 2 contains 14530 members Entering Unmasked Estep Score: -4012705.750000 Penalty: 12069.259766 Iteration 60F: 3 clusters Score -4012706 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4454 members Mstep: Class 2 contains 14551 members Entering Unmasked Estep Score: -4012704.750000 Penalty: 12069.259766 Iteration 61Q: 3 clusters Score -4012705 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4442 members Mstep: Class 2 contains 14563 members Entering Unmasked Estep Score: -4012724.000000 Penalty: 12069.259766 Iteration 62Q: 3 clusters Score -4012724 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4429 members Mstep: Class 2 contains 14576 members Entering Unmasked Estep Score: -4012726.000000 Penalty: 12069.259766 Iteration 63Q: 3 clusters Score -4012726 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4418 members Mstep: Class 2 contains 14587 members Entering Unmasked Estep Score: -4012730.750000 Penalty: 12069.259766 Iteration 64Q: 3 clusters Score -4012731 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4411 members Mstep: Class 2 contains 14594 members Entering Unmasked Estep Score: -4012728.750000 Penalty: 12069.259766 Iteration 65Q: 3 clusters Score -4012729 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4405 members Mstep: Class 2 contains 14600 members Entering Unmasked Estep Score: -4012731.750000 Penalty: 12069.259766 Iteration 66Q: 3 clusters Score -4012732 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4397 members Mstep: Class 2 contains 14608 members Entering Unmasked Estep Score: -4012734.500000 Penalty: 12069.259766 Iteration 67Q: 3 clusters Score -4012734 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4388 members Mstep: Class 2 contains 14617 members Entering Unmasked Estep Score: -4012740.000000 Penalty: 12069.259766 Iteration 68Q: 3 clusters Score -4012740 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4380 members Mstep: Class 2 contains 14625 members Entering Unmasked Estep Score: -4012741.500000 Penalty: 12069.259766 Iteration 69Q: 3 clusters Score -4012742 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4370 members Mstep: Class 2 contains 14635 members Entering Unmasked Estep Score: -4012741.000000 Penalty: 12069.259766 Iteration 70Q: 3 clusters Score -4012741 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4361 members Mstep: Class 2 contains 14644 members Entering Unmasked Estep Score: -4012758.250000 Penalty: 12069.259766 Iteration 71Q: 3 clusters Score -4012758 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4356 members Mstep: Class 2 contains 14649 members Entering Unmasked Estep Score: -4012757.000000 Penalty: 12069.259766 Iteration 72Q: 3 clusters Score -4012757 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4350 members Mstep: Class 2 contains 14655 members Entering Unmasked Estep Score: -4012755.250000 Penalty: 12069.259766 Iteration 73Q: 3 clusters Score -4012755 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4338 members Mstep: Class 2 contains 14667 members Entering Unmasked Estep Score: -4012762.500000 Penalty: 12069.259766 Iteration 74Q: 3 clusters Score -4012762 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4335 members Mstep: Class 2 contains 14670 members Entering Unmasked Estep Score: -4012763.000000 Penalty: 12069.259766 Iteration 75Q: 3 clusters Score -4012763 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4332 members Mstep: Class 2 contains 14673 members Entering Unmasked Estep Score: -4012760.000000 Penalty: 12069.259766 Iteration 76Q: 3 clusters Score -4012760 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4329 members Mstep: Class 2 contains 14676 members Entering Unmasked Estep Score: -4012769.250000 Penalty: 12069.259766 Iteration 77Q: 3 clusters Score -4012769 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4328 members Mstep: Class 2 contains 14677 members Entering Unmasked Estep Score: -4012762.500000 Penalty: 12069.259766 Iteration 78Q: 3 clusters Score -4012762 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4329 members Mstep: Class 2 contains 14676 members Entering Unmasked Estep Score: -4012769.000000 Penalty: 12069.259766 Iteration 79Q: 3 clusters Score -4012769 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4326 members Mstep: Class 2 contains 14679 members Entering Unmasked Estep Score: -4012769.750000 Penalty: 12069.259766 Iteration 80F: 3 clusters Score -4012770 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4324 members Mstep: Class 2 contains 14681 members Entering Unmasked Estep Score: -4012766.750000 Penalty: 12069.259766 Iteration 81Q: 3 clusters Score -4012767 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4319 members Mstep: Class 2 contains 14686 members Entering Unmasked Estep Score: -4012768.500000 Penalty: 12069.259766 Iteration 82Q: 3 clusters Score -4012768 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4317 members Mstep: Class 2 contains 14688 members Entering Unmasked Estep Score: -4012769.250000 Penalty: 12069.259766 Iteration 83Q: 3 clusters Score -4012769 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4315 members Mstep: Class 2 contains 14690 members Entering Unmasked Estep Score: -4012768.750000 Penalty: 12069.259766 Iteration 84Q: 3 clusters Score -4012769 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4315 members Mstep: Class 2 contains 14690 members Entering Unmasked Estep Score: -4012777.750000 Penalty: 12069.259766 Iteration 85Q: 3 clusters Score -4012778 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4315 members Mstep: Class 2 contains 14690 members Entering Unmasked Estep Score: -4012771.250000 Penalty: 12069.259766 Iteration 86Q: 3 clusters Score -4012771 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4315 members Mstep: Class 2 contains 14690 members Entering Unmasked Estep Score: -4012770.250000 Penalty: 12069.259766 Iteration 87Q: 3 clusters Score -4012770 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4314 members Mstep: Class 2 contains 14691 members Entering Unmasked Estep Score: -4012768.750000 Penalty: 12069.259766 Iteration 88Q: 3 clusters Score -4012769 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4311 members Mstep: Class 2 contains 14694 members Entering Unmasked Estep Score: -4012775.750000 Penalty: 12069.259766 Iteration 89Q: 3 clusters Score -4012776 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4307 members Mstep: Class 2 contains 14698 members Entering Unmasked Estep Score: -4012783.500000 Penalty: 12069.259766 Iteration 90Q: 3 clusters Score -4012784 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4305 members Mstep: Class 2 contains 14700 members Entering Unmasked Estep Score: -4012788.250000 Penalty: 12069.259766 Iteration 91Q: 3 clusters Score -4012788 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4299 members Mstep: Class 2 contains 14706 members Entering Unmasked Estep Score: -4012783.250000 Penalty: 12069.259766 Iteration 92Q: 3 clusters Score -4012783 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4296 members Mstep: Class 2 contains 14709 members Entering Unmasked Estep Score: -4012785.250000 Penalty: 12069.259766 Iteration 93Q: 3 clusters Score -4012785 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4296 members Mstep: Class 2 contains 14709 members Entering Unmasked Estep Score: -4012786.000000 Penalty: 12069.259766 Iteration 94Q: 3 clusters Score -4012786 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4295 members Mstep: Class 2 contains 14710 members Entering Unmasked Estep Score: -4012789.250000 Penalty: 12069.259766 Iteration 95Q: 3 clusters Score -4012789 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4293 members Mstep: Class 2 contains 14712 members Entering Unmasked Estep Score: -4012785.000000 Penalty: 12069.259766 Iteration 96Q: 3 clusters Score -4012785 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4293 members Mstep: Class 2 contains 14712 members Entering Unmasked Estep Score: -4012785.000000 Penalty: 12069.259766 Iteration 97F: 3 clusters Score -4012785 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (490 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 490 members Entering Unmasked Estep Score: -92731.945312 Penalty: 3794.073486 Iteration 0F: 2 clusters Score -92731.95 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 222 members Mstep: Class 2 contains 268 members Entering Unmasked Estep Score: -89487.898438 Penalty: 7588.146973 Iteration 0F: 3 clusters Score -89487.9 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 235 members Mstep: Class 2 contains 255 members Entering Unmasked Estep Score: -89736.117188 Penalty: 7588.146973 Iteration 1F: 3 clusters Score -89736.12 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 234 members Mstep: Class 2 contains 256 members Entering Unmasked Estep Score: -89861.734375 Penalty: 7588.146973 Iteration 2Q: 3 clusters Score -89861.73 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 231 members Mstep: Class 2 contains 259 members Entering Unmasked Estep Score: -89966.273438 Penalty: 7588.146973 Iteration 3Q: 3 clusters Score -89966.27 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 232 members Mstep: Class 2 contains 258 members Entering Unmasked Estep Score: -90125.304688 Penalty: 7588.146973 Iteration 4Q: 3 clusters Score -90125.3 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 238 members Mstep: Class 2 contains 252 members Entering Unmasked Estep Score: -90244.718750 Penalty: 7588.146973 Iteration 5Q: 3 clusters Score -90244.72 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 241 members Mstep: Class 2 contains 249 members Entering Unmasked Estep Score: -90360.570312 Penalty: 7588.146973 Iteration 6Q: 3 clusters Score -90360.57 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 245 members Mstep: Class 2 contains 245 members Entering Unmasked Estep Score: -90588.687500 Penalty: 7588.146973 Iteration 7Q: 3 clusters Score -90588.69 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 253 members Mstep: Class 2 contains 237 members Entering Unmasked Estep Score: -90728.726562 Penalty: 7588.146973 Iteration 8Q: 3 clusters Score -90728.73 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 263 members Mstep: Class 2 contains 227 members Entering Unmasked Estep Score: -90817.632812 Penalty: 7588.146973 Iteration 9Q: 3 clusters Score -90817.63 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 270 members Mstep: Class 2 contains 220 members Entering Unmasked Estep Score: -90882.125000 Penalty: 7588.146973 Iteration 10Q: 3 clusters Score -90882.12 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 274 members Mstep: Class 2 contains 216 members Entering Unmasked Estep Score: -90911.734375 Penalty: 7588.146973 Iteration 11Q: 3 clusters Score -90911.73 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 279 members Mstep: Class 2 contains 211 members Entering Unmasked Estep Score: -90940.835938 Penalty: 7588.146973 Iteration 12Q: 3 clusters Score -90940.84 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 280 members Mstep: Class 2 contains 210 members Entering Unmasked Estep Score: -90956.835938 Penalty: 7588.146973 Iteration 13Q: 3 clusters Score -90956.84 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 280 members Mstep: Class 2 contains 210 members Entering Unmasked Estep Score: -90962.335938 Penalty: 7588.146973 Iteration 14F: 3 clusters Score -90962.34 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 283 members Mstep: Class 2 contains 207 members Entering Unmasked Estep Score: -90985.593750 Penalty: 7588.146973 Iteration 15Q: 3 clusters Score -90985.59 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 284 members Mstep: Class 2 contains 206 members Entering Unmasked Estep Score: -90989.007812 Penalty: 7588.146973 Iteration 16Q: 3 clusters Score -90989.01 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 284 members Mstep: Class 2 contains 206 members Entering Unmasked Estep Score: -90989.007812 Penalty: 7588.146973 Iteration 17F: 3 clusters Score -90989.01 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (15747 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15747 members Entering Unmasked Estep Score: -3453815.250000 Penalty: 5919.447754 Iteration 0F: 2 clusters Score -3453815 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7841 members Mstep: Class 2 contains 7906 members Entering Unmasked Estep Score: -3439916.500000 Penalty: 11838.895508 Iteration 0F: 3 clusters Score -3439916 nChanged 6220 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7687 members Mstep: Class 2 contains 8060 members Entering Unmasked Estep Score: -3443459.250000 Penalty: 11838.895508 Iteration 1F: 3 clusters Score -3443459 nChanged 1154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7615 members Mstep: Class 2 contains 8132 members Entering Unmasked Estep Score: -3444234.750000 Penalty: 11838.895508 Iteration 2F: 3 clusters Score -3444235 nChanged 890 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7571 members Mstep: Class 2 contains 8176 members Entering Unmasked Estep Score: -3444846.000000 Penalty: 11838.895508 Iteration 3F: 3 clusters Score -3444846 nChanged 782 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7565 members Mstep: Class 2 contains 8182 members Entering Unmasked Estep Score: -3445451.250000 Penalty: 11838.895508 Iteration 4Q: 3 clusters Score -3445451 nChanged 790 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7617 members Mstep: Class 2 contains 8130 members Entering Unmasked Estep Score: -3446250.250000 Penalty: 11838.895508 Iteration 5F: 3 clusters Score -3446250 nChanged 854 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7797 members Mstep: Class 2 contains 7950 members Entering Unmasked Estep Score: -3447150.500000 Penalty: 11838.895508 Iteration 6F: 3 clusters Score -3447150 nChanged 942 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8209 members Mstep: Class 2 contains 7538 members Entering Unmasked Estep Score: -3448013.000000 Penalty: 11838.895508 Iteration 7F: 3 clusters Score -3448013 nChanged 950 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8731 members Mstep: Class 2 contains 7016 members Entering Unmasked Estep Score: -3448811.250000 Penalty: 11838.895508 Iteration 8F: 3 clusters Score -3448811 nChanged 897 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9334 members Mstep: Class 2 contains 6413 members Entering Unmasked Estep Score: -3449555.000000 Penalty: 11838.895508 Iteration 9F: 3 clusters Score -3449555 nChanged 762 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9888 members Mstep: Class 2 contains 5859 members Entering Unmasked Estep Score: -3450181.500000 Penalty: 11838.895508 Iteration 10Q: 3 clusters Score -3450182 nChanged 638 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10410 members Mstep: Class 2 contains 5337 members Entering Unmasked Estep Score: -3450636.000000 Penalty: 11838.895508 Iteration 11Q: 3 clusters Score -3450636 nChanged 484 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10832 members Mstep: Class 2 contains 4915 members Entering Unmasked Estep Score: -3451008.250000 Penalty: 11838.895508 Iteration 12Q: 3 clusters Score -3451008 nChanged 381 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11193 members Mstep: Class 2 contains 4554 members Entering Unmasked Estep Score: -3451333.750000 Penalty: 11838.895508 Iteration 13Q: 3 clusters Score -3451334 nChanged 304 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11481 members Mstep: Class 2 contains 4266 members Entering Unmasked Estep Score: -3451632.250000 Penalty: 11838.895508 Iteration 14Q: 3 clusters Score -3451632 nChanged 263 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11734 members Mstep: Class 2 contains 4013 members Entering Unmasked Estep Score: -3451962.250000 Penalty: 11838.895508 Iteration 15Q: 3 clusters Score -3451962 nChanged 231 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11959 members Mstep: Class 2 contains 3788 members Entering Unmasked Estep Score: -3452217.000000 Penalty: 11838.895508 Iteration 16Q: 3 clusters Score -3452217 nChanged 183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12140 members Mstep: Class 2 contains 3607 members Entering Unmasked Estep Score: -3452358.500000 Penalty: 11838.895508 Iteration 17Q: 3 clusters Score -3452358 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12282 members Mstep: Class 2 contains 3465 members Entering Unmasked Estep Score: -3452457.750000 Penalty: 11838.895508 Iteration 18Q: 3 clusters Score -3452458 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12396 members Mstep: Class 2 contains 3351 members Entering Unmasked Estep Score: -3452539.000000 Penalty: 11838.895508 Iteration 19Q: 3 clusters Score -3452539 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12488 members Mstep: Class 2 contains 3259 members Entering Unmasked Estep Score: -3452575.500000 Penalty: 11838.895508 Iteration 20F: 3 clusters Score -3452576 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12536 members Mstep: Class 2 contains 3211 members Entering Unmasked Estep Score: -3452598.000000 Penalty: 11838.895508 Iteration 21Q: 3 clusters Score -3452598 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12563 members Mstep: Class 2 contains 3184 members Entering Unmasked Estep Score: -3452602.500000 Penalty: 11838.895508 Iteration 22Q: 3 clusters Score -3452602 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12580 members Mstep: Class 2 contains 3167 members Entering Unmasked Estep Score: -3452608.000000 Penalty: 11838.895508 Iteration 23Q: 3 clusters Score -3452608 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12594 members Mstep: Class 2 contains 3153 members Entering Unmasked Estep Score: -3452618.500000 Penalty: 11838.895508 Iteration 24Q: 3 clusters Score -3452618 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12609 members Mstep: Class 2 contains 3138 members Entering Unmasked Estep Score: -3452623.000000 Penalty: 11838.895508 Iteration 25Q: 3 clusters Score -3452623 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12621 members Mstep: Class 2 contains 3126 members Entering Unmasked Estep Score: -3452630.750000 Penalty: 11838.895508 Iteration 26Q: 3 clusters Score -3452631 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12626 members Mstep: Class 2 contains 3121 members Entering Unmasked Estep Score: -3452630.750000 Penalty: 11838.895508 Iteration 27Q: 3 clusters Score -3452631 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12630 members Mstep: Class 2 contains 3117 members Entering Unmasked Estep Score: -3452627.500000 Penalty: 11838.895508 Iteration 28Q: 3 clusters Score -3452628 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12634 members Mstep: Class 2 contains 3113 members Entering Unmasked Estep Score: -3452626.000000 Penalty: 11838.895508 Iteration 29Q: 3 clusters Score -3452626 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12640 members Mstep: Class 2 contains 3107 members Entering Unmasked Estep Score: -3452630.250000 Penalty: 11838.895508 Iteration 30Q: 3 clusters Score -3452630 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12644 members Mstep: Class 2 contains 3103 members Entering Unmasked Estep Score: -3452629.750000 Penalty: 11838.895508 Iteration 31Q: 3 clusters Score -3452630 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12649 members Mstep: Class 2 contains 3098 members Entering Unmasked Estep Score: -3452633.750000 Penalty: 11838.895508 Iteration 32Q: 3 clusters Score -3452634 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12652 members Mstep: Class 2 contains 3095 members Entering Unmasked Estep Score: -3452633.250000 Penalty: 11838.895508 Iteration 33Q: 3 clusters Score -3452633 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12656 members Mstep: Class 2 contains 3091 members Entering Unmasked Estep Score: -3452633.000000 Penalty: 11838.895508 Iteration 34Q: 3 clusters Score -3452633 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12657 members Mstep: Class 2 contains 3090 members Entering Unmasked Estep Score: -3452636.750000 Penalty: 11838.895508 Iteration 35Q: 3 clusters Score -3452637 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12658 members Mstep: Class 2 contains 3089 members Entering Unmasked Estep Score: -3452636.750000 Penalty: 11838.895508 Iteration 36Q: 3 clusters Score -3452637 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12659 members Mstep: Class 2 contains 3088 members Entering Unmasked Estep Score: -3452634.250000 Penalty: 11838.895508 Iteration 37Q: 3 clusters Score -3452634 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12661 members Mstep: Class 2 contains 3086 members Entering Unmasked Estep Score: -3452634.000000 Penalty: 11838.895508 Iteration 38Q: 3 clusters Score -3452634 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12662 members Mstep: Class 2 contains 3085 members Entering Unmasked Estep Score: -3452632.000000 Penalty: 11838.895508 Iteration 39Q: 3 clusters Score -3452632 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12663 members Mstep: Class 2 contains 3084 members Entering Unmasked Estep Score: -3452637.750000 Penalty: 11838.895508 Iteration 40F: 3 clusters Score -3452638 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12664 members Mstep: Class 2 contains 3083 members Entering Unmasked Estep Score: -3452637.500000 Penalty: 11838.895508 Iteration 41Q: 3 clusters Score -3452638 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12666 members Mstep: Class 2 contains 3081 members Entering Unmasked Estep Score: -3452635.500000 Penalty: 11838.895508 Iteration 42Q: 3 clusters Score -3452636 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12669 members Mstep: Class 2 contains 3078 members Entering Unmasked Estep Score: -3452637.500000 Penalty: 11838.895508 Iteration 43Q: 3 clusters Score -3452638 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12671 members Mstep: Class 2 contains 3076 members Entering Unmasked Estep Score: -3452636.500000 Penalty: 11838.895508 Iteration 44Q: 3 clusters Score -3452636 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12673 members Mstep: Class 2 contains 3074 members Entering Unmasked Estep Score: -3452639.250000 Penalty: 11838.895508 Iteration 45Q: 3 clusters Score -3452639 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12674 members Mstep: Class 2 contains 3073 members Entering Unmasked Estep Score: -3452641.250000 Penalty: 11838.895508 Iteration 46Q: 3 clusters Score -3452641 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12674 members Mstep: Class 2 contains 3073 members Entering Unmasked Estep Score: -3452641.250000 Penalty: 11838.895508 Iteration 47F: 3 clusters Score -3452641 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (823 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 823 members Entering Unmasked Estep Score: -165385.953125 Penalty: 4111.686035 Iteration 0F: 2 clusters Score -165386 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 414 members Mstep: Class 2 contains 409 members Entering Unmasked Estep Score: -161505.281250 Penalty: 8223.372070 Iteration 0F: 3 clusters Score -161505.3 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 408 members Mstep: Class 2 contains 415 members Entering Unmasked Estep Score: -161793.921875 Penalty: 8223.372070 Iteration 1F: 3 clusters Score -161793.9 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 412 members Mstep: Class 2 contains 411 members Entering Unmasked Estep Score: -161884.234375 Penalty: 8223.372070 Iteration 2Q: 3 clusters Score -161884.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 410 members Mstep: Class 2 contains 413 members Entering Unmasked Estep Score: -161934.671875 Penalty: 8223.372070 Iteration 3Q: 3 clusters Score -161934.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 410 members Mstep: Class 2 contains 413 members Entering Unmasked Estep Score: -161970.437500 Penalty: 8223.372070 Iteration 4Q: 3 clusters Score -161970.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 413 members Mstep: Class 2 contains 410 members Entering Unmasked Estep Score: -162013.515625 Penalty: 8223.372070 Iteration 5Q: 3 clusters Score -162013.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 415 members Mstep: Class 2 contains 408 members Entering Unmasked Estep Score: -162030.203125 Penalty: 8223.372070 Iteration 6Q: 3 clusters Score -162030.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 418 members Mstep: Class 2 contains 405 members Entering Unmasked Estep Score: -162047.921875 Penalty: 8223.372070 Iteration 7Q: 3 clusters Score -162047.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 421 members Mstep: Class 2 contains 402 members Entering Unmasked Estep Score: -162064.734375 Penalty: 8223.372070 Iteration 8Q: 3 clusters Score -162064.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 420 members Mstep: Class 2 contains 403 members Entering Unmasked Estep Score: -162080.031250 Penalty: 8223.372070 Iteration 9Q: 3 clusters Score -162080 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 421 members Mstep: Class 2 contains 402 members Entering Unmasked Estep Score: -162082.859375 Penalty: 8223.372070 Iteration 10Q: 3 clusters Score -162082.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 421 members Mstep: Class 2 contains 402 members Entering Unmasked Estep Score: -162082.859375 Penalty: 8223.372070 Iteration 11F: 3 clusters Score -162082.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (6654 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6654 members Entering Unmasked Estep Score: -1424807.250000 Penalty: 5391.821289 Iteration 0F: 2 clusters Score -1424807 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3338 members Mstep: Class 2 contains 3316 members Entering Unmasked Estep Score: -1416632.750000 Penalty: 10783.642578 Iteration 0F: 3 clusters Score -1416633 nChanged 2260 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3352 members Mstep: Class 2 contains 3302 members Entering Unmasked Estep Score: -1418078.875000 Penalty: 10783.642578 Iteration 1F: 3 clusters Score -1418079 nChanged 491 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3367 members Mstep: Class 2 contains 3287 members Entering Unmasked Estep Score: -1418424.750000 Penalty: 10783.642578 Iteration 2F: 3 clusters Score -1418425 nChanged 268 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3393 members Mstep: Class 2 contains 3261 members Entering Unmasked Estep Score: -1418585.500000 Penalty: 10783.642578 Iteration 3Q: 3 clusters Score -1418586 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3410 members Mstep: Class 2 contains 3244 members Entering Unmasked Estep Score: -1418685.000000 Penalty: 10783.642578 Iteration 4Q: 3 clusters Score -1418685 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3434 members Mstep: Class 2 contains 3220 members Entering Unmasked Estep Score: -1418751.250000 Penalty: 10783.642578 Iteration 5Q: 3 clusters Score -1418751 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3445 members Mstep: Class 2 contains 3209 members Entering Unmasked Estep Score: -1418794.250000 Penalty: 10783.642578 Iteration 6Q: 3 clusters Score -1418794 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3456 members Mstep: Class 2 contains 3198 members Entering Unmasked Estep Score: -1418828.875000 Penalty: 10783.642578 Iteration 7Q: 3 clusters Score -1418829 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3472 members Mstep: Class 2 contains 3182 members Entering Unmasked Estep Score: -1418855.000000 Penalty: 10783.642578 Iteration 8Q: 3 clusters Score -1418855 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3480 members Mstep: Class 2 contains 3174 members Entering Unmasked Estep Score: -1418870.625000 Penalty: 10783.642578 Iteration 9Q: 3 clusters Score -1418871 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3487 members Mstep: Class 2 contains 3167 members Entering Unmasked Estep Score: -1418884.750000 Penalty: 10783.642578 Iteration 10Q: 3 clusters Score -1418885 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3493 members Mstep: Class 2 contains 3161 members Entering Unmasked Estep Score: -1418897.000000 Penalty: 10783.642578 Iteration 11Q: 3 clusters Score -1418897 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3499 members Mstep: Class 2 contains 3155 members Entering Unmasked Estep Score: -1418907.500000 Penalty: 10783.642578 Iteration 12Q: 3 clusters Score -1418908 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3503 members Mstep: Class 2 contains 3151 members Entering Unmasked Estep Score: -1418917.750000 Penalty: 10783.642578 Iteration 13Q: 3 clusters Score -1418918 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3507 members Mstep: Class 2 contains 3147 members Entering Unmasked Estep Score: -1418924.750000 Penalty: 10783.642578 Iteration 14Q: 3 clusters Score -1418925 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3514 members Mstep: Class 2 contains 3140 members Entering Unmasked Estep Score: -1418930.250000 Penalty: 10783.642578 Iteration 15Q: 3 clusters Score -1418930 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3514 members Mstep: Class 2 contains 3140 members Entering Unmasked Estep Score: -1418938.500000 Penalty: 10783.642578 Iteration 16Q: 3 clusters Score -1418938 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3517 members Mstep: Class 2 contains 3137 members Entering Unmasked Estep Score: -1418945.750000 Penalty: 10783.642578 Iteration 17Q: 3 clusters Score -1418946 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3520 members Mstep: Class 2 contains 3134 members Entering Unmasked Estep Score: -1418950.125000 Penalty: 10783.642578 Iteration 18Q: 3 clusters Score -1418950 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3524 members Mstep: Class 2 contains 3130 members Entering Unmasked Estep Score: -1418956.375000 Penalty: 10783.642578 Iteration 19Q: 3 clusters Score -1418956 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3530 members Mstep: Class 2 contains 3124 members Entering Unmasked Estep Score: -1418961.500000 Penalty: 10783.642578 Iteration 20F: 3 clusters Score -1418962 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3538 members Mstep: Class 2 contains 3116 members Entering Unmasked Estep Score: -1418964.625000 Penalty: 10783.642578 Iteration 21Q: 3 clusters Score -1418965 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3540 members Mstep: Class 2 contains 3114 members Entering Unmasked Estep Score: -1418966.625000 Penalty: 10783.642578 Iteration 22Q: 3 clusters Score -1418967 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3546 members Mstep: Class 2 contains 3108 members Entering Unmasked Estep Score: -1418970.750000 Penalty: 10783.642578 Iteration 23Q: 3 clusters Score -1418971 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3551 members Mstep: Class 2 contains 3103 members Entering Unmasked Estep Score: -1418977.250000 Penalty: 10783.642578 Iteration 24Q: 3 clusters Score -1418977 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3553 members Mstep: Class 2 contains 3101 members Entering Unmasked Estep Score: -1418978.000000 Penalty: 10783.642578 Iteration 25Q: 3 clusters Score -1418978 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3555 members Mstep: Class 2 contains 3099 members Entering Unmasked Estep Score: -1418976.375000 Penalty: 10783.642578 Iteration 26Q: 3 clusters Score -1418976 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3562 members Mstep: Class 2 contains 3092 members Entering Unmasked Estep Score: -1418983.625000 Penalty: 10783.642578 Iteration 27Q: 3 clusters Score -1418984 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3570 members Mstep: Class 2 contains 3084 members Entering Unmasked Estep Score: -1418985.000000 Penalty: 10783.642578 Iteration 28Q: 3 clusters Score -1418985 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3575 members Mstep: Class 2 contains 3079 members Entering Unmasked Estep Score: -1418990.625000 Penalty: 10783.642578 Iteration 29Q: 3 clusters Score -1418991 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3583 members Mstep: Class 2 contains 3071 members Entering Unmasked Estep Score: -1418991.500000 Penalty: 10783.642578 Iteration 30Q: 3 clusters Score -1418992 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3593 members Mstep: Class 2 contains 3061 members Entering Unmasked Estep Score: -1418997.625000 Penalty: 10783.642578 Iteration 31Q: 3 clusters Score -1418998 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3596 members Mstep: Class 2 contains 3058 members Entering Unmasked Estep Score: -1418998.625000 Penalty: 10783.642578 Iteration 32Q: 3 clusters Score -1418999 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3596 members Mstep: Class 2 contains 3058 members Entering Unmasked Estep Score: -1419002.000000 Penalty: 10783.642578 Iteration 33Q: 3 clusters Score -1419002 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3597 members Mstep: Class 2 contains 3057 members Entering Unmasked Estep Score: -1419003.375000 Penalty: 10783.642578 Iteration 34Q: 3 clusters Score -1419003 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3598 members Mstep: Class 2 contains 3056 members Entering Unmasked Estep Score: -1419004.625000 Penalty: 10783.642578 Iteration 35Q: 3 clusters Score -1419005 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3603 members Mstep: Class 2 contains 3051 members Entering Unmasked Estep Score: -1419007.750000 Penalty: 10783.642578 Iteration 36Q: 3 clusters Score -1419008 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3605 members Mstep: Class 2 contains 3049 members Entering Unmasked Estep Score: -1419009.500000 Penalty: 10783.642578 Iteration 37Q: 3 clusters Score -1419010 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3613 members Mstep: Class 2 contains 3041 members Entering Unmasked Estep Score: -1419014.750000 Penalty: 10783.642578 Iteration 38Q: 3 clusters Score -1419015 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3620 members Mstep: Class 2 contains 3034 members Entering Unmasked Estep Score: -1419021.750000 Penalty: 10783.642578 Iteration 39Q: 3 clusters Score -1419022 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3624 members Mstep: Class 2 contains 3030 members Entering Unmasked Estep Score: -1419021.000000 Penalty: 10783.642578 Iteration 40F: 3 clusters Score -1419021 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3629 members Mstep: Class 2 contains 3025 members Entering Unmasked Estep Score: -1419026.250000 Penalty: 10783.642578 Iteration 41Q: 3 clusters Score -1419026 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3631 members Mstep: Class 2 contains 3023 members Entering Unmasked Estep Score: -1419030.000000 Penalty: 10783.642578 Iteration 42Q: 3 clusters Score -1419030 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3634 members Mstep: Class 2 contains 3020 members Entering Unmasked Estep Score: -1419029.250000 Penalty: 10783.642578 Iteration 43Q: 3 clusters Score -1419029 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3638 members Mstep: Class 2 contains 3016 members Entering Unmasked Estep Score: -1419029.750000 Penalty: 10783.642578 Iteration 44Q: 3 clusters Score -1419030 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3644 members Mstep: Class 2 contains 3010 members Entering Unmasked Estep Score: -1419033.500000 Penalty: 10783.642578 Iteration 45Q: 3 clusters Score -1419034 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3645 members Mstep: Class 2 contains 3009 members Entering Unmasked Estep Score: -1419034.125000 Penalty: 10783.642578 Iteration 46Q: 3 clusters Score -1419034 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3648 members Mstep: Class 2 contains 3006 members Entering Unmasked Estep Score: -1419036.125000 Penalty: 10783.642578 Iteration 47Q: 3 clusters Score -1419036 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3651 members Mstep: Class 2 contains 3003 members Entering Unmasked Estep Score: -1419034.875000 Penalty: 10783.642578 Iteration 48Q: 3 clusters Score -1419035 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3652 members Mstep: Class 2 contains 3002 members Entering Unmasked Estep Score: -1419035.875000 Penalty: 10783.642578 Iteration 49Q: 3 clusters Score -1419036 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3655 members Mstep: Class 2 contains 2999 members Entering Unmasked Estep Score: -1419036.500000 Penalty: 10783.642578 Iteration 50Q: 3 clusters Score -1419036 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3655 members Mstep: Class 2 contains 2999 members Entering Unmasked Estep Score: -1419036.625000 Penalty: 10783.642578 Iteration 51Q: 3 clusters Score -1419037 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3656 members Mstep: Class 2 contains 2998 members Entering Unmasked Estep Score: -1419039.625000 Penalty: 10783.642578 Iteration 52Q: 3 clusters Score -1419040 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3657 members Mstep: Class 2 contains 2997 members Entering Unmasked Estep Score: -1419039.875000 Penalty: 10783.642578 Iteration 53Q: 3 clusters Score -1419040 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3656 members Mstep: Class 2 contains 2998 members Entering Unmasked Estep Score: -1419042.875000 Penalty: 10783.642578 Iteration 54Q: 3 clusters Score -1419043 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3654 members Mstep: Class 2 contains 3000 members Entering Unmasked Estep Score: -1419046.000000 Penalty: 10783.642578 Iteration 55Q: 3 clusters Score -1419046 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3655 members Mstep: Class 2 contains 2999 members Entering Unmasked Estep Score: -1419048.750000 Penalty: 10783.642578 Iteration 56Q: 3 clusters Score -1419049 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3655 members Mstep: Class 2 contains 2999 members Entering Unmasked Estep Score: -1419048.000000 Penalty: 10783.642578 Iteration 57Q: 3 clusters Score -1419048 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3657 members Mstep: Class 2 contains 2997 members Entering Unmasked Estep Score: -1419052.375000 Penalty: 10783.642578 Iteration 58Q: 3 clusters Score -1419052 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3659 members Mstep: Class 2 contains 2995 members Entering Unmasked Estep Score: -1419051.625000 Penalty: 10783.642578 Iteration 59Q: 3 clusters Score -1419052 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3661 members Mstep: Class 2 contains 2993 members Entering Unmasked Estep Score: -1419051.125000 Penalty: 10783.642578 Iteration 60F: 3 clusters Score -1419051 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3661 members Mstep: Class 2 contains 2993 members Entering Unmasked Estep Score: -1419051.625000 Penalty: 10783.642578 Iteration 61Q: 3 clusters Score -1419052 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3663 members Mstep: Class 2 contains 2991 members Entering Unmasked Estep Score: -1419052.125000 Penalty: 10783.642578 Iteration 62Q: 3 clusters Score -1419052 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3662 members Mstep: Class 2 contains 2992 members Entering Unmasked Estep Score: -1419053.000000 Penalty: 10783.642578 Iteration 63Q: 3 clusters Score -1419053 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3664 members Mstep: Class 2 contains 2990 members Entering Unmasked Estep Score: -1419059.875000 Penalty: 10783.642578 Iteration 64Q: 3 clusters Score -1419060 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3667 members Mstep: Class 2 contains 2987 members Entering Unmasked Estep Score: -1419061.250000 Penalty: 10783.642578 Iteration 65Q: 3 clusters Score -1419061 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3669 members Mstep: Class 2 contains 2985 members Entering Unmasked Estep Score: -1419060.625000 Penalty: 10783.642578 Iteration 66Q: 3 clusters Score -1419061 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3671 members Mstep: Class 2 contains 2983 members Entering Unmasked Estep Score: -1419063.625000 Penalty: 10783.642578 Iteration 67Q: 3 clusters Score -1419064 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3674 members Mstep: Class 2 contains 2980 members Entering Unmasked Estep Score: -1419062.500000 Penalty: 10783.642578 Iteration 68Q: 3 clusters Score -1419062 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3675 members Mstep: Class 2 contains 2979 members Entering Unmasked Estep Score: -1419061.750000 Penalty: 10783.642578 Iteration 69Q: 3 clusters Score -1419062 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3677 members Mstep: Class 2 contains 2977 members Entering Unmasked Estep Score: -1419060.750000 Penalty: 10783.642578 Iteration 70Q: 3 clusters Score -1419061 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3677 members Mstep: Class 2 contains 2977 members Entering Unmasked Estep Score: -1419060.750000 Penalty: 10783.642578 Iteration 71F: 3 clusters Score -1419061 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (1316 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1316 members Entering Unmasked Estep Score: -252298.984375 Penalty: 4399.190430 Iteration 0F: 2 clusters Score -252299 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 660 members Mstep: Class 2 contains 656 members Entering Unmasked Estep Score: -247931.125000 Penalty: 8798.380859 Iteration 0F: 3 clusters Score -247931.1 nChanged 273 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 657 members Mstep: Class 2 contains 659 members Entering Unmasked Estep Score: -248657.593750 Penalty: 8798.380859 Iteration 1F: 3 clusters Score -248657.6 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 640 members Mstep: Class 2 contains 676 members Entering Unmasked Estep Score: -249023.078125 Penalty: 8798.380859 Iteration 2F: 3 clusters Score -249023.1 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 619 members Mstep: Class 2 contains 697 members Entering Unmasked Estep Score: -249338.765625 Penalty: 8798.380859 Iteration 3F: 3 clusters Score -249338.8 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 611 members Mstep: Class 2 contains 705 members Entering Unmasked Estep Score: -249859.140625 Penalty: 8798.380859 Iteration 4F: 3 clusters Score -249859.1 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 582 members Mstep: Class 2 contains 734 members Entering Unmasked Estep Score: -250378.140625 Penalty: 8798.380859 Iteration 5F: 3 clusters Score -250378.1 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 528 members Mstep: Class 2 contains 788 members Entering Unmasked Estep Score: -250623.031250 Penalty: 8798.380859 Iteration 6F: 3 clusters Score -250623 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 478 members Mstep: Class 2 contains 838 members Entering Unmasked Estep Score: -250826.937500 Penalty: 8798.380859 Iteration 7Q: 3 clusters Score -250826.9 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 446 members Mstep: Class 2 contains 870 members Entering Unmasked Estep Score: -250980.171875 Penalty: 8798.380859 Iteration 8Q: 3 clusters Score -250980.2 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 427 members Mstep: Class 2 contains 889 members Entering Unmasked Estep Score: -251133.140625 Penalty: 8798.380859 Iteration 9Q: 3 clusters Score -251133.1 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 421 members Mstep: Class 2 contains 895 members Entering Unmasked Estep Score: -251218.312500 Penalty: 8798.380859 Iteration 10Q: 3 clusters Score -251218.3 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 412 members Mstep: Class 2 contains 904 members Entering Unmasked Estep Score: -251280.859375 Penalty: 8798.380859 Iteration 11Q: 3 clusters Score -251280.9 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 405 members Mstep: Class 2 contains 911 members Entering Unmasked Estep Score: -251343.859375 Penalty: 8798.380859 Iteration 12Q: 3 clusters Score -251343.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 400 members Mstep: Class 2 contains 916 members Entering Unmasked Estep Score: -251381.046875 Penalty: 8798.380859 Iteration 13Q: 3 clusters Score -251381 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 394 members Mstep: Class 2 contains 922 members Entering Unmasked Estep Score: -251430.171875 Penalty: 8798.380859 Iteration 14Q: 3 clusters Score -251430.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 393 members Mstep: Class 2 contains 923 members Entering Unmasked Estep Score: -251463.765625 Penalty: 8798.380859 Iteration 15Q: 3 clusters Score -251463.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 393 members Mstep: Class 2 contains 923 members Entering Unmasked Estep Score: -251498.062500 Penalty: 8798.380859 Iteration 16Q: 3 clusters Score -251498.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 393 members Mstep: Class 2 contains 923 members Entering Unmasked Estep Score: -251517.953125 Penalty: 8798.380859 Iteration 17Q: 3 clusters Score -251518 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 391 members Mstep: Class 2 contains 925 members Entering Unmasked Estep Score: -251546.406250 Penalty: 8798.380859 Iteration 18Q: 3 clusters Score -251546.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 391 members Mstep: Class 2 contains 925 members Entering Unmasked Estep Score: -251554.515625 Penalty: 8798.380859 Iteration 19Q: 3 clusters Score -251554.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 390 members Mstep: Class 2 contains 926 members Entering Unmasked Estep Score: -251559.468750 Penalty: 8798.380859 Iteration 20F: 3 clusters Score -251559.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (280 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 280 members Entering Unmasked Estep Score: -35298.652344 Penalty: 3451.308594 Iteration 0F: 2 clusters Score -35298.65 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 137 members Mstep: Class 2 contains 143 members Entering Unmasked Estep Score: -32692.937500 Penalty: 6902.617188 Iteration 0F: 3 clusters Score -32692.94 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 132 members Mstep: Class 2 contains 148 members Entering Unmasked Estep Score: -32950.894531 Penalty: 6902.617188 Iteration 1F: 3 clusters Score -32950.89 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 130 members Mstep: Class 2 contains 150 members Entering Unmasked Estep Score: -33082.230469 Penalty: 6902.617188 Iteration 2Q: 3 clusters Score -33082.23 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 126 members Mstep: Class 2 contains 154 members Entering Unmasked Estep Score: -33134.660156 Penalty: 6902.617188 Iteration 3Q: 3 clusters Score -33134.66 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 125 members Mstep: Class 2 contains 155 members Entering Unmasked Estep Score: -33185.636719 Penalty: 6902.617188 Iteration 4Q: 3 clusters Score -33185.64 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 124 members Mstep: Class 2 contains 156 members Entering Unmasked Estep Score: -33192.355469 Penalty: 6902.617188 Iteration 5Q: 3 clusters Score -33192.36 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 124 members Mstep: Class 2 contains 156 members Entering Unmasked Estep Score: -33192.355469 Penalty: 6902.617188 Iteration 6F: 3 clusters Score -33192.36 nChanged 0 Entering ConstructFrom: Trying to split cluster 22 (918 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 918 members Entering Unmasked Estep Score: -185083.562500 Penalty: 4178.595703 Iteration 0F: 2 clusters Score -185083.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 446 members Mstep: Class 2 contains 472 members Entering Unmasked Estep Score: -181119.406250 Penalty: 8357.191406 Iteration 0F: 3 clusters Score -181119.4 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 462 members Mstep: Class 2 contains 456 members Entering Unmasked Estep Score: -181485.812500 Penalty: 8357.191406 Iteration 1F: 3 clusters Score -181485.8 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 476 members Mstep: Class 2 contains 442 members Entering Unmasked Estep Score: -181682.421875 Penalty: 8357.191406 Iteration 2F: 3 clusters Score -181682.4 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 499 members Mstep: Class 2 contains 419 members Entering Unmasked Estep Score: -181844.828125 Penalty: 8357.191406 Iteration 3Q: 3 clusters Score -181844.8 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 513 members Mstep: Class 2 contains 405 members Entering Unmasked Estep Score: -182033.765625 Penalty: 8357.191406 Iteration 4Q: 3 clusters Score -182033.8 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 397 members Entering Unmasked Estep Score: -182124.796875 Penalty: 8357.191406 Iteration 5Q: 3 clusters Score -182124.8 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 534 members Mstep: Class 2 contains 384 members Entering Unmasked Estep Score: -182207.843750 Penalty: 8357.191406 Iteration 6Q: 3 clusters Score -182207.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 535 members Mstep: Class 2 contains 383 members Entering Unmasked Estep Score: -182246.765625 Penalty: 8357.191406 Iteration 7Q: 3 clusters Score -182246.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 542 members Mstep: Class 2 contains 376 members Entering Unmasked Estep Score: -182273.453125 Penalty: 8357.191406 Iteration 8Q: 3 clusters Score -182273.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 544 members Mstep: Class 2 contains 374 members Entering Unmasked Estep Score: -182279.687500 Penalty: 8357.191406 Iteration 9Q: 3 clusters Score -182279.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 544 members Mstep: Class 2 contains 374 members Entering Unmasked Estep Score: -182290.609375 Penalty: 8357.191406 Iteration 10Q: 3 clusters Score -182290.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 541 members Mstep: Class 2 contains 377 members Entering Unmasked Estep Score: -182303.609375 Penalty: 8357.191406 Iteration 11Q: 3 clusters Score -182303.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 540 members Mstep: Class 2 contains 378 members Entering Unmasked Estep Score: -182305.843750 Penalty: 8357.191406 Iteration 12Q: 3 clusters Score -182305.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 540 members Mstep: Class 2 contains 378 members Entering Unmasked Estep Score: -182305.843750 Penalty: 8357.191406 Iteration 13F: 3 clusters Score -182305.8 nChanged 0 --- Evaluating fit on full set of 2037116 points --- Entering Unmasked Estep Score: -445885312.000000 Penalty: 195751.937500 22->23 Clusters: Score -445885312.000000, best is -445841056.000000 THE BEST YET! Starting from 23 clusters... Entering ConstructFrom: --- Running on subset of 679038 points --- Entering CEM Assigned 23 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31040 members Mstep: Class 2 contains 30912 members Mstep: Class 3 contains 30990 members Mstep: Class 4 contains 31018 members Mstep: Class 5 contains 30678 members Mstep: Class 6 contains 30958 members Mstep: Class 7 contains 30896 members Mstep: Class 8 contains 30589 members Mstep: Class 9 contains 30975 members Mstep: Class 10 contains 30855 members Mstep: Class 11 contains 30653 members Mstep: Class 12 contains 30853 members Mstep: Class 13 contains 30793 members Mstep: Class 14 contains 30840 members Mstep: Class 15 contains 30866 members Mstep: Class 16 contains 30894 members Mstep: Class 17 contains 30810 members Mstep: Class 18 contains 30958 members Mstep: Class 19 contains 31020 members Mstep: Class 20 contains 30981 members Mstep: Class 21 contains 30931 members Mstep: Class 22 contains 30528 members Entering Unmasked Estep ConsiderDeletion Deleting Class 14. Lose 1250.073730 but Gain 8224.906250 Score: -139572176.000000 Penalty: 172723.218750 Iteration 0F: 22 clusters Score -1.395722e+08 nChanged 645308 Entering Unmasked Mstep Mstep: Class 0 contains 4204 members Mstep: Class 1 contains 105509 members Mstep: Class 2 contains 36295 members Mstep: Class 3 contains 4366 members Mstep: Class 4 contains 9760 members Mstep: Class 5 contains 47280 members Mstep: Class 6 contains 13726 members Mstep: Class 7 contains 53815 members Mstep: Class 8 contains 3815 members Mstep: Class 9 contains 15989 members Mstep: Class 10 contains 63599 members Mstep: Class 11 contains 105499 members Mstep: Class 12 contains 8042 members Mstep: Class 13 contains 21968 members Mstep: Class 15 contains 21197 members Mstep: Class 16 contains 23081 members Mstep: Class 17 contains 48540 members Mstep: Class 18 contains 9741 members Mstep: Class 19 contains 11617 members Mstep: Class 20 contains 10188 members Mstep: Class 21 contains 45246 members Mstep: Class 22 contains 15561 members Entering Unmasked Estep ConsiderDeletion Deleting Class 22. Lose 2082.924072 but Gain 8224.921875 Score: -144915280.000000 Penalty: 164498.296875 Iteration 1F: 21 clusters Score -1.449153e+08 nChanged 271941 Entering Unmasked Mstep Mstep: Class 0 contains 2779 members Mstep: Class 1 contains 170420 members Mstep: Class 2 contains 26677 members Mstep: Class 3 contains 1706 members Mstep: Class 4 contains 3716 members Mstep: Class 5 contains 37498 members Mstep: Class 6 contains 4025 members Mstep: Class 7 contains 41890 members Mstep: Class 8 contains 2297 members Mstep: Class 9 contains 6559 members Mstep: Class 10 contains 54889 members Mstep: Class 11 contains 120776 members Mstep: Class 12 contains 1466 members Mstep: Class 13 contains 16191 members Mstep: Class 15 contains 22808 members Mstep: Class 16 contains 17967 members Mstep: Class 17 contains 46027 members Mstep: Class 18 contains 6079 members Mstep: Class 19 contains 6402 members Mstep: Class 20 contains 7775 members Mstep: Class 21 contains 81091 members Entering Unmasked Estep ConsiderDeletion Deleting Class 6. Lose 3572.212402 but Gain 8224.921875 Score: -146185200.000000 Penalty: 156273.375000 Iteration 2F: 20 clusters Score -1.461852e+08 nChanged 230949 Entering Unmasked Mstep Mstep: Class 0 contains 1400 members Mstep: Class 1 contains 217066 members Mstep: Class 2 contains 17048 members Mstep: Class 3 contains 1448 members Mstep: Class 4 contains 2253 members Mstep: Class 5 contains 28233 members Mstep: Class 7 contains 25096 members Mstep: Class 8 contains 2863 members Mstep: Class 9 contains 3573 members Mstep: Class 10 contains 62815 members Mstep: Class 11 contains 105585 members Mstep: Class 12 contains 508 members Mstep: Class 13 contains 9679 members Mstep: Class 15 contains 22379 members Mstep: Class 16 contains 9307 members Mstep: Class 17 contains 30365 members Mstep: Class 18 contains 7528 members Mstep: Class 19 contains 4188 members Mstep: Class 20 contains 8262 members Mstep: Class 21 contains 119442 members Entering Unmasked Estep ConsiderDeletion Deleting Class 9. Lose 3763.089355 but Gain 8224.906250 Score: -146773328.000000 Penalty: 148048.468750 Iteration 3F: 19 clusters Score -1.467733e+08 nChanged 145987 Entering Unmasked Mstep Mstep: Class 0 contains 1110 members Mstep: Class 1 contains 221857 members Mstep: Class 2 contains 14762 members Mstep: Class 3 contains 1428 members Mstep: Class 4 contains 1926 members Mstep: Class 5 contains 30406 members Mstep: Class 7 contains 12914 members Mstep: Class 8 contains 2772 members Mstep: Class 10 contains 76984 members Mstep: Class 11 contains 111212 members Mstep: Class 12 contains 537 members Mstep: Class 13 contains 5647 members Mstep: Class 15 contains 19869 members Mstep: Class 16 contains 6752 members Mstep: Class 17 contains 19264 members Mstep: Class 18 contains 10416 members Mstep: Class 19 contains 3222 members Mstep: Class 20 contains 7107 members Mstep: Class 21 contains 130853 members Entering Unmasked Estep ConsiderDeletion Deleting Class 13. Lose 4512.278809 but Gain 8224.921875 Score: -147009840.000000 Penalty: 139823.546875 Iteration 4F: 18 clusters Score -1.470098e+08 nChanged 96408 Entering Unmasked Mstep Mstep: Class 0 contains 828 members Mstep: Class 1 contains 205809 members Mstep: Class 2 contains 15331 members Mstep: Class 3 contains 1422 members Mstep: Class 4 contains 1964 members Mstep: Class 5 contains 33939 members Mstep: Class 7 contains 6674 members Mstep: Class 8 contains 2727 members Mstep: Class 10 contains 80931 members Mstep: Class 11 contains 131203 members Mstep: Class 12 contains 788 members Mstep: Class 15 contains 22471 members Mstep: Class 16 contains 7145 members Mstep: Class 17 contains 14476 members Mstep: Class 18 contains 11912 members Mstep: Class 19 contains 2757 members Mstep: Class 20 contains 6313 members Mstep: Class 21 contains 132348 members Entering Unmasked Estep ConsiderDeletion Deleting Class 7. Lose 4158.974609 but Gain 8224.906250 Score: -147149520.000000 Penalty: 131598.640625 Iteration 5F: 17 clusters Score -1.471495e+08 nChanged 70241 Entering Unmasked Mstep Mstep: Class 0 contains 591 members Mstep: Class 1 contains 187652 members Mstep: Class 2 contains 16652 members Mstep: Class 3 contains 1419 members Mstep: Class 4 contains 2022 members Mstep: Class 5 contains 35332 members Mstep: Class 8 contains 2723 members Mstep: Class 10 contains 82756 members Mstep: Class 11 contains 152617 members Mstep: Class 12 contains 984 members Mstep: Class 15 contains 24141 members Mstep: Class 16 contains 8023 members Mstep: Class 17 contains 12627 members Mstep: Class 18 contains 12966 members Mstep: Class 19 contains 2448 members Mstep: Class 20 contains 5937 members Mstep: Class 21 contains 130148 members Entering Unmasked Estep ConsiderDeletion Score: -147232848.000000 Penalty: 131598.640625 Iteration 6F: 17 clusters Score -1.472328e+08 nChanged 51820 Entering Unmasked Mstep Mstep: Class 0 contains 436 members Mstep: Class 1 contains 170836 members Mstep: Class 2 contains 17225 members Mstep: Class 3 contains 1412 members Mstep: Class 4 contains 2067 members Mstep: Class 5 contains 36192 members Mstep: Class 8 contains 2721 members Mstep: Class 10 contains 83949 members Mstep: Class 11 contains 170282 members Mstep: Class 12 contains 1104 members Mstep: Class 15 contains 24701 members Mstep: Class 16 contains 8544 members Mstep: Class 17 contains 11924 members Mstep: Class 18 contains 13758 members Mstep: Class 19 contains 2205 members Mstep: Class 20 contains 5494 members Mstep: Class 21 contains 126188 members Entering Unmasked Estep ConsiderDeletion Score: -147289872.000000 Penalty: 131598.640625 Iteration 7F: 17 clusters Score -1.472899e+08 nChanged 43493 Entering Unmasked Mstep Mstep: Class 0 contains 253 members Mstep: Class 1 contains 158068 members Mstep: Class 2 contains 17418 members Mstep: Class 3 contains 1406 members Mstep: Class 4 contains 2072 members Mstep: Class 5 contains 37037 members Mstep: Class 8 contains 2719 members Mstep: Class 10 contains 86510 members Mstep: Class 11 contains 184334 members Mstep: Class 12 contains 1227 members Mstep: Class 15 contains 24455 members Mstep: Class 16 contains 8870 members Mstep: Class 17 contains 12291 members Mstep: Class 18 contains 14347 members Mstep: Class 19 contains 2032 members Mstep: Class 20 contains 4839 members Mstep: Class 21 contains 121160 members Entering Unmasked Estep ConsiderDeletion Score: -147331248.000000 Penalty: 131598.640625 Iteration 8F: 17 clusters Score -1.473312e+08 nChanged 37354 Entering Unmasked Mstep Mstep: Class 0 contains 160 members Mstep: Class 1 contains 149995 members Mstep: Class 2 contains 17340 members Mstep: Class 3 contains 1401 members Mstep: Class 4 contains 2086 members Mstep: Class 5 contains 37840 members Mstep: Class 8 contains 2718 members Mstep: Class 10 contains 90382 members Mstep: Class 11 contains 194219 members Mstep: Class 12 contains 1284 members Mstep: Class 15 contains 23674 members Mstep: Class 16 contains 8957 members Mstep: Class 17 contains 13053 members Mstep: Class 18 contains 14817 members Mstep: Class 19 contains 1910 members Mstep: Class 20 contains 4072 members Mstep: Class 21 contains 115130 members Entering Unmasked Estep ConsiderDeletion Score: -147364096.000000 Penalty: 131598.640625 Iteration 9F: 17 clusters Score -1.473641e+08 nChanged 32396 Entering Unmasked Mstep Mstep: Class 0 contains 113 members Mstep: Class 1 contains 146473 members Mstep: Class 2 contains 17093 members Mstep: Class 3 contains 1396 members Mstep: Class 4 contains 2094 members Mstep: Class 5 contains 38465 members Mstep: Class 8 contains 2716 members Mstep: Class 10 contains 94858 members Mstep: Class 11 contains 200104 members Mstep: Class 12 contains 1296 members Mstep: Class 15 contains 22799 members Mstep: Class 16 contains 8950 members Mstep: Class 17 contains 13864 members Mstep: Class 18 contains 15175 members Mstep: Class 19 contains 1784 members Mstep: Class 20 contains 3357 members Mstep: Class 21 contains 108501 members Entering Unmasked Estep ConsiderDeletion Score: -147390304.000000 Penalty: 131598.640625 Iteration 10Q: 17 clusters Score -1.473903e+08 nChanged 27517 Entering Unmasked Mstep Mstep: Class 0 contains 109 members Mstep: Class 1 contains 146736 members Mstep: Class 2 contains 16721 members Mstep: Class 3 contains 1392 members Mstep: Class 4 contains 2110 members Mstep: Class 5 contains 39001 members Mstep: Class 8 contains 2715 members Mstep: Class 10 contains 99604 members Mstep: Class 11 contains 202184 members Mstep: Class 12 contains 1297 members Mstep: Class 15 contains 21937 members Mstep: Class 16 contains 8788 members Mstep: Class 17 contains 14554 members Mstep: Class 18 contains 15400 members Mstep: Class 19 contains 1665 members Mstep: Class 20 contains 2657 members Mstep: Class 21 contains 102168 members Entering Unmasked Estep ConsiderDeletion Score: -147407168.000000 Penalty: 131598.640625 Iteration 11Q: 17 clusters Score -1.474072e+08 nChanged 22461 Entering Unmasked Mstep Mstep: Class 0 contains 109 members Mstep: Class 1 contains 148441 members Mstep: Class 2 contains 16361 members Mstep: Class 3 contains 1391 members Mstep: Class 4 contains 2114 members Mstep: Class 5 contains 39601 members Mstep: Class 8 contains 2715 members Mstep: Class 10 contains 103917 members Mstep: Class 11 contains 202002 members Mstep: Class 12 contains 1297 members Mstep: Class 15 contains 21090 members Mstep: Class 16 contains 8577 members Mstep: Class 17 contains 15022 members Mstep: Class 18 contains 15534 members Mstep: Class 19 contains 1581 members Mstep: Class 20 contains 2219 members Mstep: Class 21 contains 97067 members Entering Unmasked Estep ConsiderDeletion Score: -147416656.000000 Penalty: 131598.640625 Iteration 12Q: 17 clusters Score -1.474167e+08 nChanged 17903 Entering Unmasked Mstep Mstep: Class 0 contains 109 members Mstep: Class 1 contains 150226 members Mstep: Class 2 contains 15952 members Mstep: Class 3 contains 1389 members Mstep: Class 4 contains 2118 members Mstep: Class 5 contains 40273 members Mstep: Class 8 contains 2716 members Mstep: Class 10 contains 107857 members Mstep: Class 11 contains 200868 members Mstep: Class 12 contains 1297 members Mstep: Class 15 contains 20319 members Mstep: Class 16 contains 8386 members Mstep: Class 17 contains 15223 members Mstep: Class 18 contains 15582 members Mstep: Class 19 contains 1482 members Mstep: Class 20 contains 1953 members Mstep: Class 21 contains 93288 members Entering Unmasked Estep ConsiderDeletion Score: -147423360.000000 Penalty: 131598.640625 Iteration 13Q: 17 clusters Score -1.474234e+08 nChanged 14305 Entering Unmasked Mstep Mstep: Class 0 contains 109 members Mstep: Class 1 contains 151779 members Mstep: Class 2 contains 15603 members Mstep: Class 3 contains 1389 members Mstep: Class 4 contains 2120 members Mstep: Class 5 contains 40986 members Mstep: Class 8 contains 2716 members Mstep: Class 10 contains 111346 members Mstep: Class 11 contains 199475 members Mstep: Class 12 contains 1297 members Mstep: Class 15 contains 19654 members Mstep: Class 16 contains 8250 members Mstep: Class 17 contains 15265 members Mstep: Class 18 contains 15529 members Mstep: Class 19 contains 1424 members Mstep: Class 20 contains 1800 members Mstep: Class 21 contains 90296 members Entering Unmasked Estep ConsiderDeletion Score: -147425872.000000 Penalty: 131598.640625 Iteration 14Q: 17 clusters Score -1.474259e+08 nChanged 11479 Entering Unmasked Mstep Mstep: Class 0 contains 109 members Mstep: Class 1 contains 152876 members Mstep: Class 2 contains 15311 members Mstep: Class 3 contains 1389 members Mstep: Class 4 contains 2121 members Mstep: Class 5 contains 41708 members Mstep: Class 8 contains 2716 members Mstep: Class 10 contains 114341 members Mstep: Class 11 contains 197966 members Mstep: Class 12 contains 1297 members Mstep: Class 15 contains 19198 members Mstep: Class 16 contains 8164 members Mstep: Class 17 contains 15204 members Mstep: Class 18 contains 15380 members Mstep: Class 19 contains 1388 members Mstep: Class 20 contains 1730 members Mstep: Class 21 contains 88140 members Entering Unmasked Estep ConsiderDeletion Score: -147429024.000000 Penalty: 131598.640625 Iteration 15Q: 17 clusters Score -1.47429e+08 nChanged 10080 Entering Unmasked Mstep Mstep: Class 0 contains 109 members Mstep: Class 1 contains 153768 members Mstep: Class 2 contains 15049 members Mstep: Class 3 contains 1389 members Mstep: Class 4 contains 2122 members Mstep: Class 5 contains 42509 members Mstep: Class 8 contains 2715 members Mstep: Class 10 contains 117118 members Mstep: Class 11 contains 196257 members Mstep: Class 12 contains 1297 members Mstep: Class 15 contains 18924 members Mstep: Class 16 contains 8067 members Mstep: Class 17 contains 15089 members Mstep: Class 18 contains 15126 members Mstep: Class 19 contains 1344 members Mstep: Class 20 contains 1702 members Mstep: Class 21 contains 86453 members Entering Unmasked Estep ConsiderDeletion Score: -147431056.000000 Penalty: 131598.640625 Iteration 16Q: 17 clusters Score -1.474311e+08 nChanged 9173 Entering Unmasked Mstep Mstep: Class 0 contains 109 members Mstep: Class 1 contains 154381 members Mstep: Class 2 contains 14776 members Mstep: Class 3 contains 1389 members Mstep: Class 4 contains 2126 members Mstep: Class 5 contains 43294 members Mstep: Class 8 contains 2715 members Mstep: Class 10 contains 119628 members Mstep: Class 11 contains 194525 members Mstep: Class 12 contains 1297 members Mstep: Class 15 contains 18900 members Mstep: Class 16 contains 8002 members Mstep: Class 17 contains 14898 members Mstep: Class 18 contains 14821 members Mstep: Class 19 contains 1310 members Mstep: Class 20 contains 1695 members Mstep: Class 21 contains 85172 members Entering Unmasked Estep ConsiderDeletion Score: -147433808.000000 Penalty: 131598.640625 Iteration 17Q: 17 clusters Score -1.474338e+08 nChanged 8446 Entering Unmasked Mstep Mstep: Class 0 contains 109 members Mstep: Class 1 contains 154732 members Mstep: Class 2 contains 14488 members Mstep: Class 3 contains 1389 members Mstep: Class 4 contains 2126 members Mstep: Class 5 contains 44035 members Mstep: Class 8 contains 2715 members Mstep: Class 10 contains 121936 members Mstep: Class 11 contains 192774 members Mstep: Class 12 contains 1297 members Mstep: Class 15 contains 19128 members Mstep: Class 16 contains 7938 members Mstep: Class 17 contains 14714 members Mstep: Class 18 contains 14416 members Mstep: Class 19 contains 1286 members Mstep: Class 20 contains 1704 members Mstep: Class 21 contains 84251 members Entering Unmasked Estep ConsiderDeletion Score: -147436864.000000 Penalty: 131598.640625 Iteration 18Q: 17 clusters Score -1.474369e+08 nChanged 7807 Entering Unmasked Mstep Mstep: Class 0 contains 109 members Mstep: Class 1 contains 154835 members Mstep: Class 2 contains 14277 members Mstep: Class 3 contains 1389 members Mstep: Class 4 contains 2124 members Mstep: Class 5 contains 44623 members Mstep: Class 8 contains 2715 members Mstep: Class 10 contains 124075 members Mstep: Class 11 contains 191058 members Mstep: Class 12 contains 1297 members Mstep: Class 15 contains 19546 members Mstep: Class 16 contains 7885 members Mstep: Class 17 contains 14497 members Mstep: Class 18 contains 14028 members Mstep: Class 19 contains 1263 members Mstep: Class 20 contains 1717 members Mstep: Class 21 contains 83600 members Entering Unmasked Estep ConsiderDeletion Score: -147439360.000000 Penalty: 131598.640625 Iteration 19Q: 17 clusters Score -1.474394e+08 nChanged 7381 Entering Unmasked Mstep Mstep: Class 0 contains 109 members Mstep: Class 1 contains 154702 members Mstep: Class 2 contains 14024 members Mstep: Class 3 contains 1389 members Mstep: Class 4 contains 2123 members Mstep: Class 5 contains 45128 members Mstep: Class 8 contains 2715 members Mstep: Class 10 contains 126096 members Mstep: Class 11 contains 189361 members Mstep: Class 12 contains 1297 members Mstep: Class 15 contains 20118 members Mstep: Class 16 contains 7837 members Mstep: Class 17 contains 14228 members Mstep: Class 18 contains 13687 members Mstep: Class 19 contains 1247 members Mstep: Class 20 contains 1744 members Mstep: Class 21 contains 83233 members Entering Unmasked Estep ConsiderDeletion Score: -147446512.000000 Penalty: 131598.640625 Iteration 20F: 17 clusters Score -1.474465e+08 nChanged 7064 Entering Unmasked Mstep Mstep: Class 0 contains 56 members Mstep: Class 1 contains 154331 members Mstep: Class 2 contains 13849 members Mstep: Class 3 contains 1385 members Mstep: Class 4 contains 2121 members Mstep: Class 5 contains 45481 members Mstep: Class 8 contains 2715 members Mstep: Class 10 contains 127968 members Mstep: Class 11 contains 187676 members Mstep: Class 12 contains 1297 members Mstep: Class 15 contains 20788 members Mstep: Class 16 contains 7772 members Mstep: Class 17 contains 13956 members Mstep: Class 18 contains 13356 members Mstep: Class 19 contains 1248 members Mstep: Class 20 contains 1811 members Mstep: Class 21 contains 83228 members Entering Unmasked Estep ConsiderDeletion Score: -147450992.000000 Penalty: 131598.640625 Iteration 21Q: 17 clusters Score -1.47451e+08 nChanged 6770 Entering Unmasked Mstep Mstep: Class 0 contains 55 members Mstep: Class 1 contains 153739 members Mstep: Class 2 contains 13749 members Mstep: Class 3 contains 1385 members Mstep: Class 4 contains 2118 members Mstep: Class 5 contains 45782 members Mstep: Class 8 contains 2715 members Mstep: Class 10 contains 129987 members Mstep: Class 11 contains 185999 members Mstep: Class 12 contains 1298 members Mstep: Class 15 contains 21439 members Mstep: Class 16 contains 7710 members Mstep: Class 17 contains 13640 members Mstep: Class 18 contains 13044 members Mstep: Class 19 contains 1231 members Mstep: Class 20 contains 1596 members Mstep: Class 21 contains 83551 members Entering Unmasked Estep ConsiderDeletion Score: -147453648.000000 Penalty: 131598.640625 Iteration 22Q: 17 clusters Score -1.474536e+08 nChanged 6392 Entering Unmasked Mstep Mstep: Class 0 contains 55 members Mstep: Class 1 contains 152957 members Mstep: Class 2 contains 13636 members Mstep: Class 3 contains 1385 members Mstep: Class 4 contains 2118 members Mstep: Class 5 contains 46079 members Mstep: Class 8 contains 2715 members Mstep: Class 10 contains 131709 members Mstep: Class 11 contains 184455 members Mstep: Class 12 contains 1298 members Mstep: Class 15 contains 21978 members Mstep: Class 16 contains 7665 members Mstep: Class 17 contains 13323 members Mstep: Class 18 contains 12777 members Mstep: Class 19 contains 1222 members Mstep: Class 20 contains 1470 members Mstep: Class 21 contains 84196 members Entering Unmasked Estep ConsiderDeletion Score: -147455088.000000 Penalty: 131598.640625 Iteration 23Q: 17 clusters Score -1.474551e+08 nChanged 6225 Entering Unmasked Mstep Mstep: Class 0 contains 55 members Mstep: Class 1 contains 152028 members Mstep: Class 2 contains 13533 members Mstep: Class 3 contains 1385 members Mstep: Class 4 contains 2115 members Mstep: Class 5 contains 46337 members Mstep: Class 8 contains 2715 members Mstep: Class 10 contains 133310 members Mstep: Class 11 contains 182952 members Mstep: Class 12 contains 1298 members Mstep: Class 15 contains 22458 members Mstep: Class 16 contains 7618 members Mstep: Class 17 contains 12970 members Mstep: Class 18 contains 12536 members Mstep: Class 19 contains 1211 members Mstep: Class 20 contains 1397 members Mstep: Class 21 contains 85120 members Entering Unmasked Estep ConsiderDeletion Score: -147457536.000000 Penalty: 131598.640625 Iteration 24Q: 17 clusters Score -1.474575e+08 nChanged 6170 Entering Unmasked Mstep Mstep: Class 0 contains 55 members Mstep: Class 1 contains 151013 members Mstep: Class 2 contains 13423 members Mstep: Class 3 contains 1385 members Mstep: Class 4 contains 2116 members Mstep: Class 5 contains 46592 members Mstep: Class 8 contains 2716 members Mstep: Class 10 contains 134831 members Mstep: Class 11 contains 181419 members Mstep: Class 12 contains 1298 members Mstep: Class 15 contains 22891 members Mstep: Class 16 contains 7574 members Mstep: Class 17 contains 12585 members Mstep: Class 18 contains 12305 members Mstep: Class 19 contains 1202 members Mstep: Class 20 contains 1350 members Mstep: Class 21 contains 86283 members Entering Unmasked Estep ConsiderDeletion Score: -147460688.000000 Penalty: 131598.640625 Iteration 25Q: 17 clusters Score -1.474607e+08 nChanged 6156 Entering Unmasked Mstep Mstep: Class 0 contains 55 members Mstep: Class 1 contains 149988 members Mstep: Class 2 contains 13299 members Mstep: Class 3 contains 1385 members Mstep: Class 4 contains 2116 members Mstep: Class 5 contains 46864 members Mstep: Class 8 contains 2716 members Mstep: Class 10 contains 136281 members Mstep: Class 11 contains 179877 members Mstep: Class 12 contains 1298 members Mstep: Class 15 contains 23154 members Mstep: Class 16 contains 7524 members Mstep: Class 17 contains 12209 members Mstep: Class 18 contains 12130 members Mstep: Class 19 contains 1206 members Mstep: Class 20 contains 1327 members Mstep: Class 21 contains 87609 members Entering Unmasked Estep ConsiderDeletion Score: -147462848.000000 Penalty: 131598.640625 Iteration 26Q: 17 clusters Score -1.474628e+08 nChanged 6071 Entering Unmasked Mstep Mstep: Class 0 contains 55 members Mstep: Class 1 contains 148996 members Mstep: Class 2 contains 13188 members Mstep: Class 3 contains 1385 members Mstep: Class 4 contains 2115 members Mstep: Class 5 contains 47150 members Mstep: Class 8 contains 2716 members Mstep: Class 10 contains 137717 members Mstep: Class 11 contains 178269 members Mstep: Class 12 contains 1298 members Mstep: Class 15 contains 23351 members Mstep: Class 16 contains 7491 members Mstep: Class 17 contains 11825 members Mstep: Class 18 contains 12017 members Mstep: Class 19 contains 1197 members Mstep: Class 20 contains 1312 members Mstep: Class 21 contains 88956 members Entering Unmasked Estep ConsiderDeletion Score: -147464816.000000 Penalty: 131598.640625 Iteration 27Q: 17 clusters Score -1.474648e+08 nChanged 5755 Entering Unmasked Mstep Mstep: Class 0 contains 55 members Mstep: Class 1 contains 148210 members Mstep: Class 2 contains 13079 members Mstep: Class 3 contains 1385 members Mstep: Class 4 contains 2116 members Mstep: Class 5 contains 47415 members Mstep: Class 8 contains 2716 members Mstep: Class 10 contains 139109 members Mstep: Class 11 contains 176655 members Mstep: Class 12 contains 1298 members Mstep: Class 15 contains 23622 members Mstep: Class 16 contains 7449 members Mstep: Class 17 contains 11460 members Mstep: Class 18 contains 11889 members Mstep: Class 19 contains 1198 members Mstep: Class 20 contains 1306 members Mstep: Class 21 contains 90076 members Entering Unmasked Estep ConsiderDeletion Score: -147466160.000000 Penalty: 131598.640625 Iteration 28Q: 17 clusters Score -1.474662e+08 nChanged 5209 Entering Unmasked Mstep Mstep: Class 0 contains 55 members Mstep: Class 1 contains 147608 members Mstep: Class 2 contains 12983 members Mstep: Class 3 contains 1385 members Mstep: Class 4 contains 2117 members Mstep: Class 5 contains 47678 members Mstep: Class 8 contains 2716 members Mstep: Class 10 contains 140453 members Mstep: Class 11 contains 175022 members Mstep: Class 12 contains 1298 members Mstep: Class 15 contains 23896 members Mstep: Class 16 contains 7424 members Mstep: Class 17 contains 11117 members Mstep: Class 18 contains 11773 members Mstep: Class 19 contains 1202 members Mstep: Class 20 contains 1304 members Mstep: Class 21 contains 91007 members Entering Unmasked Estep ConsiderDeletion Score: -147467824.000000 Penalty: 131598.640625 Iteration 29Q: 17 clusters Score -1.474678e+08 nChanged 4510 Entering Unmasked Mstep Mstep: Class 0 contains 55 members Mstep: Class 1 contains 147200 members Mstep: Class 2 contains 12897 members Mstep: Class 3 contains 1385 members Mstep: Class 4 contains 2116 members Mstep: Class 5 contains 47873 members Mstep: Class 8 contains 2716 members Mstep: Class 10 contains 141779 members Mstep: Class 11 contains 173465 members Mstep: Class 12 contains 1298 members Mstep: Class 15 contains 24180 members Mstep: Class 16 contains 7411 members Mstep: Class 17 contains 10782 members Mstep: Class 18 contains 11692 members Mstep: Class 19 contains 1214 members Mstep: Class 20 contains 1300 members Mstep: Class 21 contains 91675 members Entering Unmasked Estep ConsiderDeletion Score: -147469376.000000 Penalty: 131598.640625 Iteration 30Q: 17 clusters Score -1.474694e+08 nChanged 3999 Entering Unmasked Mstep Mstep: Class 0 contains 55 members Mstep: Class 1 contains 146960 members Mstep: Class 2 contains 12783 members Mstep: Class 3 contains 1385 members Mstep: Class 4 contains 2114 members Mstep: Class 5 contains 48056 members Mstep: Class 8 contains 2716 members Mstep: Class 10 contains 143061 members Mstep: Class 11 contains 172087 members Mstep: Class 12 contains 1298 members Mstep: Class 15 contains 24480 members Mstep: Class 16 contains 7400 members Mstep: Class 17 contains 10422 members Mstep: Class 18 contains 11631 members Mstep: Class 19 contains 1218 members Mstep: Class 20 contains 1302 members Mstep: Class 21 contains 92070 members Entering Unmasked Estep ConsiderDeletion Score: -147470336.000000 Penalty: 131598.640625 Iteration 31Q: 17 clusters Score -1.474703e+08 nChanged 3521 Entering Unmasked Mstep Mstep: Class 0 contains 55 members Mstep: Class 1 contains 146811 members Mstep: Class 2 contains 12691 members Mstep: Class 3 contains 1385 members Mstep: Class 4 contains 2113 members Mstep: Class 5 contains 48213 members Mstep: Class 8 contains 2716 members Mstep: Class 10 contains 144270 members Mstep: Class 11 contains 170795 members Mstep: Class 12 contains 1298 members Mstep: Class 15 contains 24754 members Mstep: Class 16 contains 7391 members Mstep: Class 17 contains 10091 members Mstep: Class 18 contains 11595 members Mstep: Class 19 contains 1223 members Mstep: Class 20 contains 1302 members Mstep: Class 21 contains 92335 members Entering Unmasked Estep ConsiderDeletion Score: -147470592.000000 Penalty: 131598.640625 Iteration 32Q: 17 clusters Score -1.474706e+08 nChanged 3144 Entering Unmasked Mstep Mstep: Class 0 contains 55 members Mstep: Class 1 contains 146721 members Mstep: Class 2 contains 12593 members Mstep: Class 3 contains 1385 members Mstep: Class 4 contains 2111 members Mstep: Class 5 contains 48372 members Mstep: Class 8 contains 2716 members Mstep: Class 10 contains 145403 members Mstep: Class 11 contains 169616 members Mstep: Class 12 contains 1298 members Mstep: Class 15 contains 25033 members Mstep: Class 16 contains 7380 members Mstep: Class 17 contains 9793 members Mstep: Class 18 contains 11571 members Mstep: Class 19 contains 1223 members Mstep: Class 20 contains 1306 members Mstep: Class 21 contains 92462 members Entering Unmasked Estep ConsiderDeletion Score: -147471408.000000 Penalty: 131598.640625 Iteration 33Q: 17 clusters Score -1.474714e+08 nChanged 2861 Entering Unmasked Mstep Mstep: Class 0 contains 55 members Mstep: Class 1 contains 146687 members Mstep: Class 2 contains 12488 members Mstep: Class 3 contains 1385 members Mstep: Class 4 contains 2108 members Mstep: Class 5 contains 48540 members Mstep: Class 8 contains 2716 members Mstep: Class 10 contains 146494 members Mstep: Class 11 contains 168537 members Mstep: Class 12 contains 1298 members Mstep: Class 15 contains 25253 members Mstep: Class 16 contains 7371 members Mstep: Class 17 contains 9503 members Mstep: Class 18 contains 11556 members Mstep: Class 19 contains 1215 members Mstep: Class 20 contains 1317 members Mstep: Class 21 contains 92515 members Entering Unmasked Estep ConsiderDeletion Score: -147472176.000000 Penalty: 131598.640625 Iteration 34Q: 17 clusters Score -1.474722e+08 nChanged 2669 Entering Unmasked Mstep Mstep: Class 0 contains 55 members Mstep: Class 1 contains 146654 members Mstep: Class 2 contains 12361 members Mstep: Class 3 contains 1385 members Mstep: Class 4 contains 2107 members Mstep: Class 5 contains 48724 members Mstep: Class 8 contains 2716 members Mstep: Class 10 contains 147545 members Mstep: Class 11 contains 167510 members Mstep: Class 12 contains 1298 members Mstep: Class 15 contains 25458 members Mstep: Class 16 contains 7360 members Mstep: Class 17 contains 9252 members Mstep: Class 18 contains 11535 members Mstep: Class 19 contains 1222 members Mstep: Class 20 contains 1325 members Mstep: Class 21 contains 92531 members Entering Unmasked Estep ConsiderDeletion Score: -147472800.000000 Penalty: 131598.640625 Iteration 35Q: 17 clusters Score -1.474728e+08 nChanged 2493 Entering Unmasked Mstep Mstep: Class 0 contains 55 members Mstep: Class 1 contains 146625 members Mstep: Class 2 contains 12209 members Mstep: Class 3 contains 1385 members Mstep: Class 4 contains 2107 members Mstep: Class 5 contains 48896 members Mstep: Class 8 contains 2716 members Mstep: Class 10 contains 148569 members Mstep: Class 11 contains 166527 members Mstep: Class 12 contains 1298 members Mstep: Class 15 contains 25657 members Mstep: Class 16 contains 7356 members Mstep: Class 17 contains 9011 members Mstep: Class 18 contains 11511 members Mstep: Class 19 contains 1224 members Mstep: Class 20 contains 1339 members Mstep: Class 21 contains 92553 members Entering Unmasked Estep ConsiderDeletion Score: -147473168.000000 Penalty: 131598.640625 Iteration 36Q: 17 clusters Score -1.474732e+08 nChanged 2387 Entering Unmasked Mstep Mstep: Class 0 contains 55 members Mstep: Class 1 contains 146623 members Mstep: Class 2 contains 12079 members Mstep: Class 3 contains 1385 members Mstep: Class 4 contains 2104 members Mstep: Class 5 contains 49031 members Mstep: Class 8 contains 2716 members Mstep: Class 10 contains 149542 members Mstep: Class 11 contains 165590 members Mstep: Class 12 contains 1298 members Mstep: Class 15 contains 25850 members Mstep: Class 16 contains 7348 members Mstep: Class 17 contains 8784 members Mstep: Class 18 contains 11496 members Mstep: Class 19 contains 1224 members Mstep: Class 20 contains 1360 members Mstep: Class 21 contains 92553 members Entering Unmasked Estep ConsiderDeletion Score: -147473664.000000 Penalty: 131598.640625 Iteration 37Q: 17 clusters Score -1.474737e+08 nChanged 2303 Entering Unmasked Mstep Mstep: Class 0 contains 55 members Mstep: Class 1 contains 146636 members Mstep: Class 2 contains 11956 members Mstep: Class 3 contains 1385 members Mstep: Class 4 contains 2102 members Mstep: Class 5 contains 49170 members Mstep: Class 8 contains 2716 members Mstep: Class 10 contains 150474 members Mstep: Class 11 contains 164702 members Mstep: Class 12 contains 1298 members Mstep: Class 15 contains 26013 members Mstep: Class 16 contains 7340 members Mstep: Class 17 contains 8567 members Mstep: Class 18 contains 11490 members Mstep: Class 19 contains 1223 members Mstep: Class 20 contains 1374 members Mstep: Class 21 contains 92537 members Entering Unmasked Estep ConsiderDeletion Score: -147474464.000000 Penalty: 131598.640625 Iteration 38Q: 17 clusters Score -1.474745e+08 nChanged 2226 Entering ConstructFrom: Score: -147474464.000000 Penalty: 131598.640625 Entering ConstructFrom: Trying to split cluster 1 (146648 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 146648 members Entering Unmasked Estep Score: -32329748.000000 Penalty: 7286.171387 Iteration 0F: 2 clusters Score -3.232975e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73319 members Mstep: Class 2 contains 73329 members Entering Unmasked Estep Score: -32233110.000000 Penalty: 14572.342773 Iteration 0F: 3 clusters Score -3.223311e+07 nChanged 68270 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72911 members Mstep: Class 2 contains 73737 members Entering Unmasked Estep Score: -32271162.000000 Penalty: 14572.342773 Iteration 1F: 3 clusters Score -3.227116e+07 nChanged 5111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72666 members Mstep: Class 2 contains 73982 members Entering Unmasked Estep Score: -32272194.000000 Penalty: 14572.342773 Iteration 2Q: 3 clusters Score -3.227219e+07 nChanged 4556 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72400 members Mstep: Class 2 contains 74248 members Entering Unmasked Estep Score: -32273160.000000 Penalty: 14572.342773 Iteration 3Q: 3 clusters Score -3.227316e+07 nChanged 4149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72055 members Mstep: Class 2 contains 74593 members Entering Unmasked Estep Score: -32273976.000000 Penalty: 14572.342773 Iteration 4Q: 3 clusters Score -3.227398e+07 nChanged 3927 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71636 members Mstep: Class 2 contains 75012 members Entering Unmasked Estep Score: -32274698.000000 Penalty: 14572.342773 Iteration 5Q: 3 clusters Score -3.22747e+07 nChanged 3761 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71193 members Mstep: Class 2 contains 75455 members Entering Unmasked Estep Score: -32275678.000000 Penalty: 14572.342773 Iteration 6Q: 3 clusters Score -3.227568e+07 nChanged 3575 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70578 members Mstep: Class 2 contains 76070 members Entering Unmasked Estep Score: -32276586.000000 Penalty: 14572.342773 Iteration 7Q: 3 clusters Score -3.227659e+07 nChanged 3452 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 69746 members Mstep: Class 2 contains 76902 members Entering Unmasked Estep Score: -32277276.000000 Penalty: 14572.342773 Iteration 8Q: 3 clusters Score -3.227728e+07 nChanged 3486 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 68570 members Mstep: Class 2 contains 78078 members Entering Unmasked Estep Score: -32278066.000000 Penalty: 14572.342773 Iteration 9Q: 3 clusters Score -3.227807e+07 nChanged 3561 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67059 members Mstep: Class 2 contains 79589 members Entering Unmasked Estep Score: -32278906.000000 Penalty: 14572.342773 Iteration 10Q: 3 clusters Score -3.227891e+07 nChanged 3820 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65027 members Mstep: Class 2 contains 81621 members Entering Unmasked Estep Score: -32279902.000000 Penalty: 14572.342773 Iteration 11Q: 3 clusters Score -3.22799e+07 nChanged 4198 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62315 members Mstep: Class 2 contains 84333 members Entering Unmasked Estep Score: -32281256.000000 Penalty: 14572.342773 Iteration 12Q: 3 clusters Score -3.228126e+07 nChanged 4821 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58756 members Mstep: Class 2 contains 87892 members Entering Unmasked Estep Score: -32283030.000000 Penalty: 14572.342773 Iteration 13Q: 3 clusters Score -3.228303e+07 nChanged 5783 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53981 members Mstep: Class 2 contains 92667 members Entering Unmasked Estep Score: -32285776.000000 Penalty: 14572.342773 Iteration 14Q: 3 clusters Score -3.228578e+07 nChanged 6990 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47683 members Mstep: Class 2 contains 98965 members Entering Unmasked Estep Score: -32290282.000000 Penalty: 14572.342773 Iteration 15Q: 3 clusters Score -3.229028e+07 nChanged 8123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39980 members Mstep: Class 2 contains 106668 members Entering Unmasked Estep Score: -32295824.000000 Penalty: 14572.342773 Iteration 16F: 3 clusters Score -3.229582e+07 nChanged 8886 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31274 members Mstep: Class 2 contains 115374 members Entering Unmasked Estep Score: -32302468.000000 Penalty: 14572.342773 Iteration 17F: 3 clusters Score -3.230247e+07 nChanged 8779 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22589 members Mstep: Class 2 contains 124059 members Entering Unmasked Estep Score: -32309388.000000 Penalty: 14572.342773 Iteration 18F: 3 clusters Score -3.230939e+07 nChanged 7428 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15203 members Mstep: Class 2 contains 131445 members Entering Unmasked Estep Score: -32314852.000000 Penalty: 14572.342773 Iteration 19F: 3 clusters Score -3.231485e+07 nChanged 5344 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9891 members Mstep: Class 2 contains 136757 members Entering Unmasked Estep Score: -32318338.000000 Penalty: 14572.342773 Iteration 20F: 3 clusters Score -3.231834e+07 nChanged 3430 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6495 members Mstep: Class 2 contains 140153 members Entering Unmasked Estep Score: -32320452.000000 Penalty: 14572.342773 Iteration 21Q: 3 clusters Score -3.232045e+07 nChanged 2072 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4463 members Mstep: Class 2 contains 142185 members Entering Unmasked Estep Score: -32321680.000000 Penalty: 14572.342773 Iteration 22Q: 3 clusters Score -3.232168e+07 nChanged 1211 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3298 members Mstep: Class 2 contains 143350 members Entering Unmasked Estep Score: -32322302.000000 Penalty: 14572.342773 Iteration 23Q: 3 clusters Score -3.23223e+07 nChanged 718 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2630 members Mstep: Class 2 contains 144018 members Entering Unmasked Estep Score: -32322764.000000 Penalty: 14572.342773 Iteration 24Q: 3 clusters Score -3.232276e+07 nChanged 461 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2213 members Mstep: Class 2 contains 144435 members Entering Unmasked Estep Score: -32323104.000000 Penalty: 14572.342773 Iteration 25Q: 3 clusters Score -3.23231e+07 nChanged 276 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1973 members Mstep: Class 2 contains 144675 members Entering Unmasked Estep Score: -32323258.000000 Penalty: 14572.342773 Iteration 26Q: 3 clusters Score -3.232326e+07 nChanged 190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1821 members Mstep: Class 2 contains 144827 members Entering Unmasked Estep Score: -32323418.000000 Penalty: 14572.342773 Iteration 27Q: 3 clusters Score -3.232342e+07 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1724 members Mstep: Class 2 contains 144924 members Entering Unmasked Estep Score: -32323478.000000 Penalty: 14572.342773 Iteration 28Q: 3 clusters Score -3.232348e+07 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1648 members Mstep: Class 2 contains 145000 members Entering Unmasked Estep Score: -32323526.000000 Penalty: 14572.342773 Iteration 29Q: 3 clusters Score -3.232353e+07 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1591 members Mstep: Class 2 contains 145057 members Entering Unmasked Estep Score: -32323548.000000 Penalty: 14572.342773 Iteration 30Q: 3 clusters Score -3.232355e+07 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1538 members Mstep: Class 2 contains 145110 members Entering Unmasked Estep Score: -32323584.000000 Penalty: 14572.342773 Iteration 31Q: 3 clusters Score -3.232358e+07 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1496 members Mstep: Class 2 contains 145152 members Entering Unmasked Estep Score: -32323630.000000 Penalty: 14572.342773 Iteration 32Q: 3 clusters Score -3.232363e+07 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1463 members Mstep: Class 2 contains 145185 members Entering Unmasked Estep Score: -32323650.000000 Penalty: 14572.342773 Iteration 33Q: 3 clusters Score -3.232365e+07 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1444 members Mstep: Class 2 contains 145204 members Entering Unmasked Estep Score: -32323670.000000 Penalty: 14572.342773 Iteration 34Q: 3 clusters Score -3.232367e+07 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1426 members Mstep: Class 2 contains 145222 members Entering Unmasked Estep Score: -32323674.000000 Penalty: 14572.342773 Iteration 35Q: 3 clusters Score -3.232367e+07 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1417 members Mstep: Class 2 contains 145231 members Entering Unmasked Estep Score: -32323672.000000 Penalty: 14572.342773 Iteration 36Q: 3 clusters Score -3.232367e+07 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1405 members Mstep: Class 2 contains 145243 members Entering Unmasked Estep Score: -32323686.000000 Penalty: 14572.342773 Iteration 37Q: 3 clusters Score -3.232369e+07 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1388 members Mstep: Class 2 contains 145260 members Entering Unmasked Estep Score: -32323676.000000 Penalty: 14572.342773 Iteration 38Q: 3 clusters Score -3.232368e+07 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1377 members Mstep: Class 2 contains 145271 members Entering Unmasked Estep Score: -32323710.000000 Penalty: 14572.342773 Iteration 39Q: 3 clusters Score -3.232371e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1367 members Mstep: Class 2 contains 145281 members Entering Unmasked Estep Score: -32323712.000000 Penalty: 14572.342773 Iteration 40F: 3 clusters Score -3.232371e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1365 members Mstep: Class 2 contains 145283 members Entering Unmasked Estep Score: -32323726.000000 Penalty: 14572.342773 Iteration 41Q: 3 clusters Score -3.232373e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1359 members Mstep: Class 2 contains 145289 members Entering Unmasked Estep Score: -32323706.000000 Penalty: 14572.342773 Iteration 42Q: 3 clusters Score -3.232371e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1355 members Mstep: Class 2 contains 145293 members Entering Unmasked Estep Score: -32323696.000000 Penalty: 14572.342773 Iteration 43Q: 3 clusters Score -3.23237e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1349 members Mstep: Class 2 contains 145299 members Entering Unmasked Estep Score: -32323696.000000 Penalty: 14572.342773 Iteration 44Q: 3 clusters Score -3.23237e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1344 members Mstep: Class 2 contains 145304 members Entering Unmasked Estep Score: -32323676.000000 Penalty: 14572.342773 Iteration 45Q: 3 clusters Score -3.232368e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1342 members Mstep: Class 2 contains 145306 members Entering Unmasked Estep Score: -32323680.000000 Penalty: 14572.342773 Iteration 46Q: 3 clusters Score -3.232368e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1343 members Mstep: Class 2 contains 145305 members Entering Unmasked Estep Score: -32323688.000000 Penalty: 14572.342773 Iteration 47Q: 3 clusters Score -3.232369e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1342 members Mstep: Class 2 contains 145306 members Entering Unmasked Estep Score: -32323682.000000 Penalty: 14572.342773 Iteration 48Q: 3 clusters Score -3.232368e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1341 members Mstep: Class 2 contains 145307 members Entering Unmasked Estep Score: -32323674.000000 Penalty: 14572.342773 Iteration 49Q: 3 clusters Score -3.232367e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1344 members Mstep: Class 2 contains 145304 members Entering Unmasked Estep Score: -32323678.000000 Penalty: 14572.342773 Iteration 50Q: 3 clusters Score -3.232368e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1345 members Mstep: Class 2 contains 145303 members Entering Unmasked Estep Score: -32323676.000000 Penalty: 14572.342773 Iteration 51Q: 3 clusters Score -3.232368e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1344 members Mstep: Class 2 contains 145304 members Entering Unmasked Estep Score: -32323674.000000 Penalty: 14572.342773 Iteration 52Q: 3 clusters Score -3.232367e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1343 members Mstep: Class 2 contains 145305 members Entering Unmasked Estep Score: -32323680.000000 Penalty: 14572.342773 Iteration 53Q: 3 clusters Score -3.232368e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1342 members Mstep: Class 2 contains 145306 members Entering Unmasked Estep Score: -32323690.000000 Penalty: 14572.342773 Iteration 54Q: 3 clusters Score -3.232369e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1339 members Mstep: Class 2 contains 145309 members Entering Unmasked Estep Score: -32323684.000000 Penalty: 14572.342773 Iteration 55Q: 3 clusters Score -3.232368e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1339 members Mstep: Class 2 contains 145309 members Entering Unmasked Estep Score: -32323684.000000 Penalty: 14572.342773 Iteration 56F: 3 clusters Score -3.232368e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (11839 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11839 members Entering Unmasked Estep Score: -2489842.250000 Penalty: 5744.731934 Iteration 0F: 2 clusters Score -2489842 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5930 members Mstep: Class 2 contains 5909 members Entering Unmasked Estep Score: -2478386.000000 Penalty: 11489.463867 Iteration 0F: 3 clusters Score -2478386 nChanged 4442 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5890 members Mstep: Class 2 contains 5949 members Entering Unmasked Estep Score: -2480909.750000 Penalty: 11489.463867 Iteration 1F: 3 clusters Score -2480910 nChanged 924 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5866 members Mstep: Class 2 contains 5973 members Entering Unmasked Estep Score: -2481567.750000 Penalty: 11489.463867 Iteration 2F: 3 clusters Score -2481568 nChanged 653 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5799 members Mstep: Class 2 contains 6040 members Entering Unmasked Estep Score: -2481986.500000 Penalty: 11489.463867 Iteration 3F: 3 clusters Score -2481986 nChanged 513 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5728 members Mstep: Class 2 contains 6111 members Entering Unmasked Estep Score: -2482290.250000 Penalty: 11489.463867 Iteration 4Q: 3 clusters Score -2482290 nChanged 413 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5597 members Mstep: Class 2 contains 6242 members Entering Unmasked Estep Score: -2482521.000000 Penalty: 11489.463867 Iteration 5Q: 3 clusters Score -2482521 nChanged 331 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5472 members Mstep: Class 2 contains 6367 members Entering Unmasked Estep Score: -2482671.750000 Penalty: 11489.463867 Iteration 6Q: 3 clusters Score -2482672 nChanged 257 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5375 members Mstep: Class 2 contains 6464 members Entering Unmasked Estep Score: -2482804.250000 Penalty: 11489.463867 Iteration 7Q: 3 clusters Score -2482804 nChanged 254 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5265 members Mstep: Class 2 contains 6574 members Entering Unmasked Estep Score: -2482933.000000 Penalty: 11489.463867 Iteration 8Q: 3 clusters Score -2482933 nChanged 247 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5128 members Mstep: Class 2 contains 6711 members Entering Unmasked Estep Score: -2483054.000000 Penalty: 11489.463867 Iteration 9Q: 3 clusters Score -2483054 nChanged 214 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5002 members Mstep: Class 2 contains 6837 members Entering Unmasked Estep Score: -2483167.250000 Penalty: 11489.463867 Iteration 10Q: 3 clusters Score -2483167 nChanged 222 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4860 members Mstep: Class 2 contains 6979 members Entering Unmasked Estep Score: -2483281.500000 Penalty: 11489.463867 Iteration 11Q: 3 clusters Score -2483282 nChanged 211 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4739 members Mstep: Class 2 contains 7100 members Entering Unmasked Estep Score: -2483383.000000 Penalty: 11489.463867 Iteration 12Q: 3 clusters Score -2483383 nChanged 197 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4598 members Mstep: Class 2 contains 7241 members Entering Unmasked Estep Score: -2483477.500000 Penalty: 11489.463867 Iteration 13Q: 3 clusters Score -2483478 nChanged 190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4462 members Mstep: Class 2 contains 7377 members Entering Unmasked Estep Score: -2483580.750000 Penalty: 11489.463867 Iteration 14Q: 3 clusters Score -2483581 nChanged 197 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4325 members Mstep: Class 2 contains 7514 members Entering Unmasked Estep Score: -2483694.500000 Penalty: 11489.463867 Iteration 15Q: 3 clusters Score -2483694 nChanged 187 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4174 members Mstep: Class 2 contains 7665 members Entering Unmasked Estep Score: -2483810.250000 Penalty: 11489.463867 Iteration 16Q: 3 clusters Score -2483810 nChanged 221 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3997 members Mstep: Class 2 contains 7842 members Entering Unmasked Estep Score: -2483950.500000 Penalty: 11489.463867 Iteration 17Q: 3 clusters Score -2483950 nChanged 230 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3811 members Mstep: Class 2 contains 8028 members Entering Unmasked Estep Score: -2484096.500000 Penalty: 11489.463867 Iteration 18Q: 3 clusters Score -2484096 nChanged 243 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3618 members Mstep: Class 2 contains 8221 members Entering Unmasked Estep Score: -2484271.000000 Penalty: 11489.463867 Iteration 19Q: 3 clusters Score -2484271 nChanged 227 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3423 members Mstep: Class 2 contains 8416 members Entering Unmasked Estep Score: -2484413.750000 Penalty: 11489.463867 Iteration 20F: 3 clusters Score -2484414 nChanged 224 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3253 members Mstep: Class 2 contains 8586 members Entering Unmasked Estep Score: -2484557.000000 Penalty: 11489.463867 Iteration 21Q: 3 clusters Score -2484557 nChanged 201 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3088 members Mstep: Class 2 contains 8751 members Entering Unmasked Estep Score: -2484694.250000 Penalty: 11489.463867 Iteration 22Q: 3 clusters Score -2484694 nChanged 186 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2940 members Mstep: Class 2 contains 8899 members Entering Unmasked Estep Score: -2484834.750000 Penalty: 11489.463867 Iteration 23Q: 3 clusters Score -2484835 nChanged 179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2777 members Mstep: Class 2 contains 9062 members Entering Unmasked Estep Score: -2484970.500000 Penalty: 11489.463867 Iteration 24Q: 3 clusters Score -2484970 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2637 members Mstep: Class 2 contains 9202 members Entering Unmasked Estep Score: -2485093.250000 Penalty: 11489.463867 Iteration 25Q: 3 clusters Score -2485093 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2496 members Mstep: Class 2 contains 9343 members Entering Unmasked Estep Score: -2485194.500000 Penalty: 11489.463867 Iteration 26Q: 3 clusters Score -2485194 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2390 members Mstep: Class 2 contains 9449 members Entering Unmasked Estep Score: -2485301.250000 Penalty: 11489.463867 Iteration 27Q: 3 clusters Score -2485301 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2284 members Mstep: Class 2 contains 9555 members Entering Unmasked Estep Score: -2485388.250000 Penalty: 11489.463867 Iteration 28Q: 3 clusters Score -2485388 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2181 members Mstep: Class 2 contains 9658 members Entering Unmasked Estep Score: -2485464.500000 Penalty: 11489.463867 Iteration 29Q: 3 clusters Score -2485464 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2089 members Mstep: Class 2 contains 9750 members Entering Unmasked Estep Score: -2485542.000000 Penalty: 11489.463867 Iteration 30Q: 3 clusters Score -2485542 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2025 members Mstep: Class 2 contains 9814 members Entering Unmasked Estep Score: -2485589.250000 Penalty: 11489.463867 Iteration 31Q: 3 clusters Score -2485589 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1963 members Mstep: Class 2 contains 9876 members Entering Unmasked Estep Score: -2485625.750000 Penalty: 11489.463867 Iteration 32Q: 3 clusters Score -2485626 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1898 members Mstep: Class 2 contains 9941 members Entering Unmasked Estep Score: -2485680.250000 Penalty: 11489.463867 Iteration 33Q: 3 clusters Score -2485680 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1833 members Mstep: Class 2 contains 10006 members Entering Unmasked Estep Score: -2485728.250000 Penalty: 11489.463867 Iteration 34Q: 3 clusters Score -2485728 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1779 members Mstep: Class 2 contains 10060 members Entering Unmasked Estep Score: -2485768.500000 Penalty: 11489.463867 Iteration 35Q: 3 clusters Score -2485768 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1739 members Mstep: Class 2 contains 10100 members Entering Unmasked Estep Score: -2485799.250000 Penalty: 11489.463867 Iteration 36Q: 3 clusters Score -2485799 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1713 members Mstep: Class 2 contains 10126 members Entering Unmasked Estep Score: -2485812.750000 Penalty: 11489.463867 Iteration 37Q: 3 clusters Score -2485813 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1697 members Mstep: Class 2 contains 10142 members Entering Unmasked Estep Score: -2485819.500000 Penalty: 11489.463867 Iteration 38Q: 3 clusters Score -2485820 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1681 members Mstep: Class 2 contains 10158 members Entering Unmasked Estep Score: -2485828.750000 Penalty: 11489.463867 Iteration 39Q: 3 clusters Score -2485829 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1666 members Mstep: Class 2 contains 10173 members Entering Unmasked Estep Score: -2485840.500000 Penalty: 11489.463867 Iteration 40F: 3 clusters Score -2485840 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1649 members Mstep: Class 2 contains 10190 members Entering Unmasked Estep Score: -2485845.000000 Penalty: 11489.463867 Iteration 41Q: 3 clusters Score -2485845 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1632 members Mstep: Class 2 contains 10207 members Entering Unmasked Estep Score: -2485854.500000 Penalty: 11489.463867 Iteration 42Q: 3 clusters Score -2485854 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1616 members Mstep: Class 2 contains 10223 members Entering Unmasked Estep Score: -2485864.750000 Penalty: 11489.463867 Iteration 43Q: 3 clusters Score -2485865 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1607 members Mstep: Class 2 contains 10232 members Entering Unmasked Estep Score: -2485876.500000 Penalty: 11489.463867 Iteration 44Q: 3 clusters Score -2485876 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1595 members Mstep: Class 2 contains 10244 members Entering Unmasked Estep Score: -2485883.000000 Penalty: 11489.463867 Iteration 45Q: 3 clusters Score -2485883 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1586 members Mstep: Class 2 contains 10253 members Entering Unmasked Estep Score: -2485887.250000 Penalty: 11489.463867 Iteration 46Q: 3 clusters Score -2485887 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1574 members Mstep: Class 2 contains 10265 members Entering Unmasked Estep Score: -2485896.500000 Penalty: 11489.463867 Iteration 47Q: 3 clusters Score -2485896 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1566 members Mstep: Class 2 contains 10273 members Entering Unmasked Estep Score: -2485904.000000 Penalty: 11489.463867 Iteration 48Q: 3 clusters Score -2485904 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1562 members Mstep: Class 2 contains 10277 members Entering Unmasked Estep Score: -2485906.750000 Penalty: 11489.463867 Iteration 49Q: 3 clusters Score -2485907 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1556 members Mstep: Class 2 contains 10283 members Entering Unmasked Estep Score: -2485912.750000 Penalty: 11489.463867 Iteration 50Q: 3 clusters Score -2485913 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1550 members Mstep: Class 2 contains 10289 members Entering Unmasked Estep Score: -2485918.000000 Penalty: 11489.463867 Iteration 51Q: 3 clusters Score -2485918 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1546 members Mstep: Class 2 contains 10293 members Entering Unmasked Estep Score: -2485922.250000 Penalty: 11489.463867 Iteration 52Q: 3 clusters Score -2485922 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1541 members Mstep: Class 2 contains 10298 members Entering Unmasked Estep Score: -2485921.750000 Penalty: 11489.463867 Iteration 53Q: 3 clusters Score -2485922 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1540 members Mstep: Class 2 contains 10299 members Entering Unmasked Estep Score: -2485926.000000 Penalty: 11489.463867 Iteration 54Q: 3 clusters Score -2485926 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1539 members Mstep: Class 2 contains 10300 members Entering Unmasked Estep Score: -2485925.000000 Penalty: 11489.463867 Iteration 55Q: 3 clusters Score -2485925 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1539 members Mstep: Class 2 contains 10300 members Entering Unmasked Estep Score: -2485925.000000 Penalty: 11489.463867 Iteration 56F: 3 clusters Score -2485925 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (1385 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1385 members Entering Unmasked Estep Score: -265190.500000 Penalty: 4430.491699 Iteration 0F: 2 clusters Score -265190.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 695 members Mstep: Class 2 contains 690 members Entering Unmasked Estep Score: -260951.437500 Penalty: 8860.983398 Iteration 0F: 3 clusters Score -260951.4 nChanged 306 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 703 members Mstep: Class 2 contains 682 members Entering Unmasked Estep Score: -261737.062500 Penalty: 8860.983398 Iteration 1F: 3 clusters Score -261737.1 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 709 members Mstep: Class 2 contains 676 members Entering Unmasked Estep Score: -262186.718750 Penalty: 8860.983398 Iteration 2F: 3 clusters Score -262186.7 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 687 members Mstep: Class 2 contains 698 members Entering Unmasked Estep Score: -262421.156250 Penalty: 8860.983398 Iteration 3Q: 3 clusters Score -262421.2 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 665 members Mstep: Class 2 contains 720 members Entering Unmasked Estep Score: -262577.062500 Penalty: 8860.983398 Iteration 4Q: 3 clusters Score -262577.1 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 647 members Mstep: Class 2 contains 738 members Entering Unmasked Estep Score: -262774.187500 Penalty: 8860.983398 Iteration 5Q: 3 clusters Score -262774.2 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 629 members Mstep: Class 2 contains 756 members Entering Unmasked Estep Score: -263054.562500 Penalty: 8860.983398 Iteration 6Q: 3 clusters Score -263054.6 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 613 members Mstep: Class 2 contains 772 members Entering Unmasked Estep Score: -263500.375000 Penalty: 8860.983398 Iteration 7Q: 3 clusters Score -263500.4 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 578 members Mstep: Class 2 contains 807 members Entering Unmasked Estep Score: -263692.343750 Penalty: 8860.983398 Iteration 8Q: 3 clusters Score -263692.3 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 549 members Mstep: Class 2 contains 836 members Entering Unmasked Estep Score: -263830.843750 Penalty: 8860.983398 Iteration 9Q: 3 clusters Score -263830.8 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 535 members Mstep: Class 2 contains 850 members Entering Unmasked Estep Score: -263966.250000 Penalty: 8860.983398 Iteration 10Q: 3 clusters Score -263966.2 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 528 members Mstep: Class 2 contains 857 members Entering Unmasked Estep Score: -264102.281250 Penalty: 8860.983398 Iteration 11Q: 3 clusters Score -264102.3 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 523 members Mstep: Class 2 contains 862 members Entering Unmasked Estep Score: -264284.656250 Penalty: 8860.983398 Iteration 12Q: 3 clusters Score -264284.7 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 524 members Mstep: Class 2 contains 861 members Entering Unmasked Estep Score: -264483.687500 Penalty: 8860.983398 Iteration 13Q: 3 clusters Score -264483.7 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 514 members Mstep: Class 2 contains 871 members Entering Unmasked Estep Score: -264610.875000 Penalty: 8860.983398 Iteration 14Q: 3 clusters Score -264610.9 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 876 members Entering Unmasked Estep Score: -264721.875000 Penalty: 8860.983398 Iteration 15Q: 3 clusters Score -264721.9 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 498 members Mstep: Class 2 contains 887 members Entering Unmasked Estep Score: -264759.156250 Penalty: 8860.983398 Iteration 16Q: 3 clusters Score -264759.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 489 members Mstep: Class 2 contains 896 members Entering Unmasked Estep Score: -264796.843750 Penalty: 8860.983398 Iteration 17Q: 3 clusters Score -264796.8 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 483 members Mstep: Class 2 contains 902 members Entering Unmasked Estep Score: -264864.656250 Penalty: 8860.983398 Iteration 18Q: 3 clusters Score -264864.7 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 482 members Mstep: Class 2 contains 903 members Entering Unmasked Estep Score: -264953.625000 Penalty: 8860.983398 Iteration 19Q: 3 clusters Score -264953.6 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 482 members Mstep: Class 2 contains 903 members Entering Unmasked Estep Score: -265110.500000 Penalty: 8860.983398 Iteration 20F: 3 clusters Score -265110.5 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 490 members Mstep: Class 2 contains 895 members Entering Unmasked Estep Score: -265492.781250 Penalty: 8860.983398 Iteration 21Q: 3 clusters Score -265492.8 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 510 members Mstep: Class 2 contains 875 members Entering Unmasked Estep Score: -266045.281250 Penalty: 8860.983398 Iteration 22Q: 3 clusters Score -266045.3 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 522 members Mstep: Class 2 contains 863 members Entering Unmasked Estep Score: -267082.281250 Penalty: 8860.983398 Iteration 23Q: 3 clusters Score -267082.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 864 members Entering Unmasked Estep Score: -267089.968750 Penalty: 8860.983398 Iteration 24Q: 3 clusters Score -267090 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 864 members Entering Unmasked Estep Score: -267089.968750 Penalty: 8860.983398 Iteration 25F: 3 clusters Score -267090 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 55 members Mstep: Class 1 contains 146648 members Mstep: Class 2 contains 11839 members Mstep: Class 3 contains 521 members Mstep: Class 4 contains 2101 members Mstep: Class 5 contains 49296 members Mstep: Class 6 contains 864 members Mstep: Class 8 contains 2716 members Mstep: Class 10 contains 151418 members Mstep: Class 11 contains 163834 members Mstep: Class 12 contains 1298 members Mstep: Class 15 contains 26167 members Mstep: Class 16 contains 7326 members Mstep: Class 17 contains 8369 members Mstep: Class 18 contains 11479 members Mstep: Class 19 contains 1228 members Mstep: Class 20 contains 1387 members Mstep: Class 21 contains 92492 members Entering Unmasked Estep Score: -147472176.000000 Penalty: 139823.546875 Splitting cluster 3 changes total score from -147474464.000000 to -147472176.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 4 (2101 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2101 members Entering Unmasked Estep Score: -445106.625000 Penalty: 4685.728516 Iteration 0F: 2 clusters Score -445106.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1034 members Mstep: Class 2 contains 1067 members Entering Unmasked Estep Score: -440159.656250 Penalty: 9371.457031 Iteration 0F: 3 clusters Score -440159.7 nChanged 496 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1108 members Mstep: Class 2 contains 993 members Entering Unmasked Estep Score: -441267.031250 Penalty: 9371.457031 Iteration 1F: 3 clusters Score -441267 nChanged 232 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1224 members Mstep: Class 2 contains 877 members Entering Unmasked Estep Score: -442535.656250 Penalty: 9371.457031 Iteration 2F: 3 clusters Score -442535.7 nChanged 297 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1393 members Mstep: Class 2 contains 708 members Entering Unmasked Estep Score: -444146.812500 Penalty: 9371.457031 Iteration 3F: 3 clusters Score -444146.8 nChanged 251 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1512 members Mstep: Class 2 contains 589 members Entering Unmasked Estep Score: -445315.343750 Penalty: 9371.457031 Iteration 4F: 3 clusters Score -445315.3 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1543 members Mstep: Class 2 contains 558 members Entering Unmasked Estep Score: -446007.031250 Penalty: 9371.457031 Iteration 5Q: 3 clusters Score -446007 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1538 members Mstep: Class 2 contains 563 members Entering Unmasked Estep Score: -446651.906250 Penalty: 9371.457031 Iteration 6Q: 3 clusters Score -446651.9 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1509 members Mstep: Class 2 contains 592 members Entering Unmasked Estep Score: -447145.750000 Penalty: 9371.457031 Iteration 7Q: 3 clusters Score -447145.8 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1487 members Mstep: Class 2 contains 614 members Entering Unmasked Estep Score: -447385.125000 Penalty: 9371.457031 Iteration 8Q: 3 clusters Score -447385.1 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1470 members Mstep: Class 2 contains 631 members Entering Unmasked Estep Score: -447491.062500 Penalty: 9371.457031 Iteration 9Q: 3 clusters Score -447491.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1466 members Mstep: Class 2 contains 635 members Entering Unmasked Estep Score: -447504.687500 Penalty: 9371.457031 Iteration 10Q: 3 clusters Score -447504.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1464 members Mstep: Class 2 contains 637 members Entering Unmasked Estep Score: -447511.031250 Penalty: 9371.457031 Iteration 11Q: 3 clusters Score -447511 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1464 members Mstep: Class 2 contains 637 members Entering Unmasked Estep Score: -447511.031250 Penalty: 9371.457031 Iteration 12F: 3 clusters Score -447511 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 55 members Mstep: Class 1 contains 146648 members Mstep: Class 2 contains 11839 members Mstep: Class 3 contains 1385 members Mstep: Class 4 contains 1464 members Mstep: Class 5 contains 49296 members Mstep: Class 6 contains 637 members Mstep: Class 8 contains 2716 members Mstep: Class 10 contains 151418 members Mstep: Class 11 contains 163834 members Mstep: Class 12 contains 1298 members Mstep: Class 15 contains 26167 members Mstep: Class 16 contains 7326 members Mstep: Class 17 contains 8369 members Mstep: Class 18 contains 11479 members Mstep: Class 19 contains 1228 members Mstep: Class 20 contains 1387 members Mstep: Class 21 contains 92492 members Entering Unmasked Estep Score: -147473184.000000 Penalty: 139823.546875 Splitting cluster 4 changes total score from -147474464.000000 to -147473184.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 5 (49296 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49296 members Entering Unmasked Estep Score: -10906975.000000 Penalty: 6618.428711 Iteration 0F: 2 clusters Score -1.090698e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24743 members Mstep: Class 2 contains 24553 members Entering Unmasked Estep Score: -10872040.000000 Penalty: 13236.857422 Iteration 0F: 3 clusters Score -1.087204e+07 nChanged 21439 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25372 members Mstep: Class 2 contains 23924 members Entering Unmasked Estep Score: -10883427.000000 Penalty: 13236.857422 Iteration 1F: 3 clusters Score -1.088343e+07 nChanged 2539 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25695 members Mstep: Class 2 contains 23601 members Entering Unmasked Estep Score: -10884295.000000 Penalty: 13236.857422 Iteration 2F: 3 clusters Score -1.08843e+07 nChanged 2170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26161 members Mstep: Class 2 contains 23135 members Entering Unmasked Estep Score: -10885032.000000 Penalty: 13236.857422 Iteration 3Q: 3 clusters Score -1.088503e+07 nChanged 1995 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26818 members Mstep: Class 2 contains 22478 members Entering Unmasked Estep Score: -10885765.000000 Penalty: 13236.857422 Iteration 4Q: 3 clusters Score -1.088576e+07 nChanged 1995 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27701 members Mstep: Class 2 contains 21595 members Entering Unmasked Estep Score: -10886510.000000 Penalty: 13236.857422 Iteration 5Q: 3 clusters Score -1.088651e+07 nChanged 1990 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28853 members Mstep: Class 2 contains 20443 members Entering Unmasked Estep Score: -10887321.000000 Penalty: 13236.857422 Iteration 6Q: 3 clusters Score -1.088732e+07 nChanged 2131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30284 members Mstep: Class 2 contains 19012 members Entering Unmasked Estep Score: -10888382.000000 Penalty: 13236.857422 Iteration 7Q: 3 clusters Score -1.088838e+07 nChanged 2320 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32016 members Mstep: Class 2 contains 17280 members Entering Unmasked Estep Score: -10889552.000000 Penalty: 13236.857422 Iteration 8Q: 3 clusters Score -1.088955e+07 nChanged 2454 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33992 members Mstep: Class 2 contains 15304 members Entering Unmasked Estep Score: -10891083.000000 Penalty: 13236.857422 Iteration 9Q: 3 clusters Score -1.089108e+07 nChanged 2495 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36145 members Mstep: Class 2 contains 13151 members Entering Unmasked Estep Score: -10892676.000000 Penalty: 13236.857422 Iteration 10F: 3 clusters Score -1.089268e+07 nChanged 2342 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38281 members Mstep: Class 2 contains 11015 members Entering Unmasked Estep Score: -10894381.000000 Penalty: 13236.857422 Iteration 11Q: 3 clusters Score -1.089438e+07 nChanged 2170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40301 members Mstep: Class 2 contains 8995 members Entering Unmasked Estep Score: -10895959.000000 Penalty: 13236.857422 Iteration 12Q: 3 clusters Score -1.089596e+07 nChanged 1780 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41981 members Mstep: Class 2 contains 7315 members Entering Unmasked Estep Score: -10897202.000000 Penalty: 13236.857422 Iteration 13Q: 3 clusters Score -1.08972e+07 nChanged 1380 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43291 members Mstep: Class 2 contains 6005 members Entering Unmasked Estep Score: -10898234.000000 Penalty: 13236.857422 Iteration 14Q: 3 clusters Score -1.089823e+07 nChanged 1082 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44321 members Mstep: Class 2 contains 4975 members Entering Unmasked Estep Score: -10899012.000000 Penalty: 13236.857422 Iteration 15Q: 3 clusters Score -1.089901e+07 nChanged 841 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45108 members Mstep: Class 2 contains 4188 members Entering Unmasked Estep Score: -10899608.000000 Penalty: 13236.857422 Iteration 16Q: 3 clusters Score -1.089961e+07 nChanged 604 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45670 members Mstep: Class 2 contains 3626 members Entering Unmasked Estep Score: -10899996.000000 Penalty: 13236.857422 Iteration 17Q: 3 clusters Score -1.09e+07 nChanged 407 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46037 members Mstep: Class 2 contains 3259 members Entering Unmasked Estep Score: -10900294.000000 Penalty: 13236.857422 Iteration 18Q: 3 clusters Score -1.090029e+07 nChanged 323 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46328 members Mstep: Class 2 contains 2968 members Entering Unmasked Estep Score: -10900503.000000 Penalty: 13236.857422 Iteration 19Q: 3 clusters Score -1.09005e+07 nChanged 273 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46575 members Mstep: Class 2 contains 2721 members Entering Unmasked Estep Score: -10900690.000000 Penalty: 13236.857422 Iteration 20F: 3 clusters Score -1.090069e+07 nChanged 222 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46775 members Mstep: Class 2 contains 2521 members Entering Unmasked Estep Score: -10900849.000000 Penalty: 13236.857422 Iteration 21Q: 3 clusters Score -1.090085e+07 nChanged 182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46937 members Mstep: Class 2 contains 2359 members Entering Unmasked Estep Score: -10900977.000000 Penalty: 13236.857422 Iteration 22Q: 3 clusters Score -1.090098e+07 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47057 members Mstep: Class 2 contains 2239 members Entering Unmasked Estep Score: -10901071.000000 Penalty: 13236.857422 Iteration 23Q: 3 clusters Score -1.090107e+07 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47167 members Mstep: Class 2 contains 2129 members Entering Unmasked Estep Score: -10901138.000000 Penalty: 13236.857422 Iteration 24Q: 3 clusters Score -1.090114e+07 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47257 members Mstep: Class 2 contains 2039 members Entering Unmasked Estep Score: -10901207.000000 Penalty: 13236.857422 Iteration 25Q: 3 clusters Score -1.090121e+07 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47341 members Mstep: Class 2 contains 1955 members Entering Unmasked Estep Score: -10901289.000000 Penalty: 13236.857422 Iteration 26Q: 3 clusters Score -1.090129e+07 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47405 members Mstep: Class 2 contains 1891 members Entering Unmasked Estep Score: -10901349.000000 Penalty: 13236.857422 Iteration 27Q: 3 clusters Score -1.090135e+07 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47458 members Mstep: Class 2 contains 1838 members Entering Unmasked Estep Score: -10901386.000000 Penalty: 13236.857422 Iteration 28Q: 3 clusters Score -1.090139e+07 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47511 members Mstep: Class 2 contains 1785 members Entering Unmasked Estep Score: -10901429.000000 Penalty: 13236.857422 Iteration 29Q: 3 clusters Score -1.090143e+07 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47545 members Mstep: Class 2 contains 1751 members Entering Unmasked Estep Score: -10901463.000000 Penalty: 13236.857422 Iteration 30Q: 3 clusters Score -1.090146e+07 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47575 members Mstep: Class 2 contains 1721 members Entering Unmasked Estep Score: -10901464.000000 Penalty: 13236.857422 Iteration 31Q: 3 clusters Score -1.090146e+07 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47595 members Mstep: Class 2 contains 1701 members Entering Unmasked Estep Score: -10901501.000000 Penalty: 13236.857422 Iteration 32Q: 3 clusters Score -1.09015e+07 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47614 members Mstep: Class 2 contains 1682 members Entering Unmasked Estep Score: -10901494.000000 Penalty: 13236.857422 Iteration 33Q: 3 clusters Score -1.090149e+07 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47633 members Mstep: Class 2 contains 1663 members Entering Unmasked Estep Score: -10901521.000000 Penalty: 13236.857422 Iteration 34Q: 3 clusters Score -1.090152e+07 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47651 members Mstep: Class 2 contains 1645 members Entering Unmasked Estep Score: -10901544.000000 Penalty: 13236.857422 Iteration 35Q: 3 clusters Score -1.090154e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47665 members Mstep: Class 2 contains 1631 members Entering Unmasked Estep Score: -10901537.000000 Penalty: 13236.857422 Iteration 36Q: 3 clusters Score -1.090154e+07 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47684 members Mstep: Class 2 contains 1612 members Entering Unmasked Estep Score: -10901557.000000 Penalty: 13236.857422 Iteration 37Q: 3 clusters Score -1.090156e+07 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47702 members Mstep: Class 2 contains 1594 members Entering Unmasked Estep Score: -10901581.000000 Penalty: 13236.857422 Iteration 38Q: 3 clusters Score -1.090158e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47716 members Mstep: Class 2 contains 1580 members Entering Unmasked Estep Score: -10901590.000000 Penalty: 13236.857422 Iteration 39Q: 3 clusters Score -1.090159e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47727 members Mstep: Class 2 contains 1569 members Entering Unmasked Estep Score: -10901601.000000 Penalty: 13236.857422 Iteration 40F: 3 clusters Score -1.09016e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47734 members Mstep: Class 2 contains 1562 members Entering Unmasked Estep Score: -10901592.000000 Penalty: 13236.857422 Iteration 41Q: 3 clusters Score -1.090159e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47739 members Mstep: Class 2 contains 1557 members Entering Unmasked Estep Score: -10901598.000000 Penalty: 13236.857422 Iteration 42Q: 3 clusters Score -1.09016e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47746 members Mstep: Class 2 contains 1550 members Entering Unmasked Estep Score: -10901597.000000 Penalty: 13236.857422 Iteration 43Q: 3 clusters Score -1.09016e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47750 members Mstep: Class 2 contains 1546 members Entering Unmasked Estep Score: -10901596.000000 Penalty: 13236.857422 Iteration 44Q: 3 clusters Score -1.09016e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47758 members Mstep: Class 2 contains 1538 members Entering Unmasked Estep Score: -10901599.000000 Penalty: 13236.857422 Iteration 45Q: 3 clusters Score -1.09016e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47764 members Mstep: Class 2 contains 1532 members Entering Unmasked Estep Score: -10901596.000000 Penalty: 13236.857422 Iteration 46Q: 3 clusters Score -1.09016e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47766 members Mstep: Class 2 contains 1530 members Entering Unmasked Estep Score: -10901594.000000 Penalty: 13236.857422 Iteration 47Q: 3 clusters Score -1.090159e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47767 members Mstep: Class 2 contains 1529 members Entering Unmasked Estep Score: -10901601.000000 Penalty: 13236.857422 Iteration 48Q: 3 clusters Score -1.09016e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47768 members Mstep: Class 2 contains 1528 members Entering Unmasked Estep Score: -10901599.000000 Penalty: 13236.857422 Iteration 49Q: 3 clusters Score -1.09016e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47770 members Mstep: Class 2 contains 1526 members Entering Unmasked Estep Score: -10901599.000000 Penalty: 13236.857422 Iteration 50Q: 3 clusters Score -1.09016e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47771 members Mstep: Class 2 contains 1525 members Entering Unmasked Estep Score: -10901598.000000 Penalty: 13236.857422 Iteration 51Q: 3 clusters Score -1.09016e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47774 members Mstep: Class 2 contains 1522 members Entering Unmasked Estep Score: -10901594.000000 Penalty: 13236.857422 Iteration 52Q: 3 clusters Score -1.090159e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47776 members Mstep: Class 2 contains 1520 members Entering Unmasked Estep Score: -10901600.000000 Penalty: 13236.857422 Iteration 53Q: 3 clusters Score -1.09016e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47776 members Mstep: Class 2 contains 1520 members Entering Unmasked Estep Score: -10901600.000000 Penalty: 13236.857422 Iteration 54F: 3 clusters Score -1.09016e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (2716 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2716 members Entering Unmasked Estep Score: -497957.343750 Penalty: 4842.985840 Iteration 0F: 2 clusters Score -497957.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1335 members Mstep: Class 2 contains 1381 members Entering Unmasked Estep Score: -492774.562500 Penalty: 9685.971680 Iteration 0F: 3 clusters Score -492774.6 nChanged 830 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1145 members Mstep: Class 2 contains 1571 members Entering Unmasked Estep Score: -496474.375000 Penalty: 9685.971680 Iteration 1F: 3 clusters Score -496474.4 nChanged 554 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 919 members Mstep: Class 2 contains 1797 members Entering Unmasked Estep Score: -502151.750000 Penalty: 9685.971680 Iteration 2F: 3 clusters Score -502151.8 nChanged 359 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 944 members Mstep: Class 2 contains 1772 members Entering Unmasked Estep Score: -507297.156250 Penalty: 9685.971680 Iteration 3F: 3 clusters Score -507297.2 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 922 members Mstep: Class 2 contains 1794 members Entering Unmasked Estep Score: -508929.375000 Penalty: 9685.971680 Iteration 4Q: 3 clusters Score -508929.4 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 906 members Mstep: Class 2 contains 1810 members Entering Unmasked Estep Score: -509654.906250 Penalty: 9685.971680 Iteration 5Q: 3 clusters Score -509654.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 900 members Mstep: Class 2 contains 1816 members Entering Unmasked Estep Score: -510050.218750 Penalty: 9685.971680 Iteration 6Q: 3 clusters Score -510050.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 899 members Mstep: Class 2 contains 1817 members Entering Unmasked Estep Score: -510101.562500 Penalty: 9685.971680 Iteration 7Q: 3 clusters Score -510101.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 899 members Mstep: Class 2 contains 1817 members Entering Unmasked Estep Score: -510113.156250 Penalty: 9685.971680 Iteration 8F: 3 clusters Score -510113.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 898 members Mstep: Class 2 contains 1818 members Entering Unmasked Estep Score: -510224.750000 Penalty: 9685.971680 Iteration 9Q: 3 clusters Score -510224.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 898 members Mstep: Class 2 contains 1818 members Entering Unmasked Estep Score: -510224.750000 Penalty: 9685.971680 Iteration 10F: 3 clusters Score -510224.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 55 members Mstep: Class 1 contains 146648 members Mstep: Class 2 contains 11839 members Mstep: Class 3 contains 1385 members Mstep: Class 4 contains 2101 members Mstep: Class 5 contains 49296 members Mstep: Class 6 contains 1818 members Mstep: Class 8 contains 898 members Mstep: Class 10 contains 151418 members Mstep: Class 11 contains 163834 members Mstep: Class 12 contains 1298 members Mstep: Class 15 contains 26167 members Mstep: Class 16 contains 7326 members Mstep: Class 17 contains 8369 members Mstep: Class 18 contains 11479 members Mstep: Class 19 contains 1228 members Mstep: Class 20 contains 1387 members Mstep: Class 21 contains 92492 members Entering Unmasked Estep Score: -147483344.000000 Penalty: 139823.546875 Splitting cluster 8 changes total score from -147474464.000000 to -147483344.000000 So it's getting split into cluster 6. Entering ConstructFrom: Trying to split cluster 10 (151418 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 151418 members Entering Unmasked Estep Score: -33098912.000000 Penalty: 7305.776855 Iteration 0F: 2 clusters Score -3.309891e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 76148 members Mstep: Class 2 contains 75270 members Entering Unmasked Estep Score: -32996388.000000 Penalty: 14611.553711 Iteration 0F: 3 clusters Score -3.299639e+07 nChanged 70568 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80018 members Mstep: Class 2 contains 71400 members Entering Unmasked Estep Score: -33036782.000000 Penalty: 14611.553711 Iteration 1F: 3 clusters Score -3.303678e+07 nChanged 7100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 82728 members Mstep: Class 2 contains 68690 members Entering Unmasked Estep Score: -33041538.000000 Penalty: 14611.553711 Iteration 2Q: 3 clusters Score -3.304154e+07 nChanged 10629 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87807 members Mstep: Class 2 contains 63611 members Entering Unmasked Estep Score: -33054602.000000 Penalty: 14611.553711 Iteration 3F: 3 clusters Score -3.30546e+07 nChanged 16879 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97518 members Mstep: Class 2 contains 53900 members Entering Unmasked Estep Score: -33077374.000000 Penalty: 14611.553711 Iteration 4F: 3 clusters Score -3.307737e+07 nChanged 19248 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 110072 members Mstep: Class 2 contains 41346 members Entering Unmasked Estep Score: -33099722.000000 Penalty: 14611.553711 Iteration 5F: 3 clusters Score -3.309972e+07 nChanged 13018 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 119186 members Mstep: Class 2 contains 32232 members Entering Unmasked Estep Score: -33111856.000000 Penalty: 14611.553711 Iteration 6F: 3 clusters Score -3.311186e+07 nChanged 5898 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 123486 members Mstep: Class 2 contains 27932 members Entering Unmasked Estep Score: -33116094.000000 Penalty: 14611.553711 Iteration 7Q: 3 clusters Score -3.311609e+07 nChanged 2602 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 125746 members Mstep: Class 2 contains 25672 members Entering Unmasked Estep Score: -33117288.000000 Penalty: 14611.553711 Iteration 8Q: 3 clusters Score -3.311729e+07 nChanged 1493 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 127209 members Mstep: Class 2 contains 24209 members Entering Unmasked Estep Score: -33117724.000000 Penalty: 14611.553711 Iteration 9Q: 3 clusters Score -3.311772e+07 nChanged 1059 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 128266 members Mstep: Class 2 contains 23152 members Entering Unmasked Estep Score: -33118066.000000 Penalty: 14611.553711 Iteration 10Q: 3 clusters Score -3.311807e+07 nChanged 826 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 129090 members Mstep: Class 2 contains 22328 members Entering Unmasked Estep Score: -33118232.000000 Penalty: 14611.553711 Iteration 11Q: 3 clusters Score -3.311823e+07 nChanged 652 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 129742 members Mstep: Class 2 contains 21676 members Entering Unmasked Estep Score: -33118246.000000 Penalty: 14611.553711 Iteration 12Q: 3 clusters Score -3.311825e+07 nChanged 499 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 130241 members Mstep: Class 2 contains 21177 members Entering Unmasked Estep Score: -33118438.000000 Penalty: 14611.553711 Iteration 13Q: 3 clusters Score -3.311844e+07 nChanged 393 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 130634 members Mstep: Class 2 contains 20784 members Entering Unmasked Estep Score: -33118434.000000 Penalty: 14611.553711 Iteration 14Q: 3 clusters Score -3.311843e+07 nChanged 320 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 130954 members Mstep: Class 2 contains 20464 members Entering Unmasked Estep Score: -33118484.000000 Penalty: 14611.553711 Iteration 15Q: 3 clusters Score -3.311848e+07 nChanged 233 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 131187 members Mstep: Class 2 contains 20231 members Entering Unmasked Estep Score: -33118510.000000 Penalty: 14611.553711 Iteration 16Q: 3 clusters Score -3.311851e+07 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 131354 members Mstep: Class 2 contains 20064 members Entering Unmasked Estep Score: -33118516.000000 Penalty: 14611.553711 Iteration 17Q: 3 clusters Score -3.311852e+07 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 131477 members Mstep: Class 2 contains 19941 members Entering Unmasked Estep Score: -33118518.000000 Penalty: 14611.553711 Iteration 18Q: 3 clusters Score -3.311852e+07 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 131573 members Mstep: Class 2 contains 19845 members Entering Unmasked Estep Score: -33118506.000000 Penalty: 14611.553711 Iteration 19Q: 3 clusters Score -3.311851e+07 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 131650 members Mstep: Class 2 contains 19768 members Entering Unmasked Estep Score: -33118490.000000 Penalty: 14611.553711 Iteration 20F: 3 clusters Score -3.311849e+07 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 131723 members Mstep: Class 2 contains 19695 members Entering Unmasked Estep Score: -33118496.000000 Penalty: 14611.553711 Iteration 21Q: 3 clusters Score -3.31185e+07 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 131779 members Mstep: Class 2 contains 19639 members Entering Unmasked Estep Score: -33118462.000000 Penalty: 14611.553711 Iteration 22Q: 3 clusters Score -3.311846e+07 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 131824 members Mstep: Class 2 contains 19594 members Entering Unmasked Estep Score: -33118510.000000 Penalty: 14611.553711 Iteration 23Q: 3 clusters Score -3.311851e+07 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 131867 members Mstep: Class 2 contains 19551 members Entering Unmasked Estep Score: -33118466.000000 Penalty: 14611.553711 Iteration 24Q: 3 clusters Score -3.311847e+07 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 131900 members Mstep: Class 2 contains 19518 members Entering Unmasked Estep Score: -33118468.000000 Penalty: 14611.553711 Iteration 25Q: 3 clusters Score -3.311847e+07 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 131933 members Mstep: Class 2 contains 19485 members Entering Unmasked Estep Score: -33118466.000000 Penalty: 14611.553711 Iteration 26Q: 3 clusters Score -3.311847e+07 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 131952 members Mstep: Class 2 contains 19466 members Entering Unmasked Estep Score: -33118486.000000 Penalty: 14611.553711 Iteration 27Q: 3 clusters Score -3.311849e+07 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 131971 members Mstep: Class 2 contains 19447 members Entering Unmasked Estep Score: -33118504.000000 Penalty: 14611.553711 Iteration 28Q: 3 clusters Score -3.31185e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 131986 members Mstep: Class 2 contains 19432 members Entering Unmasked Estep Score: -33118492.000000 Penalty: 14611.553711 Iteration 29Q: 3 clusters Score -3.311849e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 131995 members Mstep: Class 2 contains 19423 members Entering Unmasked Estep Score: -33118516.000000 Penalty: 14611.553711 Iteration 30Q: 3 clusters Score -3.311852e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 132006 members Mstep: Class 2 contains 19412 members Entering Unmasked Estep Score: -33118476.000000 Penalty: 14611.553711 Iteration 31Q: 3 clusters Score -3.311848e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 132015 members Mstep: Class 2 contains 19403 members Entering Unmasked Estep Score: -33118510.000000 Penalty: 14611.553711 Iteration 32Q: 3 clusters Score -3.311851e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 132027 members Mstep: Class 2 contains 19391 members Entering Unmasked Estep Score: -33118496.000000 Penalty: 14611.553711 Iteration 33Q: 3 clusters Score -3.31185e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 132035 members Mstep: Class 2 contains 19383 members Entering Unmasked Estep Score: -33118484.000000 Penalty: 14611.553711 Iteration 34Q: 3 clusters Score -3.311848e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 132039 members Mstep: Class 2 contains 19379 members Entering Unmasked Estep Score: -33118462.000000 Penalty: 14611.553711 Iteration 35Q: 3 clusters Score -3.311846e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 132040 members Mstep: Class 2 contains 19378 members Entering Unmasked Estep Score: -33118470.000000 Penalty: 14611.553711 Iteration 36Q: 3 clusters Score -3.311847e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 132041 members Mstep: Class 2 contains 19377 members Entering Unmasked Estep Score: -33118470.000000 Penalty: 14611.553711 Iteration 37Q: 3 clusters Score -3.311847e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 132044 members Mstep: Class 2 contains 19374 members Entering Unmasked Estep Score: -33118468.000000 Penalty: 14611.553711 Iteration 38Q: 3 clusters Score -3.311847e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 132047 members Mstep: Class 2 contains 19371 members Entering Unmasked Estep Score: -33118472.000000 Penalty: 14611.553711 Iteration 39Q: 3 clusters Score -3.311847e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 132049 members Mstep: Class 2 contains 19369 members Entering Unmasked Estep Score: -33118468.000000 Penalty: 14611.553711 Iteration 40F: 3 clusters Score -3.311847e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 132052 members Mstep: Class 2 contains 19366 members Entering Unmasked Estep Score: -33118468.000000 Penalty: 14611.553711 Iteration 41Q: 3 clusters Score -3.311847e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 132057 members Mstep: Class 2 contains 19361 members Entering Unmasked Estep Score: -33118440.000000 Penalty: 14611.553711 Iteration 42Q: 3 clusters Score -3.311844e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 132061 members Mstep: Class 2 contains 19357 members Entering Unmasked Estep Score: -33118420.000000 Penalty: 14611.553711 Iteration 43Q: 3 clusters Score -3.311842e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 132062 members Mstep: Class 2 contains 19356 members Entering Unmasked Estep Score: -33118442.000000 Penalty: 14611.553711 Iteration 44Q: 3 clusters Score -3.311844e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 132062 members Mstep: Class 2 contains 19356 members Entering Unmasked Estep Score: -33118442.000000 Penalty: 14611.553711 Iteration 45F: 3 clusters Score -3.311844e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 55 members Mstep: Class 1 contains 146648 members Mstep: Class 2 contains 11839 members Mstep: Class 3 contains 1385 members Mstep: Class 4 contains 2101 members Mstep: Class 5 contains 49296 members Mstep: Class 6 contains 1818 members Mstep: Class 7 contains 19356 members Mstep: Class 8 contains 898 members Mstep: Class 10 contains 132062 members Mstep: Class 11 contains 163834 members Mstep: Class 12 contains 1298 members Mstep: Class 15 contains 26167 members Mstep: Class 16 contains 7326 members Mstep: Class 17 contains 8369 members Mstep: Class 18 contains 11479 members Mstep: Class 19 contains 1228 members Mstep: Class 20 contains 1387 members Mstep: Class 21 contains 92492 members Entering Unmasked Estep Score: -147500528.000000 Penalty: 148048.468750 Splitting cluster 10 changes total score from -147474464.000000 to -147500528.000000 So it's getting split into cluster 7. Entering ConstructFrom: Trying to split cluster 11 (163834 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 163834 members Entering Unmasked Estep Score: -36387512.000000 Penalty: 7354.047852 Iteration 0F: 2 clusters Score -3.638751e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 82162 members Mstep: Class 2 contains 81672 members Entering Unmasked Estep Score: -36282332.000000 Penalty: 14708.095703 Iteration 0F: 3 clusters Score -3.628233e+07 nChanged 76334 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 84018 members Mstep: Class 2 contains 79816 members Entering Unmasked Estep Score: -36325156.000000 Penalty: 14708.095703 Iteration 1F: 3 clusters Score -3.632516e+07 nChanged 6486 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 85106 members Mstep: Class 2 contains 78728 members Entering Unmasked Estep Score: -36327324.000000 Penalty: 14708.095703 Iteration 2Q: 3 clusters Score -3.632732e+07 nChanged 6923 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 86715 members Mstep: Class 2 contains 77119 members Entering Unmasked Estep Score: -36329980.000000 Penalty: 14708.095703 Iteration 3Q: 3 clusters Score -3.632998e+07 nChanged 7583 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 88910 members Mstep: Class 2 contains 74924 members Entering Unmasked Estep Score: -36333604.000000 Penalty: 14708.095703 Iteration 4Q: 3 clusters Score -3.63336e+07 nChanged 8347 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91715 members Mstep: Class 2 contains 72119 members Entering Unmasked Estep Score: -36337912.000000 Penalty: 14708.095703 Iteration 5F: 3 clusters Score -3.633791e+07 nChanged 8751 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95216 members Mstep: Class 2 contains 68618 members Entering Unmasked Estep Score: -36342320.000000 Penalty: 14708.095703 Iteration 6F: 3 clusters Score -3.634232e+07 nChanged 8886 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99298 members Mstep: Class 2 contains 64536 members Entering Unmasked Estep Score: -36347000.000000 Penalty: 14708.095703 Iteration 7F: 3 clusters Score -3.6347e+07 nChanged 8625 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 103921 members Mstep: Class 2 contains 59913 members Entering Unmasked Estep Score: -36351760.000000 Penalty: 14708.095703 Iteration 8F: 3 clusters Score -3.635176e+07 nChanged 8210 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 108961 members Mstep: Class 2 contains 54873 members Entering Unmasked Estep Score: -36356424.000000 Penalty: 14708.095703 Iteration 9F: 3 clusters Score -3.635642e+07 nChanged 7678 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 114411 members Mstep: Class 2 contains 49423 members Entering Unmasked Estep Score: -36360764.000000 Penalty: 14708.095703 Iteration 10Q: 3 clusters Score -3.636076e+07 nChanged 7055 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 119850 members Mstep: Class 2 contains 43984 members Entering Unmasked Estep Score: -36365152.000000 Penalty: 14708.095703 Iteration 11Q: 3 clusters Score -3.636515e+07 nChanged 6270 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 125014 members Mstep: Class 2 contains 38820 members Entering Unmasked Estep Score: -36368980.000000 Penalty: 14708.095703 Iteration 12Q: 3 clusters Score -3.636898e+07 nChanged 5333 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 129609 members Mstep: Class 2 contains 34225 members Entering Unmasked Estep Score: -36372016.000000 Penalty: 14708.095703 Iteration 13Q: 3 clusters Score -3.637202e+07 nChanged 4575 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 133748 members Mstep: Class 2 contains 30086 members Entering Unmasked Estep Score: -36374220.000000 Penalty: 14708.095703 Iteration 14Q: 3 clusters Score -3.637422e+07 nChanged 3780 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 137276 members Mstep: Class 2 contains 26558 members Entering Unmasked Estep Score: -36375916.000000 Penalty: 14708.095703 Iteration 15Q: 3 clusters Score -3.637592e+07 nChanged 3103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 140249 members Mstep: Class 2 contains 23585 members Entering Unmasked Estep Score: -36377292.000000 Penalty: 14708.095703 Iteration 16Q: 3 clusters Score -3.637729e+07 nChanged 2774 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 142921 members Mstep: Class 2 contains 20913 members Entering Unmasked Estep Score: -36378340.000000 Penalty: 14708.095703 Iteration 17Q: 3 clusters Score -3.637834e+07 nChanged 2357 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 145214 members Mstep: Class 2 contains 18620 members Entering Unmasked Estep Score: -36379116.000000 Penalty: 14708.095703 Iteration 18Q: 3 clusters Score -3.637912e+07 nChanged 2087 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 147249 members Mstep: Class 2 contains 16585 members Entering Unmasked Estep Score: -36379808.000000 Penalty: 14708.095703 Iteration 19Q: 3 clusters Score -3.637981e+07 nChanged 1826 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 149033 members Mstep: Class 2 contains 14801 members Entering Unmasked Estep Score: -36380292.000000 Penalty: 14708.095703 Iteration 20F: 3 clusters Score -3.638029e+07 nChanged 1581 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 150588 members Mstep: Class 2 contains 13246 members Entering Unmasked Estep Score: -36380780.000000 Penalty: 14708.095703 Iteration 21Q: 3 clusters Score -3.638078e+07 nChanged 1348 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 151900 members Mstep: Class 2 contains 11934 members Entering Unmasked Estep Score: -36381180.000000 Penalty: 14708.095703 Iteration 22Q: 3 clusters Score -3.638118e+07 nChanged 1159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 153013 members Mstep: Class 2 contains 10821 members Entering Unmasked Estep Score: -36381384.000000 Penalty: 14708.095703 Iteration 23Q: 3 clusters Score -3.638138e+07 nChanged 1002 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 153973 members Mstep: Class 2 contains 9861 members Entering Unmasked Estep Score: -36381592.000000 Penalty: 14708.095703 Iteration 24Q: 3 clusters Score -3.638159e+07 nChanged 869 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 154802 members Mstep: Class 2 contains 9032 members Entering Unmasked Estep Score: -36381720.000000 Penalty: 14708.095703 Iteration 25Q: 3 clusters Score -3.638172e+07 nChanged 675 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 155457 members Mstep: Class 2 contains 8377 members Entering Unmasked Estep Score: -36381836.000000 Penalty: 14708.095703 Iteration 26Q: 3 clusters Score -3.638184e+07 nChanged 604 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 156049 members Mstep: Class 2 contains 7785 members Entering Unmasked Estep Score: -36381964.000000 Penalty: 14708.095703 Iteration 27Q: 3 clusters Score -3.638196e+07 nChanged 495 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 156530 members Mstep: Class 2 contains 7304 members Entering Unmasked Estep Score: -36382068.000000 Penalty: 14708.095703 Iteration 28Q: 3 clusters Score -3.638207e+07 nChanged 430 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 156942 members Mstep: Class 2 contains 6892 members Entering Unmasked Estep Score: -36382124.000000 Penalty: 14708.095703 Iteration 29Q: 3 clusters Score -3.638212e+07 nChanged 348 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 157284 members Mstep: Class 2 contains 6550 members Entering Unmasked Estep Score: -36382184.000000 Penalty: 14708.095703 Iteration 30Q: 3 clusters Score -3.638218e+07 nChanged 315 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 157587 members Mstep: Class 2 contains 6247 members Entering Unmasked Estep Score: -36382160.000000 Penalty: 14708.095703 Iteration 31Q: 3 clusters Score -3.638216e+07 nChanged 271 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 157850 members Mstep: Class 2 contains 5984 members Entering Unmasked Estep Score: -36382240.000000 Penalty: 14708.095703 Iteration 32Q: 3 clusters Score -3.638224e+07 nChanged 214 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 158054 members Mstep: Class 2 contains 5780 members Entering Unmasked Estep Score: -36382332.000000 Penalty: 14708.095703 Iteration 33Q: 3 clusters Score -3.638233e+07 nChanged 206 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 158246 members Mstep: Class 2 contains 5588 members Entering Unmasked Estep Score: -36382384.000000 Penalty: 14708.095703 Iteration 34Q: 3 clusters Score -3.638238e+07 nChanged 180 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 158422 members Mstep: Class 2 contains 5412 members Entering Unmasked Estep Score: -36382444.000000 Penalty: 14708.095703 Iteration 35Q: 3 clusters Score -3.638244e+07 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 158576 members Mstep: Class 2 contains 5258 members Entering Unmasked Estep Score: -36382444.000000 Penalty: 14708.095703 Iteration 36Q: 3 clusters Score -3.638244e+07 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 158711 members Mstep: Class 2 contains 5123 members Entering Unmasked Estep Score: -36382464.000000 Penalty: 14708.095703 Iteration 37Q: 3 clusters Score -3.638246e+07 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 158817 members Mstep: Class 2 contains 5017 members Entering Unmasked Estep Score: -36382456.000000 Penalty: 14708.095703 Iteration 38Q: 3 clusters Score -3.638246e+07 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 158909 members Mstep: Class 2 contains 4925 members Entering Unmasked Estep Score: -36382464.000000 Penalty: 14708.095703 Iteration 39Q: 3 clusters Score -3.638246e+07 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 158982 members Mstep: Class 2 contains 4852 members Entering Unmasked Estep Score: -36382524.000000 Penalty: 14708.095703 Iteration 40F: 3 clusters Score -3.638252e+07 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 159061 members Mstep: Class 2 contains 4773 members Entering Unmasked Estep Score: -36382500.000000 Penalty: 14708.095703 Iteration 41Q: 3 clusters Score -3.63825e+07 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 159137 members Mstep: Class 2 contains 4697 members Entering Unmasked Estep Score: -36382488.000000 Penalty: 14708.095703 Iteration 42Q: 3 clusters Score -3.638249e+07 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 159200 members Mstep: Class 2 contains 4634 members Entering Unmasked Estep Score: -36382560.000000 Penalty: 14708.095703 Iteration 43Q: 3 clusters Score -3.638256e+07 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 159253 members Mstep: Class 2 contains 4581 members Entering Unmasked Estep Score: -36382532.000000 Penalty: 14708.095703 Iteration 44Q: 3 clusters Score -3.638253e+07 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 159301 members Mstep: Class 2 contains 4533 members Entering Unmasked Estep Score: -36382552.000000 Penalty: 14708.095703 Iteration 45Q: 3 clusters Score -3.638255e+07 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 159347 members Mstep: Class 2 contains 4487 members Entering Unmasked Estep Score: -36382516.000000 Penalty: 14708.095703 Iteration 46Q: 3 clusters Score -3.638252e+07 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 159384 members Mstep: Class 2 contains 4450 members Entering Unmasked Estep Score: -36382536.000000 Penalty: 14708.095703 Iteration 47Q: 3 clusters Score -3.638254e+07 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 159425 members Mstep: Class 2 contains 4409 members Entering Unmasked Estep Score: -36382584.000000 Penalty: 14708.095703 Iteration 48Q: 3 clusters Score -3.638258e+07 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 159451 members Mstep: Class 2 contains 4383 members Entering Unmasked Estep Score: -36382588.000000 Penalty: 14708.095703 Iteration 49Q: 3 clusters Score -3.638259e+07 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 159483 members Mstep: Class 2 contains 4351 members Entering Unmasked Estep Score: -36382600.000000 Penalty: 14708.095703 Iteration 50Q: 3 clusters Score -3.63826e+07 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 159520 members Mstep: Class 2 contains 4314 members Entering Unmasked Estep Score: -36382656.000000 Penalty: 14708.095703 Iteration 51Q: 3 clusters Score -3.638266e+07 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 159543 members Mstep: Class 2 contains 4291 members Entering Unmasked Estep Score: -36382632.000000 Penalty: 14708.095703 Iteration 52Q: 3 clusters Score -3.638263e+07 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 159564 members Mstep: Class 2 contains 4270 members Entering Unmasked Estep Score: -36382588.000000 Penalty: 14708.095703 Iteration 53Q: 3 clusters Score -3.638259e+07 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 159584 members Mstep: Class 2 contains 4250 members Entering Unmasked Estep Score: -36382608.000000 Penalty: 14708.095703 Iteration 54Q: 3 clusters Score -3.638261e+07 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 159601 members Mstep: Class 2 contains 4233 members Entering Unmasked Estep Score: -36382604.000000 Penalty: 14708.095703 Iteration 55Q: 3 clusters Score -3.63826e+07 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 159624 members Mstep: Class 2 contains 4210 members Entering Unmasked Estep Score: -36382608.000000 Penalty: 14708.095703 Iteration 56Q: 3 clusters Score -3.638261e+07 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 159645 members Mstep: Class 2 contains 4189 members Entering Unmasked Estep Score: -36382640.000000 Penalty: 14708.095703 Iteration 57Q: 3 clusters Score -3.638264e+07 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 159671 members Mstep: Class 2 contains 4163 members Entering Unmasked Estep Score: -36382644.000000 Penalty: 14708.095703 Iteration 58Q: 3 clusters Score -3.638264e+07 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 159693 members Mstep: Class 2 contains 4141 members Entering Unmasked Estep Score: -36382664.000000 Penalty: 14708.095703 Iteration 59Q: 3 clusters Score -3.638266e+07 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 159714 members Mstep: Class 2 contains 4120 members Entering Unmasked Estep Score: -36382628.000000 Penalty: 14708.095703 Iteration 60F: 3 clusters Score -3.638263e+07 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 159730 members Mstep: Class 2 contains 4104 members Entering Unmasked Estep Score: -36382620.000000 Penalty: 14708.095703 Iteration 61Q: 3 clusters Score -3.638262e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 159742 members Mstep: Class 2 contains 4092 members Entering Unmasked Estep Score: -36382620.000000 Penalty: 14708.095703 Iteration 62Q: 3 clusters Score -3.638262e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 159756 members Mstep: Class 2 contains 4078 members Entering Unmasked Estep Score: -36382628.000000 Penalty: 14708.095703 Iteration 63Q: 3 clusters Score -3.638263e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 159768 members Mstep: Class 2 contains 4066 members Entering Unmasked Estep Score: -36382616.000000 Penalty: 14708.095703 Iteration 64Q: 3 clusters Score -3.638262e+07 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 159785 members Mstep: Class 2 contains 4049 members Entering Unmasked Estep Score: -36382604.000000 Penalty: 14708.095703 Iteration 65Q: 3 clusters Score -3.63826e+07 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 159805 members Mstep: Class 2 contains 4029 members Entering Unmasked Estep Score: -36382652.000000 Penalty: 14708.095703 Iteration 66Q: 3 clusters Score -3.638265e+07 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 159821 members Mstep: Class 2 contains 4013 members Entering Unmasked Estep Score: -36382636.000000 Penalty: 14708.095703 Iteration 67Q: 3 clusters Score -3.638264e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 159834 members Mstep: Class 2 contains 4000 members Entering Unmasked Estep Score: -36382608.000000 Penalty: 14708.095703 Iteration 68Q: 3 clusters Score -3.638261e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 159848 members Mstep: Class 2 contains 3986 members Entering Unmasked Estep Score: -36382636.000000 Penalty: 14708.095703 Iteration 69Q: 3 clusters Score -3.638264e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 159863 members Mstep: Class 2 contains 3971 members Entering Unmasked Estep Score: -36382644.000000 Penalty: 14708.095703 Iteration 70Q: 3 clusters Score -3.638264e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 159877 members Mstep: Class 2 contains 3957 members Entering Unmasked Estep Score: -36382636.000000 Penalty: 14708.095703 Iteration 71Q: 3 clusters Score -3.638264e+07 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 159893 members Mstep: Class 2 contains 3941 members Entering Unmasked Estep Score: -36382624.000000 Penalty: 14708.095703 Iteration 72Q: 3 clusters Score -3.638262e+07 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 159911 members Mstep: Class 2 contains 3923 members Entering Unmasked Estep Score: -36382644.000000 Penalty: 14708.095703 Iteration 73Q: 3 clusters Score -3.638264e+07 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 159933 members Mstep: Class 2 contains 3901 members Entering Unmasked Estep Score: -36382652.000000 Penalty: 14708.095703 Iteration 74Q: 3 clusters Score -3.638265e+07 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 159956 members Mstep: Class 2 contains 3878 members Entering Unmasked Estep Score: -36382644.000000 Penalty: 14708.095703 Iteration 75Q: 3 clusters Score -3.638264e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 159969 members Mstep: Class 2 contains 3865 members Entering Unmasked Estep Score: -36382652.000000 Penalty: 14708.095703 Iteration 76Q: 3 clusters Score -3.638265e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 159978 members Mstep: Class 2 contains 3856 members Entering Unmasked Estep Score: -36382628.000000 Penalty: 14708.095703 Iteration 77Q: 3 clusters Score -3.638263e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 159987 members Mstep: Class 2 contains 3847 members Entering Unmasked Estep Score: -36382640.000000 Penalty: 14708.095703 Iteration 78Q: 3 clusters Score -3.638264e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 159997 members Mstep: Class 2 contains 3837 members Entering Unmasked Estep Score: -36382640.000000 Penalty: 14708.095703 Iteration 79Q: 3 clusters Score -3.638264e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 160011 members Mstep: Class 2 contains 3823 members Entering Unmasked Estep Score: -36382628.000000 Penalty: 14708.095703 Iteration 80F: 3 clusters Score -3.638263e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 160021 members Mstep: Class 2 contains 3813 members Entering Unmasked Estep Score: -36382648.000000 Penalty: 14708.095703 Iteration 81Q: 3 clusters Score -3.638265e+07 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 160039 members Mstep: Class 2 contains 3795 members Entering Unmasked Estep Score: -36382668.000000 Penalty: 14708.095703 Iteration 82Q: 3 clusters Score -3.638267e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 160056 members Mstep: Class 2 contains 3778 members Entering Unmasked Estep Score: -36382644.000000 Penalty: 14708.095703 Iteration 83Q: 3 clusters Score -3.638264e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 160070 members Mstep: Class 2 contains 3764 members Entering Unmasked Estep Score: -36382656.000000 Penalty: 14708.095703 Iteration 84Q: 3 clusters Score -3.638266e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 160080 members Mstep: Class 2 contains 3754 members Entering Unmasked Estep Score: -36382692.000000 Penalty: 14708.095703 Iteration 85Q: 3 clusters Score -3.638269e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 160089 members Mstep: Class 2 contains 3745 members Entering Unmasked Estep Score: -36382688.000000 Penalty: 14708.095703 Iteration 86Q: 3 clusters Score -3.638269e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 160096 members Mstep: Class 2 contains 3738 members Entering Unmasked Estep Score: -36382704.000000 Penalty: 14708.095703 Iteration 87Q: 3 clusters Score -3.63827e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 160099 members Mstep: Class 2 contains 3735 members Entering Unmasked Estep Score: -36382696.000000 Penalty: 14708.095703 Iteration 88Q: 3 clusters Score -3.63827e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 160104 members Mstep: Class 2 contains 3730 members Entering Unmasked Estep Score: -36382660.000000 Penalty: 14708.095703 Iteration 89Q: 3 clusters Score -3.638266e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 160110 members Mstep: Class 2 contains 3724 members Entering Unmasked Estep Score: -36382648.000000 Penalty: 14708.095703 Iteration 90Q: 3 clusters Score -3.638265e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 160114 members Mstep: Class 2 contains 3720 members Entering Unmasked Estep Score: -36382652.000000 Penalty: 14708.095703 Iteration 91Q: 3 clusters Score -3.638265e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 160116 members Mstep: Class 2 contains 3718 members Entering Unmasked Estep Score: -36382664.000000 Penalty: 14708.095703 Iteration 92Q: 3 clusters Score -3.638266e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 160120 members Mstep: Class 2 contains 3714 members Entering Unmasked Estep Score: -36382644.000000 Penalty: 14708.095703 Iteration 93Q: 3 clusters Score -3.638264e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 160129 members Mstep: Class 2 contains 3705 members Entering Unmasked Estep Score: -36382648.000000 Penalty: 14708.095703 Iteration 94Q: 3 clusters Score -3.638265e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 160138 members Mstep: Class 2 contains 3696 members Entering Unmasked Estep Score: -36382664.000000 Penalty: 14708.095703 Iteration 95Q: 3 clusters Score -3.638266e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 160146 members Mstep: Class 2 contains 3688 members Entering Unmasked Estep Score: -36382680.000000 Penalty: 14708.095703 Iteration 96Q: 3 clusters Score -3.638268e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 160154 members Mstep: Class 2 contains 3680 members Entering Unmasked Estep Score: -36382688.000000 Penalty: 14708.095703 Iteration 97Q: 3 clusters Score -3.638269e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 160162 members Mstep: Class 2 contains 3672 members Entering Unmasked Estep Score: -36382688.000000 Penalty: 14708.095703 Iteration 98Q: 3 clusters Score -3.638269e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 160167 members Mstep: Class 2 contains 3667 members Entering Unmasked Estep Score: -36382704.000000 Penalty: 14708.095703 Iteration 99Q: 3 clusters Score -3.63827e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 160170 members Mstep: Class 2 contains 3664 members Entering Unmasked Estep Score: -36382660.000000 Penalty: 14708.095703 Iteration 100F: 3 clusters Score -3.638266e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 160172 members Mstep: Class 2 contains 3662 members Entering Unmasked Estep Score: -36382648.000000 Penalty: 14708.095703 Iteration 101Q: 3 clusters Score -3.638265e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 160175 members Mstep: Class 2 contains 3659 members Entering Unmasked Estep Score: -36382684.000000 Penalty: 14708.095703 Iteration 102Q: 3 clusters Score -3.638268e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 160181 members Mstep: Class 2 contains 3653 members Entering Unmasked Estep Score: -36382664.000000 Penalty: 14708.095703 Iteration 103Q: 3 clusters Score -3.638266e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 160186 members Mstep: Class 2 contains 3648 members Entering Unmasked Estep Score: -36382688.000000 Penalty: 14708.095703 Iteration 104Q: 3 clusters Score -3.638269e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 160194 members Mstep: Class 2 contains 3640 members Entering Unmasked Estep Score: -36382700.000000 Penalty: 14708.095703 Iteration 105Q: 3 clusters Score -3.63827e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 160203 members Mstep: Class 2 contains 3631 members Entering Unmasked Estep Score: -36382716.000000 Penalty: 14708.095703 Iteration 106Q: 3 clusters Score -3.638272e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 160213 members Mstep: Class 2 contains 3621 members Entering Unmasked Estep Score: -36382692.000000 Penalty: 14708.095703 Iteration 107Q: 3 clusters Score -3.638269e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 160221 members Mstep: Class 2 contains 3613 members Entering Unmasked Estep Score: -36382668.000000 Penalty: 14708.095703 Iteration 108Q: 3 clusters Score -3.638267e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 160233 members Mstep: Class 2 contains 3601 members Entering Unmasked Estep Score: -36382688.000000 Penalty: 14708.095703 Iteration 109Q: 3 clusters Score -3.638269e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 160243 members Mstep: Class 2 contains 3591 members Entering Unmasked Estep Score: -36382704.000000 Penalty: 14708.095703 Iteration 110Q: 3 clusters Score -3.63827e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 160249 members Mstep: Class 2 contains 3585 members Entering Unmasked Estep Score: -36382700.000000 Penalty: 14708.095703 Iteration 111Q: 3 clusters Score -3.63827e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 160255 members Mstep: Class 2 contains 3579 members Entering Unmasked Estep Score: -36382676.000000 Penalty: 14708.095703 Iteration 112Q: 3 clusters Score -3.638268e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 160263 members Mstep: Class 2 contains 3571 members Entering Unmasked Estep Score: -36382700.000000 Penalty: 14708.095703 Iteration 113Q: 3 clusters Score -3.63827e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 160272 members Mstep: Class 2 contains 3562 members Entering Unmasked Estep Score: -36382684.000000 Penalty: 14708.095703 Iteration 114Q: 3 clusters Score -3.638268e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 160276 members Mstep: Class 2 contains 3558 members Entering Unmasked Estep Score: -36382676.000000 Penalty: 14708.095703 Iteration 115Q: 3 clusters Score -3.638268e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 160280 members Mstep: Class 2 contains 3554 members Entering Unmasked Estep Score: -36382688.000000 Penalty: 14708.095703 Iteration 116Q: 3 clusters Score -3.638269e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 160281 members Mstep: Class 2 contains 3553 members Entering Unmasked Estep Score: -36382668.000000 Penalty: 14708.095703 Iteration 117Q: 3 clusters Score -3.638267e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 160283 members Mstep: Class 2 contains 3551 members Entering Unmasked Estep Score: -36382676.000000 Penalty: 14708.095703 Iteration 118Q: 3 clusters Score -3.638268e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 160286 members Mstep: Class 2 contains 3548 members Entering Unmasked Estep Score: -36382688.000000 Penalty: 14708.095703 Iteration 119Q: 3 clusters Score -3.638269e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 160291 members Mstep: Class 2 contains 3543 members Entering Unmasked Estep Score: -36382680.000000 Penalty: 14708.095703 Iteration 120F: 3 clusters Score -3.638268e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 160294 members Mstep: Class 2 contains 3540 members Entering Unmasked Estep Score: -36382680.000000 Penalty: 14708.095703 Iteration 121Q: 3 clusters Score -3.638268e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 160297 members Mstep: Class 2 contains 3537 members Entering Unmasked Estep Score: -36382680.000000 Penalty: 14708.095703 Iteration 122Q: 3 clusters Score -3.638268e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 160298 members Mstep: Class 2 contains 3536 members Entering Unmasked Estep Score: -36382668.000000 Penalty: 14708.095703 Iteration 123Q: 3 clusters Score -3.638267e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 160300 members Mstep: Class 2 contains 3534 members Entering Unmasked Estep Score: -36382684.000000 Penalty: 14708.095703 Iteration 124Q: 3 clusters Score -3.638268e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 160302 members Mstep: Class 2 contains 3532 members Entering Unmasked Estep Score: -36382676.000000 Penalty: 14708.095703 Iteration 125Q: 3 clusters Score -3.638268e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 160301 members Mstep: Class 2 contains 3533 members Entering Unmasked Estep Score: -36382672.000000 Penalty: 14708.095703 Iteration 126Q: 3 clusters Score -3.638267e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 160301 members Mstep: Class 2 contains 3533 members Entering Unmasked Estep Score: -36382684.000000 Penalty: 14708.095703 Iteration 127Q: 3 clusters Score -3.638268e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 160303 members Mstep: Class 2 contains 3531 members Entering Unmasked Estep Score: -36382664.000000 Penalty: 14708.095703 Iteration 128Q: 3 clusters Score -3.638266e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 160304 members Mstep: Class 2 contains 3530 members Entering Unmasked Estep Score: -36382680.000000 Penalty: 14708.095703 Iteration 129Q: 3 clusters Score -3.638268e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 160306 members Mstep: Class 2 contains 3528 members Entering Unmasked Estep Score: -36382688.000000 Penalty: 14708.095703 Iteration 130Q: 3 clusters Score -3.638269e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 160308 members Mstep: Class 2 contains 3526 members Entering Unmasked Estep Score: -36382668.000000 Penalty: 14708.095703 Iteration 131Q: 3 clusters Score -3.638267e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 160313 members Mstep: Class 2 contains 3521 members Entering Unmasked Estep Score: -36382672.000000 Penalty: 14708.095703 Iteration 132Q: 3 clusters Score -3.638267e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 160317 members Mstep: Class 2 contains 3517 members Entering Unmasked Estep Score: -36382668.000000 Penalty: 14708.095703 Iteration 133Q: 3 clusters Score -3.638267e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 160320 members Mstep: Class 2 contains 3514 members Entering Unmasked Estep Score: -36382688.000000 Penalty: 14708.095703 Iteration 134Q: 3 clusters Score -3.638269e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 160323 members Mstep: Class 2 contains 3511 members Entering Unmasked Estep Score: -36382688.000000 Penalty: 14708.095703 Iteration 135Q: 3 clusters Score -3.638269e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 160328 members Mstep: Class 2 contains 3506 members Entering Unmasked Estep Score: -36382676.000000 Penalty: 14708.095703 Iteration 136Q: 3 clusters Score -3.638268e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 160332 members Mstep: Class 2 contains 3502 members Entering Unmasked Estep Score: -36382672.000000 Penalty: 14708.095703 Iteration 137Q: 3 clusters Score -3.638267e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 160332 members Mstep: Class 2 contains 3502 members Entering Unmasked Estep Score: -36382672.000000 Penalty: 14708.095703 Iteration 138F: 3 clusters Score -3.638267e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (1298 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1298 members Entering Unmasked Estep Score: -190503.968750 Penalty: 4390.755371 Iteration 0F: 2 clusters Score -190504 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 632 members Mstep: Class 2 contains 666 members Entering Unmasked Estep Score: -186968.671875 Penalty: 8781.510742 Iteration 0F: 3 clusters Score -186968.7 nChanged 366 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 636 members Mstep: Class 2 contains 662 members Entering Unmasked Estep Score: -188323.140625 Penalty: 8781.510742 Iteration 1F: 3 clusters Score -188323.1 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 601 members Mstep: Class 2 contains 697 members Entering Unmasked Estep Score: -189206.656250 Penalty: 8781.510742 Iteration 2F: 3 clusters Score -189206.7 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 596 members Mstep: Class 2 contains 702 members Entering Unmasked Estep Score: -190003.390625 Penalty: 8781.510742 Iteration 3F: 3 clusters Score -190003.4 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 557 members Mstep: Class 2 contains 741 members Entering Unmasked Estep Score: -190781.968750 Penalty: 8781.510742 Iteration 4F: 3 clusters Score -190782 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 511 members Mstep: Class 2 contains 787 members Entering Unmasked Estep Score: -191552.890625 Penalty: 8781.510742 Iteration 5F: 3 clusters Score -191552.9 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 479 members Mstep: Class 2 contains 819 members Entering Unmasked Estep Score: -192090.453125 Penalty: 8781.510742 Iteration 6Q: 3 clusters Score -192090.5 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 460 members Mstep: Class 2 contains 838 members Entering Unmasked Estep Score: -192363.531250 Penalty: 8781.510742 Iteration 7Q: 3 clusters Score -192363.5 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 442 members Mstep: Class 2 contains 856 members Entering Unmasked Estep Score: -192639.421875 Penalty: 8781.510742 Iteration 8Q: 3 clusters Score -192639.4 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 430 members Mstep: Class 2 contains 868 members Entering Unmasked Estep Score: -192890.828125 Penalty: 8781.510742 Iteration 9Q: 3 clusters Score -192890.8 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 420 members Mstep: Class 2 contains 878 members Entering Unmasked Estep Score: -193046.843750 Penalty: 8781.510742 Iteration 10Q: 3 clusters Score -193046.8 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 411 members Mstep: Class 2 contains 887 members Entering Unmasked Estep Score: -193120.390625 Penalty: 8781.510742 Iteration 11Q: 3 clusters Score -193120.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 411 members Mstep: Class 2 contains 887 members Entering Unmasked Estep Score: -193158.703125 Penalty: 8781.510742 Iteration 12Q: 3 clusters Score -193158.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 415 members Mstep: Class 2 contains 883 members Entering Unmasked Estep Score: -193244.046875 Penalty: 8781.510742 Iteration 13Q: 3 clusters Score -193244 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 419 members Mstep: Class 2 contains 879 members Entering Unmasked Estep Score: -193288.218750 Penalty: 8781.510742 Iteration 14Q: 3 clusters Score -193288.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 423 members Mstep: Class 2 contains 875 members Entering Unmasked Estep Score: -193327.921875 Penalty: 8781.510742 Iteration 15Q: 3 clusters Score -193327.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 430 members Mstep: Class 2 contains 868 members Entering Unmasked Estep Score: -193459.656250 Penalty: 8781.510742 Iteration 16Q: 3 clusters Score -193459.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 434 members Mstep: Class 2 contains 864 members Entering Unmasked Estep Score: -193536.359375 Penalty: 8781.510742 Iteration 17Q: 3 clusters Score -193536.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 441 members Mstep: Class 2 contains 857 members Entering Unmasked Estep Score: -193621.625000 Penalty: 8781.510742 Iteration 18Q: 3 clusters Score -193621.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 445 members Mstep: Class 2 contains 853 members Entering Unmasked Estep Score: -193650.921875 Penalty: 8781.510742 Iteration 19Q: 3 clusters Score -193650.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 450 members Mstep: Class 2 contains 848 members Entering Unmasked Estep Score: -193814.421875 Penalty: 8781.510742 Iteration 20F: 3 clusters Score -193814.4 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 463 members Mstep: Class 2 contains 835 members Entering Unmasked Estep Score: -194590.171875 Penalty: 8781.510742 Iteration 21Q: 3 clusters Score -194590.2 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 481 members Mstep: Class 2 contains 817 members Entering Unmasked Estep Score: -195839.468750 Penalty: 8781.510742 Iteration 22Q: 3 clusters Score -195839.5 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 496 members Mstep: Class 2 contains 802 members Entering Unmasked Estep Score: -197197.750000 Penalty: 8781.510742 Iteration 23Q: 3 clusters Score -197197.8 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 512 members Mstep: Class 2 contains 786 members Entering Unmasked Estep Score: -198403.234375 Penalty: 8781.510742 Iteration 24Q: 3 clusters Score -198403.2 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 529 members Mstep: Class 2 contains 769 members Entering Unmasked Estep Score: -198967.265625 Penalty: 8781.510742 Iteration 25Q: 3 clusters Score -198967.3 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 547 members Mstep: Class 2 contains 751 members Entering Unmasked Estep Score: -199429.609375 Penalty: 8781.510742 Iteration 26Q: 3 clusters Score -199429.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 557 members Mstep: Class 2 contains 741 members Entering Unmasked Estep Score: -199633.953125 Penalty: 8781.510742 Iteration 27Q: 3 clusters Score -199634 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 561 members Mstep: Class 2 contains 737 members Entering Unmasked Estep Score: -199721.750000 Penalty: 8781.510742 Iteration 28Q: 3 clusters Score -199721.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 565 members Mstep: Class 2 contains 733 members Entering Unmasked Estep Score: -199785.906250 Penalty: 8781.510742 Iteration 29Q: 3 clusters Score -199785.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 573 members Mstep: Class 2 contains 725 members Entering Unmasked Estep Score: -199854.859375 Penalty: 8781.510742 Iteration 30Q: 3 clusters Score -199854.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 575 members Mstep: Class 2 contains 723 members Entering Unmasked Estep Score: -199865.203125 Penalty: 8781.510742 Iteration 31Q: 3 clusters Score -199865.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 576 members Mstep: Class 2 contains 722 members Entering Unmasked Estep Score: -199869.078125 Penalty: 8781.510742 Iteration 32Q: 3 clusters Score -199869.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 576 members Mstep: Class 2 contains 722 members Entering Unmasked Estep Score: -200056.953125 Penalty: 8781.510742 Iteration 33F: 3 clusters Score -200057 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 579 members Mstep: Class 2 contains 719 members Entering Unmasked Estep Score: -200463.078125 Penalty: 8781.510742 Iteration 34Q: 3 clusters Score -200463.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 587 members Mstep: Class 2 contains 711 members Entering Unmasked Estep Score: -200685.171875 Penalty: 8781.510742 Iteration 35Q: 3 clusters Score -200685.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 594 members Mstep: Class 2 contains 704 members Entering Unmasked Estep Score: -200784.390625 Penalty: 8781.510742 Iteration 36Q: 3 clusters Score -200784.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 599 members Mstep: Class 2 contains 699 members Entering Unmasked Estep Score: -200834.734375 Penalty: 8781.510742 Iteration 37Q: 3 clusters Score -200834.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 604 members Mstep: Class 2 contains 694 members Entering Unmasked Estep Score: -200896.890625 Penalty: 8781.510742 Iteration 38Q: 3 clusters Score -200896.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 611 members Mstep: Class 2 contains 687 members Entering Unmasked Estep Score: -200998.531250 Penalty: 8781.510742 Iteration 39Q: 3 clusters Score -200998.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 615 members Mstep: Class 2 contains 683 members Entering Unmasked Estep Score: -201083.125000 Penalty: 8781.510742 Iteration 40F: 3 clusters Score -201083.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 621 members Mstep: Class 2 contains 677 members Entering Unmasked Estep Score: -201275.093750 Penalty: 8781.510742 Iteration 41Q: 3 clusters Score -201275.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 627 members Mstep: Class 2 contains 671 members Entering Unmasked Estep Score: -201666.921875 Penalty: 8781.510742 Iteration 42Q: 3 clusters Score -201666.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 630 members Mstep: Class 2 contains 668 members Entering Unmasked Estep Score: -201740.203125 Penalty: 8781.510742 Iteration 43Q: 3 clusters Score -201740.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 632 members Mstep: Class 2 contains 666 members Entering Unmasked Estep Score: -201764.343750 Penalty: 8781.510742 Iteration 44Q: 3 clusters Score -201764.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 632 members Mstep: Class 2 contains 666 members Entering Unmasked Estep Score: -201767.375000 Penalty: 8781.510742 Iteration 45F: 3 clusters Score -201767.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 633 members Mstep: Class 2 contains 665 members Entering Unmasked Estep Score: -201781.062500 Penalty: 8781.510742 Iteration 46Q: 3 clusters Score -201781.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 636 members Mstep: Class 2 contains 662 members Entering Unmasked Estep Score: -201811.687500 Penalty: 8781.510742 Iteration 47Q: 3 clusters Score -201811.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 639 members Mstep: Class 2 contains 659 members Entering Unmasked Estep Score: -201830.593750 Penalty: 8781.510742 Iteration 48Q: 3 clusters Score -201830.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 640 members Mstep: Class 2 contains 658 members Entering Unmasked Estep Score: -201836.828125 Penalty: 8781.510742 Iteration 49Q: 3 clusters Score -201836.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 641 members Mstep: Class 2 contains 657 members Entering Unmasked Estep Score: -201848.750000 Penalty: 8781.510742 Iteration 50Q: 3 clusters Score -201848.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 643 members Mstep: Class 2 contains 655 members Entering Unmasked Estep Score: -201864.156250 Penalty: 8781.510742 Iteration 51Q: 3 clusters Score -201864.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 645 members Mstep: Class 2 contains 653 members Entering Unmasked Estep Score: -201879.234375 Penalty: 8781.510742 Iteration 52Q: 3 clusters Score -201879.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 645 members Mstep: Class 2 contains 653 members Entering Unmasked Estep Score: -201879.234375 Penalty: 8781.510742 Iteration 53F: 3 clusters Score -201879.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 55 members Mstep: Class 1 contains 146648 members Mstep: Class 2 contains 11839 members Mstep: Class 3 contains 1385 members Mstep: Class 4 contains 2101 members Mstep: Class 5 contains 49296 members Mstep: Class 6 contains 1818 members Mstep: Class 7 contains 19356 members Mstep: Class 8 contains 898 members Mstep: Class 9 contains 653 members Mstep: Class 10 contains 132062 members Mstep: Class 11 contains 163834 members Mstep: Class 12 contains 645 members Mstep: Class 15 contains 26167 members Mstep: Class 16 contains 7326 members Mstep: Class 17 contains 8369 members Mstep: Class 18 contains 11479 members Mstep: Class 19 contains 1228 members Mstep: Class 20 contains 1387 members Mstep: Class 21 contains 92492 members Entering Unmasked Estep Score: -147508288.000000 Penalty: 156273.375000 Splitting cluster 12 changes total score from -147474464.000000 to -147508288.000000 So it's getting split into cluster 9. Entering ConstructFrom: Trying to split cluster 15 (26167 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26167 members Entering Unmasked Estep Score: -5773013.000000 Penalty: 6230.505859 Iteration 0F: 2 clusters Score -5773013 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13058 members Mstep: Class 2 contains 13109 members Entering Unmasked Estep Score: -5752542.000000 Penalty: 12461.011719 Iteration 0F: 3 clusters Score -5752542 nChanged 10842 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13102 members Mstep: Class 2 contains 13065 members Entering Unmasked Estep Score: -5758318.500000 Penalty: 12461.011719 Iteration 1F: 3 clusters Score -5758318 nChanged 1626 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13050 members Mstep: Class 2 contains 13117 members Entering Unmasked Estep Score: -5758926.500000 Penalty: 12461.011719 Iteration 2F: 3 clusters Score -5758926 nChanged 1206 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13016 members Mstep: Class 2 contains 13151 members Entering Unmasked Estep Score: -5759368.000000 Penalty: 12461.011719 Iteration 3Q: 3 clusters Score -5759368 nChanged 910 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12976 members Mstep: Class 2 contains 13191 members Entering Unmasked Estep Score: -5759663.500000 Penalty: 12461.011719 Iteration 4Q: 3 clusters Score -5759664 nChanged 726 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12914 members Mstep: Class 2 contains 13253 members Entering Unmasked Estep Score: -5759874.500000 Penalty: 12461.011719 Iteration 5Q: 3 clusters Score -5759874 nChanged 578 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12838 members Mstep: Class 2 contains 13329 members Entering Unmasked Estep Score: -5760034.500000 Penalty: 12461.011719 Iteration 6Q: 3 clusters Score -5760034 nChanged 515 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12751 members Mstep: Class 2 contains 13416 members Entering Unmasked Estep Score: -5760212.000000 Penalty: 12461.011719 Iteration 7Q: 3 clusters Score -5760212 nChanged 465 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12656 members Mstep: Class 2 contains 13511 members Entering Unmasked Estep Score: -5760331.000000 Penalty: 12461.011719 Iteration 8Q: 3 clusters Score -5760331 nChanged 455 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12517 members Mstep: Class 2 contains 13650 members Entering Unmasked Estep Score: -5760437.500000 Penalty: 12461.011719 Iteration 9Q: 3 clusters Score -5760438 nChanged 397 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12344 members Mstep: Class 2 contains 13823 members Entering Unmasked Estep Score: -5760528.500000 Penalty: 12461.011719 Iteration 10Q: 3 clusters Score -5760528 nChanged 369 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12177 members Mstep: Class 2 contains 13990 members Entering Unmasked Estep Score: -5760614.000000 Penalty: 12461.011719 Iteration 11Q: 3 clusters Score -5760614 nChanged 380 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11997 members Mstep: Class 2 contains 14170 members Entering Unmasked Estep Score: -5760693.500000 Penalty: 12461.011719 Iteration 12Q: 3 clusters Score -5760694 nChanged 373 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11800 members Mstep: Class 2 contains 14367 members Entering Unmasked Estep Score: -5760806.000000 Penalty: 12461.011719 Iteration 13Q: 3 clusters Score -5760806 nChanged 417 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11557 members Mstep: Class 2 contains 14610 members Entering Unmasked Estep Score: -5760959.500000 Penalty: 12461.011719 Iteration 14Q: 3 clusters Score -5760960 nChanged 434 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11267 members Mstep: Class 2 contains 14900 members Entering Unmasked Estep Score: -5761093.000000 Penalty: 12461.011719 Iteration 15Q: 3 clusters Score -5761093 nChanged 489 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10922 members Mstep: Class 2 contains 15245 members Entering Unmasked Estep Score: -5761203.000000 Penalty: 12461.011719 Iteration 16Q: 3 clusters Score -5761203 nChanged 516 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10544 members Mstep: Class 2 contains 15623 members Entering Unmasked Estep Score: -5761360.500000 Penalty: 12461.011719 Iteration 17Q: 3 clusters Score -5761360 nChanged 584 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10082 members Mstep: Class 2 contains 16085 members Entering Unmasked Estep Score: -5761582.000000 Penalty: 12461.011719 Iteration 18Q: 3 clusters Score -5761582 nChanged 591 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9567 members Mstep: Class 2 contains 16600 members Entering Unmasked Estep Score: -5761811.500000 Penalty: 12461.011719 Iteration 19Q: 3 clusters Score -5761812 nChanged 618 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9013 members Mstep: Class 2 contains 17154 members Entering Unmasked Estep Score: -5762067.000000 Penalty: 12461.011719 Iteration 20F: 3 clusters Score -5762067 nChanged 754 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8333 members Mstep: Class 2 contains 17834 members Entering Unmasked Estep Score: -5762437.000000 Penalty: 12461.011719 Iteration 21Q: 3 clusters Score -5762437 nChanged 840 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7555 members Mstep: Class 2 contains 18612 members Entering Unmasked Estep Score: -5762866.500000 Penalty: 12461.011719 Iteration 22Q: 3 clusters Score -5762866 nChanged 914 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6693 members Mstep: Class 2 contains 19474 members Entering Unmasked Estep Score: -5763411.000000 Penalty: 12461.011719 Iteration 23Q: 3 clusters Score -5763411 nChanged 984 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5769 members Mstep: Class 2 contains 20398 members Entering Unmasked Estep Score: -5764042.000000 Penalty: 12461.011719 Iteration 24Q: 3 clusters Score -5764042 nChanged 969 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4836 members Mstep: Class 2 contains 21331 members Entering Unmasked Estep Score: -5764680.000000 Penalty: 12461.011719 Iteration 25Q: 3 clusters Score -5764680 nChanged 899 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3965 members Mstep: Class 2 contains 22202 members Entering Unmasked Estep Score: -5765353.500000 Penalty: 12461.011719 Iteration 26Q: 3 clusters Score -5765354 nChanged 741 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3248 members Mstep: Class 2 contains 22919 members Entering Unmasked Estep Score: -5765916.000000 Penalty: 12461.011719 Iteration 27Q: 3 clusters Score -5765916 nChanged 592 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2676 members Mstep: Class 2 contains 23491 members Entering Unmasked Estep Score: -5766384.000000 Penalty: 12461.011719 Iteration 28Q: 3 clusters Score -5766384 nChanged 446 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2252 members Mstep: Class 2 contains 23915 members Entering Unmasked Estep Score: -5766766.000000 Penalty: 12461.011719 Iteration 29Q: 3 clusters Score -5766766 nChanged 329 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1941 members Mstep: Class 2 contains 24226 members Entering Unmasked Estep Score: -5767075.500000 Penalty: 12461.011719 Iteration 30Q: 3 clusters Score -5767076 nChanged 219 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1742 members Mstep: Class 2 contains 24425 members Entering Unmasked Estep Score: -5767224.500000 Penalty: 12461.011719 Iteration 31Q: 3 clusters Score -5767224 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1606 members Mstep: Class 2 contains 24561 members Entering Unmasked Estep Score: -5767327.000000 Penalty: 12461.011719 Iteration 32Q: 3 clusters Score -5767327 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1506 members Mstep: Class 2 contains 24661 members Entering Unmasked Estep Score: -5767416.000000 Penalty: 12461.011719 Iteration 33Q: 3 clusters Score -5767416 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1429 members Mstep: Class 2 contains 24738 members Entering Unmasked Estep Score: -5767481.000000 Penalty: 12461.011719 Iteration 34Q: 3 clusters Score -5767481 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1365 members Mstep: Class 2 contains 24802 members Entering Unmasked Estep Score: -5767537.500000 Penalty: 12461.011719 Iteration 35Q: 3 clusters Score -5767538 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1310 members Mstep: Class 2 contains 24857 members Entering Unmasked Estep Score: -5767557.000000 Penalty: 12461.011719 Iteration 36Q: 3 clusters Score -5767557 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1270 members Mstep: Class 2 contains 24897 members Entering Unmasked Estep Score: -5767579.500000 Penalty: 12461.011719 Iteration 37Q: 3 clusters Score -5767580 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1244 members Mstep: Class 2 contains 24923 members Entering Unmasked Estep Score: -5767618.000000 Penalty: 12461.011719 Iteration 38Q: 3 clusters Score -5767618 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1218 members Mstep: Class 2 contains 24949 members Entering Unmasked Estep Score: -5767641.000000 Penalty: 12461.011719 Iteration 39Q: 3 clusters Score -5767641 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1197 members Mstep: Class 2 contains 24970 members Entering Unmasked Estep Score: -5767664.000000 Penalty: 12461.011719 Iteration 40F: 3 clusters Score -5767664 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1184 members Mstep: Class 2 contains 24983 members Entering Unmasked Estep Score: -5767671.500000 Penalty: 12461.011719 Iteration 41Q: 3 clusters Score -5767672 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1182 members Mstep: Class 2 contains 24985 members Entering Unmasked Estep Score: -5767679.000000 Penalty: 12461.011719 Iteration 42Q: 3 clusters Score -5767679 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1178 members Mstep: Class 2 contains 24989 members Entering Unmasked Estep Score: -5767687.000000 Penalty: 12461.011719 Iteration 43Q: 3 clusters Score -5767687 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1171 members Mstep: Class 2 contains 24996 members Entering Unmasked Estep Score: -5767686.000000 Penalty: 12461.011719 Iteration 44Q: 3 clusters Score -5767686 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1166 members Mstep: Class 2 contains 25001 members Entering Unmasked Estep Score: -5767692.500000 Penalty: 12461.011719 Iteration 45Q: 3 clusters Score -5767692 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1163 members Mstep: Class 2 contains 25004 members Entering Unmasked Estep Score: -5767696.000000 Penalty: 12461.011719 Iteration 46Q: 3 clusters Score -5767696 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1157 members Mstep: Class 2 contains 25010 members Entering Unmasked Estep Score: -5767690.500000 Penalty: 12461.011719 Iteration 47Q: 3 clusters Score -5767690 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1152 members Mstep: Class 2 contains 25015 members Entering Unmasked Estep Score: -5767694.500000 Penalty: 12461.011719 Iteration 48Q: 3 clusters Score -5767694 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1151 members Mstep: Class 2 contains 25016 members Entering Unmasked Estep Score: -5767696.000000 Penalty: 12461.011719 Iteration 49Q: 3 clusters Score -5767696 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1152 members Mstep: Class 2 contains 25015 members Entering Unmasked Estep Score: -5767698.000000 Penalty: 12461.011719 Iteration 50Q: 3 clusters Score -5767698 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1152 members Mstep: Class 2 contains 25015 members Entering Unmasked Estep Score: -5767698.000000 Penalty: 12461.011719 Iteration 51F: 3 clusters Score -5767698 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (7326 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7326 members Entering Unmasked Estep Score: -1568650.750000 Penalty: 5450.750977 Iteration 0F: 2 clusters Score -1568651 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3661 members Mstep: Class 2 contains 3665 members Entering Unmasked Estep Score: -1560022.875000 Penalty: 10901.501953 Iteration 0F: 3 clusters Score -1560023 nChanged 2499 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3622 members Mstep: Class 2 contains 3704 members Entering Unmasked Estep Score: -1561543.125000 Penalty: 10901.501953 Iteration 1F: 3 clusters Score -1561543 nChanged 522 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3560 members Mstep: Class 2 contains 3766 members Entering Unmasked Estep Score: -1561895.875000 Penalty: 10901.501953 Iteration 2F: 3 clusters Score -1561896 nChanged 303 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3517 members Mstep: Class 2 contains 3809 members Entering Unmasked Estep Score: -1562095.125000 Penalty: 10901.501953 Iteration 3Q: 3 clusters Score -1562095 nChanged 225 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3474 members Mstep: Class 2 contains 3852 members Entering Unmasked Estep Score: -1562228.125000 Penalty: 10901.501953 Iteration 4Q: 3 clusters Score -1562228 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3429 members Mstep: Class 2 contains 3897 members Entering Unmasked Estep Score: -1562323.125000 Penalty: 10901.501953 Iteration 5Q: 3 clusters Score -1562323 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3399 members Mstep: Class 2 contains 3927 members Entering Unmasked Estep Score: -1562392.875000 Penalty: 10901.501953 Iteration 6Q: 3 clusters Score -1562393 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3359 members Mstep: Class 2 contains 3967 members Entering Unmasked Estep Score: -1562455.625000 Penalty: 10901.501953 Iteration 7Q: 3 clusters Score -1562456 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3314 members Mstep: Class 2 contains 4012 members Entering Unmasked Estep Score: -1562517.375000 Penalty: 10901.501953 Iteration 8Q: 3 clusters Score -1562517 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3272 members Mstep: Class 2 contains 4054 members Entering Unmasked Estep Score: -1562555.250000 Penalty: 10901.501953 Iteration 9Q: 3 clusters Score -1562555 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3247 members Mstep: Class 2 contains 4079 members Entering Unmasked Estep Score: -1562584.000000 Penalty: 10901.501953 Iteration 10Q: 3 clusters Score -1562584 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3214 members Mstep: Class 2 contains 4112 members Entering Unmasked Estep Score: -1562612.250000 Penalty: 10901.501953 Iteration 11Q: 3 clusters Score -1562612 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3191 members Mstep: Class 2 contains 4135 members Entering Unmasked Estep Score: -1562640.125000 Penalty: 10901.501953 Iteration 12Q: 3 clusters Score -1562640 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3169 members Mstep: Class 2 contains 4157 members Entering Unmasked Estep Score: -1562662.500000 Penalty: 10901.501953 Iteration 13Q: 3 clusters Score -1562662 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3157 members Mstep: Class 2 contains 4169 members Entering Unmasked Estep Score: -1562678.500000 Penalty: 10901.501953 Iteration 14Q: 3 clusters Score -1562678 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3141 members Mstep: Class 2 contains 4185 members Entering Unmasked Estep Score: -1562690.500000 Penalty: 10901.501953 Iteration 15Q: 3 clusters Score -1562690 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3134 members Mstep: Class 2 contains 4192 members Entering Unmasked Estep Score: -1562703.875000 Penalty: 10901.501953 Iteration 16Q: 3 clusters Score -1562704 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3119 members Mstep: Class 2 contains 4207 members Entering Unmasked Estep Score: -1562718.125000 Penalty: 10901.501953 Iteration 17Q: 3 clusters Score -1562718 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3095 members Mstep: Class 2 contains 4231 members Entering Unmasked Estep Score: -1562731.500000 Penalty: 10901.501953 Iteration 18Q: 3 clusters Score -1562732 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3073 members Mstep: Class 2 contains 4253 members Entering Unmasked Estep Score: -1562748.500000 Penalty: 10901.501953 Iteration 19Q: 3 clusters Score -1562748 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3056 members Mstep: Class 2 contains 4270 members Entering Unmasked Estep Score: -1562761.750000 Penalty: 10901.501953 Iteration 20F: 3 clusters Score -1562762 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3047 members Mstep: Class 2 contains 4279 members Entering Unmasked Estep Score: -1562774.250000 Penalty: 10901.501953 Iteration 21Q: 3 clusters Score -1562774 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3034 members Mstep: Class 2 contains 4292 members Entering Unmasked Estep Score: -1562785.250000 Penalty: 10901.501953 Iteration 22Q: 3 clusters Score -1562785 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3011 members Mstep: Class 2 contains 4315 members Entering Unmasked Estep Score: -1562798.875000 Penalty: 10901.501953 Iteration 23Q: 3 clusters Score -1562799 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2995 members Mstep: Class 2 contains 4331 members Entering Unmasked Estep Score: -1562804.625000 Penalty: 10901.501953 Iteration 24Q: 3 clusters Score -1562805 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2979 members Mstep: Class 2 contains 4347 members Entering Unmasked Estep Score: -1562815.250000 Penalty: 10901.501953 Iteration 25Q: 3 clusters Score -1562815 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2965 members Mstep: Class 2 contains 4361 members Entering Unmasked Estep Score: -1562824.375000 Penalty: 10901.501953 Iteration 26Q: 3 clusters Score -1562824 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2954 members Mstep: Class 2 contains 4372 members Entering Unmasked Estep Score: -1562832.750000 Penalty: 10901.501953 Iteration 27Q: 3 clusters Score -1562833 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2934 members Mstep: Class 2 contains 4392 members Entering Unmasked Estep Score: -1562844.000000 Penalty: 10901.501953 Iteration 28Q: 3 clusters Score -1562844 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2910 members Mstep: Class 2 contains 4416 members Entering Unmasked Estep Score: -1562851.375000 Penalty: 10901.501953 Iteration 29Q: 3 clusters Score -1562851 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2894 members Mstep: Class 2 contains 4432 members Entering Unmasked Estep Score: -1562862.750000 Penalty: 10901.501953 Iteration 30Q: 3 clusters Score -1562863 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2876 members Mstep: Class 2 contains 4450 members Entering Unmasked Estep Score: -1562870.875000 Penalty: 10901.501953 Iteration 31Q: 3 clusters Score -1562871 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2857 members Mstep: Class 2 contains 4469 members Entering Unmasked Estep Score: -1562879.125000 Penalty: 10901.501953 Iteration 32Q: 3 clusters Score -1562879 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2839 members Mstep: Class 2 contains 4487 members Entering Unmasked Estep Score: -1562893.250000 Penalty: 10901.501953 Iteration 33Q: 3 clusters Score -1562893 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2821 members Mstep: Class 2 contains 4505 members Entering Unmasked Estep Score: -1562906.750000 Penalty: 10901.501953 Iteration 34Q: 3 clusters Score -1562907 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2805 members Mstep: Class 2 contains 4521 members Entering Unmasked Estep Score: -1562911.875000 Penalty: 10901.501953 Iteration 35Q: 3 clusters Score -1562912 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2792 members Mstep: Class 2 contains 4534 members Entering Unmasked Estep Score: -1562918.000000 Penalty: 10901.501953 Iteration 36Q: 3 clusters Score -1562918 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2781 members Mstep: Class 2 contains 4545 members Entering Unmasked Estep Score: -1562925.500000 Penalty: 10901.501953 Iteration 37Q: 3 clusters Score -1562926 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2768 members Mstep: Class 2 contains 4558 members Entering Unmasked Estep Score: -1562928.125000 Penalty: 10901.501953 Iteration 38Q: 3 clusters Score -1562928 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2756 members Mstep: Class 2 contains 4570 members Entering Unmasked Estep Score: -1562937.250000 Penalty: 10901.501953 Iteration 39Q: 3 clusters Score -1562937 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2744 members Mstep: Class 2 contains 4582 members Entering Unmasked Estep Score: -1562941.125000 Penalty: 10901.501953 Iteration 40F: 3 clusters Score -1562941 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2735 members Mstep: Class 2 contains 4591 members Entering Unmasked Estep Score: -1562950.625000 Penalty: 10901.501953 Iteration 41Q: 3 clusters Score -1562951 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2718 members Mstep: Class 2 contains 4608 members Entering Unmasked Estep Score: -1562959.000000 Penalty: 10901.501953 Iteration 42Q: 3 clusters Score -1562959 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2699 members Mstep: Class 2 contains 4627 members Entering Unmasked Estep Score: -1562966.125000 Penalty: 10901.501953 Iteration 43Q: 3 clusters Score -1562966 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2685 members Mstep: Class 2 contains 4641 members Entering Unmasked Estep Score: -1562970.000000 Penalty: 10901.501953 Iteration 44Q: 3 clusters Score -1562970 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2679 members Mstep: Class 2 contains 4647 members Entering Unmasked Estep Score: -1562980.125000 Penalty: 10901.501953 Iteration 45Q: 3 clusters Score -1562980 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2666 members Mstep: Class 2 contains 4660 members Entering Unmasked Estep Score: -1562988.250000 Penalty: 10901.501953 Iteration 46Q: 3 clusters Score -1562988 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2654 members Mstep: Class 2 contains 4672 members Entering Unmasked Estep Score: -1562990.875000 Penalty: 10901.501953 Iteration 47Q: 3 clusters Score -1562991 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2644 members Mstep: Class 2 contains 4682 members Entering Unmasked Estep Score: -1562999.125000 Penalty: 10901.501953 Iteration 48Q: 3 clusters Score -1562999 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2638 members Mstep: Class 2 contains 4688 members Entering Unmasked Estep Score: -1563003.500000 Penalty: 10901.501953 Iteration 49Q: 3 clusters Score -1563004 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2629 members Mstep: Class 2 contains 4697 members Entering Unmasked Estep Score: -1563005.625000 Penalty: 10901.501953 Iteration 50Q: 3 clusters Score -1563006 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2623 members Mstep: Class 2 contains 4703 members Entering Unmasked Estep Score: -1563010.000000 Penalty: 10901.501953 Iteration 51Q: 3 clusters Score -1563010 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2614 members Mstep: Class 2 contains 4712 members Entering Unmasked Estep Score: -1563015.500000 Penalty: 10901.501953 Iteration 52Q: 3 clusters Score -1563016 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2600 members Mstep: Class 2 contains 4726 members Entering Unmasked Estep Score: -1563019.000000 Penalty: 10901.501953 Iteration 53Q: 3 clusters Score -1563019 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2589 members Mstep: Class 2 contains 4737 members Entering Unmasked Estep Score: -1563026.750000 Penalty: 10901.501953 Iteration 54Q: 3 clusters Score -1563027 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2584 members Mstep: Class 2 contains 4742 members Entering Unmasked Estep Score: -1563033.750000 Penalty: 10901.501953 Iteration 55Q: 3 clusters Score -1563034 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2577 members Mstep: Class 2 contains 4749 members Entering Unmasked Estep Score: -1563037.250000 Penalty: 10901.501953 Iteration 56Q: 3 clusters Score -1563037 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2564 members Mstep: Class 2 contains 4762 members Entering Unmasked Estep Score: -1563043.000000 Penalty: 10901.501953 Iteration 57Q: 3 clusters Score -1563043 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2553 members Mstep: Class 2 contains 4773 members Entering Unmasked Estep Score: -1563045.750000 Penalty: 10901.501953 Iteration 58Q: 3 clusters Score -1563046 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2544 members Mstep: Class 2 contains 4782 members Entering Unmasked Estep Score: -1563052.875000 Penalty: 10901.501953 Iteration 59Q: 3 clusters Score -1563053 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2535 members Mstep: Class 2 contains 4791 members Entering Unmasked Estep Score: -1563056.875000 Penalty: 10901.501953 Iteration 60F: 3 clusters Score -1563057 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2531 members Mstep: Class 2 contains 4795 members Entering Unmasked Estep Score: -1563055.125000 Penalty: 10901.501953 Iteration 61Q: 3 clusters Score -1563055 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2529 members Mstep: Class 2 contains 4797 members Entering Unmasked Estep Score: -1563057.625000 Penalty: 10901.501953 Iteration 62Q: 3 clusters Score -1563058 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2525 members Mstep: Class 2 contains 4801 members Entering Unmasked Estep Score: -1563058.750000 Penalty: 10901.501953 Iteration 63Q: 3 clusters Score -1563059 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2520 members Mstep: Class 2 contains 4806 members Entering Unmasked Estep Score: -1563061.750000 Penalty: 10901.501953 Iteration 64Q: 3 clusters Score -1563062 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2515 members Mstep: Class 2 contains 4811 members Entering Unmasked Estep Score: -1563066.375000 Penalty: 10901.501953 Iteration 65Q: 3 clusters Score -1563066 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2505 members Mstep: Class 2 contains 4821 members Entering Unmasked Estep Score: -1563071.250000 Penalty: 10901.501953 Iteration 66Q: 3 clusters Score -1563071 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2493 members Mstep: Class 2 contains 4833 members Entering Unmasked Estep Score: -1563075.875000 Penalty: 10901.501953 Iteration 67Q: 3 clusters Score -1563076 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2478 members Mstep: Class 2 contains 4848 members Entering Unmasked Estep Score: -1563082.125000 Penalty: 10901.501953 Iteration 68Q: 3 clusters Score -1563082 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2464 members Mstep: Class 2 contains 4862 members Entering Unmasked Estep Score: -1563088.250000 Penalty: 10901.501953 Iteration 69Q: 3 clusters Score -1563088 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2453 members Mstep: Class 2 contains 4873 members Entering Unmasked Estep Score: -1563093.625000 Penalty: 10901.501953 Iteration 70Q: 3 clusters Score -1563094 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2446 members Mstep: Class 2 contains 4880 members Entering Unmasked Estep Score: -1563098.000000 Penalty: 10901.501953 Iteration 71Q: 3 clusters Score -1563098 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2440 members Mstep: Class 2 contains 4886 members Entering Unmasked Estep Score: -1563096.500000 Penalty: 10901.501953 Iteration 72Q: 3 clusters Score -1563096 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2436 members Mstep: Class 2 contains 4890 members Entering Unmasked Estep Score: -1563099.250000 Penalty: 10901.501953 Iteration 73Q: 3 clusters Score -1563099 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2434 members Mstep: Class 2 contains 4892 members Entering Unmasked Estep Score: -1563099.625000 Penalty: 10901.501953 Iteration 74Q: 3 clusters Score -1563100 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2433 members Mstep: Class 2 contains 4893 members Entering Unmasked Estep Score: -1563099.500000 Penalty: 10901.501953 Iteration 75Q: 3 clusters Score -1563100 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2431 members Mstep: Class 2 contains 4895 members Entering Unmasked Estep Score: -1563099.750000 Penalty: 10901.501953 Iteration 76Q: 3 clusters Score -1563100 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2426 members Mstep: Class 2 contains 4900 members Entering Unmasked Estep Score: -1563105.000000 Penalty: 10901.501953 Iteration 77Q: 3 clusters Score -1563105 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2417 members Mstep: Class 2 contains 4909 members Entering Unmasked Estep Score: -1563105.125000 Penalty: 10901.501953 Iteration 78Q: 3 clusters Score -1563105 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2410 members Mstep: Class 2 contains 4916 members Entering Unmasked Estep Score: -1563106.625000 Penalty: 10901.501953 Iteration 79Q: 3 clusters Score -1563107 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2398 members Mstep: Class 2 contains 4928 members Entering Unmasked Estep Score: -1563113.000000 Penalty: 10901.501953 Iteration 80F: 3 clusters Score -1563113 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2383 members Mstep: Class 2 contains 4943 members Entering Unmasked Estep Score: -1563123.875000 Penalty: 10901.501953 Iteration 81Q: 3 clusters Score -1563124 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2371 members Mstep: Class 2 contains 4955 members Entering Unmasked Estep Score: -1563129.250000 Penalty: 10901.501953 Iteration 82Q: 3 clusters Score -1563129 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2360 members Mstep: Class 2 contains 4966 members Entering Unmasked Estep Score: -1563133.375000 Penalty: 10901.501953 Iteration 83Q: 3 clusters Score -1563133 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2349 members Mstep: Class 2 contains 4977 members Entering Unmasked Estep Score: -1563141.125000 Penalty: 10901.501953 Iteration 84Q: 3 clusters Score -1563141 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2340 members Mstep: Class 2 contains 4986 members Entering Unmasked Estep Score: -1563142.250000 Penalty: 10901.501953 Iteration 85Q: 3 clusters Score -1563142 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2329 members Mstep: Class 2 contains 4997 members Entering Unmasked Estep Score: -1563150.000000 Penalty: 10901.501953 Iteration 86Q: 3 clusters Score -1563150 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2321 members Mstep: Class 2 contains 5005 members Entering Unmasked Estep Score: -1563152.750000 Penalty: 10901.501953 Iteration 87Q: 3 clusters Score -1563153 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2314 members Mstep: Class 2 contains 5012 members Entering Unmasked Estep Score: -1563153.875000 Penalty: 10901.501953 Iteration 88Q: 3 clusters Score -1563154 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2306 members Mstep: Class 2 contains 5020 members Entering Unmasked Estep Score: -1563160.250000 Penalty: 10901.501953 Iteration 89Q: 3 clusters Score -1563160 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2301 members Mstep: Class 2 contains 5025 members Entering Unmasked Estep Score: -1563163.125000 Penalty: 10901.501953 Iteration 90Q: 3 clusters Score -1563163 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2293 members Mstep: Class 2 contains 5033 members Entering Unmasked Estep Score: -1563166.125000 Penalty: 10901.501953 Iteration 91Q: 3 clusters Score -1563166 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2291 members Mstep: Class 2 contains 5035 members Entering Unmasked Estep Score: -1563166.375000 Penalty: 10901.501953 Iteration 92Q: 3 clusters Score -1563166 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2288 members Mstep: Class 2 contains 5038 members Entering Unmasked Estep Score: -1563167.875000 Penalty: 10901.501953 Iteration 93Q: 3 clusters Score -1563168 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2283 members Mstep: Class 2 contains 5043 members Entering Unmasked Estep Score: -1563172.125000 Penalty: 10901.501953 Iteration 94Q: 3 clusters Score -1563172 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2277 members Mstep: Class 2 contains 5049 members Entering Unmasked Estep Score: -1563175.375000 Penalty: 10901.501953 Iteration 95Q: 3 clusters Score -1563175 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2272 members Mstep: Class 2 contains 5054 members Entering Unmasked Estep Score: -1563173.875000 Penalty: 10901.501953 Iteration 96Q: 3 clusters Score -1563174 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2263 members Mstep: Class 2 contains 5063 members Entering Unmasked Estep Score: -1563182.375000 Penalty: 10901.501953 Iteration 97Q: 3 clusters Score -1563182 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2252 members Mstep: Class 2 contains 5074 members Entering Unmasked Estep Score: -1563185.375000 Penalty: 10901.501953 Iteration 98Q: 3 clusters Score -1563185 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2242 members Mstep: Class 2 contains 5084 members Entering Unmasked Estep Score: -1563188.375000 Penalty: 10901.501953 Iteration 99Q: 3 clusters Score -1563188 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2235 members Mstep: Class 2 contains 5091 members Entering Unmasked Estep Score: -1563189.875000 Penalty: 10901.501953 Iteration 100F: 3 clusters Score -1563190 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2231 members Mstep: Class 2 contains 5095 members Entering Unmasked Estep Score: -1563194.750000 Penalty: 10901.501953 Iteration 101Q: 3 clusters Score -1563195 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2229 members Mstep: Class 2 contains 5097 members Entering Unmasked Estep Score: -1563195.000000 Penalty: 10901.501953 Iteration 102Q: 3 clusters Score -1563195 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2228 members Mstep: Class 2 contains 5098 members Entering Unmasked Estep Score: -1563193.000000 Penalty: 10901.501953 Iteration 103Q: 3 clusters Score -1563193 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2225 members Mstep: Class 2 contains 5101 members Entering Unmasked Estep Score: -1563194.500000 Penalty: 10901.501953 Iteration 104Q: 3 clusters Score -1563194 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2221 members Mstep: Class 2 contains 5105 members Entering Unmasked Estep Score: -1563194.125000 Penalty: 10901.501953 Iteration 105Q: 3 clusters Score -1563194 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2216 members Mstep: Class 2 contains 5110 members Entering Unmasked Estep Score: -1563197.000000 Penalty: 10901.501953 Iteration 106Q: 3 clusters Score -1563197 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2210 members Mstep: Class 2 contains 5116 members Entering Unmasked Estep Score: -1563201.375000 Penalty: 10901.501953 Iteration 107Q: 3 clusters Score -1563201 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2203 members Mstep: Class 2 contains 5123 members Entering Unmasked Estep Score: -1563206.500000 Penalty: 10901.501953 Iteration 108Q: 3 clusters Score -1563206 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2197 members Mstep: Class 2 contains 5129 members Entering Unmasked Estep Score: -1563210.375000 Penalty: 10901.501953 Iteration 109Q: 3 clusters Score -1563210 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2189 members Mstep: Class 2 contains 5137 members Entering Unmasked Estep Score: -1563209.500000 Penalty: 10901.501953 Iteration 110Q: 3 clusters Score -1563210 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2183 members Mstep: Class 2 contains 5143 members Entering Unmasked Estep Score: -1563214.125000 Penalty: 10901.501953 Iteration 111Q: 3 clusters Score -1563214 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2179 members Mstep: Class 2 contains 5147 members Entering Unmasked Estep Score: -1563215.625000 Penalty: 10901.501953 Iteration 112Q: 3 clusters Score -1563216 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2179 members Mstep: Class 2 contains 5147 members Entering Unmasked Estep Score: -1563215.625000 Penalty: 10901.501953 Iteration 113F: 3 clusters Score -1563216 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (8369 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8369 members Entering Unmasked Estep Score: -1883540.250000 Penalty: 5532.277344 Iteration 0F: 2 clusters Score -1883540 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4149 members Mstep: Class 2 contains 4220 members Entering Unmasked Estep Score: -1874298.500000 Penalty: 11064.554688 Iteration 0F: 3 clusters Score -1874298 nChanged 2984 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4079 members Mstep: Class 2 contains 4290 members Entering Unmasked Estep Score: -1876113.375000 Penalty: 11064.554688 Iteration 1F: 3 clusters Score -1876113 nChanged 632 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4029 members Mstep: Class 2 contains 4340 members Entering Unmasked Estep Score: -1876510.125000 Penalty: 11064.554688 Iteration 2F: 3 clusters Score -1876510 nChanged 348 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3973 members Mstep: Class 2 contains 4396 members Entering Unmasked Estep Score: -1876716.250000 Penalty: 11064.554688 Iteration 3Q: 3 clusters Score -1876716 nChanged 247 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3938 members Mstep: Class 2 contains 4431 members Entering Unmasked Estep Score: -1876853.625000 Penalty: 11064.554688 Iteration 4Q: 3 clusters Score -1876854 nChanged 183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3895 members Mstep: Class 2 contains 4474 members Entering Unmasked Estep Score: -1876954.875000 Penalty: 11064.554688 Iteration 5Q: 3 clusters Score -1876955 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3878 members Mstep: Class 2 contains 4491 members Entering Unmasked Estep Score: -1877029.125000 Penalty: 11064.554688 Iteration 6Q: 3 clusters Score -1877029 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3844 members Mstep: Class 2 contains 4525 members Entering Unmasked Estep Score: -1877086.875000 Penalty: 11064.554688 Iteration 7Q: 3 clusters Score -1877087 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3812 members Mstep: Class 2 contains 4557 members Entering Unmasked Estep Score: -1877136.125000 Penalty: 11064.554688 Iteration 8Q: 3 clusters Score -1877136 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3780 members Mstep: Class 2 contains 4589 members Entering Unmasked Estep Score: -1877169.500000 Penalty: 11064.554688 Iteration 9Q: 3 clusters Score -1877170 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3758 members Mstep: Class 2 contains 4611 members Entering Unmasked Estep Score: -1877205.250000 Penalty: 11064.554688 Iteration 10Q: 3 clusters Score -1877205 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3731 members Mstep: Class 2 contains 4638 members Entering Unmasked Estep Score: -1877234.000000 Penalty: 11064.554688 Iteration 11Q: 3 clusters Score -1877234 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3699 members Mstep: Class 2 contains 4670 members Entering Unmasked Estep Score: -1877264.250000 Penalty: 11064.554688 Iteration 12Q: 3 clusters Score -1877264 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3673 members Mstep: Class 2 contains 4696 members Entering Unmasked Estep Score: -1877286.625000 Penalty: 11064.554688 Iteration 13Q: 3 clusters Score -1877287 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3641 members Mstep: Class 2 contains 4728 members Entering Unmasked Estep Score: -1877307.125000 Penalty: 11064.554688 Iteration 14Q: 3 clusters Score -1877307 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3612 members Mstep: Class 2 contains 4757 members Entering Unmasked Estep Score: -1877325.250000 Penalty: 11064.554688 Iteration 15Q: 3 clusters Score -1877325 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3591 members Mstep: Class 2 contains 4778 members Entering Unmasked Estep Score: -1877348.000000 Penalty: 11064.554688 Iteration 16Q: 3 clusters Score -1877348 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3569 members Mstep: Class 2 contains 4800 members Entering Unmasked Estep Score: -1877364.250000 Penalty: 11064.554688 Iteration 17Q: 3 clusters Score -1877364 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3541 members Mstep: Class 2 contains 4828 members Entering Unmasked Estep Score: -1877379.750000 Penalty: 11064.554688 Iteration 18Q: 3 clusters Score -1877380 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3519 members Mstep: Class 2 contains 4850 members Entering Unmasked Estep Score: -1877392.750000 Penalty: 11064.554688 Iteration 19Q: 3 clusters Score -1877393 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3508 members Mstep: Class 2 contains 4861 members Entering Unmasked Estep Score: -1877401.000000 Penalty: 11064.554688 Iteration 20F: 3 clusters Score -1877401 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3483 members Mstep: Class 2 contains 4886 members Entering Unmasked Estep Score: -1877418.375000 Penalty: 11064.554688 Iteration 21Q: 3 clusters Score -1877418 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3459 members Mstep: Class 2 contains 4910 members Entering Unmasked Estep Score: -1877426.625000 Penalty: 11064.554688 Iteration 22Q: 3 clusters Score -1877427 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3442 members Mstep: Class 2 contains 4927 members Entering Unmasked Estep Score: -1877435.000000 Penalty: 11064.554688 Iteration 23Q: 3 clusters Score -1877435 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3426 members Mstep: Class 2 contains 4943 members Entering Unmasked Estep Score: -1877444.625000 Penalty: 11064.554688 Iteration 24Q: 3 clusters Score -1877445 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3409 members Mstep: Class 2 contains 4960 members Entering Unmasked Estep Score: -1877458.000000 Penalty: 11064.554688 Iteration 25Q: 3 clusters Score -1877458 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3402 members Mstep: Class 2 contains 4967 members Entering Unmasked Estep Score: -1877469.000000 Penalty: 11064.554688 Iteration 26Q: 3 clusters Score -1877469 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3387 members Mstep: Class 2 contains 4982 members Entering Unmasked Estep Score: -1877472.250000 Penalty: 11064.554688 Iteration 27Q: 3 clusters Score -1877472 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3368 members Mstep: Class 2 contains 5001 members Entering Unmasked Estep Score: -1877484.500000 Penalty: 11064.554688 Iteration 28Q: 3 clusters Score -1877484 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3350 members Mstep: Class 2 contains 5019 members Entering Unmasked Estep Score: -1877495.750000 Penalty: 11064.554688 Iteration 29Q: 3 clusters Score -1877496 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3329 members Mstep: Class 2 contains 5040 members Entering Unmasked Estep Score: -1877514.000000 Penalty: 11064.554688 Iteration 30Q: 3 clusters Score -1877514 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3309 members Mstep: Class 2 contains 5060 members Entering Unmasked Estep Score: -1877516.625000 Penalty: 11064.554688 Iteration 31Q: 3 clusters Score -1877517 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3289 members Mstep: Class 2 contains 5080 members Entering Unmasked Estep Score: -1877529.250000 Penalty: 11064.554688 Iteration 32Q: 3 clusters Score -1877529 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3274 members Mstep: Class 2 contains 5095 members Entering Unmasked Estep Score: -1877543.750000 Penalty: 11064.554688 Iteration 33Q: 3 clusters Score -1877544 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3255 members Mstep: Class 2 contains 5114 members Entering Unmasked Estep Score: -1877557.750000 Penalty: 11064.554688 Iteration 34Q: 3 clusters Score -1877558 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3246 members Mstep: Class 2 contains 5123 members Entering Unmasked Estep Score: -1877556.375000 Penalty: 11064.554688 Iteration 35Q: 3 clusters Score -1877556 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3239 members Mstep: Class 2 contains 5130 members Entering Unmasked Estep Score: -1877567.375000 Penalty: 11064.554688 Iteration 36Q: 3 clusters Score -1877567 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3228 members Mstep: Class 2 contains 5141 members Entering Unmasked Estep Score: -1877577.750000 Penalty: 11064.554688 Iteration 37Q: 3 clusters Score -1877578 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3222 members Mstep: Class 2 contains 5147 members Entering Unmasked Estep Score: -1877578.000000 Penalty: 11064.554688 Iteration 38Q: 3 clusters Score -1877578 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3210 members Mstep: Class 2 contains 5159 members Entering Unmasked Estep Score: -1877584.625000 Penalty: 11064.554688 Iteration 39Q: 3 clusters Score -1877585 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3209 members Mstep: Class 2 contains 5160 members Entering Unmasked Estep Score: -1877589.500000 Penalty: 11064.554688 Iteration 40F: 3 clusters Score -1877590 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3203 members Mstep: Class 2 contains 5166 members Entering Unmasked Estep Score: -1877593.000000 Penalty: 11064.554688 Iteration 41Q: 3 clusters Score -1877593 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3197 members Mstep: Class 2 contains 5172 members Entering Unmasked Estep Score: -1877595.500000 Penalty: 11064.554688 Iteration 42Q: 3 clusters Score -1877596 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3191 members Mstep: Class 2 contains 5178 members Entering Unmasked Estep Score: -1877599.625000 Penalty: 11064.554688 Iteration 43Q: 3 clusters Score -1877600 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3184 members Mstep: Class 2 contains 5185 members Entering Unmasked Estep Score: -1877600.875000 Penalty: 11064.554688 Iteration 44Q: 3 clusters Score -1877601 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3177 members Mstep: Class 2 contains 5192 members Entering Unmasked Estep Score: -1877601.500000 Penalty: 11064.554688 Iteration 45Q: 3 clusters Score -1877602 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3172 members Mstep: Class 2 contains 5197 members Entering Unmasked Estep Score: -1877609.250000 Penalty: 11064.554688 Iteration 46Q: 3 clusters Score -1877609 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3164 members Mstep: Class 2 contains 5205 members Entering Unmasked Estep Score: -1877606.250000 Penalty: 11064.554688 Iteration 47Q: 3 clusters Score -1877606 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3159 members Mstep: Class 2 contains 5210 members Entering Unmasked Estep Score: -1877610.000000 Penalty: 11064.554688 Iteration 48Q: 3 clusters Score -1877610 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3151 members Mstep: Class 2 contains 5218 members Entering Unmasked Estep Score: -1877611.750000 Penalty: 11064.554688 Iteration 49Q: 3 clusters Score -1877612 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3147 members Mstep: Class 2 contains 5222 members Entering Unmasked Estep Score: -1877614.625000 Penalty: 11064.554688 Iteration 50Q: 3 clusters Score -1877615 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3137 members Mstep: Class 2 contains 5232 members Entering Unmasked Estep Score: -1877619.625000 Penalty: 11064.554688 Iteration 51Q: 3 clusters Score -1877620 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3135 members Mstep: Class 2 contains 5234 members Entering Unmasked Estep Score: -1877622.500000 Penalty: 11064.554688 Iteration 52Q: 3 clusters Score -1877622 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3127 members Mstep: Class 2 contains 5242 members Entering Unmasked Estep Score: -1877625.875000 Penalty: 11064.554688 Iteration 53Q: 3 clusters Score -1877626 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3124 members Mstep: Class 2 contains 5245 members Entering Unmasked Estep Score: -1877633.000000 Penalty: 11064.554688 Iteration 54Q: 3 clusters Score -1877633 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3119 members Mstep: Class 2 contains 5250 members Entering Unmasked Estep Score: -1877640.500000 Penalty: 11064.554688 Iteration 55Q: 3 clusters Score -1877640 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3112 members Mstep: Class 2 contains 5257 members Entering Unmasked Estep Score: -1877639.250000 Penalty: 11064.554688 Iteration 56Q: 3 clusters Score -1877639 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3104 members Mstep: Class 2 contains 5265 members Entering Unmasked Estep Score: -1877643.875000 Penalty: 11064.554688 Iteration 57Q: 3 clusters Score -1877644 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3095 members Mstep: Class 2 contains 5274 members Entering Unmasked Estep Score: -1877649.750000 Penalty: 11064.554688 Iteration 58Q: 3 clusters Score -1877650 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3086 members Mstep: Class 2 contains 5283 members Entering Unmasked Estep Score: -1877656.750000 Penalty: 11064.554688 Iteration 59Q: 3 clusters Score -1877657 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3078 members Mstep: Class 2 contains 5291 members Entering Unmasked Estep Score: -1877658.750000 Penalty: 11064.554688 Iteration 60F: 3 clusters Score -1877659 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3069 members Mstep: Class 2 contains 5300 members Entering Unmasked Estep Score: -1877664.125000 Penalty: 11064.554688 Iteration 61Q: 3 clusters Score -1877664 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3051 members Mstep: Class 2 contains 5318 members Entering Unmasked Estep Score: -1877670.125000 Penalty: 11064.554688 Iteration 62Q: 3 clusters Score -1877670 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3036 members Mstep: Class 2 contains 5333 members Entering Unmasked Estep Score: -1877680.625000 Penalty: 11064.554688 Iteration 63Q: 3 clusters Score -1877681 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3017 members Mstep: Class 2 contains 5352 members Entering Unmasked Estep Score: -1877688.375000 Penalty: 11064.554688 Iteration 64Q: 3 clusters Score -1877688 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3002 members Mstep: Class 2 contains 5367 members Entering Unmasked Estep Score: -1877695.625000 Penalty: 11064.554688 Iteration 65Q: 3 clusters Score -1877696 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2986 members Mstep: Class 2 contains 5383 members Entering Unmasked Estep Score: -1877699.500000 Penalty: 11064.554688 Iteration 66Q: 3 clusters Score -1877700 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2976 members Mstep: Class 2 contains 5393 members Entering Unmasked Estep Score: -1877708.750000 Penalty: 11064.554688 Iteration 67Q: 3 clusters Score -1877709 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2959 members Mstep: Class 2 contains 5410 members Entering Unmasked Estep Score: -1877718.500000 Penalty: 11064.554688 Iteration 68Q: 3 clusters Score -1877718 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2943 members Mstep: Class 2 contains 5426 members Entering Unmasked Estep Score: -1877723.250000 Penalty: 11064.554688 Iteration 69Q: 3 clusters Score -1877723 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2927 members Mstep: Class 2 contains 5442 members Entering Unmasked Estep Score: -1877733.125000 Penalty: 11064.554688 Iteration 70Q: 3 clusters Score -1877733 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2914 members Mstep: Class 2 contains 5455 members Entering Unmasked Estep Score: -1877737.500000 Penalty: 11064.554688 Iteration 71Q: 3 clusters Score -1877738 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2904 members Mstep: Class 2 contains 5465 members Entering Unmasked Estep Score: -1877743.000000 Penalty: 11064.554688 Iteration 72Q: 3 clusters Score -1877743 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2897 members Mstep: Class 2 contains 5472 members Entering Unmasked Estep Score: -1877750.125000 Penalty: 11064.554688 Iteration 73Q: 3 clusters Score -1877750 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2888 members Mstep: Class 2 contains 5481 members Entering Unmasked Estep Score: -1877753.750000 Penalty: 11064.554688 Iteration 74Q: 3 clusters Score -1877754 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2885 members Mstep: Class 2 contains 5484 members Entering Unmasked Estep Score: -1877757.500000 Penalty: 11064.554688 Iteration 75Q: 3 clusters Score -1877758 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2876 members Mstep: Class 2 contains 5493 members Entering Unmasked Estep Score: -1877756.000000 Penalty: 11064.554688 Iteration 76Q: 3 clusters Score -1877756 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2867 members Mstep: Class 2 contains 5502 members Entering Unmasked Estep Score: -1877765.625000 Penalty: 11064.554688 Iteration 77Q: 3 clusters Score -1877766 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2852 members Mstep: Class 2 contains 5517 members Entering Unmasked Estep Score: -1877773.500000 Penalty: 11064.554688 Iteration 78Q: 3 clusters Score -1877774 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2839 members Mstep: Class 2 contains 5530 members Entering Unmasked Estep Score: -1877778.125000 Penalty: 11064.554688 Iteration 79Q: 3 clusters Score -1877778 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2830 members Mstep: Class 2 contains 5539 members Entering Unmasked Estep Score: -1877779.375000 Penalty: 11064.554688 Iteration 80F: 3 clusters Score -1877779 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2821 members Mstep: Class 2 contains 5548 members Entering Unmasked Estep Score: -1877784.125000 Penalty: 11064.554688 Iteration 81Q: 3 clusters Score -1877784 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2814 members Mstep: Class 2 contains 5555 members Entering Unmasked Estep Score: -1877788.625000 Penalty: 11064.554688 Iteration 82Q: 3 clusters Score -1877789 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2808 members Mstep: Class 2 contains 5561 members Entering Unmasked Estep Score: -1877788.750000 Penalty: 11064.554688 Iteration 83Q: 3 clusters Score -1877789 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2802 members Mstep: Class 2 contains 5567 members Entering Unmasked Estep Score: -1877788.375000 Penalty: 11064.554688 Iteration 84Q: 3 clusters Score -1877788 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2799 members Mstep: Class 2 contains 5570 members Entering Unmasked Estep Score: -1877792.000000 Penalty: 11064.554688 Iteration 85Q: 3 clusters Score -1877792 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2796 members Mstep: Class 2 contains 5573 members Entering Unmasked Estep Score: -1877790.375000 Penalty: 11064.554688 Iteration 86Q: 3 clusters Score -1877790 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2794 members Mstep: Class 2 contains 5575 members Entering Unmasked Estep Score: -1877792.000000 Penalty: 11064.554688 Iteration 87Q: 3 clusters Score -1877792 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2790 members Mstep: Class 2 contains 5579 members Entering Unmasked Estep Score: -1877796.625000 Penalty: 11064.554688 Iteration 88Q: 3 clusters Score -1877797 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2787 members Mstep: Class 2 contains 5582 members Entering Unmasked Estep Score: -1877795.875000 Penalty: 11064.554688 Iteration 89Q: 3 clusters Score -1877796 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2784 members Mstep: Class 2 contains 5585 members Entering Unmasked Estep Score: -1877799.375000 Penalty: 11064.554688 Iteration 90Q: 3 clusters Score -1877799 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2779 members Mstep: Class 2 contains 5590 members Entering Unmasked Estep Score: -1877805.125000 Penalty: 11064.554688 Iteration 91Q: 3 clusters Score -1877805 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2777 members Mstep: Class 2 contains 5592 members Entering Unmasked Estep Score: -1877799.625000 Penalty: 11064.554688 Iteration 92Q: 3 clusters Score -1877800 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2771 members Mstep: Class 2 contains 5598 members Entering Unmasked Estep Score: -1877804.625000 Penalty: 11064.554688 Iteration 93Q: 3 clusters Score -1877805 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2766 members Mstep: Class 2 contains 5603 members Entering Unmasked Estep Score: -1877809.875000 Penalty: 11064.554688 Iteration 94Q: 3 clusters Score -1877810 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2763 members Mstep: Class 2 contains 5606 members Entering Unmasked Estep Score: -1877813.875000 Penalty: 11064.554688 Iteration 95Q: 3 clusters Score -1877814 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2760 members Mstep: Class 2 contains 5609 members Entering Unmasked Estep Score: -1877813.500000 Penalty: 11064.554688 Iteration 96Q: 3 clusters Score -1877814 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2758 members Mstep: Class 2 contains 5611 members Entering Unmasked Estep Score: -1877812.250000 Penalty: 11064.554688 Iteration 97Q: 3 clusters Score -1877812 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2757 members Mstep: Class 2 contains 5612 members Entering Unmasked Estep Score: -1877809.625000 Penalty: 11064.554688 Iteration 98Q: 3 clusters Score -1877810 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2755 members Mstep: Class 2 contains 5614 members Entering Unmasked Estep Score: -1877811.500000 Penalty: 11064.554688 Iteration 99Q: 3 clusters Score -1877812 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2750 members Mstep: Class 2 contains 5619 members Entering Unmasked Estep Score: -1877816.000000 Penalty: 11064.554688 Iteration 100F: 3 clusters Score -1877816 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2744 members Mstep: Class 2 contains 5625 members Entering Unmasked Estep Score: -1877818.250000 Penalty: 11064.554688 Iteration 101Q: 3 clusters Score -1877818 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2736 members Mstep: Class 2 contains 5633 members Entering Unmasked Estep Score: -1877818.250000 Penalty: 11064.554688 Iteration 102Q: 3 clusters Score -1877818 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2732 members Mstep: Class 2 contains 5637 members Entering Unmasked Estep Score: -1877815.125000 Penalty: 11064.554688 Iteration 103Q: 3 clusters Score -1877815 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2730 members Mstep: Class 2 contains 5639 members Entering Unmasked Estep Score: -1877818.500000 Penalty: 11064.554688 Iteration 104Q: 3 clusters Score -1877818 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2730 members Mstep: Class 2 contains 5639 members Entering Unmasked Estep Score: -1877818.500000 Penalty: 11064.554688 Iteration 105F: 3 clusters Score -1877818 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (11479 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11479 members Entering Unmasked Estep Score: -2524556.500000 Penalty: 5725.817871 Iteration 0F: 2 clusters Score -2524556 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5702 members Mstep: Class 2 contains 5777 members Entering Unmasked Estep Score: -2513487.250000 Penalty: 11451.635742 Iteration 0F: 3 clusters Score -2513487 nChanged 4254 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5720 members Mstep: Class 2 contains 5759 members Entering Unmasked Estep Score: -2516282.250000 Penalty: 11451.635742 Iteration 1F: 3 clusters Score -2516282 nChanged 1010 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5888 members Mstep: Class 2 contains 5591 members Entering Unmasked Estep Score: -2517429.250000 Penalty: 11451.635742 Iteration 2F: 3 clusters Score -2517429 nChanged 960 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6236 members Mstep: Class 2 contains 5243 members Entering Unmasked Estep Score: -2518589.750000 Penalty: 11451.635742 Iteration 3F: 3 clusters Score -2518590 nChanged 984 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6704 members Mstep: Class 2 contains 4775 members Entering Unmasked Estep Score: -2519702.750000 Penalty: 11451.635742 Iteration 4F: 3 clusters Score -2519703 nChanged 858 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7156 members Mstep: Class 2 contains 4323 members Entering Unmasked Estep Score: -2520601.750000 Penalty: 11451.635742 Iteration 5F: 3 clusters Score -2520602 nChanged 685 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7541 members Mstep: Class 2 contains 3938 members Entering Unmasked Estep Score: -2521225.250000 Penalty: 11451.635742 Iteration 6F: 3 clusters Score -2521225 nChanged 474 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7797 members Mstep: Class 2 contains 3682 members Entering Unmasked Estep Score: -2521577.750000 Penalty: 11451.635742 Iteration 7Q: 3 clusters Score -2521578 nChanged 298 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7987 members Mstep: Class 2 contains 3492 members Entering Unmasked Estep Score: -2521768.000000 Penalty: 11451.635742 Iteration 8Q: 3 clusters Score -2521768 nChanged 199 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8106 members Mstep: Class 2 contains 3373 members Entering Unmasked Estep Score: -2521866.250000 Penalty: 11451.635742 Iteration 9Q: 3 clusters Score -2521866 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8182 members Mstep: Class 2 contains 3297 members Entering Unmasked Estep Score: -2521926.500000 Penalty: 11451.635742 Iteration 10Q: 3 clusters Score -2521926 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8246 members Mstep: Class 2 contains 3233 members Entering Unmasked Estep Score: -2521967.250000 Penalty: 11451.635742 Iteration 11Q: 3 clusters Score -2521967 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8299 members Mstep: Class 2 contains 3180 members Entering Unmasked Estep Score: -2521995.000000 Penalty: 11451.635742 Iteration 12Q: 3 clusters Score -2521995 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8333 members Mstep: Class 2 contains 3146 members Entering Unmasked Estep Score: -2522009.000000 Penalty: 11451.635742 Iteration 13Q: 3 clusters Score -2522009 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8357 members Mstep: Class 2 contains 3122 members Entering Unmasked Estep Score: -2522009.750000 Penalty: 11451.635742 Iteration 14Q: 3 clusters Score -2522010 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8368 members Mstep: Class 2 contains 3111 members Entering Unmasked Estep Score: -2522018.250000 Penalty: 11451.635742 Iteration 15Q: 3 clusters Score -2522018 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8373 members Mstep: Class 2 contains 3106 members Entering Unmasked Estep Score: -2522022.250000 Penalty: 11451.635742 Iteration 16Q: 3 clusters Score -2522022 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8379 members Mstep: Class 2 contains 3100 members Entering Unmasked Estep Score: -2522025.000000 Penalty: 11451.635742 Iteration 17Q: 3 clusters Score -2522025 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8379 members Mstep: Class 2 contains 3100 members Entering Unmasked Estep Score: -2522026.000000 Penalty: 11451.635742 Iteration 18Q: 3 clusters Score -2522026 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8379 members Mstep: Class 2 contains 3100 members Entering Unmasked Estep Score: -2522026.000000 Penalty: 11451.635742 Iteration 19F: 3 clusters Score -2522026 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (1228 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1228 members Entering Unmasked Estep Score: -250476.171875 Penalty: 4356.799316 Iteration 0F: 2 clusters Score -250476.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 602 members Mstep: Class 2 contains 626 members Entering Unmasked Estep Score: -246211.578125 Penalty: 8713.598633 Iteration 0F: 3 clusters Score -246211.6 nChanged 226 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 570 members Mstep: Class 2 contains 658 members Entering Unmasked Estep Score: -246711.984375 Penalty: 8713.598633 Iteration 1F: 3 clusters Score -246712 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 563 members Mstep: Class 2 contains 665 members Entering Unmasked Estep Score: -246882.125000 Penalty: 8713.598633 Iteration 2F: 3 clusters Score -246882.1 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 566 members Mstep: Class 2 contains 662 members Entering Unmasked Estep Score: -246971.906250 Penalty: 8713.598633 Iteration 3Q: 3 clusters Score -246971.9 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 567 members Mstep: Class 2 contains 661 members Entering Unmasked Estep Score: -247052.406250 Penalty: 8713.598633 Iteration 4Q: 3 clusters Score -247052.4 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 561 members Mstep: Class 2 contains 667 members Entering Unmasked Estep Score: -247098.828125 Penalty: 8713.598633 Iteration 5Q: 3 clusters Score -247098.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 561 members Mstep: Class 2 contains 667 members Entering Unmasked Estep Score: -247127.046875 Penalty: 8713.598633 Iteration 6Q: 3 clusters Score -247127 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 564 members Mstep: Class 2 contains 664 members Entering Unmasked Estep Score: -247141.312500 Penalty: 8713.598633 Iteration 7Q: 3 clusters Score -247141.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 565 members Mstep: Class 2 contains 663 members Entering Unmasked Estep Score: -247177.921875 Penalty: 8713.598633 Iteration 8Q: 3 clusters Score -247177.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 564 members Mstep: Class 2 contains 664 members Entering Unmasked Estep Score: -247206.390625 Penalty: 8713.598633 Iteration 9Q: 3 clusters Score -247206.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 561 members Mstep: Class 2 contains 667 members Entering Unmasked Estep Score: -247217.187500 Penalty: 8713.598633 Iteration 10Q: 3 clusters Score -247217.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 559 members Mstep: Class 2 contains 669 members Entering Unmasked Estep Score: -247226.484375 Penalty: 8713.598633 Iteration 11Q: 3 clusters Score -247226.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 557 members Mstep: Class 2 contains 671 members Entering Unmasked Estep Score: -247239.468750 Penalty: 8713.598633 Iteration 12Q: 3 clusters Score -247239.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 554 members Mstep: Class 2 contains 674 members Entering Unmasked Estep Score: -247251.546875 Penalty: 8713.598633 Iteration 13Q: 3 clusters Score -247251.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 548 members Mstep: Class 2 contains 680 members Entering Unmasked Estep Score: -247276.687500 Penalty: 8713.598633 Iteration 14Q: 3 clusters Score -247276.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 545 members Mstep: Class 2 contains 683 members Entering Unmasked Estep Score: -247297.234375 Penalty: 8713.598633 Iteration 15Q: 3 clusters Score -247297.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 542 members Mstep: Class 2 contains 686 members Entering Unmasked Estep Score: -247324.703125 Penalty: 8713.598633 Iteration 16Q: 3 clusters Score -247324.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 540 members Mstep: Class 2 contains 688 members Entering Unmasked Estep Score: -247359.265625 Penalty: 8713.598633 Iteration 17Q: 3 clusters Score -247359.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 537 members Mstep: Class 2 contains 691 members Entering Unmasked Estep Score: -247395.781250 Penalty: 8713.598633 Iteration 18Q: 3 clusters Score -247395.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 538 members Mstep: Class 2 contains 690 members Entering Unmasked Estep Score: -247448.328125 Penalty: 8713.598633 Iteration 19Q: 3 clusters Score -247448.3 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 539 members Mstep: Class 2 contains 689 members Entering Unmasked Estep Score: -247493.406250 Penalty: 8713.598633 Iteration 20F: 3 clusters Score -247493.4 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 539 members Mstep: Class 2 contains 689 members Entering Unmasked Estep Score: -247566.265625 Penalty: 8713.598633 Iteration 21Q: 3 clusters Score -247566.3 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 535 members Mstep: Class 2 contains 693 members Entering Unmasked Estep Score: -247664.343750 Penalty: 8713.598633 Iteration 22Q: 3 clusters Score -247664.3 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 539 members Mstep: Class 2 contains 689 members Entering Unmasked Estep Score: -247768.421875 Penalty: 8713.598633 Iteration 23Q: 3 clusters Score -247768.4 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 542 members Mstep: Class 2 contains 686 members Entering Unmasked Estep Score: -247843.171875 Penalty: 8713.598633 Iteration 24Q: 3 clusters Score -247843.2 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 552 members Mstep: Class 2 contains 676 members Entering Unmasked Estep Score: -247920.281250 Penalty: 8713.598633 Iteration 25Q: 3 clusters Score -247920.3 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 561 members Mstep: Class 2 contains 667 members Entering Unmasked Estep Score: -248049.218750 Penalty: 8713.598633 Iteration 26Q: 3 clusters Score -248049.2 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 559 members Mstep: Class 2 contains 669 members Entering Unmasked Estep Score: -248170.546875 Penalty: 8713.598633 Iteration 27Q: 3 clusters Score -248170.5 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 556 members Mstep: Class 2 contains 672 members Entering Unmasked Estep Score: -248310.406250 Penalty: 8713.598633 Iteration 28Q: 3 clusters Score -248310.4 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 553 members Mstep: Class 2 contains 675 members Entering Unmasked Estep Score: -248386.906250 Penalty: 8713.598633 Iteration 29Q: 3 clusters Score -248386.9 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 552 members Mstep: Class 2 contains 676 members Entering Unmasked Estep Score: -248421.765625 Penalty: 8713.598633 Iteration 30Q: 3 clusters Score -248421.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 546 members Mstep: Class 2 contains 682 members Entering Unmasked Estep Score: -248461.375000 Penalty: 8713.598633 Iteration 31Q: 3 clusters Score -248461.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 544 members Mstep: Class 2 contains 684 members Entering Unmasked Estep Score: -248478.468750 Penalty: 8713.598633 Iteration 32Q: 3 clusters Score -248478.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 544 members Mstep: Class 2 contains 684 members Entering Unmasked Estep Score: -248485.765625 Penalty: 8713.598633 Iteration 33Q: 3 clusters Score -248485.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 543 members Mstep: Class 2 contains 685 members Entering Unmasked Estep Score: -248496.531250 Penalty: 8713.598633 Iteration 34Q: 3 clusters Score -248496.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 543 members Mstep: Class 2 contains 685 members Entering Unmasked Estep Score: -248496.531250 Penalty: 8713.598633 Iteration 35F: 3 clusters Score -248496.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (1387 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1387 members Entering Unmasked Estep Score: -271769.468750 Penalty: 4431.375488 Iteration 0F: 2 clusters Score -271769.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 674 members Mstep: Class 2 contains 713 members Entering Unmasked Estep Score: -267647.218750 Penalty: 8862.750977 Iteration 0F: 3 clusters Score -267647.2 nChanged 325 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 627 members Mstep: Class 2 contains 760 members Entering Unmasked Estep Score: -268891.156250 Penalty: 8862.750977 Iteration 1F: 3 clusters Score -268891.2 nChanged 188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 487 members Mstep: Class 2 contains 900 members Entering Unmasked Estep Score: -270658.437500 Penalty: 8862.750977 Iteration 2F: 3 clusters Score -270658.4 nChanged 239 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 304 members Mstep: Class 2 contains 1083 members Entering Unmasked Estep Score: -273368.500000 Penalty: 8862.750977 Iteration 3F: 3 clusters Score -273368.5 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 262 members Mstep: Class 2 contains 1125 members Entering Unmasked Estep Score: -274991.125000 Penalty: 8862.750977 Iteration 4F: 3 clusters Score -274991.1 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 267 members Mstep: Class 2 contains 1120 members Entering Unmasked Estep Score: -277029.062500 Penalty: 8862.750977 Iteration 5Q: 3 clusters Score -277029.1 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 267 members Mstep: Class 2 contains 1120 members Entering Unmasked Estep Score: -277317.187500 Penalty: 8862.750977 Iteration 6Q: 3 clusters Score -277317.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 268 members Mstep: Class 2 contains 1119 members Entering Unmasked Estep Score: -277341.968750 Penalty: 8862.750977 Iteration 7Q: 3 clusters Score -277342 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 268 members Mstep: Class 2 contains 1119 members Entering Unmasked Estep Score: -277342.468750 Penalty: 8862.750977 Iteration 8F: 3 clusters Score -277342.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 267 members Mstep: Class 2 contains 1120 members Entering Unmasked Estep Score: -277354.937500 Penalty: 8862.750977 Iteration 9Q: 3 clusters Score -277354.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 267 members Mstep: Class 2 contains 1120 members Entering Unmasked Estep Score: -277354.937500 Penalty: 8862.750977 Iteration 10F: 3 clusters Score -277354.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 55 members Mstep: Class 1 contains 146648 members Mstep: Class 2 contains 11839 members Mstep: Class 3 contains 1385 members Mstep: Class 4 contains 2101 members Mstep: Class 5 contains 49296 members Mstep: Class 6 contains 1818 members Mstep: Class 7 contains 19356 members Mstep: Class 8 contains 898 members Mstep: Class 9 contains 653 members Mstep: Class 10 contains 132062 members Mstep: Class 11 contains 163834 members Mstep: Class 12 contains 645 members Mstep: Class 13 contains 1120 members Mstep: Class 15 contains 26167 members Mstep: Class 16 contains 7326 members Mstep: Class 17 contains 8369 members Mstep: Class 18 contains 11479 members Mstep: Class 19 contains 1228 members Mstep: Class 20 contains 267 members Mstep: Class 21 contains 92492 members Entering Unmasked Estep Score: -147510304.000000 Penalty: 164498.296875 Splitting cluster 20 changes total score from -147474464.000000 to -147510304.000000 So it's getting split into cluster 13. Entering ConstructFrom: Trying to split cluster 21 (92492 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 92492 members Entering Unmasked Estep Score: -19912248.000000 Penalty: 7003.862305 Iteration 0F: 2 clusters Score -1.991225e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46180 members Mstep: Class 2 contains 46312 members Entering Unmasked Estep Score: -19849288.000000 Penalty: 14007.724609 Iteration 0F: 3 clusters Score -1.984929e+07 nChanged 42099 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46229 members Mstep: Class 2 contains 46263 members Entering Unmasked Estep Score: -19872784.000000 Penalty: 14007.724609 Iteration 1F: 3 clusters Score -1.987278e+07 nChanged 4747 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46710 members Mstep: Class 2 contains 45782 members Entering Unmasked Estep Score: -19875190.000000 Penalty: 14007.724609 Iteration 2F: 3 clusters Score -1.987519e+07 nChanged 5387 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47735 members Mstep: Class 2 contains 44757 members Entering Unmasked Estep Score: -19879160.000000 Penalty: 14007.724609 Iteration 3F: 3 clusters Score -1.987916e+07 nChanged 7156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49393 members Mstep: Class 2 contains 43099 members Entering Unmasked Estep Score: -19886640.000000 Penalty: 14007.724609 Iteration 4F: 3 clusters Score -1.988664e+07 nChanged 9323 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51536 members Mstep: Class 2 contains 40956 members Entering Unmasked Estep Score: -19898056.000000 Penalty: 14007.724609 Iteration 5F: 3 clusters Score -1.989806e+07 nChanged 9537 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53161 members Mstep: Class 2 contains 39331 members Entering Unmasked Estep Score: -19908344.000000 Penalty: 14007.724609 Iteration 6F: 3 clusters Score -1.990834e+07 nChanged 7048 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53541 members Mstep: Class 2 contains 38951 members Entering Unmasked Estep Score: -19913532.000000 Penalty: 14007.724609 Iteration 7F: 3 clusters Score -1.991353e+07 nChanged 4263 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53140 members Mstep: Class 2 contains 39352 members Entering Unmasked Estep Score: -19915368.000000 Penalty: 14007.724609 Iteration 8Q: 3 clusters Score -1.991537e+07 nChanged 2320 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52420 members Mstep: Class 2 contains 40072 members Entering Unmasked Estep Score: -19916090.000000 Penalty: 14007.724609 Iteration 9Q: 3 clusters Score -1.991609e+07 nChanged 1367 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51611 members Mstep: Class 2 contains 40881 members Entering Unmasked Estep Score: -19916388.000000 Penalty: 14007.724609 Iteration 10Q: 3 clusters Score -1.991639e+07 nChanged 989 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50778 members Mstep: Class 2 contains 41714 members Entering Unmasked Estep Score: -19916532.000000 Penalty: 14007.724609 Iteration 11Q: 3 clusters Score -1.991653e+07 nChanged 841 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49979 members Mstep: Class 2 contains 42513 members Entering Unmasked Estep Score: -19916708.000000 Penalty: 14007.724609 Iteration 12Q: 3 clusters Score -1.991671e+07 nChanged 884 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49123 members Mstep: Class 2 contains 43369 members Entering Unmasked Estep Score: -19916896.000000 Penalty: 14007.724609 Iteration 13Q: 3 clusters Score -1.99169e+07 nChanged 959 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48180 members Mstep: Class 2 contains 44312 members Entering Unmasked Estep Score: -19917212.000000 Penalty: 14007.724609 Iteration 14Q: 3 clusters Score -1.991721e+07 nChanged 1034 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47158 members Mstep: Class 2 contains 45334 members Entering Unmasked Estep Score: -19917554.000000 Penalty: 14007.724609 Iteration 15Q: 3 clusters Score -1.991755e+07 nChanged 1078 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46086 members Mstep: Class 2 contains 46406 members Entering Unmasked Estep Score: -19917890.000000 Penalty: 14007.724609 Iteration 16Q: 3 clusters Score -1.991789e+07 nChanged 1044 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45060 members Mstep: Class 2 contains 47432 members Entering Unmasked Estep Score: -19918276.000000 Penalty: 14007.724609 Iteration 17Q: 3 clusters Score -1.991828e+07 nChanged 1013 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44061 members Mstep: Class 2 contains 48431 members Entering Unmasked Estep Score: -19918596.000000 Penalty: 14007.724609 Iteration 18Q: 3 clusters Score -1.99186e+07 nChanged 961 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43122 members Mstep: Class 2 contains 49370 members Entering Unmasked Estep Score: -19918854.000000 Penalty: 14007.724609 Iteration 19Q: 3 clusters Score -1.991885e+07 nChanged 850 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42288 members Mstep: Class 2 contains 50204 members Entering Unmasked Estep Score: -19918952.000000 Penalty: 14007.724609 Iteration 20F: 3 clusters Score -1.991895e+07 nChanged 783 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41509 members Mstep: Class 2 contains 50983 members Entering Unmasked Estep Score: -19919084.000000 Penalty: 14007.724609 Iteration 21Q: 3 clusters Score -1.991908e+07 nChanged 725 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40788 members Mstep: Class 2 contains 51704 members Entering Unmasked Estep Score: -19919210.000000 Penalty: 14007.724609 Iteration 22Q: 3 clusters Score -1.991921e+07 nChanged 613 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40179 members Mstep: Class 2 contains 52313 members Entering Unmasked Estep Score: -19919288.000000 Penalty: 14007.724609 Iteration 23Q: 3 clusters Score -1.991929e+07 nChanged 544 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39637 members Mstep: Class 2 contains 52855 members Entering Unmasked Estep Score: -19919372.000000 Penalty: 14007.724609 Iteration 24Q: 3 clusters Score -1.991937e+07 nChanged 460 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39177 members Mstep: Class 2 contains 53315 members Entering Unmasked Estep Score: -19919388.000000 Penalty: 14007.724609 Iteration 25Q: 3 clusters Score -1.991939e+07 nChanged 384 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38793 members Mstep: Class 2 contains 53699 members Entering Unmasked Estep Score: -19919400.000000 Penalty: 14007.724609 Iteration 26Q: 3 clusters Score -1.99194e+07 nChanged 341 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38452 members Mstep: Class 2 contains 54040 members Entering Unmasked Estep Score: -19919422.000000 Penalty: 14007.724609 Iteration 27Q: 3 clusters Score -1.991942e+07 nChanged 320 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38132 members Mstep: Class 2 contains 54360 members Entering Unmasked Estep Score: -19919472.000000 Penalty: 14007.724609 Iteration 28Q: 3 clusters Score -1.991947e+07 nChanged 302 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37832 members Mstep: Class 2 contains 54660 members Entering Unmasked Estep Score: -19919502.000000 Penalty: 14007.724609 Iteration 29Q: 3 clusters Score -1.99195e+07 nChanged 264 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37568 members Mstep: Class 2 contains 54924 members Entering Unmasked Estep Score: -19919524.000000 Penalty: 14007.724609 Iteration 30Q: 3 clusters Score -1.991952e+07 nChanged 246 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37322 members Mstep: Class 2 contains 55170 members Entering Unmasked Estep Score: -19919530.000000 Penalty: 14007.724609 Iteration 31Q: 3 clusters Score -1.991953e+07 nChanged 222 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37102 members Mstep: Class 2 contains 55390 members Entering Unmasked Estep Score: -19919564.000000 Penalty: 14007.724609 Iteration 32Q: 3 clusters Score -1.991956e+07 nChanged 196 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36908 members Mstep: Class 2 contains 55584 members Entering Unmasked Estep Score: -19919588.000000 Penalty: 14007.724609 Iteration 33Q: 3 clusters Score -1.991959e+07 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36744 members Mstep: Class 2 contains 55748 members Entering Unmasked Estep Score: -19919612.000000 Penalty: 14007.724609 Iteration 34Q: 3 clusters Score -1.991961e+07 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36590 members Mstep: Class 2 contains 55902 members Entering Unmasked Estep Score: -19919592.000000 Penalty: 14007.724609 Iteration 35Q: 3 clusters Score -1.991959e+07 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36462 members Mstep: Class 2 contains 56030 members Entering Unmasked Estep Score: -19919598.000000 Penalty: 14007.724609 Iteration 36Q: 3 clusters Score -1.99196e+07 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36331 members Mstep: Class 2 contains 56161 members Entering Unmasked Estep Score: -19919654.000000 Penalty: 14007.724609 Iteration 37Q: 3 clusters Score -1.991965e+07 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36209 members Mstep: Class 2 contains 56283 members Entering Unmasked Estep Score: -19919620.000000 Penalty: 14007.724609 Iteration 38Q: 3 clusters Score -1.991962e+07 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36075 members Mstep: Class 2 contains 56417 members Entering Unmasked Estep Score: -19919646.000000 Penalty: 14007.724609 Iteration 39Q: 3 clusters Score -1.991965e+07 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35951 members Mstep: Class 2 contains 56541 members Entering Unmasked Estep Score: -19919654.000000 Penalty: 14007.724609 Iteration 40F: 3 clusters Score -1.991965e+07 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35849 members Mstep: Class 2 contains 56643 members Entering Unmasked Estep Score: -19919670.000000 Penalty: 14007.724609 Iteration 41Q: 3 clusters Score -1.991967e+07 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35750 members Mstep: Class 2 contains 56742 members Entering Unmasked Estep Score: -19919654.000000 Penalty: 14007.724609 Iteration 42Q: 3 clusters Score -1.991965e+07 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35665 members Mstep: Class 2 contains 56827 members Entering Unmasked Estep Score: -19919672.000000 Penalty: 14007.724609 Iteration 43Q: 3 clusters Score -1.991967e+07 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35598 members Mstep: Class 2 contains 56894 members Entering Unmasked Estep Score: -19919682.000000 Penalty: 14007.724609 Iteration 44Q: 3 clusters Score -1.991968e+07 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35534 members Mstep: Class 2 contains 56958 members Entering Unmasked Estep Score: -19919670.000000 Penalty: 14007.724609 Iteration 45Q: 3 clusters Score -1.991967e+07 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35463 members Mstep: Class 2 contains 57029 members Entering Unmasked Estep Score: -19919660.000000 Penalty: 14007.724609 Iteration 46Q: 3 clusters Score -1.991966e+07 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35402 members Mstep: Class 2 contains 57090 members Entering Unmasked Estep Score: -19919654.000000 Penalty: 14007.724609 Iteration 47Q: 3 clusters Score -1.991965e+07 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35331 members Mstep: Class 2 contains 57161 members Entering Unmasked Estep Score: -19919676.000000 Penalty: 14007.724609 Iteration 48Q: 3 clusters Score -1.991968e+07 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35272 members Mstep: Class 2 contains 57220 members Entering Unmasked Estep Score: -19919676.000000 Penalty: 14007.724609 Iteration 49Q: 3 clusters Score -1.991968e+07 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35220 members Mstep: Class 2 contains 57272 members Entering Unmasked Estep Score: -19919658.000000 Penalty: 14007.724609 Iteration 50Q: 3 clusters Score -1.991966e+07 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35176 members Mstep: Class 2 contains 57316 members Entering Unmasked Estep Score: -19919666.000000 Penalty: 14007.724609 Iteration 51Q: 3 clusters Score -1.991967e+07 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35149 members Mstep: Class 2 contains 57343 members Entering Unmasked Estep Score: -19919680.000000 Penalty: 14007.724609 Iteration 52Q: 3 clusters Score -1.991968e+07 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35124 members Mstep: Class 2 contains 57368 members Entering Unmasked Estep Score: -19919652.000000 Penalty: 14007.724609 Iteration 53Q: 3 clusters Score -1.991965e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35110 members Mstep: Class 2 contains 57382 members Entering Unmasked Estep Score: -19919660.000000 Penalty: 14007.724609 Iteration 54Q: 3 clusters Score -1.991966e+07 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35088 members Mstep: Class 2 contains 57404 members Entering Unmasked Estep Score: -19919678.000000 Penalty: 14007.724609 Iteration 55Q: 3 clusters Score -1.991968e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35072 members Mstep: Class 2 contains 57420 members Entering Unmasked Estep Score: -19919674.000000 Penalty: 14007.724609 Iteration 56Q: 3 clusters Score -1.991967e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35058 members Mstep: Class 2 contains 57434 members Entering Unmasked Estep Score: -19919680.000000 Penalty: 14007.724609 Iteration 57Q: 3 clusters Score -1.991968e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35049 members Mstep: Class 2 contains 57443 members Entering Unmasked Estep Score: -19919690.000000 Penalty: 14007.724609 Iteration 58Q: 3 clusters Score -1.991969e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35043 members Mstep: Class 2 contains 57449 members Entering Unmasked Estep Score: -19919700.000000 Penalty: 14007.724609 Iteration 59Q: 3 clusters Score -1.99197e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35037 members Mstep: Class 2 contains 57455 members Entering Unmasked Estep Score: -19919680.000000 Penalty: 14007.724609 Iteration 60F: 3 clusters Score -1.991968e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35029 members Mstep: Class 2 contains 57463 members Entering Unmasked Estep Score: -19919684.000000 Penalty: 14007.724609 Iteration 61Q: 3 clusters Score -1.991968e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35025 members Mstep: Class 2 contains 57467 members Entering Unmasked Estep Score: -19919672.000000 Penalty: 14007.724609 Iteration 62Q: 3 clusters Score -1.991967e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35019 members Mstep: Class 2 contains 57473 members Entering Unmasked Estep Score: -19919680.000000 Penalty: 14007.724609 Iteration 63Q: 3 clusters Score -1.991968e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35013 members Mstep: Class 2 contains 57479 members Entering Unmasked Estep Score: -19919680.000000 Penalty: 14007.724609 Iteration 64Q: 3 clusters Score -1.991968e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35007 members Mstep: Class 2 contains 57485 members Entering Unmasked Estep Score: -19919688.000000 Penalty: 14007.724609 Iteration 65Q: 3 clusters Score -1.991969e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35001 members Mstep: Class 2 contains 57491 members Entering Unmasked Estep Score: -19919688.000000 Penalty: 14007.724609 Iteration 66Q: 3 clusters Score -1.991969e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34994 members Mstep: Class 2 contains 57498 members Entering Unmasked Estep Score: -19919692.000000 Penalty: 14007.724609 Iteration 67Q: 3 clusters Score -1.991969e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34989 members Mstep: Class 2 contains 57503 members Entering Unmasked Estep Score: -19919712.000000 Penalty: 14007.724609 Iteration 68Q: 3 clusters Score -1.991971e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34986 members Mstep: Class 2 contains 57506 members Entering Unmasked Estep Score: -19919720.000000 Penalty: 14007.724609 Iteration 69Q: 3 clusters Score -1.991972e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34983 members Mstep: Class 2 contains 57509 members Entering Unmasked Estep Score: -19919706.000000 Penalty: 14007.724609 Iteration 70Q: 3 clusters Score -1.991971e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34972 members Mstep: Class 2 contains 57520 members Entering Unmasked Estep Score: -19919704.000000 Penalty: 14007.724609 Iteration 71Q: 3 clusters Score -1.99197e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34966 members Mstep: Class 2 contains 57526 members Entering Unmasked Estep Score: -19919680.000000 Penalty: 14007.724609 Iteration 72Q: 3 clusters Score -1.991968e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34960 members Mstep: Class 2 contains 57532 members Entering Unmasked Estep Score: -19919694.000000 Penalty: 14007.724609 Iteration 73Q: 3 clusters Score -1.991969e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34957 members Mstep: Class 2 contains 57535 members Entering Unmasked Estep Score: -19919698.000000 Penalty: 14007.724609 Iteration 74Q: 3 clusters Score -1.99197e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34950 members Mstep: Class 2 contains 57542 members Entering Unmasked Estep Score: -19919696.000000 Penalty: 14007.724609 Iteration 75Q: 3 clusters Score -1.99197e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34945 members Mstep: Class 2 contains 57547 members Entering Unmasked Estep Score: -19919696.000000 Penalty: 14007.724609 Iteration 76Q: 3 clusters Score -1.99197e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34935 members Mstep: Class 2 contains 57557 members Entering Unmasked Estep Score: -19919706.000000 Penalty: 14007.724609 Iteration 77Q: 3 clusters Score -1.991971e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34929 members Mstep: Class 2 contains 57563 members Entering Unmasked Estep Score: -19919722.000000 Penalty: 14007.724609 Iteration 78Q: 3 clusters Score -1.991972e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34923 members Mstep: Class 2 contains 57569 members Entering Unmasked Estep Score: -19919702.000000 Penalty: 14007.724609 Iteration 79Q: 3 clusters Score -1.99197e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34917 members Mstep: Class 2 contains 57575 members Entering Unmasked Estep Score: -19919704.000000 Penalty: 14007.724609 Iteration 80F: 3 clusters Score -1.99197e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34914 members Mstep: Class 2 contains 57578 members Entering Unmasked Estep Score: -19919704.000000 Penalty: 14007.724609 Iteration 81Q: 3 clusters Score -1.99197e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34908 members Mstep: Class 2 contains 57584 members Entering Unmasked Estep Score: -19919708.000000 Penalty: 14007.724609 Iteration 82Q: 3 clusters Score -1.991971e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34901 members Mstep: Class 2 contains 57591 members Entering Unmasked Estep Score: -19919708.000000 Penalty: 14007.724609 Iteration 83Q: 3 clusters Score -1.991971e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34896 members Mstep: Class 2 contains 57596 members Entering Unmasked Estep Score: -19919706.000000 Penalty: 14007.724609 Iteration 84Q: 3 clusters Score -1.991971e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34892 members Mstep: Class 2 contains 57600 members Entering Unmasked Estep Score: -19919690.000000 Penalty: 14007.724609 Iteration 85Q: 3 clusters Score -1.991969e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34888 members Mstep: Class 2 contains 57604 members Entering Unmasked Estep Score: -19919688.000000 Penalty: 14007.724609 Iteration 86Q: 3 clusters Score -1.991969e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34883 members Mstep: Class 2 contains 57609 members Entering Unmasked Estep Score: -19919682.000000 Penalty: 14007.724609 Iteration 87Q: 3 clusters Score -1.991968e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34880 members Mstep: Class 2 contains 57612 members Entering Unmasked Estep Score: -19919674.000000 Penalty: 14007.724609 Iteration 88Q: 3 clusters Score -1.991967e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34877 members Mstep: Class 2 contains 57615 members Entering Unmasked Estep Score: -19919672.000000 Penalty: 14007.724609 Iteration 89Q: 3 clusters Score -1.991967e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34872 members Mstep: Class 2 contains 57620 members Entering Unmasked Estep Score: -19919682.000000 Penalty: 14007.724609 Iteration 90Q: 3 clusters Score -1.991968e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34864 members Mstep: Class 2 contains 57628 members Entering Unmasked Estep Score: -19919666.000000 Penalty: 14007.724609 Iteration 91Q: 3 clusters Score -1.991967e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34858 members Mstep: Class 2 contains 57634 members Entering Unmasked Estep Score: -19919668.000000 Penalty: 14007.724609 Iteration 92Q: 3 clusters Score -1.991967e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34853 members Mstep: Class 2 contains 57639 members Entering Unmasked Estep Score: -19919666.000000 Penalty: 14007.724609 Iteration 93Q: 3 clusters Score -1.991967e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34850 members Mstep: Class 2 contains 57642 members Entering Unmasked Estep Score: -19919680.000000 Penalty: 14007.724609 Iteration 94Q: 3 clusters Score -1.991968e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34846 members Mstep: Class 2 contains 57646 members Entering Unmasked Estep Score: -19919678.000000 Penalty: 14007.724609 Iteration 95Q: 3 clusters Score -1.991968e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34843 members Mstep: Class 2 contains 57649 members Entering Unmasked Estep Score: -19919672.000000 Penalty: 14007.724609 Iteration 96Q: 3 clusters Score -1.991967e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34842 members Mstep: Class 2 contains 57650 members Entering Unmasked Estep Score: -19919666.000000 Penalty: 14007.724609 Iteration 97Q: 3 clusters Score -1.991967e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34842 members Mstep: Class 2 contains 57650 members Entering Unmasked Estep Score: -19919666.000000 Penalty: 14007.724609 Iteration 98F: 3 clusters Score -1.991967e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 55 members Mstep: Class 1 contains 146648 members Mstep: Class 2 contains 11839 members Mstep: Class 3 contains 1385 members Mstep: Class 4 contains 2101 members Mstep: Class 5 contains 49296 members Mstep: Class 6 contains 1818 members Mstep: Class 7 contains 19356 members Mstep: Class 8 contains 898 members Mstep: Class 9 contains 653 members Mstep: Class 10 contains 132062 members Mstep: Class 11 contains 163834 members Mstep: Class 12 contains 645 members Mstep: Class 13 contains 1120 members Mstep: Class 14 contains 57650 members Mstep: Class 15 contains 26167 members Mstep: Class 16 contains 7326 members Mstep: Class 17 contains 8369 members Mstep: Class 18 contains 11479 members Mstep: Class 19 contains 1228 members Mstep: Class 20 contains 267 members Mstep: Class 21 contains 34842 members Entering Unmasked Estep Score: -147515824.000000 Penalty: 172723.218750 Splitting cluster 21 changes total score from -147474464.000000 to -147515824.000000 So it's getting split into cluster 14. Entering Unmasked Mstep Mstep: Class 0 contains 55 members Mstep: Class 1 contains 146648 members Mstep: Class 2 contains 11839 members Mstep: Class 3 contains 1385 members Mstep: Class 4 contains 2101 members Mstep: Class 5 contains 49296 members Mstep: Class 8 contains 898 members Mstep: Class 10 contains 132062 members Mstep: Class 11 contains 163834 members Mstep: Class 12 contains 645 members Mstep: Class 15 contains 26167 members Mstep: Class 16 contains 7326 members Mstep: Class 17 contains 8369 members Mstep: Class 18 contains 11479 members Mstep: Class 19 contains 1228 members Mstep: Class 20 contains 267 members Mstep: Class 21 contains 34842 members Entering Unmasked Estep ConsiderDeletion Deleting Class 13. Lose 7302.437988 but Gain 8224.921875 Score: -147525696.000000 Penalty: 164498.296875 Iteration 39Q: 21 clusters Score -1.475257e+08 nChanged 20816 Entering Unmasked Mstep Mstep: Class 0 contains 56 members Mstep: Class 1 contains 148892 members Mstep: Class 2 contains 11311 members Mstep: Class 3 contains 1385 members Mstep: Class 4 contains 2097 members Mstep: Class 5 contains 49121 members Mstep: Class 6 contains 1818 members Mstep: Class 7 contains 20304 members Mstep: Class 8 contains 898 members Mstep: Class 9 contains 654 members Mstep: Class 10 contains 138718 members Mstep: Class 11 contains 158551 members Mstep: Class 12 contains 643 members Mstep: Class 14 contains 51815 members Mstep: Class 15 contains 26854 members Mstep: Class 16 contains 7312 members Mstep: Class 17 contains 8201 members Mstep: Class 18 contains 11505 members Mstep: Class 19 contains 1305 members Mstep: Class 20 contains 319 members Mstep: Class 21 contains 37279 members Entering Unmasked Estep ConsiderDeletion Score: -147540480.000000 Penalty: 164498.296875 Iteration 40F: 21 clusters Score -1.475405e+08 nChanged 12762 Entering Unmasked Mstep Mstep: Class 0 contains 41 members Mstep: Class 1 contains 149662 members Mstep: Class 2 contains 10597 members Mstep: Class 3 contains 1384 members Mstep: Class 4 contains 2091 members Mstep: Class 5 contains 48974 members Mstep: Class 6 contains 1819 members Mstep: Class 7 contains 20484 members Mstep: Class 8 contains 898 members Mstep: Class 9 contains 652 members Mstep: Class 10 contains 143500 members Mstep: Class 11 contains 154521 members Mstep: Class 12 contains 649 members Mstep: Class 14 contains 49724 members Mstep: Class 15 contains 27361 members Mstep: Class 16 contains 7243 members Mstep: Class 17 contains 7935 members Mstep: Class 18 contains 11435 members Mstep: Class 19 contains 1146 members Mstep: Class 20 contains 333 members Mstep: Class 21 contains 38589 members Entering Unmasked Estep ConsiderDeletion Score: -147545200.000000 Penalty: 164498.296875 Iteration 41Q: 21 clusters Score -1.475452e+08 nChanged 8947 Entering Unmasked Mstep Mstep: Class 0 contains 40 members Mstep: Class 1 contains 150179 members Mstep: Class 2 contains 10182 members Mstep: Class 3 contains 1383 members Mstep: Class 4 contains 2086 members Mstep: Class 5 contains 48858 members Mstep: Class 6 contains 1819 members Mstep: Class 7 contains 20779 members Mstep: Class 8 contains 898 members Mstep: Class 9 contains 653 members Mstep: Class 10 contains 146946 members Mstep: Class 11 contains 151311 members Mstep: Class 12 contains 650 members Mstep: Class 14 contains 48023 members Mstep: Class 15 contains 27830 members Mstep: Class 16 contains 7188 members Mstep: Class 17 contains 7649 members Mstep: Class 18 contains 11361 members Mstep: Class 19 contains 1100 members Mstep: Class 20 contains 325 members Mstep: Class 21 contains 39778 members Entering Unmasked Estep ConsiderDeletion Score: -147549184.000000 Penalty: 164498.296875 Iteration 42Q: 21 clusters Score -1.475492e+08 nChanged 7263 Entering Unmasked Mstep Mstep: Class 0 contains 40 members Mstep: Class 1 contains 150567 members Mstep: Class 2 contains 9840 members Mstep: Class 3 contains 1383 members Mstep: Class 4 contains 2090 members Mstep: Class 5 contains 48766 members Mstep: Class 6 contains 1819 members Mstep: Class 7 contains 21145 members Mstep: Class 8 contains 898 members Mstep: Class 9 contains 653 members Mstep: Class 10 contains 149509 members Mstep: Class 11 contains 148779 members Mstep: Class 12 contains 650 members Mstep: Class 14 contains 46414 members Mstep: Class 15 contains 28286 members Mstep: Class 16 contains 7153 members Mstep: Class 17 contains 7367 members Mstep: Class 18 contains 11294 members Mstep: Class 19 contains 1084 members Mstep: Class 20 contains 323 members Mstep: Class 21 contains 40978 members Entering Unmasked Estep ConsiderDeletion Score: -147550560.000000 Penalty: 164498.296875 Iteration 43Q: 21 clusters Score -1.475506e+08 nChanged 6042 Entering Unmasked Mstep Mstep: Class 0 contains 40 members Mstep: Class 1 contains 150908 members Mstep: Class 2 contains 9573 members Mstep: Class 3 contains 1383 members Mstep: Class 4 contains 2091 members Mstep: Class 5 contains 48673 members Mstep: Class 6 contains 1819 members Mstep: Class 7 contains 21557 members Mstep: Class 8 contains 898 members Mstep: Class 9 contains 653 members Mstep: Class 10 contains 151424 members Mstep: Class 11 contains 146732 members Mstep: Class 12 contains 650 members Mstep: Class 14 contains 44979 members Mstep: Class 15 contains 28717 members Mstep: Class 16 contains 7130 members Mstep: Class 17 contains 7102 members Mstep: Class 18 contains 11251 members Mstep: Class 19 contains 1073 members Mstep: Class 20 contains 321 members Mstep: Class 21 contains 42064 members Entering Unmasked Estep ConsiderDeletion Score: -147551952.000000 Penalty: 164498.296875 Iteration 44Q: 21 clusters Score -1.47552e+08 nChanged 5175 Entering Unmasked Mstep Mstep: Class 0 contains 40 members Mstep: Class 1 contains 151241 members Mstep: Class 2 contains 9365 members Mstep: Class 3 contains 1383 members Mstep: Class 4 contains 2093 members Mstep: Class 5 contains 48612 members Mstep: Class 6 contains 1819 members Mstep: Class 7 contains 21982 members Mstep: Class 8 contains 898 members Mstep: Class 9 contains 653 members Mstep: Class 10 contains 152814 members Mstep: Class 11 contains 145142 members Mstep: Class 12 contains 650 members Mstep: Class 14 contains 43644 members Mstep: Class 15 contains 29103 members Mstep: Class 16 contains 7111 members Mstep: Class 17 contains 6869 members Mstep: Class 18 contains 11225 members Mstep: Class 19 contains 1064 members Mstep: Class 20 contains 318 members Mstep: Class 21 contains 43012 members Entering Unmasked Estep ConsiderDeletion Score: -147553472.000000 Penalty: 164498.296875 Iteration 45Q: 21 clusters Score -1.475535e+08 nChanged 4471 Entering Unmasked Mstep Mstep: Class 0 contains 40 members Mstep: Class 1 contains 151515 members Mstep: Class 2 contains 9194 members Mstep: Class 3 contains 1383 members Mstep: Class 4 contains 2092 members Mstep: Class 5 contains 48567 members Mstep: Class 6 contains 1819 members Mstep: Class 7 contains 22401 members Mstep: Class 8 contains 898 members Mstep: Class 9 contains 653 members Mstep: Class 10 contains 153871 members Mstep: Class 11 contains 143875 members Mstep: Class 12 contains 650 members Mstep: Class 14 contains 42478 members Mstep: Class 15 contains 29462 members Mstep: Class 16 contains 7101 members Mstep: Class 17 contains 6663 members Mstep: Class 18 contains 11190 members Mstep: Class 19 contains 1063 members Mstep: Class 20 contains 316 members Mstep: Class 21 contains 43807 members Entering Unmasked Estep ConsiderDeletion Score: -147554160.000000 Penalty: 164498.296875 Iteration 46Q: 21 clusters Score -1.475542e+08 nChanged 3950 Entering Unmasked Mstep Mstep: Class 0 contains 40 members Mstep: Class 1 contains 151774 members Mstep: Class 2 contains 9064 members Mstep: Class 3 contains 1383 members Mstep: Class 4 contains 2093 members Mstep: Class 5 contains 48533 members Mstep: Class 6 contains 1819 members Mstep: Class 7 contains 22793 members Mstep: Class 8 contains 898 members Mstep: Class 9 contains 653 members Mstep: Class 10 contains 154657 members Mstep: Class 11 contains 142855 members Mstep: Class 12 contains 650 members Mstep: Class 14 contains 41353 members Mstep: Class 15 contains 29840 members Mstep: Class 16 contains 7083 members Mstep: Class 17 contains 6476 members Mstep: Class 18 contains 11148 members Mstep: Class 19 contains 1055 members Mstep: Class 20 contains 316 members Mstep: Class 21 contains 44555 members Entering Unmasked Estep ConsiderDeletion Score: -147555264.000000 Penalty: 164498.296875 Iteration 47Q: 21 clusters Score -1.475553e+08 nChanged 3483 Entering Unmasked Mstep Mstep: Class 0 contains 40 members Mstep: Class 1 contains 151993 members Mstep: Class 2 contains 8973 members Mstep: Class 3 contains 1383 members Mstep: Class 4 contains 2097 members Mstep: Class 5 contains 48515 members Mstep: Class 6 contains 1819 members Mstep: Class 7 contains 23116 members Mstep: Class 8 contains 898 members Mstep: Class 9 contains 653 members Mstep: Class 10 contains 155280 members Mstep: Class 11 contains 142014 members Mstep: Class 12 contains 650 members Mstep: Class 14 contains 40324 members Mstep: Class 15 contains 30265 members Mstep: Class 16 contains 7069 members Mstep: Class 17 contains 6316 members Mstep: Class 18 contains 11109 members Mstep: Class 19 contains 1050 members Mstep: Class 20 contains 316 members Mstep: Class 21 contains 45158 members Entering Unmasked Estep ConsiderDeletion Score: -147555712.000000 Penalty: 164498.296875 Iteration 48Q: 21 clusters Score -1.475557e+08 nChanged 3080 Entering Unmasked Mstep Mstep: Class 0 contains 40 members Mstep: Class 1 contains 152168 members Mstep: Class 2 contains 8888 members Mstep: Class 3 contains 1383 members Mstep: Class 4 contains 2099 members Mstep: Class 5 contains 48506 members Mstep: Class 6 contains 1819 members Mstep: Class 7 contains 23419 members Mstep: Class 8 contains 898 members Mstep: Class 9 contains 653 members Mstep: Class 10 contains 155786 members Mstep: Class 11 contains 141228 members Mstep: Class 12 contains 650 members Mstep: Class 14 contains 39387 members Mstep: Class 15 contains 30751 members Mstep: Class 16 contains 7060 members Mstep: Class 17 contains 6203 members Mstep: Class 18 contains 11073 members Mstep: Class 19 contains 1044 members Mstep: Class 20 contains 316 members Mstep: Class 21 contains 45667 members Entering Unmasked Estep ConsiderDeletion Score: -147556208.000000 Penalty: 164498.296875 Iteration 49Q: 21 clusters Score -1.475562e+08 nChanged 2803 Entering Unmasked Mstep Mstep: Class 0 contains 40 members Mstep: Class 1 contains 152338 members Mstep: Class 2 contains 8803 members Mstep: Class 3 contains 1383 members Mstep: Class 4 contains 2098 members Mstep: Class 5 contains 48468 members Mstep: Class 6 contains 1819 members Mstep: Class 7 contains 23688 members Mstep: Class 8 contains 898 members Mstep: Class 9 contains 653 members Mstep: Class 10 contains 156165 members Mstep: Class 11 contains 140597 members Mstep: Class 12 contains 650 members Mstep: Class 14 contains 38486 members Mstep: Class 15 contains 31256 members Mstep: Class 16 contains 7055 members Mstep: Class 17 contains 6112 members Mstep: Class 18 contains 11039 members Mstep: Class 19 contains 1044 members Mstep: Class 20 contains 316 members Mstep: Class 21 contains 46130 members Entering Unmasked Estep ConsiderDeletion Score: -147557168.000000 Penalty: 164498.296875 Iteration 50Q: 21 clusters Score -1.475572e+08 nChanged 2569 Entering Unmasked Mstep Mstep: Class 0 contains 40 members Mstep: Class 1 contains 152475 members Mstep: Class 2 contains 8745 members Mstep: Class 3 contains 1383 members Mstep: Class 4 contains 2097 members Mstep: Class 5 contains 48432 members Mstep: Class 6 contains 1819 members Mstep: Class 7 contains 23956 members Mstep: Class 8 contains 898 members Mstep: Class 9 contains 653 members Mstep: Class 10 contains 156409 members Mstep: Class 11 contains 140054 members Mstep: Class 12 contains 650 members Mstep: Class 14 contains 37636 members Mstep: Class 15 contains 31789 members Mstep: Class 16 contains 7040 members Mstep: Class 17 contains 6045 members Mstep: Class 18 contains 11009 members Mstep: Class 19 contains 1040 members Mstep: Class 20 contains 316 members Mstep: Class 21 contains 46552 members Entering Unmasked Estep ConsiderDeletion Score: -147557440.000000 Penalty: 164498.296875 Iteration 51Q: 21 clusters Score -1.475574e+08 nChanged 2386 Entering Unmasked Mstep Mstep: Class 0 contains 40 members Mstep: Class 1 contains 152626 members Mstep: Class 2 contains 8695 members Mstep: Class 3 contains 1383 members Mstep: Class 4 contains 2098 members Mstep: Class 5 contains 48423 members Mstep: Class 6 contains 1819 members Mstep: Class 7 contains 24198 members Mstep: Class 8 contains 898 members Mstep: Class 9 contains 653 members Mstep: Class 10 contains 156618 members Mstep: Class 11 contains 139515 members Mstep: Class 12 contains 650 members Mstep: Class 14 contains 36844 members Mstep: Class 15 contains 32344 members Mstep: Class 16 contains 7032 members Mstep: Class 17 contains 5966 members Mstep: Class 18 contains 10979 members Mstep: Class 19 contains 1032 members Mstep: Class 20 contains 316 members Mstep: Class 21 contains 46909 members Entering Unmasked Estep ConsiderDeletion Score: -147557488.000000 Penalty: 164498.296875 Iteration 52Q: 21 clusters Score -1.475575e+08 nChanged 2146 Entering Unmasked Mstep Mstep: Class 0 contains 40 members Mstep: Class 1 contains 152782 members Mstep: Class 2 contains 8651 members Mstep: Class 3 contains 1383 members Mstep: Class 4 contains 2098 members Mstep: Class 5 contains 48425 members Mstep: Class 6 contains 1819 members Mstep: Class 7 contains 24408 members Mstep: Class 8 contains 898 members Mstep: Class 9 contains 653 members Mstep: Class 10 contains 156796 members Mstep: Class 11 contains 139056 members Mstep: Class 12 contains 650 members Mstep: Class 14 contains 36128 members Mstep: Class 15 contains 32860 members Mstep: Class 16 contains 7023 members Mstep: Class 17 contains 5879 members Mstep: Class 18 contains 10957 members Mstep: Class 19 contains 1028 members Mstep: Class 20 contains 316 members Mstep: Class 21 contains 47188 members Entering Unmasked Estep ConsiderDeletion Score: -147557584.000000 Penalty: 164498.296875 Iteration 53Q: 21 clusters Score -1.475576e+08 nChanged 1950 Entering Unmasked Mstep Mstep: Class 0 contains 40 members Mstep: Class 1 contains 152940 members Mstep: Class 2 contains 8608 members Mstep: Class 3 contains 1383 members Mstep: Class 4 contains 2098 members Mstep: Class 5 contains 48418 members Mstep: Class 6 contains 1819 members Mstep: Class 7 contains 24601 members Mstep: Class 8 contains 898 members Mstep: Class 9 contains 653 members Mstep: Class 10 contains 156922 members Mstep: Class 11 contains 138628 members Mstep: Class 12 contains 650 members Mstep: Class 14 contains 35490 members Mstep: Class 15 contains 33365 members Mstep: Class 16 contains 7018 members Mstep: Class 17 contains 5821 members Mstep: Class 18 contains 10940 members Mstep: Class 19 contains 1025 members Mstep: Class 20 contains 316 members Mstep: Class 21 contains 47405 members Entering Unmasked Estep ConsiderDeletion Score: -147558384.000000 Penalty: 164498.296875 Iteration 54Q: 21 clusters Score -1.475584e+08 nChanged 1753 Entering Unmasked Mstep Mstep: Class 0 contains 40 members Mstep: Class 1 contains 153090 members Mstep: Class 2 contains 8567 members Mstep: Class 3 contains 1383 members Mstep: Class 4 contains 2098 members Mstep: Class 5 contains 48389 members Mstep: Class 6 contains 1819 members Mstep: Class 7 contains 24791 members Mstep: Class 8 contains 898 members Mstep: Class 9 contains 653 members Mstep: Class 10 contains 157030 members Mstep: Class 11 contains 138240 members Mstep: Class 12 contains 650 members Mstep: Class 14 contains 34967 members Mstep: Class 15 contains 33812 members Mstep: Class 16 contains 7006 members Mstep: Class 17 contains 5773 members Mstep: Class 18 contains 10918 members Mstep: Class 19 contains 1023 members Mstep: Class 20 contains 316 members Mstep: Class 21 contains 47575 members Entering Unmasked Estep ConsiderDeletion Score: -147558688.000000 Penalty: 164498.296875 Iteration 55Q: 21 clusters Score -1.475587e+08 nChanged 1551 Entering Unmasked Mstep Mstep: Class 0 contains 40 members Mstep: Class 1 contains 153216 members Mstep: Class 2 contains 8536 members Mstep: Class 3 contains 1383 members Mstep: Class 4 contains 2098 members Mstep: Class 5 contains 48364 members Mstep: Class 6 contains 1819 members Mstep: Class 7 contains 24961 members Mstep: Class 8 contains 898 members Mstep: Class 9 contains 653 members Mstep: Class 10 contains 157081 members Mstep: Class 11 contains 137943 members Mstep: Class 12 contains 650 members Mstep: Class 14 contains 34511 members Mstep: Class 15 contains 34210 members Mstep: Class 16 contains 7002 members Mstep: Class 17 contains 5718 members Mstep: Class 18 contains 10895 members Mstep: Class 19 contains 1022 members Mstep: Class 20 contains 316 members Mstep: Class 21 contains 47722 members Entering Unmasked Estep ConsiderDeletion Score: -147559008.000000 Penalty: 164498.296875 Iteration 56Q: 21 clusters Score -1.47559e+08 nChanged 1340 Entering Unmasked Mstep Mstep: Class 0 contains 40 members Mstep: Class 1 contains 153322 members Mstep: Class 2 contains 8516 members Mstep: Class 3 contains 1383 members Mstep: Class 4 contains 2098 members Mstep: Class 5 contains 48346 members Mstep: Class 6 contains 1819 members Mstep: Class 7 contains 25114 members Mstep: Class 8 contains 898 members Mstep: Class 9 contains 653 members Mstep: Class 10 contains 157119 members Mstep: Class 11 contains 137669 members Mstep: Class 12 contains 650 members Mstep: Class 14 contains 34130 members Mstep: Class 15 contains 34523 members Mstep: Class 16 contains 6998 members Mstep: Class 17 contains 5670 members Mstep: Class 18 contains 10882 members Mstep: Class 19 contains 1023 members Mstep: Class 20 contains 316 members Mstep: Class 21 contains 47869 members Entering Unmasked Estep ConsiderDeletion Score: -147559120.000000 Penalty: 164498.296875 Iteration 57Q: 21 clusters Score -1.475591e+08 nChanged 1137 Entering Unmasked Mstep Mstep: Class 0 contains 40 members Mstep: Class 1 contains 153410 members Mstep: Class 2 contains 8490 members Mstep: Class 3 contains 1383 members Mstep: Class 4 contains 2097 members Mstep: Class 5 contains 48344 members Mstep: Class 6 contains 1819 members Mstep: Class 7 contains 25219 members Mstep: Class 8 contains 898 members Mstep: Class 9 contains 653 members Mstep: Class 10 contains 157183 members Mstep: Class 11 contains 137464 members Mstep: Class 12 contains 650 members Mstep: Class 14 contains 33813 members Mstep: Class 15 contains 34783 members Mstep: Class 16 contains 6995 members Mstep: Class 17 contains 5604 members Mstep: Class 18 contains 10873 members Mstep: Class 19 contains 1023 members Mstep: Class 20 contains 316 members Mstep: Class 21 contains 47981 members Entering Unmasked Estep ConsiderDeletion Score: -147559328.000000 Penalty: 164498.296875 Iteration 58Q: 21 clusters Score -1.475593e+08 nChanged 1014 Entering Unmasked Mstep Mstep: Class 0 contains 40 members Mstep: Class 1 contains 153503 members Mstep: Class 2 contains 8472 members Mstep: Class 3 contains 1383 members Mstep: Class 4 contains 2097 members Mstep: Class 5 contains 48340 members Mstep: Class 6 contains 1819 members Mstep: Class 7 contains 25309 members Mstep: Class 8 contains 898 members Mstep: Class 9 contains 653 members Mstep: Class 10 contains 157218 members Mstep: Class 11 contains 137305 members Mstep: Class 12 contains 650 members Mstep: Class 14 contains 33523 members Mstep: Class 15 contains 35005 members Mstep: Class 16 contains 6986 members Mstep: Class 17 contains 5545 members Mstep: Class 18 contains 10858 members Mstep: Class 19 contains 1023 members Mstep: Class 20 contains 316 members Mstep: Class 21 contains 48095 members Entering Unmasked Estep ConsiderDeletion Score: -147559600.000000 Penalty: 164498.296875 Iteration 59Q: 21 clusters Score -1.475596e+08 nChanged 838 Entering Unmasked Mstep Mstep: Class 0 contains 40 members Mstep: Class 1 contains 153572 members Mstep: Class 2 contains 8447 members Mstep: Class 3 contains 1383 members Mstep: Class 4 contains 2097 members Mstep: Class 5 contains 48343 members Mstep: Class 6 contains 1819 members Mstep: Class 7 contains 25385 members Mstep: Class 8 contains 898 members Mstep: Class 9 contains 653 members Mstep: Class 10 contains 157245 members Mstep: Class 11 contains 137172 members Mstep: Class 12 contains 650 members Mstep: Class 14 contains 33297 members Mstep: Class 15 contains 35187 members Mstep: Class 16 contains 6978 members Mstep: Class 17 contains 5498 members Mstep: Class 18 contains 10851 members Mstep: Class 19 contains 1024 members Mstep: Class 20 contains 316 members Mstep: Class 21 contains 48183 members Entering Unmasked Estep ConsiderDeletion Score: -147560064.000000 Penalty: 164498.296875 Iteration 60F: 21 clusters Score -1.475601e+08 nChanged 1163 Entering Unmasked Mstep Mstep: Class 0 contains 38 members Mstep: Class 1 contains 153636 members Mstep: Class 2 contains 8418 members Mstep: Class 3 contains 1383 members Mstep: Class 4 contains 2097 members Mstep: Class 5 contains 48340 members Mstep: Class 6 contains 1819 members Mstep: Class 7 contains 25448 members Mstep: Class 8 contains 898 members Mstep: Class 9 contains 653 members Mstep: Class 10 contains 157302 members Mstep: Class 11 contains 136972 members Mstep: Class 12 contains 651 members Mstep: Class 14 contains 32788 members Mstep: Class 15 contains 35722 members Mstep: Class 16 contains 6970 members Mstep: Class 17 contains 5455 members Mstep: Class 18 contains 10840 members Mstep: Class 19 contains 1031 members Mstep: Class 20 contains 312 members Mstep: Class 21 contains 48265 members Entering Unmasked Estep ConsiderDeletion Score: -147560400.000000 Penalty: 164498.296875 Iteration 61Q: 21 clusters Score -1.475604e+08 nChanged 1463 Entering Unmasked Mstep Mstep: Class 0 contains 37 members Mstep: Class 1 contains 153710 members Mstep: Class 2 contains 8392 members Mstep: Class 3 contains 1383 members Mstep: Class 4 contains 2096 members Mstep: Class 5 contains 48352 members Mstep: Class 6 contains 1819 members Mstep: Class 7 contains 25495 members Mstep: Class 8 contains 898 members Mstep: Class 9 contains 653 members Mstep: Class 10 contains 157344 members Mstep: Class 11 contains 136694 members Mstep: Class 12 contains 652 members Mstep: Class 14 contains 32243 members Mstep: Class 15 contains 36373 members Mstep: Class 16 contains 6966 members Mstep: Class 17 contains 5410 members Mstep: Class 18 contains 10821 members Mstep: Class 19 contains 1036 members Mstep: Class 20 contains 311 members Mstep: Class 21 contains 48353 members Entering Unmasked Estep ConsiderDeletion Score: -147560768.000000 Penalty: 164498.296875 Iteration 62Q: 21 clusters Score -1.475608e+08 nChanged 1505 Entering Unmasked Mstep Mstep: Class 0 contains 37 members Mstep: Class 1 contains 153788 members Mstep: Class 2 contains 8365 members Mstep: Class 3 contains 1383 members Mstep: Class 4 contains 2096 members Mstep: Class 5 contains 48363 members Mstep: Class 6 contains 1819 members Mstep: Class 7 contains 25547 members Mstep: Class 8 contains 898 members Mstep: Class 9 contains 653 members Mstep: Class 10 contains 157390 members Mstep: Class 11 contains 136376 members Mstep: Class 12 contains 652 members Mstep: Class 14 contains 31703 members Mstep: Class 15 contains 37020 members Mstep: Class 16 contains 6962 members Mstep: Class 17 contains 5384 members Mstep: Class 18 contains 10812 members Mstep: Class 19 contains 1042 members Mstep: Class 20 contains 310 members Mstep: Class 21 contains 48438 members Entering Unmasked Estep ConsiderDeletion Score: -147561472.000000 Penalty: 164498.296875 Iteration 63Q: 21 clusters Score -1.475615e+08 nChanged 1535 Entering Unmasked Mstep Mstep: Class 0 contains 37 members Mstep: Class 1 contains 153874 members Mstep: Class 2 contains 8347 members Mstep: Class 3 contains 1383 members Mstep: Class 4 contains 2095 members Mstep: Class 5 contains 48352 members Mstep: Class 6 contains 1819 members Mstep: Class 7 contains 25594 members Mstep: Class 8 contains 898 members Mstep: Class 9 contains 653 members Mstep: Class 10 contains 157413 members Mstep: Class 11 contains 136044 members Mstep: Class 12 contains 652 members Mstep: Class 14 contains 31152 members Mstep: Class 15 contains 37728 members Mstep: Class 16 contains 6960 members Mstep: Class 17 contains 5361 members Mstep: Class 18 contains 10804 members Mstep: Class 19 contains 1059 members Mstep: Class 20 contains 311 members Mstep: Class 21 contains 48502 members Entering Unmasked Estep ConsiderDeletion Score: -147561920.000000 Penalty: 164498.296875 Iteration 64Q: 21 clusters Score -1.475619e+08 nChanged 1554 Entering Unmasked Mstep Mstep: Class 0 contains 37 members Mstep: Class 1 contains 153953 members Mstep: Class 2 contains 8308 members Mstep: Class 3 contains 1383 members Mstep: Class 4 contains 2095 members Mstep: Class 5 contains 48376 members Mstep: Class 6 contains 1819 members Mstep: Class 7 contains 25671 members Mstep: Class 8 contains 898 members Mstep: Class 9 contains 653 members Mstep: Class 10 contains 157393 members Mstep: Class 11 contains 135743 members Mstep: Class 12 contains 652 members Mstep: Class 14 contains 30636 members Mstep: Class 15 contains 38401 members Mstep: Class 16 contains 6958 members Mstep: Class 17 contains 5326 members Mstep: Class 18 contains 10793 members Mstep: Class 19 contains 1070 members Mstep: Class 20 contains 311 members Mstep: Class 21 contains 48562 members Entering Unmasked Estep ConsiderDeletion Score: -147562112.000000 Penalty: 164498.296875 Iteration 65Q: 21 clusters Score -1.475621e+08 nChanged 1491 Entering Unmasked Mstep Mstep: Class 0 contains 37 members Mstep: Class 1 contains 154012 members Mstep: Class 2 contains 8281 members Mstep: Class 3 contains 1383 members Mstep: Class 4 contains 2094 members Mstep: Class 5 contains 48370 members Mstep: Class 6 contains 1819 members Mstep: Class 7 contains 25751 members Mstep: Class 8 contains 898 members Mstep: Class 9 contains 653 members Mstep: Class 10 contains 157392 members Mstep: Class 11 contains 135449 members Mstep: Class 12 contains 652 members Mstep: Class 14 contains 30161 members Mstep: Class 15 contains 39055 members Mstep: Class 16 contains 6953 members Mstep: Class 17 contains 5288 members Mstep: Class 18 contains 10788 members Mstep: Class 19 contains 1077 members Mstep: Class 20 contains 310 members Mstep: Class 21 contains 48615 members Entering Unmasked Estep ConsiderDeletion Score: -147562640.000000 Penalty: 164498.296875 Iteration 66Q: 21 clusters Score -1.475626e+08 nChanged 1433 Entering Unmasked Mstep Mstep: Class 0 contains 37 members Mstep: Class 1 contains 154077 members Mstep: Class 2 contains 8245 members Mstep: Class 3 contains 1383 members Mstep: Class 4 contains 2094 members Mstep: Class 5 contains 48376 members Mstep: Class 6 contains 1819 members Mstep: Class 7 contains 25829 members Mstep: Class 8 contains 898 members Mstep: Class 9 contains 653 members Mstep: Class 10 contains 157401 members Mstep: Class 11 contains 135143 members Mstep: Class 12 contains 652 members Mstep: Class 14 contains 29710 members Mstep: Class 15 contains 39654 members Mstep: Class 16 contains 6950 members Mstep: Class 17 contains 5244 members Mstep: Class 18 contains 10784 members Mstep: Class 19 contains 1080 members Mstep: Class 20 contains 310 members Mstep: Class 21 contains 48699 members Entering Unmasked Estep ConsiderDeletion Score: -147562800.000000 Penalty: 164498.296875 Iteration 67Q: 21 clusters Score -1.475628e+08 nChanged 1292 Entering Unmasked Mstep Mstep: Class 0 contains 37 members Mstep: Class 1 contains 154132 members Mstep: Class 2 contains 8221 members Mstep: Class 3 contains 1383 members Mstep: Class 4 contains 2094 members Mstep: Class 5 contains 48378 members Mstep: Class 6 contains 1819 members Mstep: Class 7 contains 25898 members Mstep: Class 8 contains 898 members Mstep: Class 9 contains 653 members Mstep: Class 10 contains 157437 members Mstep: Class 11 contains 134885 members Mstep: Class 12 contains 652 members Mstep: Class 14 contains 29315 members Mstep: Class 15 contains 40146 members Mstep: Class 16 contains 6948 members Mstep: Class 17 contains 5194 members Mstep: Class 18 contains 10783 members Mstep: Class 19 contains 1089 members Mstep: Class 20 contains 310 members Mstep: Class 21 contains 48766 members Entering Unmasked Estep ConsiderDeletion Score: -147563184.000000 Penalty: 164498.296875 Iteration 68Q: 21 clusters Score -1.475632e+08 nChanged 1170 Entering Unmasked Mstep Mstep: Class 0 contains 37 members Mstep: Class 1 contains 154193 members Mstep: Class 2 contains 8192 members Mstep: Class 3 contains 1383 members Mstep: Class 4 contains 2094 members Mstep: Class 5 contains 48379 members Mstep: Class 6 contains 1819 members Mstep: Class 7 contains 25962 members Mstep: Class 8 contains 898 members Mstep: Class 9 contains 653 members Mstep: Class 10 contains 157450 members Mstep: Class 11 contains 134695 members Mstep: Class 12 contains 652 members Mstep: Class 14 contains 28932 members Mstep: Class 15 contains 40578 members Mstep: Class 16 contains 6944 members Mstep: Class 17 contains 5145 members Mstep: Class 18 contains 10780 members Mstep: Class 19 contains 1094 members Mstep: Class 20 contains 310 members Mstep: Class 21 contains 48848 members Entering Unmasked Estep ConsiderDeletion Score: -147563808.000000 Penalty: 164498.296875 Iteration 69Q: 21 clusters Score -1.475638e+08 nChanged 1048 Entering Unmasked Mstep Mstep: Class 0 contains 37 members Mstep: Class 1 contains 154264 members Mstep: Class 2 contains 8172 members Mstep: Class 3 contains 1383 members Mstep: Class 4 contains 2094 members Mstep: Class 5 contains 48379 members Mstep: Class 6 contains 1819 members Mstep: Class 7 contains 26031 members Mstep: Class 8 contains 898 members Mstep: Class 9 contains 653 members Mstep: Class 10 contains 157444 members Mstep: Class 11 contains 134533 members Mstep: Class 12 contains 652 members Mstep: Class 14 contains 28586 members Mstep: Class 15 contains 40945 members Mstep: Class 16 contains 6944 members Mstep: Class 17 contains 5104 members Mstep: Class 18 contains 10786 members Mstep: Class 19 contains 1101 members Mstep: Class 20 contains 310 members Mstep: Class 21 contains 48903 members Entering Unmasked Estep ConsiderDeletion Score: -147563696.000000 Penalty: 164498.296875 Iteration 70Q: 21 clusters Score -1.475637e+08 nChanged 910 Entering Unmasked Mstep Mstep: Class 0 contains 37 members Mstep: Class 1 contains 154317 members Mstep: Class 2 contains 8147 members Mstep: Class 3 contains 1383 members Mstep: Class 4 contains 2094 members Mstep: Class 5 contains 48379 members Mstep: Class 6 contains 1819 members Mstep: Class 7 contains 26095 members Mstep: Class 8 contains 898 members Mstep: Class 9 contains 653 members Mstep: Class 10 contains 157454 members Mstep: Class 11 contains 134398 members Mstep: Class 12 contains 652 members Mstep: Class 14 contains 28318 members Mstep: Class 15 contains 41239 members Mstep: Class 16 contains 6942 members Mstep: Class 17 contains 5063 members Mstep: Class 18 contains 10783 members Mstep: Class 19 contains 1102 members Mstep: Class 20 contains 310 members Mstep: Class 21 contains 48955 members Entering Unmasked Estep ConsiderDeletion Score: -147564000.000000 Penalty: 164498.296875 Iteration 71Q: 21 clusters Score -1.47564e+08 nChanged 746 Entering Unmasked Mstep Mstep: Class 0 contains 37 members Mstep: Class 1 contains 154363 members Mstep: Class 2 contains 8133 members Mstep: Class 3 contains 1383 members Mstep: Class 4 contains 2094 members Mstep: Class 5 contains 48380 members Mstep: Class 6 contains 1819 members Mstep: Class 7 contains 26142 members Mstep: Class 8 contains 898 members Mstep: Class 9 contains 653 members Mstep: Class 10 contains 157473 members Mstep: Class 11 contains 134324 members Mstep: Class 12 contains 652 members Mstep: Class 14 contains 28056 members Mstep: Class 15 contains 41464 members Mstep: Class 16 contains 6940 members Mstep: Class 17 contains 5013 members Mstep: Class 18 contains 10781 members Mstep: Class 19 contains 1106 members Mstep: Class 20 contains 310 members Mstep: Class 21 contains 49017 members Entering Unmasked Estep ConsiderDeletion Score: -147563664.000000 Penalty: 164498.296875 Iteration 72Q: 21 clusters Score -1.475637e+08 nChanged 660 Entering Unmasked Mstep Mstep: Class 0 contains 37 members Mstep: Class 1 contains 154434 members Mstep: Class 2 contains 8109 members Mstep: Class 3 contains 1383 members Mstep: Class 4 contains 2093 members Mstep: Class 5 contains 48378 members Mstep: Class 6 contains 1819 members Mstep: Class 7 contains 26185 members Mstep: Class 8 contains 898 members Mstep: Class 9 contains 653 members Mstep: Class 10 contains 157504 members Mstep: Class 11 contains 134238 members Mstep: Class 12 contains 652 members Mstep: Class 14 contains 27806 members Mstep: Class 15 contains 41667 members Mstep: Class 16 contains 6938 members Mstep: Class 17 contains 4978 members Mstep: Class 18 contains 10778 members Mstep: Class 19 contains 1109 members Mstep: Class 20 contains 310 members Mstep: Class 21 contains 49069 members Entering Unmasked Estep ConsiderDeletion Score: -147563872.000000 Penalty: 164498.296875 Iteration 73Q: 21 clusters Score -1.475639e+08 nChanged 587 Entering Unmasked Mstep Mstep: Class 0 contains 37 members Mstep: Class 1 contains 154504 members Mstep: Class 2 contains 8102 members Mstep: Class 3 contains 1383 members Mstep: Class 4 contains 2093 members Mstep: Class 5 contains 48378 members Mstep: Class 6 contains 1819 members Mstep: Class 7 contains 26233 members Mstep: Class 8 contains 898 members Mstep: Class 9 contains 653 members Mstep: Class 10 contains 157514 members Mstep: Class 11 contains 134145 members Mstep: Class 12 contains 652 members Mstep: Class 14 contains 27591 members Mstep: Class 15 contains 41831 members Mstep: Class 16 contains 6936 members Mstep: Class 17 contains 4953 members Mstep: Class 18 contains 10774 members Mstep: Class 19 contains 1114 members Mstep: Class 20 contains 310 members Mstep: Class 21 contains 49118 members Entering Unmasked Estep ConsiderDeletion Score: -147563840.000000 Penalty: 164498.296875 Iteration 74Q: 21 clusters Score -1.475638e+08 nChanged 526 Entering Unmasked Mstep Mstep: Class 0 contains 37 members Mstep: Class 1 contains 154558 members Mstep: Class 2 contains 8087 members Mstep: Class 3 contains 1383 members Mstep: Class 4 contains 2093 members Mstep: Class 5 contains 48381 members Mstep: Class 6 contains 1819 members Mstep: Class 7 contains 26287 members Mstep: Class 8 contains 898 members Mstep: Class 9 contains 653 members Mstep: Class 10 contains 157499 members Mstep: Class 11 contains 134069 members Mstep: Class 12 contains 652 members Mstep: Class 14 contains 27405 members Mstep: Class 15 contains 41970 members Mstep: Class 16 contains 6934 members Mstep: Class 17 contains 4935 members Mstep: Class 18 contains 10776 members Mstep: Class 19 contains 1120 members Mstep: Class 20 contains 310 members Mstep: Class 21 contains 49172 members Entering Unmasked Estep ConsiderDeletion Score: -147564016.000000 Penalty: 164498.296875 Iteration 75Q: 21 clusters Score -1.47564e+08 nChanged 468 Entering Unmasked Mstep Mstep: Class 0 contains 37 members Mstep: Class 1 contains 154604 members Mstep: Class 2 contains 8083 members Mstep: Class 3 contains 1383 members Mstep: Class 4 contains 2093 members Mstep: Class 5 contains 48377 members Mstep: Class 6 contains 1819 members Mstep: Class 7 contains 26346 members Mstep: Class 8 contains 898 members Mstep: Class 9 contains 653 members Mstep: Class 10 contains 157462 members Mstep: Class 11 contains 134012 members Mstep: Class 12 contains 652 members Mstep: Class 14 contains 27245 members Mstep: Class 15 contains 42116 members Mstep: Class 16 contains 6934 members Mstep: Class 17 contains 4920 members Mstep: Class 18 contains 10771 members Mstep: Class 19 contains 1123 members Mstep: Class 20 contains 310 members Mstep: Class 21 contains 49200 members Entering Unmasked Estep ConsiderDeletion Score: -147564000.000000 Penalty: 164498.296875 Iteration 76Q: 21 clusters Score -1.47564e+08 nChanged 409 Entering Unmasked Mstep Mstep: Class 0 contains 37 members Mstep: Class 1 contains 154640 members Mstep: Class 2 contains 8075 members Mstep: Class 3 contains 1383 members Mstep: Class 4 contains 2093 members Mstep: Class 5 contains 48379 members Mstep: Class 6 contains 1819 members Mstep: Class 7 contains 26390 members Mstep: Class 8 contains 898 members Mstep: Class 9 contains 653 members Mstep: Class 10 contains 157461 members Mstep: Class 11 contains 133956 members Mstep: Class 12 contains 652 members Mstep: Class 14 contains 27115 members Mstep: Class 15 contains 42221 members Mstep: Class 16 contains 6933 members Mstep: Class 17 contains 4898 members Mstep: Class 18 contains 10771 members Mstep: Class 19 contains 1125 members Mstep: Class 20 contains 310 members Mstep: Class 21 contains 49229 members Entering Unmasked Estep ConsiderDeletion Score: -147563920.000000 Penalty: 164498.296875 Iteration 77Q: 21 clusters Score -1.475639e+08 nChanged 361 Entering Unmasked Mstep Mstep: Class 0 contains 37 members Mstep: Class 1 contains 154668 members Mstep: Class 2 contains 8065 members Mstep: Class 3 contains 1383 members Mstep: Class 4 contains 2093 members Mstep: Class 5 contains 48375 members Mstep: Class 6 contains 1819 members Mstep: Class 7 contains 26423 members Mstep: Class 8 contains 898 members Mstep: Class 9 contains 653 members Mstep: Class 10 contains 157470 members Mstep: Class 11 contains 133904 members Mstep: Class 12 contains 652 members Mstep: Class 14 contains 27012 members Mstep: Class 15 contains 42314 members Mstep: Class 16 contains 6931 members Mstep: Class 17 contains 4879 members Mstep: Class 18 contains 10768 members Mstep: Class 19 contains 1129 members Mstep: Class 20 contains 310 members Mstep: Class 21 contains 49255 members Entering Unmasked Estep ConsiderDeletion Score: -147564224.000000 Penalty: 164498.296875 Iteration 78Q: 21 clusters Score -1.475642e+08 nChanged 313 Entering ConstructFrom: Score: -147564224.000000 Penalty: 164498.296875 Entering ConstructFrom: Trying to split cluster 1 (154696 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 154696 members Entering Unmasked Estep Score: -34056572.000000 Penalty: 7318.895508 Iteration 0F: 2 clusters Score -3.405657e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 77354 members Mstep: Class 2 contains 77342 members Entering Unmasked Estep Score: -33956296.000000 Penalty: 14637.791016 Iteration 0F: 3 clusters Score -3.39563e+07 nChanged 71854 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 76668 members Mstep: Class 2 contains 78028 members Entering Unmasked Estep Score: -33996712.000000 Penalty: 14637.791016 Iteration 1F: 3 clusters Score -3.399671e+07 nChanged 5381 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 76185 members Mstep: Class 2 contains 78511 members Entering Unmasked Estep Score: -33997836.000000 Penalty: 14637.791016 Iteration 2Q: 3 clusters Score -3.399784e+07 nChanged 4886 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 75409 members Mstep: Class 2 contains 79287 members Entering Unmasked Estep Score: -33998932.000000 Penalty: 14637.791016 Iteration 3Q: 3 clusters Score -3.399893e+07 nChanged 4589 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74390 members Mstep: Class 2 contains 80306 members Entering Unmasked Estep Score: -34000040.000000 Penalty: 14637.791016 Iteration 4Q: 3 clusters Score -3.400004e+07 nChanged 4419 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72965 members Mstep: Class 2 contains 81731 members Entering Unmasked Estep Score: -34000956.000000 Penalty: 14637.791016 Iteration 5Q: 3 clusters Score -3.400096e+07 nChanged 4683 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70904 members Mstep: Class 2 contains 83792 members Entering Unmasked Estep Score: -34002332.000000 Penalty: 14637.791016 Iteration 6Q: 3 clusters Score -3.400233e+07 nChanged 5341 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67915 members Mstep: Class 2 contains 86781 members Entering Unmasked Estep Score: -34003904.000000 Penalty: 14637.791016 Iteration 7Q: 3 clusters Score -3.40039e+07 nChanged 6350 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63785 members Mstep: Class 2 contains 90911 members Entering Unmasked Estep Score: -34006488.000000 Penalty: 14637.791016 Iteration 8Q: 3 clusters Score -3.400649e+07 nChanged 7780 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58179 members Mstep: Class 2 contains 96517 members Entering Unmasked Estep Score: -34010244.000000 Penalty: 14637.791016 Iteration 9F: 3 clusters Score -3.401024e+07 nChanged 9215 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50960 members Mstep: Class 2 contains 103736 members Entering Unmasked Estep Score: -34015376.000000 Penalty: 14637.791016 Iteration 10F: 3 clusters Score -3.401538e+07 nChanged 9968 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42652 members Mstep: Class 2 contains 112044 members Entering Unmasked Estep Score: -34021992.000000 Penalty: 14637.791016 Iteration 11F: 3 clusters Score -3.402199e+07 nChanged 9819 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34053 members Mstep: Class 2 contains 120643 members Entering Unmasked Estep Score: -34028800.000000 Penalty: 14637.791016 Iteration 12F: 3 clusters Score -3.40288e+07 nChanged 8685 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26020 members Mstep: Class 2 contains 128676 members Entering Unmasked Estep Score: -34034340.000000 Penalty: 14637.791016 Iteration 13F: 3 clusters Score -3.403434e+07 nChanged 7061 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19179 members Mstep: Class 2 contains 135517 members Entering Unmasked Estep Score: -34039116.000000 Penalty: 14637.791016 Iteration 14Q: 3 clusters Score -3.403912e+07 nChanged 5548 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13687 members Mstep: Class 2 contains 141009 members Entering Unmasked Estep Score: -34042624.000000 Penalty: 14637.791016 Iteration 15Q: 3 clusters Score -3.404262e+07 nChanged 4275 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9448 members Mstep: Class 2 contains 145248 members Entering Unmasked Estep Score: -34045044.000000 Penalty: 14637.791016 Iteration 16Q: 3 clusters Score -3.404504e+07 nChanged 2963 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6507 members Mstep: Class 2 contains 148189 members Entering Unmasked Estep Score: -34047148.000000 Penalty: 14637.791016 Iteration 17Q: 3 clusters Score -3.404715e+07 nChanged 1932 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4635 members Mstep: Class 2 contains 150061 members Entering Unmasked Estep Score: -34048288.000000 Penalty: 14637.791016 Iteration 18Q: 3 clusters Score -3.404829e+07 nChanged 1233 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3462 members Mstep: Class 2 contains 151234 members Entering Unmasked Estep Score: -34049040.000000 Penalty: 14637.791016 Iteration 19Q: 3 clusters Score -3.404904e+07 nChanged 854 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2690 members Mstep: Class 2 contains 152006 members Entering Unmasked Estep Score: -34049692.000000 Penalty: 14637.791016 Iteration 20F: 3 clusters Score -3.404969e+07 nChanged 549 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2209 members Mstep: Class 2 contains 152487 members Entering Unmasked Estep Score: -34049992.000000 Penalty: 14637.791016 Iteration 21Q: 3 clusters Score -3.404999e+07 nChanged 349 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1916 members Mstep: Class 2 contains 152780 members Entering Unmasked Estep Score: -34050236.000000 Penalty: 14637.791016 Iteration 22Q: 3 clusters Score -3.405024e+07 nChanged 238 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1718 members Mstep: Class 2 contains 152978 members Entering Unmasked Estep Score: -34050324.000000 Penalty: 14637.791016 Iteration 23Q: 3 clusters Score -3.405032e+07 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1592 members Mstep: Class 2 contains 153104 members Entering Unmasked Estep Score: -34050432.000000 Penalty: 14637.791016 Iteration 24Q: 3 clusters Score -3.405043e+07 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1510 members Mstep: Class 2 contains 153186 members Entering Unmasked Estep Score: -34050464.000000 Penalty: 14637.791016 Iteration 25Q: 3 clusters Score -3.405046e+07 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1449 members Mstep: Class 2 contains 153247 members Entering Unmasked Estep Score: -34050540.000000 Penalty: 14637.791016 Iteration 26Q: 3 clusters Score -3.405054e+07 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1404 members Mstep: Class 2 contains 153292 members Entering Unmasked Estep Score: -34050584.000000 Penalty: 14637.791016 Iteration 27Q: 3 clusters Score -3.405058e+07 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1367 members Mstep: Class 2 contains 153329 members Entering Unmasked Estep Score: -34050600.000000 Penalty: 14637.791016 Iteration 28Q: 3 clusters Score -3.40506e+07 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1346 members Mstep: Class 2 contains 153350 members Entering Unmasked Estep Score: -34050644.000000 Penalty: 14637.791016 Iteration 29Q: 3 clusters Score -3.405064e+07 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1314 members Mstep: Class 2 contains 153382 members Entering Unmasked Estep Score: -34050644.000000 Penalty: 14637.791016 Iteration 30Q: 3 clusters Score -3.405064e+07 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1292 members Mstep: Class 2 contains 153404 members Entering Unmasked Estep Score: -34050652.000000 Penalty: 14637.791016 Iteration 31Q: 3 clusters Score -3.405065e+07 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1273 members Mstep: Class 2 contains 153423 members Entering Unmasked Estep Score: -34050664.000000 Penalty: 14637.791016 Iteration 32Q: 3 clusters Score -3.405066e+07 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1258 members Mstep: Class 2 contains 153438 members Entering Unmasked Estep Score: -34050660.000000 Penalty: 14637.791016 Iteration 33Q: 3 clusters Score -3.405066e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1252 members Mstep: Class 2 contains 153444 members Entering Unmasked Estep Score: -34050672.000000 Penalty: 14637.791016 Iteration 34Q: 3 clusters Score -3.405067e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1243 members Mstep: Class 2 contains 153453 members Entering Unmasked Estep Score: -34050700.000000 Penalty: 14637.791016 Iteration 35Q: 3 clusters Score -3.40507e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1238 members Mstep: Class 2 contains 153458 members Entering Unmasked Estep Score: -34050716.000000 Penalty: 14637.791016 Iteration 36Q: 3 clusters Score -3.405072e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1232 members Mstep: Class 2 contains 153464 members Entering Unmasked Estep Score: -34050716.000000 Penalty: 14637.791016 Iteration 37Q: 3 clusters Score -3.405072e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1226 members Mstep: Class 2 contains 153470 members Entering Unmasked Estep Score: -34050708.000000 Penalty: 14637.791016 Iteration 38Q: 3 clusters Score -3.405071e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1221 members Mstep: Class 2 contains 153475 members Entering Unmasked Estep Score: -34050728.000000 Penalty: 14637.791016 Iteration 39Q: 3 clusters Score -3.405073e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1216 members Mstep: Class 2 contains 153480 members Entering Unmasked Estep Score: -34050748.000000 Penalty: 14637.791016 Iteration 40F: 3 clusters Score -3.405075e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1213 members Mstep: Class 2 contains 153483 members Entering Unmasked Estep Score: -34050744.000000 Penalty: 14637.791016 Iteration 41Q: 3 clusters Score -3.405074e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1212 members Mstep: Class 2 contains 153484 members Entering Unmasked Estep Score: -34050752.000000 Penalty: 14637.791016 Iteration 42Q: 3 clusters Score -3.405075e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1211 members Mstep: Class 2 contains 153485 members Entering Unmasked Estep Score: -34050740.000000 Penalty: 14637.791016 Iteration 43Q: 3 clusters Score -3.405074e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1209 members Mstep: Class 2 contains 153487 members Entering Unmasked Estep Score: -34050748.000000 Penalty: 14637.791016 Iteration 44Q: 3 clusters Score -3.405075e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1207 members Mstep: Class 2 contains 153489 members Entering Unmasked Estep Score: -34050748.000000 Penalty: 14637.791016 Iteration 45Q: 3 clusters Score -3.405075e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1206 members Mstep: Class 2 contains 153490 members Entering Unmasked Estep Score: -34050760.000000 Penalty: 14637.791016 Iteration 46Q: 3 clusters Score -3.405076e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1205 members Mstep: Class 2 contains 153491 members Entering Unmasked Estep Score: -34050760.000000 Penalty: 14637.791016 Iteration 47Q: 3 clusters Score -3.405076e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1203 members Mstep: Class 2 contains 153493 members Entering Unmasked Estep Score: -34050748.000000 Penalty: 14637.791016 Iteration 48Q: 3 clusters Score -3.405075e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1202 members Mstep: Class 2 contains 153494 members Entering Unmasked Estep Score: -34050768.000000 Penalty: 14637.791016 Iteration 49Q: 3 clusters Score -3.405077e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1197 members Mstep: Class 2 contains 153499 members Entering Unmasked Estep Score: -34050776.000000 Penalty: 14637.791016 Iteration 50Q: 3 clusters Score -3.405078e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1193 members Mstep: Class 2 contains 153503 members Entering Unmasked Estep Score: -34050748.000000 Penalty: 14637.791016 Iteration 51Q: 3 clusters Score -3.405075e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1189 members Mstep: Class 2 contains 153507 members Entering Unmasked Estep Score: -34050756.000000 Penalty: 14637.791016 Iteration 52Q: 3 clusters Score -3.405076e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1185 members Mstep: Class 2 contains 153511 members Entering Unmasked Estep Score: -34050760.000000 Penalty: 14637.791016 Iteration 53Q: 3 clusters Score -3.405076e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1183 members Mstep: Class 2 contains 153513 members Entering Unmasked Estep Score: -34050740.000000 Penalty: 14637.791016 Iteration 54Q: 3 clusters Score -3.405074e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1183 members Mstep: Class 2 contains 153513 members Entering Unmasked Estep Score: -34050744.000000 Penalty: 14637.791016 Iteration 55Q: 3 clusters Score -3.405074e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1183 members Mstep: Class 2 contains 153513 members Entering Unmasked Estep Score: -34050744.000000 Penalty: 14637.791016 Iteration 56F: 3 clusters Score -3.405074e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (8046 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8046 members Entering Unmasked Estep Score: -1686103.625000 Penalty: 5508.169922 Iteration 0F: 2 clusters Score -1686104 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3998 members Mstep: Class 2 contains 4048 members Entering Unmasked Estep Score: -1677085.875000 Penalty: 11016.339844 Iteration 0F: 3 clusters Score -1677086 nChanged 2856 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3980 members Mstep: Class 2 contains 4066 members Entering Unmasked Estep Score: -1678969.625000 Penalty: 11016.339844 Iteration 1F: 3 clusters Score -1678970 nChanged 655 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3989 members Mstep: Class 2 contains 4057 members Entering Unmasked Estep Score: -1679561.500000 Penalty: 11016.339844 Iteration 2F: 3 clusters Score -1679562 nChanged 443 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4048 members Mstep: Class 2 contains 3998 members Entering Unmasked Estep Score: -1679922.750000 Penalty: 11016.339844 Iteration 3F: 3 clusters Score -1679923 nChanged 346 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4124 members Mstep: Class 2 contains 3922 members Entering Unmasked Estep Score: -1680173.125000 Penalty: 11016.339844 Iteration 4Q: 3 clusters Score -1680173 nChanged 273 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4227 members Mstep: Class 2 contains 3819 members Entering Unmasked Estep Score: -1680381.000000 Penalty: 11016.339844 Iteration 5Q: 3 clusters Score -1680381 nChanged 248 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4329 members Mstep: Class 2 contains 3717 members Entering Unmasked Estep Score: -1680550.875000 Penalty: 11016.339844 Iteration 6Q: 3 clusters Score -1680551 nChanged 216 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4411 members Mstep: Class 2 contains 3635 members Entering Unmasked Estep Score: -1680690.875000 Penalty: 11016.339844 Iteration 7Q: 3 clusters Score -1680691 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4473 members Mstep: Class 2 contains 3573 members Entering Unmasked Estep Score: -1680790.875000 Penalty: 11016.339844 Iteration 8Q: 3 clusters Score -1680791 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4529 members Mstep: Class 2 contains 3517 members Entering Unmasked Estep Score: -1680873.125000 Penalty: 11016.339844 Iteration 9Q: 3 clusters Score -1680873 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4590 members Mstep: Class 2 contains 3456 members Entering Unmasked Estep Score: -1680954.375000 Penalty: 11016.339844 Iteration 10Q: 3 clusters Score -1680954 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4638 members Mstep: Class 2 contains 3408 members Entering Unmasked Estep Score: -1681017.375000 Penalty: 11016.339844 Iteration 11Q: 3 clusters Score -1681017 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4679 members Mstep: Class 2 contains 3367 members Entering Unmasked Estep Score: -1681076.000000 Penalty: 11016.339844 Iteration 12Q: 3 clusters Score -1681076 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4727 members Mstep: Class 2 contains 3319 members Entering Unmasked Estep Score: -1681118.375000 Penalty: 11016.339844 Iteration 13Q: 3 clusters Score -1681118 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4754 members Mstep: Class 2 contains 3292 members Entering Unmasked Estep Score: -1681150.000000 Penalty: 11016.339844 Iteration 14Q: 3 clusters Score -1681150 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4780 members Mstep: Class 2 contains 3266 members Entering Unmasked Estep Score: -1681189.125000 Penalty: 11016.339844 Iteration 15Q: 3 clusters Score -1681189 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4825 members Mstep: Class 2 contains 3221 members Entering Unmasked Estep Score: -1681224.875000 Penalty: 11016.339844 Iteration 16Q: 3 clusters Score -1681225 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4869 members Mstep: Class 2 contains 3177 members Entering Unmasked Estep Score: -1681256.625000 Penalty: 11016.339844 Iteration 17Q: 3 clusters Score -1681257 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4910 members Mstep: Class 2 contains 3136 members Entering Unmasked Estep Score: -1681294.500000 Penalty: 11016.339844 Iteration 18Q: 3 clusters Score -1681294 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4946 members Mstep: Class 2 contains 3100 members Entering Unmasked Estep Score: -1681318.500000 Penalty: 11016.339844 Iteration 19Q: 3 clusters Score -1681318 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4972 members Mstep: Class 2 contains 3074 members Entering Unmasked Estep Score: -1681342.875000 Penalty: 11016.339844 Iteration 20F: 3 clusters Score -1681343 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5000 members Mstep: Class 2 contains 3046 members Entering Unmasked Estep Score: -1681367.625000 Penalty: 11016.339844 Iteration 21Q: 3 clusters Score -1681368 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5038 members Mstep: Class 2 contains 3008 members Entering Unmasked Estep Score: -1681401.500000 Penalty: 11016.339844 Iteration 22Q: 3 clusters Score -1681402 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5065 members Mstep: Class 2 contains 2981 members Entering Unmasked Estep Score: -1681427.500000 Penalty: 11016.339844 Iteration 23Q: 3 clusters Score -1681428 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5101 members Mstep: Class 2 contains 2945 members Entering Unmasked Estep Score: -1681459.750000 Penalty: 11016.339844 Iteration 24Q: 3 clusters Score -1681460 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5143 members Mstep: Class 2 contains 2903 members Entering Unmasked Estep Score: -1681491.250000 Penalty: 11016.339844 Iteration 25Q: 3 clusters Score -1681491 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5181 members Mstep: Class 2 contains 2865 members Entering Unmasked Estep Score: -1681528.000000 Penalty: 11016.339844 Iteration 26Q: 3 clusters Score -1681528 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5221 members Mstep: Class 2 contains 2825 members Entering Unmasked Estep Score: -1681566.625000 Penalty: 11016.339844 Iteration 27Q: 3 clusters Score -1681567 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5256 members Mstep: Class 2 contains 2790 members Entering Unmasked Estep Score: -1681595.500000 Penalty: 11016.339844 Iteration 28Q: 3 clusters Score -1681596 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5307 members Mstep: Class 2 contains 2739 members Entering Unmasked Estep Score: -1681623.125000 Penalty: 11016.339844 Iteration 29Q: 3 clusters Score -1681623 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5339 members Mstep: Class 2 contains 2707 members Entering Unmasked Estep Score: -1681652.250000 Penalty: 11016.339844 Iteration 30Q: 3 clusters Score -1681652 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5368 members Mstep: Class 2 contains 2678 members Entering Unmasked Estep Score: -1681682.000000 Penalty: 11016.339844 Iteration 31Q: 3 clusters Score -1681682 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5407 members Mstep: Class 2 contains 2639 members Entering Unmasked Estep Score: -1681710.875000 Penalty: 11016.339844 Iteration 32Q: 3 clusters Score -1681711 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5440 members Mstep: Class 2 contains 2606 members Entering Unmasked Estep Score: -1681732.000000 Penalty: 11016.339844 Iteration 33Q: 3 clusters Score -1681732 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5463 members Mstep: Class 2 contains 2583 members Entering Unmasked Estep Score: -1681754.125000 Penalty: 11016.339844 Iteration 34Q: 3 clusters Score -1681754 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5490 members Mstep: Class 2 contains 2556 members Entering Unmasked Estep Score: -1681777.000000 Penalty: 11016.339844 Iteration 35Q: 3 clusters Score -1681777 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5528 members Mstep: Class 2 contains 2518 members Entering Unmasked Estep Score: -1681799.500000 Penalty: 11016.339844 Iteration 36Q: 3 clusters Score -1681800 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5563 members Mstep: Class 2 contains 2483 members Entering Unmasked Estep Score: -1681826.250000 Penalty: 11016.339844 Iteration 37Q: 3 clusters Score -1681826 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5587 members Mstep: Class 2 contains 2459 members Entering Unmasked Estep Score: -1681841.500000 Penalty: 11016.339844 Iteration 38Q: 3 clusters Score -1681842 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5609 members Mstep: Class 2 contains 2437 members Entering Unmasked Estep Score: -1681867.375000 Penalty: 11016.339844 Iteration 39Q: 3 clusters Score -1681867 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5628 members Mstep: Class 2 contains 2418 members Entering Unmasked Estep Score: -1681882.875000 Penalty: 11016.339844 Iteration 40F: 3 clusters Score -1681883 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5654 members Mstep: Class 2 contains 2392 members Entering Unmasked Estep Score: -1681898.625000 Penalty: 11016.339844 Iteration 41Q: 3 clusters Score -1681899 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5685 members Mstep: Class 2 contains 2361 members Entering Unmasked Estep Score: -1681917.250000 Penalty: 11016.339844 Iteration 42Q: 3 clusters Score -1681917 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5705 members Mstep: Class 2 contains 2341 members Entering Unmasked Estep Score: -1681930.500000 Penalty: 11016.339844 Iteration 43Q: 3 clusters Score -1681930 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5723 members Mstep: Class 2 contains 2323 members Entering Unmasked Estep Score: -1681943.500000 Penalty: 11016.339844 Iteration 44Q: 3 clusters Score -1681944 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5738 members Mstep: Class 2 contains 2308 members Entering Unmasked Estep Score: -1681952.000000 Penalty: 11016.339844 Iteration 45Q: 3 clusters Score -1681952 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5752 members Mstep: Class 2 contains 2294 members Entering Unmasked Estep Score: -1681969.000000 Penalty: 11016.339844 Iteration 46Q: 3 clusters Score -1681969 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5763 members Mstep: Class 2 contains 2283 members Entering Unmasked Estep Score: -1681973.750000 Penalty: 11016.339844 Iteration 47Q: 3 clusters Score -1681974 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5779 members Mstep: Class 2 contains 2267 members Entering Unmasked Estep Score: -1681981.875000 Penalty: 11016.339844 Iteration 48Q: 3 clusters Score -1681982 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5797 members Mstep: Class 2 contains 2249 members Entering Unmasked Estep Score: -1681992.125000 Penalty: 11016.339844 Iteration 49Q: 3 clusters Score -1681992 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5816 members Mstep: Class 2 contains 2230 members Entering Unmasked Estep Score: -1682000.000000 Penalty: 11016.339844 Iteration 50Q: 3 clusters Score -1682000 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5840 members Mstep: Class 2 contains 2206 members Entering Unmasked Estep Score: -1682022.375000 Penalty: 11016.339844 Iteration 51Q: 3 clusters Score -1682022 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5867 members Mstep: Class 2 contains 2179 members Entering Unmasked Estep Score: -1682036.625000 Penalty: 11016.339844 Iteration 52Q: 3 clusters Score -1682037 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5887 members Mstep: Class 2 contains 2159 members Entering Unmasked Estep Score: -1682050.375000 Penalty: 11016.339844 Iteration 53Q: 3 clusters Score -1682050 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5900 members Mstep: Class 2 contains 2146 members Entering Unmasked Estep Score: -1682055.375000 Penalty: 11016.339844 Iteration 54Q: 3 clusters Score -1682055 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5912 members Mstep: Class 2 contains 2134 members Entering Unmasked Estep Score: -1682063.500000 Penalty: 11016.339844 Iteration 55Q: 3 clusters Score -1682064 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5920 members Mstep: Class 2 contains 2126 members Entering Unmasked Estep Score: -1682067.125000 Penalty: 11016.339844 Iteration 56Q: 3 clusters Score -1682067 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5930 members Mstep: Class 2 contains 2116 members Entering Unmasked Estep Score: -1682083.625000 Penalty: 11016.339844 Iteration 57Q: 3 clusters Score -1682084 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5939 members Mstep: Class 2 contains 2107 members Entering Unmasked Estep Score: -1682085.375000 Penalty: 11016.339844 Iteration 58Q: 3 clusters Score -1682085 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5951 members Mstep: Class 2 contains 2095 members Entering Unmasked Estep Score: -1682092.250000 Penalty: 11016.339844 Iteration 59Q: 3 clusters Score -1682092 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5962 members Mstep: Class 2 contains 2084 members Entering Unmasked Estep Score: -1682096.875000 Penalty: 11016.339844 Iteration 60F: 3 clusters Score -1682097 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5966 members Mstep: Class 2 contains 2080 members Entering Unmasked Estep Score: -1682102.875000 Penalty: 11016.339844 Iteration 61Q: 3 clusters Score -1682103 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5968 members Mstep: Class 2 contains 2078 members Entering Unmasked Estep Score: -1682100.500000 Penalty: 11016.339844 Iteration 62Q: 3 clusters Score -1682100 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5976 members Mstep: Class 2 contains 2070 members Entering Unmasked Estep Score: -1682108.000000 Penalty: 11016.339844 Iteration 63Q: 3 clusters Score -1682108 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5975 members Mstep: Class 2 contains 2071 members Entering Unmasked Estep Score: -1682109.500000 Penalty: 11016.339844 Iteration 64Q: 3 clusters Score -1682110 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5977 members Mstep: Class 2 contains 2069 members Entering Unmasked Estep Score: -1682111.875000 Penalty: 11016.339844 Iteration 65Q: 3 clusters Score -1682112 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5979 members Mstep: Class 2 contains 2067 members Entering Unmasked Estep Score: -1682113.250000 Penalty: 11016.339844 Iteration 66Q: 3 clusters Score -1682113 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5983 members Mstep: Class 2 contains 2063 members Entering Unmasked Estep Score: -1682113.750000 Penalty: 11016.339844 Iteration 67Q: 3 clusters Score -1682114 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5987 members Mstep: Class 2 contains 2059 members Entering Unmasked Estep Score: -1682117.750000 Penalty: 11016.339844 Iteration 68Q: 3 clusters Score -1682118 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5992 members Mstep: Class 2 contains 2054 members Entering Unmasked Estep Score: -1682123.750000 Penalty: 11016.339844 Iteration 69Q: 3 clusters Score -1682124 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5995 members Mstep: Class 2 contains 2051 members Entering Unmasked Estep Score: -1682122.500000 Penalty: 11016.339844 Iteration 70Q: 3 clusters Score -1682122 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6000 members Mstep: Class 2 contains 2046 members Entering Unmasked Estep Score: -1682127.500000 Penalty: 11016.339844 Iteration 71Q: 3 clusters Score -1682128 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6001 members Mstep: Class 2 contains 2045 members Entering Unmasked Estep Score: -1682127.250000 Penalty: 11016.339844 Iteration 72Q: 3 clusters Score -1682127 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6004 members Mstep: Class 2 contains 2042 members Entering Unmasked Estep Score: -1682134.375000 Penalty: 11016.339844 Iteration 73Q: 3 clusters Score -1682134 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6012 members Mstep: Class 2 contains 2034 members Entering Unmasked Estep Score: -1682133.750000 Penalty: 11016.339844 Iteration 74Q: 3 clusters Score -1682134 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6015 members Mstep: Class 2 contains 2031 members Entering Unmasked Estep Score: -1682139.250000 Penalty: 11016.339844 Iteration 75Q: 3 clusters Score -1682139 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6019 members Mstep: Class 2 contains 2027 members Entering Unmasked Estep Score: -1682139.500000 Penalty: 11016.339844 Iteration 76Q: 3 clusters Score -1682140 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6021 members Mstep: Class 2 contains 2025 members Entering Unmasked Estep Score: -1682140.125000 Penalty: 11016.339844 Iteration 77Q: 3 clusters Score -1682140 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6022 members Mstep: Class 2 contains 2024 members Entering Unmasked Estep Score: -1682140.375000 Penalty: 11016.339844 Iteration 78Q: 3 clusters Score -1682140 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6022 members Mstep: Class 2 contains 2024 members Entering Unmasked Estep Score: -1682140.375000 Penalty: 11016.339844 Iteration 79F: 3 clusters Score -1682140 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (1383 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1383 members Entering Unmasked Estep Score: -265046.562500 Penalty: 4429.606445 Iteration 0F: 2 clusters Score -265046.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 637 members Mstep: Class 2 contains 746 members Entering Unmasked Estep Score: -260782.500000 Penalty: 8859.212891 Iteration 0F: 3 clusters Score -260782.5 nChanged 301 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 594 members Mstep: Class 2 contains 789 members Entering Unmasked Estep Score: -261898.328125 Penalty: 8859.212891 Iteration 1F: 3 clusters Score -261898.3 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 551 members Mstep: Class 2 contains 832 members Entering Unmasked Estep Score: -263073.187500 Penalty: 8859.212891 Iteration 2F: 3 clusters Score -263073.2 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 477 members Mstep: Class 2 contains 906 members Entering Unmasked Estep Score: -263794.812500 Penalty: 8859.212891 Iteration 3F: 3 clusters Score -263794.8 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 426 members Mstep: Class 2 contains 957 members Entering Unmasked Estep Score: -264145.968750 Penalty: 8859.212891 Iteration 4F: 3 clusters Score -264146 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 401 members Mstep: Class 2 contains 982 members Entering Unmasked Estep Score: -264303.875000 Penalty: 8859.212891 Iteration 5Q: 3 clusters Score -264303.9 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 387 members Mstep: Class 2 contains 996 members Entering Unmasked Estep Score: -264395.187500 Penalty: 8859.212891 Iteration 6Q: 3 clusters Score -264395.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 381 members Mstep: Class 2 contains 1002 members Entering Unmasked Estep Score: -264434.656250 Penalty: 8859.212891 Iteration 7Q: 3 clusters Score -264434.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 380 members Mstep: Class 2 contains 1003 members Entering Unmasked Estep Score: -264471.000000 Penalty: 8859.212891 Iteration 8Q: 3 clusters Score -264471 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 381 members Mstep: Class 2 contains 1002 members Entering Unmasked Estep Score: -264481.625000 Penalty: 8859.212891 Iteration 9Q: 3 clusters Score -264481.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 382 members Mstep: Class 2 contains 1001 members Entering Unmasked Estep Score: -264482.906250 Penalty: 8859.212891 Iteration 10Q: 3 clusters Score -264482.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 383 members Mstep: Class 2 contains 1000 members Entering Unmasked Estep Score: -264483.968750 Penalty: 8859.212891 Iteration 11Q: 3 clusters Score -264484 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 383 members Mstep: Class 2 contains 1000 members Entering Unmasked Estep Score: -264483.968750 Penalty: 8859.212891 Iteration 12F: 3 clusters Score -264484 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (2093 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2093 members Entering Unmasked Estep Score: -443312.343750 Penalty: 4683.391602 Iteration 0F: 2 clusters Score -443312.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1005 members Mstep: Class 2 contains 1088 members Entering Unmasked Estep Score: -438588.718750 Penalty: 9366.783203 Iteration 0F: 3 clusters Score -438588.7 nChanged 580 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1185 members Mstep: Class 2 contains 908 members Entering Unmasked Estep Score: -440113.843750 Penalty: 9366.783203 Iteration 1F: 3 clusters Score -440113.8 nChanged 289 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1374 members Mstep: Class 2 contains 719 members Entering Unmasked Estep Score: -441717.250000 Penalty: 9366.783203 Iteration 2F: 3 clusters Score -441717.2 nChanged 257 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1521 members Mstep: Class 2 contains 572 members Entering Unmasked Estep Score: -443388.375000 Penalty: 9366.783203 Iteration 3F: 3 clusters Score -443388.4 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1557 members Mstep: Class 2 contains 536 members Entering Unmasked Estep Score: -444487.812500 Penalty: 9366.783203 Iteration 4F: 3 clusters Score -444487.8 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1524 members Mstep: Class 2 contains 569 members Entering Unmasked Estep Score: -445138.812500 Penalty: 9366.783203 Iteration 5Q: 3 clusters Score -445138.8 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1477 members Mstep: Class 2 contains 616 members Entering Unmasked Estep Score: -445562.593750 Penalty: 9366.783203 Iteration 6Q: 3 clusters Score -445562.6 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1451 members Mstep: Class 2 contains 642 members Entering Unmasked Estep Score: -445693.687500 Penalty: 9366.783203 Iteration 7Q: 3 clusters Score -445693.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1447 members Mstep: Class 2 contains 646 members Entering Unmasked Estep Score: -445709.812500 Penalty: 9366.783203 Iteration 8Q: 3 clusters Score -445709.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1445 members Mstep: Class 2 contains 648 members Entering Unmasked Estep Score: -445713.906250 Penalty: 9366.783203 Iteration 9Q: 3 clusters Score -445713.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1444 members Mstep: Class 2 contains 649 members Entering Unmasked Estep Score: -445715.812500 Penalty: 9366.783203 Iteration 10Q: 3 clusters Score -445715.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1444 members Mstep: Class 2 contains 649 members Entering Unmasked Estep Score: -445715.812500 Penalty: 9366.783203 Iteration 11F: 3 clusters Score -445715.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 37 members Mstep: Class 1 contains 154696 members Mstep: Class 2 contains 8046 members Mstep: Class 3 contains 1383 members Mstep: Class 4 contains 1444 members Mstep: Class 5 contains 48383 members Mstep: Class 6 contains 1819 members Mstep: Class 7 contains 26453 members Mstep: Class 8 contains 898 members Mstep: Class 9 contains 653 members Mstep: Class 10 contains 157470 members Mstep: Class 11 contains 133870 members Mstep: Class 12 contains 652 members Mstep: Class 13 contains 649 members Mstep: Class 14 contains 26931 members Mstep: Class 15 contains 42391 members Mstep: Class 16 contains 6927 members Mstep: Class 17 contains 4861 members Mstep: Class 18 contains 10770 members Mstep: Class 19 contains 1128 members Mstep: Class 20 contains 310 members Mstep: Class 21 contains 49267 members Entering Unmasked Estep Score: -147562896.000000 Penalty: 172723.218750 Splitting cluster 4 changes total score from -147564224.000000 to -147562896.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 5 (48383 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48383 members Entering Unmasked Estep Score: -10693422.000000 Penalty: 6606.978516 Iteration 0F: 2 clusters Score -1.069342e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24048 members Mstep: Class 2 contains 24335 members Entering Unmasked Estep Score: -10658849.000000 Penalty: 13213.957031 Iteration 0F: 3 clusters Score -1.065885e+07 nChanged 21146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23260 members Mstep: Class 2 contains 25123 members Entering Unmasked Estep Score: -10670185.000000 Penalty: 13213.957031 Iteration 1F: 3 clusters Score -1.067018e+07 nChanged 2836 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22530 members Mstep: Class 2 contains 25853 members Entering Unmasked Estep Score: -10671558.000000 Penalty: 13213.957031 Iteration 2F: 3 clusters Score -1.067156e+07 nChanged 2832 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21436 members Mstep: Class 2 contains 26947 members Entering Unmasked Estep Score: -10673094.000000 Penalty: 13213.957031 Iteration 3F: 3 clusters Score -1.067309e+07 nChanged 2958 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19922 members Mstep: Class 2 contains 28461 members Entering Unmasked Estep Score: -10674793.000000 Penalty: 13213.957031 Iteration 4F: 3 clusters Score -1.067479e+07 nChanged 3071 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18027 members Mstep: Class 2 contains 30356 members Entering Unmasked Estep Score: -10676706.000000 Penalty: 13213.957031 Iteration 5F: 3 clusters Score -1.067671e+07 nChanged 3184 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15825 members Mstep: Class 2 contains 32558 members Entering Unmasked Estep Score: -10678883.000000 Penalty: 13213.957031 Iteration 6F: 3 clusters Score -1.067888e+07 nChanged 3077 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13650 members Mstep: Class 2 contains 34733 members Entering Unmasked Estep Score: -10681224.000000 Penalty: 13213.957031 Iteration 7F: 3 clusters Score -1.068122e+07 nChanged 2659 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11781 members Mstep: Class 2 contains 36602 members Entering Unmasked Estep Score: -10683404.000000 Penalty: 13213.957031 Iteration 8F: 3 clusters Score -1.06834e+07 nChanged 2165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10386 members Mstep: Class 2 contains 37997 members Entering Unmasked Estep Score: -10685048.000000 Penalty: 13213.957031 Iteration 9Q: 3 clusters Score -1.068505e+07 nChanged 1629 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9479 members Mstep: Class 2 contains 38904 members Entering Unmasked Estep Score: -10686344.000000 Penalty: 13213.957031 Iteration 10Q: 3 clusters Score -1.068634e+07 nChanged 1262 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8913 members Mstep: Class 2 contains 39470 members Entering Unmasked Estep Score: -10687456.000000 Penalty: 13213.957031 Iteration 11Q: 3 clusters Score -1.068746e+07 nChanged 1086 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8611 members Mstep: Class 2 contains 39772 members Entering Unmasked Estep Score: -10688340.000000 Penalty: 13213.957031 Iteration 12Q: 3 clusters Score -1.068834e+07 nChanged 916 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8553 members Mstep: Class 2 contains 39830 members Entering Unmasked Estep Score: -10689281.000000 Penalty: 13213.957031 Iteration 13Q: 3 clusters Score -1.068928e+07 nChanged 872 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8607 members Mstep: Class 2 contains 39776 members Entering Unmasked Estep Score: -10690045.000000 Penalty: 13213.957031 Iteration 14Q: 3 clusters Score -1.069004e+07 nChanged 738 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8791 members Mstep: Class 2 contains 39592 members Entering Unmasked Estep Score: -10690604.000000 Penalty: 13213.957031 Iteration 15Q: 3 clusters Score -1.06906e+07 nChanged 645 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9064 members Mstep: Class 2 contains 39319 members Entering Unmasked Estep Score: -10690992.000000 Penalty: 13213.957031 Iteration 16Q: 3 clusters Score -1.069099e+07 nChanged 539 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9335 members Mstep: Class 2 contains 39048 members Entering Unmasked Estep Score: -10691283.000000 Penalty: 13213.957031 Iteration 17Q: 3 clusters Score -1.069128e+07 nChanged 441 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9592 members Mstep: Class 2 contains 38791 members Entering Unmasked Estep Score: -10691469.000000 Penalty: 13213.957031 Iteration 18Q: 3 clusters Score -1.069147e+07 nChanged 296 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9806 members Mstep: Class 2 contains 38577 members Entering Unmasked Estep Score: -10691572.000000 Penalty: 13213.957031 Iteration 19Q: 3 clusters Score -1.069157e+07 nChanged 251 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10017 members Mstep: Class 2 contains 38366 members Entering Unmasked Estep Score: -10691673.000000 Penalty: 13213.957031 Iteration 20F: 3 clusters Score -1.069167e+07 nChanged 217 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10220 members Mstep: Class 2 contains 38163 members Entering Unmasked Estep Score: -10691735.000000 Penalty: 13213.957031 Iteration 21Q: 3 clusters Score -1.069174e+07 nChanged 184 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10388 members Mstep: Class 2 contains 37995 members Entering Unmasked Estep Score: -10691806.000000 Penalty: 13213.957031 Iteration 22Q: 3 clusters Score -1.069181e+07 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10523 members Mstep: Class 2 contains 37860 members Entering Unmasked Estep Score: -10691813.000000 Penalty: 13213.957031 Iteration 23Q: 3 clusters Score -1.069181e+07 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10665 members Mstep: Class 2 contains 37718 members Entering Unmasked Estep Score: -10691828.000000 Penalty: 13213.957031 Iteration 24Q: 3 clusters Score -1.069183e+07 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10787 members Mstep: Class 2 contains 37596 members Entering Unmasked Estep Score: -10691849.000000 Penalty: 13213.957031 Iteration 25Q: 3 clusters Score -1.069185e+07 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10890 members Mstep: Class 2 contains 37493 members Entering Unmasked Estep Score: -10691883.000000 Penalty: 13213.957031 Iteration 26Q: 3 clusters Score -1.069188e+07 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10977 members Mstep: Class 2 contains 37406 members Entering Unmasked Estep Score: -10691914.000000 Penalty: 13213.957031 Iteration 27Q: 3 clusters Score -1.069191e+07 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11052 members Mstep: Class 2 contains 37331 members Entering Unmasked Estep Score: -10691929.000000 Penalty: 13213.957031 Iteration 28Q: 3 clusters Score -1.069193e+07 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11112 members Mstep: Class 2 contains 37271 members Entering Unmasked Estep Score: -10691949.000000 Penalty: 13213.957031 Iteration 29Q: 3 clusters Score -1.069195e+07 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11162 members Mstep: Class 2 contains 37221 members Entering Unmasked Estep Score: -10691954.000000 Penalty: 13213.957031 Iteration 30Q: 3 clusters Score -1.069195e+07 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11198 members Mstep: Class 2 contains 37185 members Entering Unmasked Estep Score: -10691963.000000 Penalty: 13213.957031 Iteration 31Q: 3 clusters Score -1.069196e+07 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11235 members Mstep: Class 2 contains 37148 members Entering Unmasked Estep Score: -10691992.000000 Penalty: 13213.957031 Iteration 32Q: 3 clusters Score -1.069199e+07 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11265 members Mstep: Class 2 contains 37118 members Entering Unmasked Estep Score: -10691972.000000 Penalty: 13213.957031 Iteration 33Q: 3 clusters Score -1.069197e+07 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11291 members Mstep: Class 2 contains 37092 members Entering Unmasked Estep Score: -10691969.000000 Penalty: 13213.957031 Iteration 34Q: 3 clusters Score -1.069197e+07 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11312 members Mstep: Class 2 contains 37071 members Entering Unmasked Estep Score: -10691972.000000 Penalty: 13213.957031 Iteration 35Q: 3 clusters Score -1.069197e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11327 members Mstep: Class 2 contains 37056 members Entering Unmasked Estep Score: -10691960.000000 Penalty: 13213.957031 Iteration 36Q: 3 clusters Score -1.069196e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11341 members Mstep: Class 2 contains 37042 members Entering Unmasked Estep Score: -10691974.000000 Penalty: 13213.957031 Iteration 37Q: 3 clusters Score -1.069197e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11350 members Mstep: Class 2 contains 37033 members Entering Unmasked Estep Score: -10691955.000000 Penalty: 13213.957031 Iteration 38Q: 3 clusters Score -1.069196e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11360 members Mstep: Class 2 contains 37023 members Entering Unmasked Estep Score: -10691961.000000 Penalty: 13213.957031 Iteration 39Q: 3 clusters Score -1.069196e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11375 members Mstep: Class 2 contains 37008 members Entering Unmasked Estep Score: -10691961.000000 Penalty: 13213.957031 Iteration 40F: 3 clusters Score -1.069196e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11388 members Mstep: Class 2 contains 36995 members Entering Unmasked Estep Score: -10691975.000000 Penalty: 13213.957031 Iteration 41Q: 3 clusters Score -1.069198e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11398 members Mstep: Class 2 contains 36985 members Entering Unmasked Estep Score: -10691966.000000 Penalty: 13213.957031 Iteration 42Q: 3 clusters Score -1.069197e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11406 members Mstep: Class 2 contains 36977 members Entering Unmasked Estep Score: -10691973.000000 Penalty: 13213.957031 Iteration 43Q: 3 clusters Score -1.069197e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11411 members Mstep: Class 2 contains 36972 members Entering Unmasked Estep Score: -10691965.000000 Penalty: 13213.957031 Iteration 44Q: 3 clusters Score -1.069196e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11412 members Mstep: Class 2 contains 36971 members Entering Unmasked Estep Score: -10691966.000000 Penalty: 13213.957031 Iteration 45Q: 3 clusters Score -1.069197e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11412 members Mstep: Class 2 contains 36971 members Entering Unmasked Estep Score: -10691966.000000 Penalty: 13213.957031 Iteration 46F: 3 clusters Score -1.069197e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (1819 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1819 members Entering Unmasked Estep Score: -345572.531250 Penalty: 4597.450684 Iteration 0F: 2 clusters Score -345572.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 913 members Mstep: Class 2 contains 906 members Entering Unmasked Estep Score: -340953.906250 Penalty: 9194.901367 Iteration 0F: 3 clusters Score -340953.9 nChanged 428 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 881 members Mstep: Class 2 contains 938 members Entering Unmasked Estep Score: -341809.812500 Penalty: 9194.901367 Iteration 1F: 3 clusters Score -341809.8 nChanged 183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 822 members Mstep: Class 2 contains 997 members Entering Unmasked Estep Score: -342522.125000 Penalty: 9194.901367 Iteration 2F: 3 clusters Score -342522.1 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 776 members Mstep: Class 2 contains 1043 members Entering Unmasked Estep Score: -343354.031250 Penalty: 9194.901367 Iteration 3F: 3 clusters Score -343354 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 759 members Mstep: Class 2 contains 1060 members Entering Unmasked Estep Score: -344373.843750 Penalty: 9194.901367 Iteration 4F: 3 clusters Score -344373.8 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 750 members Mstep: Class 2 contains 1069 members Entering Unmasked Estep Score: -345383.875000 Penalty: 9194.901367 Iteration 5F: 3 clusters Score -345383.9 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 713 members Mstep: Class 2 contains 1106 members Entering Unmasked Estep Score: -346279.812500 Penalty: 9194.901367 Iteration 6F: 3 clusters Score -346279.8 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 678 members Mstep: Class 2 contains 1141 members Entering Unmasked Estep Score: -346688.187500 Penalty: 9194.901367 Iteration 7Q: 3 clusters Score -346688.2 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 651 members Mstep: Class 2 contains 1168 members Entering Unmasked Estep Score: -346970.406250 Penalty: 9194.901367 Iteration 8Q: 3 clusters Score -346970.4 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 633 members Mstep: Class 2 contains 1186 members Entering Unmasked Estep Score: -347092.906250 Penalty: 9194.901367 Iteration 9Q: 3 clusters Score -347092.9 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 611 members Mstep: Class 2 contains 1208 members Entering Unmasked Estep Score: -347242.437500 Penalty: 9194.901367 Iteration 10Q: 3 clusters Score -347242.4 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 596 members Mstep: Class 2 contains 1223 members Entering Unmasked Estep Score: -347358.968750 Penalty: 9194.901367 Iteration 11Q: 3 clusters Score -347359 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 582 members Mstep: Class 2 contains 1237 members Entering Unmasked Estep Score: -347484.656250 Penalty: 9194.901367 Iteration 12Q: 3 clusters Score -347484.7 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 570 members Mstep: Class 2 contains 1249 members Entering Unmasked Estep Score: -347668.125000 Penalty: 9194.901367 Iteration 13Q: 3 clusters Score -347668.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 565 members Mstep: Class 2 contains 1254 members Entering Unmasked Estep Score: -347775.468750 Penalty: 9194.901367 Iteration 14Q: 3 clusters Score -347775.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 564 members Mstep: Class 2 contains 1255 members Entering Unmasked Estep Score: -347790.531250 Penalty: 9194.901367 Iteration 15Q: 3 clusters Score -347790.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 564 members Mstep: Class 2 contains 1255 members Entering Unmasked Estep Score: -347790.531250 Penalty: 9194.901367 Iteration 16F: 3 clusters Score -347790.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 37 members Mstep: Class 1 contains 154696 members Mstep: Class 2 contains 8046 members Mstep: Class 3 contains 1383 members Mstep: Class 4 contains 2093 members Mstep: Class 5 contains 48383 members Mstep: Class 6 contains 564 members Mstep: Class 7 contains 26453 members Mstep: Class 8 contains 898 members Mstep: Class 9 contains 653 members Mstep: Class 10 contains 157470 members Mstep: Class 11 contains 133870 members Mstep: Class 12 contains 652 members Mstep: Class 13 contains 1255 members Mstep: Class 14 contains 26931 members Mstep: Class 15 contains 42391 members Mstep: Class 16 contains 6927 members Mstep: Class 17 contains 4861 members Mstep: Class 18 contains 10770 members Mstep: Class 19 contains 1128 members Mstep: Class 20 contains 310 members Mstep: Class 21 contains 49267 members Entering Unmasked Estep Score: -147562784.000000 Penalty: 172723.218750 Splitting cluster 6 changes total score from -147564224.000000 to -147562784.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 7 (26453 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26453 members Entering Unmasked Estep Score: -5731213.500000 Penalty: 6237.163574 Iteration 0F: 2 clusters Score -5731214 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13326 members Mstep: Class 2 contains 13127 members Entering Unmasked Estep Score: -5710654.500000 Penalty: 12474.327148 Iteration 0F: 3 clusters Score -5710654 nChanged 11028 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13838 members Mstep: Class 2 contains 12615 members Entering Unmasked Estep Score: -5716524.000000 Penalty: 12474.327148 Iteration 1F: 3 clusters Score -5716524 nChanged 1664 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14298 members Mstep: Class 2 contains 12155 members Entering Unmasked Estep Score: -5717348.000000 Penalty: 12474.327148 Iteration 2F: 3 clusters Score -5717348 nChanged 1394 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14916 members Mstep: Class 2 contains 11537 members Entering Unmasked Estep Score: -5718096.500000 Penalty: 12474.327148 Iteration 3F: 3 clusters Score -5718096 nChanged 1392 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15642 members Mstep: Class 2 contains 10811 members Entering Unmasked Estep Score: -5719126.500000 Penalty: 12474.327148 Iteration 4F: 3 clusters Score -5719126 nChanged 1621 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16609 members Mstep: Class 2 contains 9844 members Entering Unmasked Estep Score: -5720361.000000 Penalty: 12474.327148 Iteration 5F: 3 clusters Score -5720361 nChanged 1725 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17732 members Mstep: Class 2 contains 8721 members Entering Unmasked Estep Score: -5721711.000000 Penalty: 12474.327148 Iteration 6F: 3 clusters Score -5721711 nChanged 1657 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18923 members Mstep: Class 2 contains 7530 members Entering Unmasked Estep Score: -5722959.000000 Penalty: 12474.327148 Iteration 7F: 3 clusters Score -5722959 nChanged 1506 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20123 members Mstep: Class 2 contains 6330 members Entering Unmasked Estep Score: -5724031.500000 Penalty: 12474.327148 Iteration 8F: 3 clusters Score -5724032 nChanged 1175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21112 members Mstep: Class 2 contains 5341 members Entering Unmasked Estep Score: -5724854.500000 Penalty: 12474.327148 Iteration 9Q: 3 clusters Score -5724854 nChanged 871 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21873 members Mstep: Class 2 contains 4580 members Entering Unmasked Estep Score: -5725397.000000 Penalty: 12474.327148 Iteration 10Q: 3 clusters Score -5725397 nChanged 599 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22400 members Mstep: Class 2 contains 4053 members Entering Unmasked Estep Score: -5725798.000000 Penalty: 12474.327148 Iteration 11Q: 3 clusters Score -5725798 nChanged 464 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22806 members Mstep: Class 2 contains 3647 members Entering Unmasked Estep Score: -5726081.500000 Penalty: 12474.327148 Iteration 12Q: 3 clusters Score -5726082 nChanged 340 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23124 members Mstep: Class 2 contains 3329 members Entering Unmasked Estep Score: -5726248.000000 Penalty: 12474.327148 Iteration 13Q: 3 clusters Score -5726248 nChanged 269 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23375 members Mstep: Class 2 contains 3078 members Entering Unmasked Estep Score: -5726416.000000 Penalty: 12474.327148 Iteration 14Q: 3 clusters Score -5726416 nChanged 213 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23572 members Mstep: Class 2 contains 2881 members Entering Unmasked Estep Score: -5726537.500000 Penalty: 12474.327148 Iteration 15Q: 3 clusters Score -5726538 nChanged 191 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23753 members Mstep: Class 2 contains 2700 members Entering Unmasked Estep Score: -5726687.000000 Penalty: 12474.327148 Iteration 16Q: 3 clusters Score -5726687 nChanged 191 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23930 members Mstep: Class 2 contains 2523 members Entering Unmasked Estep Score: -5726843.500000 Penalty: 12474.327148 Iteration 17Q: 3 clusters Score -5726844 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24050 members Mstep: Class 2 contains 2403 members Entering Unmasked Estep Score: -5726977.500000 Penalty: 12474.327148 Iteration 18Q: 3 clusters Score -5726978 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24152 members Mstep: Class 2 contains 2301 members Entering Unmasked Estep Score: -5727134.000000 Penalty: 12474.327148 Iteration 19Q: 3 clusters Score -5727134 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24232 members Mstep: Class 2 contains 2221 members Entering Unmasked Estep Score: -5727247.500000 Penalty: 12474.327148 Iteration 20F: 3 clusters Score -5727248 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24289 members Mstep: Class 2 contains 2164 members Entering Unmasked Estep Score: -5727293.000000 Penalty: 12474.327148 Iteration 21Q: 3 clusters Score -5727293 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24329 members Mstep: Class 2 contains 2124 members Entering Unmasked Estep Score: -5727335.500000 Penalty: 12474.327148 Iteration 22Q: 3 clusters Score -5727336 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24352 members Mstep: Class 2 contains 2101 members Entering Unmasked Estep Score: -5727357.500000 Penalty: 12474.327148 Iteration 23Q: 3 clusters Score -5727358 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24369 members Mstep: Class 2 contains 2084 members Entering Unmasked Estep Score: -5727374.500000 Penalty: 12474.327148 Iteration 24Q: 3 clusters Score -5727374 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24386 members Mstep: Class 2 contains 2067 members Entering Unmasked Estep Score: -5727402.000000 Penalty: 12474.327148 Iteration 25Q: 3 clusters Score -5727402 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24406 members Mstep: Class 2 contains 2047 members Entering Unmasked Estep Score: -5727405.500000 Penalty: 12474.327148 Iteration 26Q: 3 clusters Score -5727406 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24414 members Mstep: Class 2 contains 2039 members Entering Unmasked Estep Score: -5727423.000000 Penalty: 12474.327148 Iteration 27Q: 3 clusters Score -5727423 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24418 members Mstep: Class 2 contains 2035 members Entering Unmasked Estep Score: -5727421.000000 Penalty: 12474.327148 Iteration 28Q: 3 clusters Score -5727421 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24427 members Mstep: Class 2 contains 2026 members Entering Unmasked Estep Score: -5727439.000000 Penalty: 12474.327148 Iteration 29Q: 3 clusters Score -5727439 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24431 members Mstep: Class 2 contains 2022 members Entering Unmasked Estep Score: -5727443.500000 Penalty: 12474.327148 Iteration 30Q: 3 clusters Score -5727444 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24437 members Mstep: Class 2 contains 2016 members Entering Unmasked Estep Score: -5727443.000000 Penalty: 12474.327148 Iteration 31Q: 3 clusters Score -5727443 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24437 members Mstep: Class 2 contains 2016 members Entering Unmasked Estep Score: -5727444.500000 Penalty: 12474.327148 Iteration 32Q: 3 clusters Score -5727444 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24438 members Mstep: Class 2 contains 2015 members Entering Unmasked Estep Score: -5727445.000000 Penalty: 12474.327148 Iteration 33Q: 3 clusters Score -5727445 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24443 members Mstep: Class 2 contains 2010 members Entering Unmasked Estep Score: -5727445.000000 Penalty: 12474.327148 Iteration 34Q: 3 clusters Score -5727445 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24444 members Mstep: Class 2 contains 2009 members Entering Unmasked Estep Score: -5727443.500000 Penalty: 12474.327148 Iteration 35Q: 3 clusters Score -5727444 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24444 members Mstep: Class 2 contains 2009 members Entering Unmasked Estep Score: -5727443.500000 Penalty: 12474.327148 Iteration 36F: 3 clusters Score -5727444 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (898 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 898 members Entering Unmasked Estep Score: -167550.562500 Penalty: 4165.104004 Iteration 0F: 2 clusters Score -167550.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 436 members Mstep: Class 2 contains 462 members Entering Unmasked Estep Score: -163643.937500 Penalty: 8330.208008 Iteration 0F: 3 clusters Score -163643.9 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 436 members Mstep: Class 2 contains 462 members Entering Unmasked Estep Score: -164398.968750 Penalty: 8330.208008 Iteration 1F: 3 clusters Score -164399 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 400 members Mstep: Class 2 contains 498 members Entering Unmasked Estep Score: -164931.796875 Penalty: 8330.208008 Iteration 2F: 3 clusters Score -164931.8 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 362 members Mstep: Class 2 contains 536 members Entering Unmasked Estep Score: -165472.921875 Penalty: 8330.208008 Iteration 3F: 3 clusters Score -165472.9 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 307 members Mstep: Class 2 contains 591 members Entering Unmasked Estep Score: -165697.625000 Penalty: 8330.208008 Iteration 4F: 3 clusters Score -165697.6 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 266 members Mstep: Class 2 contains 632 members Entering Unmasked Estep Score: -165910.515625 Penalty: 8330.208008 Iteration 5F: 3 clusters Score -165910.5 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 241 members Mstep: Class 2 contains 657 members Entering Unmasked Estep Score: -166085.906250 Penalty: 8330.208008 Iteration 6Q: 3 clusters Score -166085.9 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 220 members Mstep: Class 2 contains 678 members Entering Unmasked Estep Score: -166197.453125 Penalty: 8330.208008 Iteration 7Q: 3 clusters Score -166197.5 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 208 members Mstep: Class 2 contains 690 members Entering Unmasked Estep Score: -166249.796875 Penalty: 8330.208008 Iteration 8Q: 3 clusters Score -166249.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 200 members Mstep: Class 2 contains 698 members Entering Unmasked Estep Score: -166286.328125 Penalty: 8330.208008 Iteration 9Q: 3 clusters Score -166286.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 194 members Mstep: Class 2 contains 704 members Entering Unmasked Estep Score: -166321.890625 Penalty: 8330.208008 Iteration 10Q: 3 clusters Score -166321.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 193 members Mstep: Class 2 contains 705 members Entering Unmasked Estep Score: -166326.093750 Penalty: 8330.208008 Iteration 11Q: 3 clusters Score -166326.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 193 members Mstep: Class 2 contains 705 members Entering Unmasked Estep Score: -166326.093750 Penalty: 8330.208008 Iteration 12F: 3 clusters Score -166326.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (653 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 653 members Entering Unmasked Estep Score: -115746.062500 Penalty: 3969.965820 Iteration 0F: 2 clusters Score -115746.1 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 325 members Entering Unmasked Estep Score: -112191.312500 Penalty: 7939.931641 Iteration 0F: 3 clusters Score -112191.3 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 303 members Mstep: Class 2 contains 350 members Entering Unmasked Estep Score: -112497.000000 Penalty: 7939.931641 Iteration 1F: 3 clusters Score -112497 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 281 members Mstep: Class 2 contains 372 members Entering Unmasked Estep Score: -112762.257812 Penalty: 7939.931641 Iteration 2F: 3 clusters Score -112762.3 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 243 members Mstep: Class 2 contains 410 members Entering Unmasked Estep Score: -113128.562500 Penalty: 7939.931641 Iteration 3F: 3 clusters Score -113128.6 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 198 members Mstep: Class 2 contains 455 members Entering Unmasked Estep Score: -113607.695312 Penalty: 7939.931641 Iteration 4F: 3 clusters Score -113607.7 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 190 members Mstep: Class 2 contains 463 members Entering Unmasked Estep Score: -114257.210938 Penalty: 7939.931641 Iteration 5F: 3 clusters Score -114257.2 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 201 members Mstep: Class 2 contains 452 members Entering Unmasked Estep Score: -114768.539062 Penalty: 7939.931641 Iteration 6Q: 3 clusters Score -114768.5 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 213 members Mstep: Class 2 contains 440 members Entering Unmasked Estep Score: -115137.367188 Penalty: 7939.931641 Iteration 7Q: 3 clusters Score -115137.4 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 224 members Mstep: Class 2 contains 429 members Entering Unmasked Estep Score: -115391.507812 Penalty: 7939.931641 Iteration 8Q: 3 clusters Score -115391.5 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 235 members Mstep: Class 2 contains 418 members Entering Unmasked Estep Score: -115615.906250 Penalty: 7939.931641 Iteration 9Q: 3 clusters Score -115615.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 240 members Mstep: Class 2 contains 413 members Entering Unmasked Estep Score: -115694.320312 Penalty: 7939.931641 Iteration 10Q: 3 clusters Score -115694.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 246 members Mstep: Class 2 contains 407 members Entering Unmasked Estep Score: -115798.640625 Penalty: 7939.931641 Iteration 11Q: 3 clusters Score -115798.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 253 members Mstep: Class 2 contains 400 members Entering Unmasked Estep Score: -115943.414062 Penalty: 7939.931641 Iteration 12Q: 3 clusters Score -115943.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 255 members Mstep: Class 2 contains 398 members Entering Unmasked Estep Score: -115968.500000 Penalty: 7939.931641 Iteration 13Q: 3 clusters Score -115968.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 258 members Mstep: Class 2 contains 395 members Entering Unmasked Estep Score: -116012.398438 Penalty: 7939.931641 Iteration 14Q: 3 clusters Score -116012.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 263 members Mstep: Class 2 contains 390 members Entering Unmasked Estep Score: -116098.070312 Penalty: 7939.931641 Iteration 15Q: 3 clusters Score -116098.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 267 members Mstep: Class 2 contains 386 members Entering Unmasked Estep Score: -116198.445312 Penalty: 7939.931641 Iteration 16Q: 3 clusters Score -116198.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 272 members Mstep: Class 2 contains 381 members Entering Unmasked Estep Score: -116329.367188 Penalty: 7939.931641 Iteration 17Q: 3 clusters Score -116329.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 276 members Mstep: Class 2 contains 377 members Entering Unmasked Estep Score: -116515.218750 Penalty: 7939.931641 Iteration 18Q: 3 clusters Score -116515.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 277 members Mstep: Class 2 contains 376 members Entering Unmasked Estep Score: -116531.828125 Penalty: 7939.931641 Iteration 19Q: 3 clusters Score -116531.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 279 members Mstep: Class 2 contains 374 members Entering Unmasked Estep Score: -116580.500000 Penalty: 7939.931641 Iteration 20F: 3 clusters Score -116580.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 281 members Mstep: Class 2 contains 372 members Entering Unmasked Estep Score: -116606.960938 Penalty: 7939.931641 Iteration 21Q: 3 clusters Score -116607 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 284 members Mstep: Class 2 contains 369 members Entering Unmasked Estep Score: -116645.187500 Penalty: 7939.931641 Iteration 22Q: 3 clusters Score -116645.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 285 members Mstep: Class 2 contains 368 members Entering Unmasked Estep Score: -116653.070312 Penalty: 7939.931641 Iteration 23Q: 3 clusters Score -116653.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 285 members Mstep: Class 2 contains 368 members Entering Unmasked Estep Score: -116653.070312 Penalty: 7939.931641 Iteration 24F: 3 clusters Score -116653.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 37 members Mstep: Class 1 contains 154696 members Mstep: Class 2 contains 8046 members Mstep: Class 3 contains 1383 members Mstep: Class 4 contains 2093 members Mstep: Class 5 contains 48383 members Mstep: Class 6 contains 1819 members Mstep: Class 7 contains 26453 members Mstep: Class 8 contains 898 members Mstep: Class 9 contains 285 members Mstep: Class 10 contains 157470 members Mstep: Class 11 contains 133870 members Mstep: Class 12 contains 652 members Mstep: Class 13 contains 368 members Mstep: Class 14 contains 26931 members Mstep: Class 15 contains 42391 members Mstep: Class 16 contains 6927 members Mstep: Class 17 contains 4861 members Mstep: Class 18 contains 10770 members Mstep: Class 19 contains 1128 members Mstep: Class 20 contains 310 members Mstep: Class 21 contains 49267 members Entering Unmasked Estep Score: -147560464.000000 Penalty: 172723.218750 Splitting cluster 9 changes total score from -147564224.000000 to -147560464.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 10 (157470 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 157470 members Entering Unmasked Estep Score: -34583008.000000 Penalty: 7329.781738 Iteration 0F: 2 clusters Score -3.458301e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 78713 members Mstep: Class 2 contains 78757 members Entering Unmasked Estep Score: -34476936.000000 Penalty: 14659.563477 Iteration 0F: 3 clusters Score -3.447694e+07 nChanged 73089 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 77588 members Mstep: Class 2 contains 79882 members Entering Unmasked Estep Score: -34518104.000000 Penalty: 14659.563477 Iteration 1F: 3 clusters Score -3.45181e+07 nChanged 5544 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 77018 members Mstep: Class 2 contains 80452 members Entering Unmasked Estep Score: -34519368.000000 Penalty: 14659.563477 Iteration 2Q: 3 clusters Score -3.451937e+07 nChanged 5244 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 76150 members Mstep: Class 2 contains 81320 members Entering Unmasked Estep Score: -34520512.000000 Penalty: 14659.563477 Iteration 3Q: 3 clusters Score -3.452051e+07 nChanged 5043 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74883 members Mstep: Class 2 contains 82587 members Entering Unmasked Estep Score: -34521752.000000 Penalty: 14659.563477 Iteration 4Q: 3 clusters Score -3.452175e+07 nChanged 4918 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73131 members Mstep: Class 2 contains 84339 members Entering Unmasked Estep Score: -34523108.000000 Penalty: 14659.563477 Iteration 5Q: 3 clusters Score -3.452311e+07 nChanged 4984 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70667 members Mstep: Class 2 contains 86803 members Entering Unmasked Estep Score: -34524332.000000 Penalty: 14659.563477 Iteration 6Q: 3 clusters Score -3.452433e+07 nChanged 5358 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67163 members Mstep: Class 2 contains 90307 members Entering Unmasked Estep Score: -34525920.000000 Penalty: 14659.563477 Iteration 7Q: 3 clusters Score -3.452592e+07 nChanged 6039 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62388 members Mstep: Class 2 contains 95082 members Entering Unmasked Estep Score: -34528352.000000 Penalty: 14659.563477 Iteration 8Q: 3 clusters Score -3.452835e+07 nChanged 7351 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55759 members Mstep: Class 2 contains 101711 members Entering Unmasked Estep Score: -34531876.000000 Penalty: 14659.563477 Iteration 9Q: 3 clusters Score -3.453188e+07 nChanged 9002 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47123 members Mstep: Class 2 contains 110347 members Entering Unmasked Estep Score: -34537260.000000 Penalty: 14659.563477 Iteration 10F: 3 clusters Score -3.453726e+07 nChanged 10490 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36783 members Mstep: Class 2 contains 120687 members Entering Unmasked Estep Score: -34545068.000000 Penalty: 14659.563477 Iteration 11F: 3 clusters Score -3.454507e+07 nChanged 11142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25713 members Mstep: Class 2 contains 131757 members Entering Unmasked Estep Score: -34554048.000000 Penalty: 14659.563477 Iteration 12F: 3 clusters Score -3.455405e+07 nChanged 9881 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15848 members Mstep: Class 2 contains 141622 members Entering Unmasked Estep Score: -34562384.000000 Penalty: 14659.563477 Iteration 13F: 3 clusters Score -3.456238e+07 nChanged 7339 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8511 members Mstep: Class 2 contains 148959 members Entering Unmasked Estep Score: -34568952.000000 Penalty: 14659.563477 Iteration 14Q: 3 clusters Score -3.456895e+07 nChanged 4345 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4168 members Mstep: Class 2 contains 153302 members Entering Unmasked Estep Score: -34572856.000000 Penalty: 14659.563477 Iteration 15Q: 3 clusters Score -3.457286e+07 nChanged 2062 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2108 members Mstep: Class 2 contains 155362 members Entering Unmasked Estep Score: -34574692.000000 Penalty: 14659.563477 Iteration 16Q: 3 clusters Score -3.457469e+07 nChanged 878 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1252 members Mstep: Class 2 contains 156218 members Entering Unmasked Estep Score: -34575628.000000 Penalty: 14659.563477 Iteration 17Q: 3 clusters Score -3.457563e+07 nChanged 352 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 924 members Mstep: Class 2 contains 156546 members Entering Unmasked Estep Score: -34576028.000000 Penalty: 14659.563477 Iteration 18Q: 3 clusters Score -3.457603e+07 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 798 members Mstep: Class 2 contains 156672 members Entering Unmasked Estep Score: -34576172.000000 Penalty: 14659.563477 Iteration 19Q: 3 clusters Score -3.457617e+07 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 729 members Mstep: Class 2 contains 156741 members Entering Unmasked Estep Score: -34576304.000000 Penalty: 14659.563477 Iteration 20F: 3 clusters Score -3.45763e+07 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 701 members Mstep: Class 2 contains 156769 members Entering Unmasked Estep Score: -34576400.000000 Penalty: 14659.563477 Iteration 21Q: 3 clusters Score -3.45764e+07 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 688 members Mstep: Class 2 contains 156782 members Entering Unmasked Estep Score: -34576452.000000 Penalty: 14659.563477 Iteration 22Q: 3 clusters Score -3.457645e+07 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 680 members Mstep: Class 2 contains 156790 members Entering Unmasked Estep Score: -34576468.000000 Penalty: 14659.563477 Iteration 23Q: 3 clusters Score -3.457647e+07 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 666 members Mstep: Class 2 contains 156804 members Entering Unmasked Estep Score: -34576460.000000 Penalty: 14659.563477 Iteration 24Q: 3 clusters Score -3.457646e+07 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 650 members Mstep: Class 2 contains 156820 members Entering Unmasked Estep Score: -34576488.000000 Penalty: 14659.563477 Iteration 25Q: 3 clusters Score -3.457649e+07 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 636 members Mstep: Class 2 contains 156834 members Entering Unmasked Estep Score: -34576504.000000 Penalty: 14659.563477 Iteration 26Q: 3 clusters Score -3.45765e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 630 members Mstep: Class 2 contains 156840 members Entering Unmasked Estep Score: -34576500.000000 Penalty: 14659.563477 Iteration 27Q: 3 clusters Score -3.45765e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 624 members Mstep: Class 2 contains 156846 members Entering Unmasked Estep Score: -34576508.000000 Penalty: 14659.563477 Iteration 28Q: 3 clusters Score -3.457651e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 623 members Mstep: Class 2 contains 156847 members Entering Unmasked Estep Score: -34576504.000000 Penalty: 14659.563477 Iteration 29Q: 3 clusters Score -3.45765e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 621 members Mstep: Class 2 contains 156849 members Entering Unmasked Estep Score: -34576508.000000 Penalty: 14659.563477 Iteration 30Q: 3 clusters Score -3.457651e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 620 members Mstep: Class 2 contains 156850 members Entering Unmasked Estep Score: -34576528.000000 Penalty: 14659.563477 Iteration 31Q: 3 clusters Score -3.457653e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 619 members Mstep: Class 2 contains 156851 members Entering Unmasked Estep Score: -34576520.000000 Penalty: 14659.563477 Iteration 32Q: 3 clusters Score -3.457652e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 619 members Mstep: Class 2 contains 156851 members Entering Unmasked Estep Score: -34576520.000000 Penalty: 14659.563477 Iteration 33F: 3 clusters Score -3.457652e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (133870 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 133870 members Entering Unmasked Estep Score: -29824272.000000 Penalty: 7230.332520 Iteration 0F: 2 clusters Score -2.982427e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66853 members Mstep: Class 2 contains 67017 members Entering Unmasked Estep Score: -29734524.000000 Penalty: 14460.665039 Iteration 0F: 3 clusters Score -2.973452e+07 nChanged 62040 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66303 members Mstep: Class 2 contains 67567 members Entering Unmasked Estep Score: -29769334.000000 Penalty: 14460.665039 Iteration 1F: 3 clusters Score -2.976933e+07 nChanged 5548 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66105 members Mstep: Class 2 contains 67765 members Entering Unmasked Estep Score: -29771110.000000 Penalty: 14460.665039 Iteration 2Q: 3 clusters Score -2.977111e+07 nChanged 5671 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65860 members Mstep: Class 2 contains 68010 members Entering Unmasked Estep Score: -29772966.000000 Penalty: 14460.665039 Iteration 3Q: 3 clusters Score -2.977297e+07 nChanged 5938 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65670 members Mstep: Class 2 contains 68200 members Entering Unmasked Estep Score: -29775764.000000 Penalty: 14460.665039 Iteration 4Q: 3 clusters Score -2.977576e+07 nChanged 6547 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65525 members Mstep: Class 2 contains 68345 members Entering Unmasked Estep Score: -29779090.000000 Penalty: 14460.665039 Iteration 5Q: 3 clusters Score -2.977909e+07 nChanged 7406 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65699 members Mstep: Class 2 contains 68171 members Entering Unmasked Estep Score: -29783060.000000 Penalty: 14460.665039 Iteration 6F: 3 clusters Score -2.978306e+07 nChanged 7509 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66246 members Mstep: Class 2 contains 67624 members Entering Unmasked Estep Score: -29787026.000000 Penalty: 14460.665039 Iteration 7F: 3 clusters Score -2.978703e+07 nChanged 7182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67174 members Mstep: Class 2 contains 66696 members Entering Unmasked Estep Score: -29790244.000000 Penalty: 14460.665039 Iteration 8F: 3 clusters Score -2.979024e+07 nChanged 6558 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 68516 members Mstep: Class 2 contains 65354 members Entering Unmasked Estep Score: -29793040.000000 Penalty: 14460.665039 Iteration 9Q: 3 clusters Score -2.979304e+07 nChanged 5868 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70092 members Mstep: Class 2 contains 63778 members Entering Unmasked Estep Score: -29795600.000000 Penalty: 14460.665039 Iteration 10Q: 3 clusters Score -2.97956e+07 nChanged 5071 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71759 members Mstep: Class 2 contains 62111 members Entering Unmasked Estep Score: -29797712.000000 Penalty: 14460.665039 Iteration 11Q: 3 clusters Score -2.979771e+07 nChanged 4607 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73560 members Mstep: Class 2 contains 60310 members Entering Unmasked Estep Score: -29799750.000000 Penalty: 14460.665039 Iteration 12Q: 3 clusters Score -2.979975e+07 nChanged 4262 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 75330 members Mstep: Class 2 contains 58540 members Entering Unmasked Estep Score: -29801684.000000 Penalty: 14460.665039 Iteration 13Q: 3 clusters Score -2.980168e+07 nChanged 3891 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 77161 members Mstep: Class 2 contains 56709 members Entering Unmasked Estep Score: -29803142.000000 Penalty: 14460.665039 Iteration 14Q: 3 clusters Score -2.980314e+07 nChanged 3484 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 79091 members Mstep: Class 2 contains 54779 members Entering Unmasked Estep Score: -29804528.000000 Penalty: 14460.665039 Iteration 15Q: 3 clusters Score -2.980453e+07 nChanged 2975 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80962 members Mstep: Class 2 contains 52908 members Entering Unmasked Estep Score: -29805570.000000 Penalty: 14460.665039 Iteration 16Q: 3 clusters Score -2.980557e+07 nChanged 2381 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 82725 members Mstep: Class 2 contains 51145 members Entering Unmasked Estep Score: -29806276.000000 Penalty: 14460.665039 Iteration 17Q: 3 clusters Score -2.980628e+07 nChanged 2052 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 84525 members Mstep: Class 2 contains 49345 members Entering Unmasked Estep Score: -29806884.000000 Penalty: 14460.665039 Iteration 18Q: 3 clusters Score -2.980688e+07 nChanged 1920 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 86321 members Mstep: Class 2 contains 47549 members Entering Unmasked Estep Score: -29807460.000000 Penalty: 14460.665039 Iteration 19Q: 3 clusters Score -2.980746e+07 nChanged 1899 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 88160 members Mstep: Class 2 contains 45710 members Entering Unmasked Estep Score: -29808028.000000 Penalty: 14460.665039 Iteration 20F: 3 clusters Score -2.980803e+07 nChanged 1902 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90032 members Mstep: Class 2 contains 43838 members Entering Unmasked Estep Score: -29808388.000000 Penalty: 14460.665039 Iteration 21Q: 3 clusters Score -2.980839e+07 nChanged 1882 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91902 members Mstep: Class 2 contains 41968 members Entering Unmasked Estep Score: -29808922.000000 Penalty: 14460.665039 Iteration 22Q: 3 clusters Score -2.980892e+07 nChanged 1936 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 93824 members Mstep: Class 2 contains 40046 members Entering Unmasked Estep Score: -29809372.000000 Penalty: 14460.665039 Iteration 23Q: 3 clusters Score -2.980937e+07 nChanged 1961 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95767 members Mstep: Class 2 contains 38103 members Entering Unmasked Estep Score: -29809894.000000 Penalty: 14460.665039 Iteration 24Q: 3 clusters Score -2.980989e+07 nChanged 2023 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97786 members Mstep: Class 2 contains 36084 members Entering Unmasked Estep Score: -29810516.000000 Penalty: 14460.665039 Iteration 25Q: 3 clusters Score -2.981052e+07 nChanged 2027 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99799 members Mstep: Class 2 contains 34071 members Entering Unmasked Estep Score: -29811286.000000 Penalty: 14460.665039 Iteration 26Q: 3 clusters Score -2.981129e+07 nChanged 2065 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101856 members Mstep: Class 2 contains 32014 members Entering Unmasked Estep Score: -29812146.000000 Penalty: 14460.665039 Iteration 27Q: 3 clusters Score -2.981215e+07 nChanged 2073 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 103923 members Mstep: Class 2 contains 29947 members Entering Unmasked Estep Score: -29812960.000000 Penalty: 14460.665039 Iteration 28Q: 3 clusters Score -2.981296e+07 nChanged 2017 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 105932 members Mstep: Class 2 contains 27938 members Entering Unmasked Estep Score: -29813628.000000 Penalty: 14460.665039 Iteration 29Q: 3 clusters Score -2.981363e+07 nChanged 1898 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 107814 members Mstep: Class 2 contains 26056 members Entering Unmasked Estep Score: -29814174.000000 Penalty: 14460.665039 Iteration 30Q: 3 clusters Score -2.981417e+07 nChanged 1821 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 109623 members Mstep: Class 2 contains 24247 members Entering Unmasked Estep Score: -29814852.000000 Penalty: 14460.665039 Iteration 31Q: 3 clusters Score -2.981485e+07 nChanged 1728 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 111341 members Mstep: Class 2 contains 22529 members Entering Unmasked Estep Score: -29815464.000000 Penalty: 14460.665039 Iteration 32Q: 3 clusters Score -2.981546e+07 nChanged 1656 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 112993 members Mstep: Class 2 contains 20877 members Entering Unmasked Estep Score: -29816174.000000 Penalty: 14460.665039 Iteration 33Q: 3 clusters Score -2.981617e+07 nChanged 1500 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 114491 members Mstep: Class 2 contains 19379 members Entering Unmasked Estep Score: -29816680.000000 Penalty: 14460.665039 Iteration 34Q: 3 clusters Score -2.981668e+07 nChanged 1293 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 115774 members Mstep: Class 2 contains 18096 members Entering Unmasked Estep Score: -29817042.000000 Penalty: 14460.665039 Iteration 35Q: 3 clusters Score -2.981704e+07 nChanged 1164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 116934 members Mstep: Class 2 contains 16936 members Entering Unmasked Estep Score: -29817498.000000 Penalty: 14460.665039 Iteration 36Q: 3 clusters Score -2.98175e+07 nChanged 1012 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 117940 members Mstep: Class 2 contains 15930 members Entering Unmasked Estep Score: -29817898.000000 Penalty: 14460.665039 Iteration 37Q: 3 clusters Score -2.98179e+07 nChanged 944 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 118876 members Mstep: Class 2 contains 14994 members Entering Unmasked Estep Score: -29818160.000000 Penalty: 14460.665039 Iteration 38Q: 3 clusters Score -2.981816e+07 nChanged 902 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 119766 members Mstep: Class 2 contains 14104 members Entering Unmasked Estep Score: -29818556.000000 Penalty: 14460.665039 Iteration 39Q: 3 clusters Score -2.981856e+07 nChanged 821 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 120573 members Mstep: Class 2 contains 13297 members Entering Unmasked Estep Score: -29818828.000000 Penalty: 14460.665039 Iteration 40F: 3 clusters Score -2.981883e+07 nChanged 753 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 121312 members Mstep: Class 2 contains 12558 members Entering Unmasked Estep Score: -29819122.000000 Penalty: 14460.665039 Iteration 41Q: 3 clusters Score -2.981912e+07 nChanged 704 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 121972 members Mstep: Class 2 contains 11898 members Entering Unmasked Estep Score: -29819424.000000 Penalty: 14460.665039 Iteration 42Q: 3 clusters Score -2.981942e+07 nChanged 656 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 122544 members Mstep: Class 2 contains 11326 members Entering Unmasked Estep Score: -29819884.000000 Penalty: 14460.665039 Iteration 43Q: 3 clusters Score -2.981988e+07 nChanged 675 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 123085 members Mstep: Class 2 contains 10785 members Entering Unmasked Estep Score: -29820408.000000 Penalty: 14460.665039 Iteration 44Q: 3 clusters Score -2.982041e+07 nChanged 684 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 123565 members Mstep: Class 2 contains 10305 members Entering Unmasked Estep Score: -29821154.000000 Penalty: 14460.665039 Iteration 45Q: 3 clusters Score -2.982115e+07 nChanged 655 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 123914 members Mstep: Class 2 contains 9956 members Entering Unmasked Estep Score: -29821668.000000 Penalty: 14460.665039 Iteration 46Q: 3 clusters Score -2.982167e+07 nChanged 553 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 124149 members Mstep: Class 2 contains 9721 members Entering Unmasked Estep Score: -29821946.000000 Penalty: 14460.665039 Iteration 47Q: 3 clusters Score -2.982195e+07 nChanged 411 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 124310 members Mstep: Class 2 contains 9560 members Entering Unmasked Estep Score: -29822008.000000 Penalty: 14460.665039 Iteration 48Q: 3 clusters Score -2.982201e+07 nChanged 232 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 124384 members Mstep: Class 2 contains 9486 members Entering Unmasked Estep Score: -29822044.000000 Penalty: 14460.665039 Iteration 49Q: 3 clusters Score -2.982204e+07 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 124430 members Mstep: Class 2 contains 9440 members Entering Unmasked Estep Score: -29822064.000000 Penalty: 14460.665039 Iteration 50Q: 3 clusters Score -2.982206e+07 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 124470 members Mstep: Class 2 contains 9400 members Entering Unmasked Estep Score: -29822102.000000 Penalty: 14460.665039 Iteration 51Q: 3 clusters Score -2.98221e+07 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 124491 members Mstep: Class 2 contains 9379 members Entering Unmasked Estep Score: -29822100.000000 Penalty: 14460.665039 Iteration 52Q: 3 clusters Score -2.98221e+07 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 124506 members Mstep: Class 2 contains 9364 members Entering Unmasked Estep Score: -29822076.000000 Penalty: 14460.665039 Iteration 53Q: 3 clusters Score -2.982208e+07 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 124520 members Mstep: Class 2 contains 9350 members Entering Unmasked Estep Score: -29822110.000000 Penalty: 14460.665039 Iteration 54Q: 3 clusters Score -2.982211e+07 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 124534 members Mstep: Class 2 contains 9336 members Entering Unmasked Estep Score: -29822092.000000 Penalty: 14460.665039 Iteration 55Q: 3 clusters Score -2.982209e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 124535 members Mstep: Class 2 contains 9335 members Entering Unmasked Estep Score: -29822084.000000 Penalty: 14460.665039 Iteration 56Q: 3 clusters Score -2.982208e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 124539 members Mstep: Class 2 contains 9331 members Entering Unmasked Estep Score: -29822096.000000 Penalty: 14460.665039 Iteration 57Q: 3 clusters Score -2.98221e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 124540 members Mstep: Class 2 contains 9330 members Entering Unmasked Estep Score: -29822100.000000 Penalty: 14460.665039 Iteration 58Q: 3 clusters Score -2.98221e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 124541 members Mstep: Class 2 contains 9329 members Entering Unmasked Estep Score: -29822112.000000 Penalty: 14460.665039 Iteration 59Q: 3 clusters Score -2.982211e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 124547 members Mstep: Class 2 contains 9323 members Entering Unmasked Estep Score: -29822096.000000 Penalty: 14460.665039 Iteration 60F: 3 clusters Score -2.98221e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 124551 members Mstep: Class 2 contains 9319 members Entering Unmasked Estep Score: -29822080.000000 Penalty: 14460.665039 Iteration 61Q: 3 clusters Score -2.982208e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 124552 members Mstep: Class 2 contains 9318 members Entering Unmasked Estep Score: -29822088.000000 Penalty: 14460.665039 Iteration 62Q: 3 clusters Score -2.982209e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 124552 members Mstep: Class 2 contains 9318 members Entering Unmasked Estep Score: -29822088.000000 Penalty: 14460.665039 Iteration 63F: 3 clusters Score -2.982209e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (652 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 652 members Entering Unmasked Estep Score: -89323.757812 Penalty: 3969.027100 Iteration 0F: 2 clusters Score -89323.76 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 335 members Mstep: Class 2 contains 317 members Entering Unmasked Estep Score: -86110.554688 Penalty: 7938.054199 Iteration 0F: 3 clusters Score -86110.55 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 357 members Mstep: Class 2 contains 295 members Entering Unmasked Estep Score: -87050.500000 Penalty: 7938.054199 Iteration 1F: 3 clusters Score -87050.5 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 382 members Mstep: Class 2 contains 270 members Entering Unmasked Estep Score: -87637.976562 Penalty: 7938.054199 Iteration 2F: 3 clusters Score -87637.98 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 393 members Mstep: Class 2 contains 259 members Entering Unmasked Estep Score: -88006.757812 Penalty: 7938.054199 Iteration 3F: 3 clusters Score -88006.76 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 401 members Mstep: Class 2 contains 251 members Entering Unmasked Estep Score: -88189.835938 Penalty: 7938.054199 Iteration 4Q: 3 clusters Score -88189.84 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 408 members Mstep: Class 2 contains 244 members Entering Unmasked Estep Score: -88382.757812 Penalty: 7938.054199 Iteration 5Q: 3 clusters Score -88382.76 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 411 members Mstep: Class 2 contains 241 members Entering Unmasked Estep Score: -88556.187500 Penalty: 7938.054199 Iteration 6Q: 3 clusters Score -88556.19 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 413 members Mstep: Class 2 contains 239 members Entering Unmasked Estep Score: -88608.234375 Penalty: 7938.054199 Iteration 7Q: 3 clusters Score -88608.23 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 418 members Mstep: Class 2 contains 234 members Entering Unmasked Estep Score: -88661.851562 Penalty: 7938.054199 Iteration 8Q: 3 clusters Score -88661.85 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 418 members Mstep: Class 2 contains 234 members Entering Unmasked Estep Score: -88710.570312 Penalty: 7938.054199 Iteration 9Q: 3 clusters Score -88710.57 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 417 members Mstep: Class 2 contains 235 members Entering Unmasked Estep Score: -88972.234375 Penalty: 7938.054199 Iteration 10Q: 3 clusters Score -88972.23 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 421 members Mstep: Class 2 contains 231 members Entering Unmasked Estep Score: -89053.851562 Penalty: 7938.054199 Iteration 11Q: 3 clusters Score -89053.85 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 425 members Mstep: Class 2 contains 227 members Entering Unmasked Estep Score: -89099.195312 Penalty: 7938.054199 Iteration 12Q: 3 clusters Score -89099.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 429 members Mstep: Class 2 contains 223 members Entering Unmasked Estep Score: -89149.312500 Penalty: 7938.054199 Iteration 13Q: 3 clusters Score -89149.31 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 432 members Mstep: Class 2 contains 220 members Entering Unmasked Estep Score: -89175.210938 Penalty: 7938.054199 Iteration 14Q: 3 clusters Score -89175.21 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 433 members Mstep: Class 2 contains 219 members Entering Unmasked Estep Score: -89205.234375 Penalty: 7938.054199 Iteration 15Q: 3 clusters Score -89205.23 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 434 members Mstep: Class 2 contains 218 members Entering Unmasked Estep Score: -89220.929688 Penalty: 7938.054199 Iteration 16Q: 3 clusters Score -89220.93 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 434 members Mstep: Class 2 contains 218 members Entering Unmasked Estep Score: -89228.054688 Penalty: 7938.054199 Iteration 17F: 3 clusters Score -89228.05 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 434 members Mstep: Class 2 contains 218 members Entering Unmasked Estep Score: -89250.203125 Penalty: 7938.054199 Iteration 18Q: 3 clusters Score -89250.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 433 members Mstep: Class 2 contains 219 members Entering Unmasked Estep Score: -89295.507812 Penalty: 7938.054199 Iteration 19Q: 3 clusters Score -89295.51 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 434 members Mstep: Class 2 contains 218 members Entering Unmasked Estep Score: -89348.046875 Penalty: 7938.054199 Iteration 20F: 3 clusters Score -89348.05 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 431 members Mstep: Class 2 contains 221 members Entering Unmasked Estep Score: -89453.218750 Penalty: 7938.054199 Iteration 21Q: 3 clusters Score -89453.22 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 426 members Mstep: Class 2 contains 226 members Entering Unmasked Estep Score: -89563.984375 Penalty: 7938.054199 Iteration 22Q: 3 clusters Score -89563.98 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 422 members Mstep: Class 2 contains 230 members Entering Unmasked Estep Score: -89670.210938 Penalty: 7938.054199 Iteration 23Q: 3 clusters Score -89670.21 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 421 members Mstep: Class 2 contains 231 members Entering Unmasked Estep Score: -89808.218750 Penalty: 7938.054199 Iteration 24Q: 3 clusters Score -89808.22 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 420 members Mstep: Class 2 contains 232 members Entering Unmasked Estep Score: -89862.476562 Penalty: 7938.054199 Iteration 25Q: 3 clusters Score -89862.48 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 420 members Mstep: Class 2 contains 232 members Entering Unmasked Estep Score: -89871.437500 Penalty: 7938.054199 Iteration 26F: 3 clusters Score -89871.44 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 419 members Mstep: Class 2 contains 233 members Entering Unmasked Estep Score: -89891.507812 Penalty: 7938.054199 Iteration 27Q: 3 clusters Score -89891.51 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 418 members Mstep: Class 2 contains 234 members Entering Unmasked Estep Score: -89899.062500 Penalty: 7938.054199 Iteration 28Q: 3 clusters Score -89899.06 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 418 members Mstep: Class 2 contains 234 members Entering Unmasked Estep Score: -89899.062500 Penalty: 7938.054199 Iteration 29F: 3 clusters Score -89899.06 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 37 members Mstep: Class 1 contains 154696 members Mstep: Class 2 contains 8046 members Mstep: Class 3 contains 1383 members Mstep: Class 4 contains 2093 members Mstep: Class 5 contains 48383 members Mstep: Class 6 contains 1819 members Mstep: Class 7 contains 26453 members Mstep: Class 8 contains 898 members Mstep: Class 9 contains 653 members Mstep: Class 10 contains 157470 members Mstep: Class 11 contains 133870 members Mstep: Class 12 contains 418 members Mstep: Class 13 contains 234 members Mstep: Class 14 contains 26931 members Mstep: Class 15 contains 42391 members Mstep: Class 16 contains 6927 members Mstep: Class 17 contains 4861 members Mstep: Class 18 contains 10770 members Mstep: Class 19 contains 1128 members Mstep: Class 20 contains 310 members Mstep: Class 21 contains 49267 members Entering Unmasked Estep Score: -147560704.000000 Penalty: 172723.218750 Splitting cluster 12 changes total score from -147564224.000000 to -147560704.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 14 (26931 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26931 members Entering Unmasked Estep Score: -5677892.500000 Penalty: 6248.133301 Iteration 0F: 2 clusters Score -5677892 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13236 members Mstep: Class 2 contains 13695 members Entering Unmasked Estep Score: -5656906.500000 Penalty: 12496.266602 Iteration 0F: 3 clusters Score -5656906 nChanged 11355 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12555 members Mstep: Class 2 contains 14376 members Entering Unmasked Estep Score: -5662884.000000 Penalty: 12496.266602 Iteration 1F: 3 clusters Score -5662884 nChanged 1694 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12143 members Mstep: Class 2 contains 14788 members Entering Unmasked Estep Score: -5663701.500000 Penalty: 12496.266602 Iteration 2F: 3 clusters Score -5663702 nChanged 1392 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11657 members Mstep: Class 2 contains 15274 members Entering Unmasked Estep Score: -5664347.500000 Penalty: 12496.266602 Iteration 3F: 3 clusters Score -5664348 nChanged 1112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11095 members Mstep: Class 2 contains 15836 members Entering Unmasked Estep Score: -5664900.000000 Penalty: 12496.266602 Iteration 4Q: 3 clusters Score -5664900 nChanged 1061 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10458 members Mstep: Class 2 contains 16473 members Entering Unmasked Estep Score: -5665430.000000 Penalty: 12496.266602 Iteration 5Q: 3 clusters Score -5665430 nChanged 1013 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9759 members Mstep: Class 2 contains 17172 members Entering Unmasked Estep Score: -5665963.000000 Penalty: 12496.266602 Iteration 6Q: 3 clusters Score -5665963 nChanged 1030 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8941 members Mstep: Class 2 contains 17990 members Entering Unmasked Estep Score: -5666479.000000 Penalty: 12496.266602 Iteration 7Q: 3 clusters Score -5666479 nChanged 1022 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8063 members Mstep: Class 2 contains 18868 members Entering Unmasked Estep Score: -5667083.000000 Penalty: 12496.266602 Iteration 8Q: 3 clusters Score -5667083 nChanged 1043 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7142 members Mstep: Class 2 contains 19789 members Entering Unmasked Estep Score: -5667760.000000 Penalty: 12496.266602 Iteration 9Q: 3 clusters Score -5667760 nChanged 1084 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6160 members Mstep: Class 2 contains 20771 members Entering Unmasked Estep Score: -5668515.500000 Penalty: 12496.266602 Iteration 10Q: 3 clusters Score -5668516 nChanged 999 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5235 members Mstep: Class 2 contains 21696 members Entering Unmasked Estep Score: -5669155.000000 Penalty: 12496.266602 Iteration 11Q: 3 clusters Score -5669155 nChanged 876 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4407 members Mstep: Class 2 contains 22524 members Entering Unmasked Estep Score: -5669766.000000 Penalty: 12496.266602 Iteration 12Q: 3 clusters Score -5669766 nChanged 778 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3667 members Mstep: Class 2 contains 23264 members Entering Unmasked Estep Score: -5670320.500000 Penalty: 12496.266602 Iteration 13Q: 3 clusters Score -5670320 nChanged 660 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3049 members Mstep: Class 2 contains 23882 members Entering Unmasked Estep Score: -5670784.000000 Penalty: 12496.266602 Iteration 14Q: 3 clusters Score -5670784 nChanged 508 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2573 members Mstep: Class 2 contains 24358 members Entering Unmasked Estep Score: -5671160.500000 Penalty: 12496.266602 Iteration 15Q: 3 clusters Score -5671160 nChanged 353 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2240 members Mstep: Class 2 contains 24691 members Entering Unmasked Estep Score: -5671429.000000 Penalty: 12496.266602 Iteration 16Q: 3 clusters Score -5671429 nChanged 322 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1950 members Mstep: Class 2 contains 24981 members Entering Unmasked Estep Score: -5671693.500000 Penalty: 12496.266602 Iteration 17Q: 3 clusters Score -5671694 nChanged 251 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1727 members Mstep: Class 2 contains 25204 members Entering Unmasked Estep Score: -5671899.500000 Penalty: 12496.266602 Iteration 18Q: 3 clusters Score -5671900 nChanged 209 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1536 members Mstep: Class 2 contains 25395 members Entering Unmasked Estep Score: -5672066.000000 Penalty: 12496.266602 Iteration 19Q: 3 clusters Score -5672066 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1402 members Mstep: Class 2 contains 25529 members Entering Unmasked Estep Score: -5672189.500000 Penalty: 12496.266602 Iteration 20F: 3 clusters Score -5672190 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1310 members Mstep: Class 2 contains 25621 members Entering Unmasked Estep Score: -5672274.000000 Penalty: 12496.266602 Iteration 21Q: 3 clusters Score -5672274 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1244 members Mstep: Class 2 contains 25687 members Entering Unmasked Estep Score: -5672325.500000 Penalty: 12496.266602 Iteration 22Q: 3 clusters Score -5672326 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1190 members Mstep: Class 2 contains 25741 members Entering Unmasked Estep Score: -5672371.500000 Penalty: 12496.266602 Iteration 23Q: 3 clusters Score -5672372 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1146 members Mstep: Class 2 contains 25785 members Entering Unmasked Estep Score: -5672420.000000 Penalty: 12496.266602 Iteration 24Q: 3 clusters Score -5672420 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1099 members Mstep: Class 2 contains 25832 members Entering Unmasked Estep Score: -5672456.000000 Penalty: 12496.266602 Iteration 25Q: 3 clusters Score -5672456 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1068 members Mstep: Class 2 contains 25863 members Entering Unmasked Estep Score: -5672492.000000 Penalty: 12496.266602 Iteration 26Q: 3 clusters Score -5672492 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1046 members Mstep: Class 2 contains 25885 members Entering Unmasked Estep Score: -5672509.000000 Penalty: 12496.266602 Iteration 27Q: 3 clusters Score -5672509 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1026 members Mstep: Class 2 contains 25905 members Entering Unmasked Estep Score: -5672539.500000 Penalty: 12496.266602 Iteration 28Q: 3 clusters Score -5672540 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1008 members Mstep: Class 2 contains 25923 members Entering Unmasked Estep Score: -5672558.000000 Penalty: 12496.266602 Iteration 29Q: 3 clusters Score -5672558 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 985 members Mstep: Class 2 contains 25946 members Entering Unmasked Estep Score: -5672574.500000 Penalty: 12496.266602 Iteration 30Q: 3 clusters Score -5672574 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 969 members Mstep: Class 2 contains 25962 members Entering Unmasked Estep Score: -5672601.500000 Penalty: 12496.266602 Iteration 31Q: 3 clusters Score -5672602 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 960 members Mstep: Class 2 contains 25971 members Entering Unmasked Estep Score: -5672612.500000 Penalty: 12496.266602 Iteration 32Q: 3 clusters Score -5672612 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 950 members Mstep: Class 2 contains 25981 members Entering Unmasked Estep Score: -5672630.500000 Penalty: 12496.266602 Iteration 33Q: 3 clusters Score -5672630 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 942 members Mstep: Class 2 contains 25989 members Entering Unmasked Estep Score: -5672650.500000 Penalty: 12496.266602 Iteration 34Q: 3 clusters Score -5672650 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 936 members Mstep: Class 2 contains 25995 members Entering Unmasked Estep Score: -5672652.000000 Penalty: 12496.266602 Iteration 35Q: 3 clusters Score -5672652 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 933 members Mstep: Class 2 contains 25998 members Entering Unmasked Estep Score: -5672668.000000 Penalty: 12496.266602 Iteration 36Q: 3 clusters Score -5672668 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 930 members Mstep: Class 2 contains 26001 members Entering Unmasked Estep Score: -5672682.500000 Penalty: 12496.266602 Iteration 37Q: 3 clusters Score -5672682 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 925 members Mstep: Class 2 contains 26006 members Entering Unmasked Estep Score: -5672689.500000 Penalty: 12496.266602 Iteration 38Q: 3 clusters Score -5672690 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 920 members Mstep: Class 2 contains 26011 members Entering Unmasked Estep Score: -5672694.500000 Penalty: 12496.266602 Iteration 39Q: 3 clusters Score -5672694 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 916 members Mstep: Class 2 contains 26015 members Entering Unmasked Estep Score: -5672699.500000 Penalty: 12496.266602 Iteration 40F: 3 clusters Score -5672700 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 918 members Mstep: Class 2 contains 26013 members Entering Unmasked Estep Score: -5672700.500000 Penalty: 12496.266602 Iteration 41Q: 3 clusters Score -5672700 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 918 members Mstep: Class 2 contains 26013 members Entering Unmasked Estep Score: -5672697.500000 Penalty: 12496.266602 Iteration 42Q: 3 clusters Score -5672698 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 917 members Mstep: Class 2 contains 26014 members Entering Unmasked Estep Score: -5672692.500000 Penalty: 12496.266602 Iteration 43Q: 3 clusters Score -5672692 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 916 members Mstep: Class 2 contains 26015 members Entering Unmasked Estep Score: -5672709.000000 Penalty: 12496.266602 Iteration 44Q: 3 clusters Score -5672709 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 914 members Mstep: Class 2 contains 26017 members Entering Unmasked Estep Score: -5672707.000000 Penalty: 12496.266602 Iteration 45Q: 3 clusters Score -5672707 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 913 members Mstep: Class 2 contains 26018 members Entering Unmasked Estep Score: -5672712.000000 Penalty: 12496.266602 Iteration 46Q: 3 clusters Score -5672712 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 910 members Mstep: Class 2 contains 26021 members Entering Unmasked Estep Score: -5672716.500000 Penalty: 12496.266602 Iteration 47Q: 3 clusters Score -5672716 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 909 members Mstep: Class 2 contains 26022 members Entering Unmasked Estep Score: -5672716.500000 Penalty: 12496.266602 Iteration 48Q: 3 clusters Score -5672716 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 909 members Mstep: Class 2 contains 26022 members Entering Unmasked Estep Score: -5672716.500000 Penalty: 12496.266602 Iteration 49F: 3 clusters Score -5672716 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (42391 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42391 members Entering Unmasked Estep Score: -9288632.000000 Penalty: 6525.998535 Iteration 0F: 2 clusters Score -9288632 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21010 members Mstep: Class 2 contains 21381 members Entering Unmasked Estep Score: -9257899.000000 Penalty: 13051.997070 Iteration 0F: 3 clusters Score -9257899 nChanged 18376 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20478 members Mstep: Class 2 contains 21913 members Entering Unmasked Estep Score: -9267495.000000 Penalty: 13051.997070 Iteration 1F: 3 clusters Score -9267495 nChanged 2279 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20085 members Mstep: Class 2 contains 22306 members Entering Unmasked Estep Score: -9268299.000000 Penalty: 13051.997070 Iteration 2F: 3 clusters Score -9268299 nChanged 1889 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19580 members Mstep: Class 2 contains 22811 members Entering Unmasked Estep Score: -9268909.000000 Penalty: 13051.997070 Iteration 3Q: 3 clusters Score -9268909 nChanged 1596 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18926 members Mstep: Class 2 contains 23465 members Entering Unmasked Estep Score: -9269523.000000 Penalty: 13051.997070 Iteration 4Q: 3 clusters Score -9269523 nChanged 1469 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18107 members Mstep: Class 2 contains 24284 members Entering Unmasked Estep Score: -9270067.000000 Penalty: 13051.997070 Iteration 5Q: 3 clusters Score -9270067 nChanged 1475 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17058 members Mstep: Class 2 contains 25333 members Entering Unmasked Estep Score: -9270588.000000 Penalty: 13051.997070 Iteration 6Q: 3 clusters Score -9270588 nChanged 1498 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15796 members Mstep: Class 2 contains 26595 members Entering Unmasked Estep Score: -9271203.000000 Penalty: 13051.997070 Iteration 7Q: 3 clusters Score -9271203 nChanged 1822 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14130 members Mstep: Class 2 contains 28261 members Entering Unmasked Estep Score: -9272098.000000 Penalty: 13051.997070 Iteration 8Q: 3 clusters Score -9272098 nChanged 2057 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12163 members Mstep: Class 2 contains 30228 members Entering Unmasked Estep Score: -9273298.000000 Penalty: 13051.997070 Iteration 9Q: 3 clusters Score -9273298 nChanged 2322 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9911 members Mstep: Class 2 contains 32480 members Entering Unmasked Estep Score: -9274937.000000 Penalty: 13051.997070 Iteration 10F: 3 clusters Score -9274937 nChanged 2445 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7508 members Mstep: Class 2 contains 34883 members Entering Unmasked Estep Score: -9276858.000000 Penalty: 13051.997070 Iteration 11F: 3 clusters Score -9276858 nChanged 2211 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5323 members Mstep: Class 2 contains 37068 members Entering Unmasked Estep Score: -9278645.000000 Penalty: 13051.997070 Iteration 12F: 3 clusters Score -9278645 nChanged 1757 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3592 members Mstep: Class 2 contains 38799 members Entering Unmasked Estep Score: -9280134.000000 Penalty: 13051.997070 Iteration 13Q: 3 clusters Score -9280134 nChanged 1218 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2390 members Mstep: Class 2 contains 40001 members Entering Unmasked Estep Score: -9281221.000000 Penalty: 13051.997070 Iteration 14Q: 3 clusters Score -9281221 nChanged 687 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1725 members Mstep: Class 2 contains 40666 members Entering Unmasked Estep Score: -9281858.000000 Penalty: 13051.997070 Iteration 15Q: 3 clusters Score -9281858 nChanged 381 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1356 members Mstep: Class 2 contains 41035 members Entering Unmasked Estep Score: -9282181.000000 Penalty: 13051.997070 Iteration 16Q: 3 clusters Score -9282181 nChanged 234 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1132 members Mstep: Class 2 contains 41259 members Entering Unmasked Estep Score: -9282416.000000 Penalty: 13051.997070 Iteration 17Q: 3 clusters Score -9282416 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1020 members Mstep: Class 2 contains 41371 members Entering Unmasked Estep Score: -9282522.000000 Penalty: 13051.997070 Iteration 18Q: 3 clusters Score -9282522 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 944 members Mstep: Class 2 contains 41447 members Entering Unmasked Estep Score: -9282616.000000 Penalty: 13051.997070 Iteration 19Q: 3 clusters Score -9282616 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 894 members Mstep: Class 2 contains 41497 members Entering Unmasked Estep Score: -9282668.000000 Penalty: 13051.997070 Iteration 20F: 3 clusters Score -9282668 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 856 members Mstep: Class 2 contains 41535 members Entering Unmasked Estep Score: -9282698.000000 Penalty: 13051.997070 Iteration 21Q: 3 clusters Score -9282698 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 836 members Mstep: Class 2 contains 41555 members Entering Unmasked Estep Score: -9282717.000000 Penalty: 13051.997070 Iteration 22Q: 3 clusters Score -9282717 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 816 members Mstep: Class 2 contains 41575 members Entering Unmasked Estep Score: -9282730.000000 Penalty: 13051.997070 Iteration 23Q: 3 clusters Score -9282730 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 807 members Mstep: Class 2 contains 41584 members Entering Unmasked Estep Score: -9282738.000000 Penalty: 13051.997070 Iteration 24Q: 3 clusters Score -9282738 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 789 members Mstep: Class 2 contains 41602 members Entering Unmasked Estep Score: -9282763.000000 Penalty: 13051.997070 Iteration 25Q: 3 clusters Score -9282763 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 774 members Mstep: Class 2 contains 41617 members Entering Unmasked Estep Score: -9282786.000000 Penalty: 13051.997070 Iteration 26Q: 3 clusters Score -9282786 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 759 members Mstep: Class 2 contains 41632 members Entering Unmasked Estep Score: -9282816.000000 Penalty: 13051.997070 Iteration 27Q: 3 clusters Score -9282816 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 744 members Mstep: Class 2 contains 41647 members Entering Unmasked Estep Score: -9282842.000000 Penalty: 13051.997070 Iteration 28Q: 3 clusters Score -9282842 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 734 members Mstep: Class 2 contains 41657 members Entering Unmasked Estep Score: -9282849.000000 Penalty: 13051.997070 Iteration 29Q: 3 clusters Score -9282849 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 732 members Mstep: Class 2 contains 41659 members Entering Unmasked Estep Score: -9282849.000000 Penalty: 13051.997070 Iteration 30Q: 3 clusters Score -9282849 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 726 members Mstep: Class 2 contains 41665 members Entering Unmasked Estep Score: -9282866.000000 Penalty: 13051.997070 Iteration 31Q: 3 clusters Score -9282866 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 720 members Mstep: Class 2 contains 41671 members Entering Unmasked Estep Score: -9282853.000000 Penalty: 13051.997070 Iteration 32Q: 3 clusters Score -9282853 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 716 members Mstep: Class 2 contains 41675 members Entering Unmasked Estep Score: -9282864.000000 Penalty: 13051.997070 Iteration 33Q: 3 clusters Score -9282864 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 711 members Mstep: Class 2 contains 41680 members Entering Unmasked Estep Score: -9282884.000000 Penalty: 13051.997070 Iteration 34Q: 3 clusters Score -9282884 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 709 members Mstep: Class 2 contains 41682 members Entering Unmasked Estep Score: -9282887.000000 Penalty: 13051.997070 Iteration 35Q: 3 clusters Score -9282887 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 709 members Mstep: Class 2 contains 41682 members Entering Unmasked Estep Score: -9282888.000000 Penalty: 13051.997070 Iteration 36Q: 3 clusters Score -9282888 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 708 members Mstep: Class 2 contains 41683 members Entering Unmasked Estep Score: -9282890.000000 Penalty: 13051.997070 Iteration 37Q: 3 clusters Score -9282890 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 704 members Mstep: Class 2 contains 41687 members Entering Unmasked Estep Score: -9282891.000000 Penalty: 13051.997070 Iteration 38Q: 3 clusters Score -9282891 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 702 members Mstep: Class 2 contains 41689 members Entering Unmasked Estep Score: -9282905.000000 Penalty: 13051.997070 Iteration 39Q: 3 clusters Score -9282905 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 701 members Mstep: Class 2 contains 41690 members Entering Unmasked Estep Score: -9282906.000000 Penalty: 13051.997070 Iteration 40F: 3 clusters Score -9282906 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 699 members Mstep: Class 2 contains 41692 members Entering Unmasked Estep Score: -9282911.000000 Penalty: 13051.997070 Iteration 41Q: 3 clusters Score -9282911 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 694 members Mstep: Class 2 contains 41697 members Entering Unmasked Estep Score: -9282917.000000 Penalty: 13051.997070 Iteration 42Q: 3 clusters Score -9282917 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 694 members Mstep: Class 2 contains 41697 members Entering Unmasked Estep Score: -9282916.000000 Penalty: 13051.997070 Iteration 43Q: 3 clusters Score -9282916 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 693 members Mstep: Class 2 contains 41698 members Entering Unmasked Estep Score: -9282925.000000 Penalty: 13051.997070 Iteration 44Q: 3 clusters Score -9282925 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 693 members Mstep: Class 2 contains 41698 members Entering Unmasked Estep Score: -9282925.000000 Penalty: 13051.997070 Iteration 45F: 3 clusters Score -9282925 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (6927 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6927 members Entering Unmasked Estep Score: -1483981.750000 Penalty: 5416.449219 Iteration 0F: 2 clusters Score -1483982 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3467 members Mstep: Class 2 contains 3460 members Entering Unmasked Estep Score: -1475668.500000 Penalty: 10832.898438 Iteration 0F: 3 clusters Score -1475668 nChanged 2275 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3498 members Mstep: Class 2 contains 3429 members Entering Unmasked Estep Score: -1477064.250000 Penalty: 10832.898438 Iteration 1F: 3 clusters Score -1477064 nChanged 498 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3490 members Mstep: Class 2 contains 3437 members Entering Unmasked Estep Score: -1477420.750000 Penalty: 10832.898438 Iteration 2F: 3 clusters Score -1477421 nChanged 306 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3482 members Mstep: Class 2 contains 3445 members Entering Unmasked Estep Score: -1477608.375000 Penalty: 10832.898438 Iteration 3Q: 3 clusters Score -1477608 nChanged 180 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3478 members Mstep: Class 2 contains 3449 members Entering Unmasked Estep Score: -1477706.500000 Penalty: 10832.898438 Iteration 4Q: 3 clusters Score -1477706 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3468 members Mstep: Class 2 contains 3459 members Entering Unmasked Estep Score: -1477784.125000 Penalty: 10832.898438 Iteration 5Q: 3 clusters Score -1477784 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3462 members Mstep: Class 2 contains 3465 members Entering Unmasked Estep Score: -1477850.875000 Penalty: 10832.898438 Iteration 6Q: 3 clusters Score -1477851 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3463 members Mstep: Class 2 contains 3464 members Entering Unmasked Estep Score: -1477889.375000 Penalty: 10832.898438 Iteration 7Q: 3 clusters Score -1477889 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3446 members Mstep: Class 2 contains 3481 members Entering Unmasked Estep Score: -1477919.750000 Penalty: 10832.898438 Iteration 8Q: 3 clusters Score -1477920 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3435 members Mstep: Class 2 contains 3492 members Entering Unmasked Estep Score: -1477942.875000 Penalty: 10832.898438 Iteration 9Q: 3 clusters Score -1477943 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3420 members Mstep: Class 2 contains 3507 members Entering Unmasked Estep Score: -1477962.875000 Penalty: 10832.898438 Iteration 10Q: 3 clusters Score -1477963 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3403 members Mstep: Class 2 contains 3524 members Entering Unmasked Estep Score: -1477981.750000 Penalty: 10832.898438 Iteration 11Q: 3 clusters Score -1477982 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3394 members Mstep: Class 2 contains 3533 members Entering Unmasked Estep Score: -1477993.375000 Penalty: 10832.898438 Iteration 12Q: 3 clusters Score -1477993 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3384 members Mstep: Class 2 contains 3543 members Entering Unmasked Estep Score: -1478003.000000 Penalty: 10832.898438 Iteration 13Q: 3 clusters Score -1478003 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3375 members Mstep: Class 2 contains 3552 members Entering Unmasked Estep Score: -1478014.125000 Penalty: 10832.898438 Iteration 14Q: 3 clusters Score -1478014 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3367 members Mstep: Class 2 contains 3560 members Entering Unmasked Estep Score: -1478026.500000 Penalty: 10832.898438 Iteration 15Q: 3 clusters Score -1478026 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3352 members Mstep: Class 2 contains 3575 members Entering Unmasked Estep Score: -1478038.000000 Penalty: 10832.898438 Iteration 16Q: 3 clusters Score -1478038 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3344 members Mstep: Class 2 contains 3583 members Entering Unmasked Estep Score: -1478053.875000 Penalty: 10832.898438 Iteration 17Q: 3 clusters Score -1478054 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3330 members Mstep: Class 2 contains 3597 members Entering Unmasked Estep Score: -1478060.250000 Penalty: 10832.898438 Iteration 18Q: 3 clusters Score -1478060 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3322 members Mstep: Class 2 contains 3605 members Entering Unmasked Estep Score: -1478072.875000 Penalty: 10832.898438 Iteration 19Q: 3 clusters Score -1478073 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3313 members Mstep: Class 2 contains 3614 members Entering Unmasked Estep Score: -1478081.750000 Penalty: 10832.898438 Iteration 20F: 3 clusters Score -1478082 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3307 members Mstep: Class 2 contains 3620 members Entering Unmasked Estep Score: -1478085.500000 Penalty: 10832.898438 Iteration 21Q: 3 clusters Score -1478086 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3299 members Mstep: Class 2 contains 3628 members Entering Unmasked Estep Score: -1478090.000000 Penalty: 10832.898438 Iteration 22Q: 3 clusters Score -1478090 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3300 members Mstep: Class 2 contains 3627 members Entering Unmasked Estep Score: -1478096.375000 Penalty: 10832.898438 Iteration 23Q: 3 clusters Score -1478096 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3300 members Mstep: Class 2 contains 3627 members Entering Unmasked Estep Score: -1478101.125000 Penalty: 10832.898438 Iteration 24Q: 3 clusters Score -1478101 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3294 members Mstep: Class 2 contains 3633 members Entering Unmasked Estep Score: -1478102.250000 Penalty: 10832.898438 Iteration 25Q: 3 clusters Score -1478102 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3288 members Mstep: Class 2 contains 3639 members Entering Unmasked Estep Score: -1478111.750000 Penalty: 10832.898438 Iteration 26Q: 3 clusters Score -1478112 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3283 members Mstep: Class 2 contains 3644 members Entering Unmasked Estep Score: -1478113.500000 Penalty: 10832.898438 Iteration 27Q: 3 clusters Score -1478114 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3283 members Mstep: Class 2 contains 3644 members Entering Unmasked Estep Score: -1478116.875000 Penalty: 10832.898438 Iteration 28Q: 3 clusters Score -1478117 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3279 members Mstep: Class 2 contains 3648 members Entering Unmasked Estep Score: -1478117.875000 Penalty: 10832.898438 Iteration 29Q: 3 clusters Score -1478118 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3282 members Mstep: Class 2 contains 3645 members Entering Unmasked Estep Score: -1478121.875000 Penalty: 10832.898438 Iteration 30Q: 3 clusters Score -1478122 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3280 members Mstep: Class 2 contains 3647 members Entering Unmasked Estep Score: -1478125.750000 Penalty: 10832.898438 Iteration 31Q: 3 clusters Score -1478126 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3276 members Mstep: Class 2 contains 3651 members Entering Unmasked Estep Score: -1478127.000000 Penalty: 10832.898438 Iteration 32Q: 3 clusters Score -1478127 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3272 members Mstep: Class 2 contains 3655 members Entering Unmasked Estep Score: -1478128.125000 Penalty: 10832.898438 Iteration 33Q: 3 clusters Score -1478128 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3271 members Mstep: Class 2 contains 3656 members Entering Unmasked Estep Score: -1478127.875000 Penalty: 10832.898438 Iteration 34Q: 3 clusters Score -1478128 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3266 members Mstep: Class 2 contains 3661 members Entering Unmasked Estep Score: -1478131.500000 Penalty: 10832.898438 Iteration 35Q: 3 clusters Score -1478132 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3260 members Mstep: Class 2 contains 3667 members Entering Unmasked Estep Score: -1478130.000000 Penalty: 10832.898438 Iteration 36Q: 3 clusters Score -1478130 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3257 members Mstep: Class 2 contains 3670 members Entering Unmasked Estep Score: -1478134.250000 Penalty: 10832.898438 Iteration 37Q: 3 clusters Score -1478134 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3256 members Mstep: Class 2 contains 3671 members Entering Unmasked Estep Score: -1478134.625000 Penalty: 10832.898438 Iteration 38Q: 3 clusters Score -1478135 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3254 members Mstep: Class 2 contains 3673 members Entering Unmasked Estep Score: -1478139.250000 Penalty: 10832.898438 Iteration 39Q: 3 clusters Score -1478139 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3253 members Mstep: Class 2 contains 3674 members Entering Unmasked Estep Score: -1478136.875000 Penalty: 10832.898438 Iteration 40F: 3 clusters Score -1478137 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (4861 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4861 members Entering Unmasked Estep Score: -1084953.750000 Penalty: 5199.512207 Iteration 0F: 2 clusters Score -1084954 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2454 members Mstep: Class 2 contains 2407 members Entering Unmasked Estep Score: -1078001.625000 Penalty: 10399.024414 Iteration 0F: 3 clusters Score -1078002 nChanged 1503 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2445 members Mstep: Class 2 contains 2416 members Entering Unmasked Estep Score: -1079085.250000 Penalty: 10399.024414 Iteration 1F: 3 clusters Score -1079085 nChanged 306 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2431 members Mstep: Class 2 contains 2430 members Entering Unmasked Estep Score: -1079346.125000 Penalty: 10399.024414 Iteration 2F: 3 clusters Score -1079346 nChanged 196 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2421 members Mstep: Class 2 contains 2440 members Entering Unmasked Estep Score: -1079511.500000 Penalty: 10399.024414 Iteration 3Q: 3 clusters Score -1079512 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2404 members Mstep: Class 2 contains 2457 members Entering Unmasked Estep Score: -1079600.500000 Penalty: 10399.024414 Iteration 4Q: 3 clusters Score -1079600 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2393 members Mstep: Class 2 contains 2468 members Entering Unmasked Estep Score: -1079657.000000 Penalty: 10399.024414 Iteration 5Q: 3 clusters Score -1079657 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2390 members Mstep: Class 2 contains 2471 members Entering Unmasked Estep Score: -1079712.375000 Penalty: 10399.024414 Iteration 6Q: 3 clusters Score -1079712 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2385 members Mstep: Class 2 contains 2476 members Entering Unmasked Estep Score: -1079751.875000 Penalty: 10399.024414 Iteration 7Q: 3 clusters Score -1079752 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2386 members Mstep: Class 2 contains 2475 members Entering Unmasked Estep Score: -1079776.750000 Penalty: 10399.024414 Iteration 8Q: 3 clusters Score -1079777 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2377 members Mstep: Class 2 contains 2484 members Entering Unmasked Estep Score: -1079801.375000 Penalty: 10399.024414 Iteration 9Q: 3 clusters Score -1079801 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2363 members Mstep: Class 2 contains 2498 members Entering Unmasked Estep Score: -1079819.250000 Penalty: 10399.024414 Iteration 10Q: 3 clusters Score -1079819 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2358 members Mstep: Class 2 contains 2503 members Entering Unmasked Estep Score: -1079832.375000 Penalty: 10399.024414 Iteration 11Q: 3 clusters Score -1079832 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2356 members Mstep: Class 2 contains 2505 members Entering Unmasked Estep Score: -1079837.625000 Penalty: 10399.024414 Iteration 12Q: 3 clusters Score -1079838 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2350 members Mstep: Class 2 contains 2511 members Entering Unmasked Estep Score: -1079841.250000 Penalty: 10399.024414 Iteration 13Q: 3 clusters Score -1079841 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2350 members Mstep: Class 2 contains 2511 members Entering Unmasked Estep Score: -1079846.375000 Penalty: 10399.024414 Iteration 14Q: 3 clusters Score -1079846 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2349 members Mstep: Class 2 contains 2512 members Entering Unmasked Estep Score: -1079852.125000 Penalty: 10399.024414 Iteration 15Q: 3 clusters Score -1079852 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2350 members Mstep: Class 2 contains 2511 members Entering Unmasked Estep Score: -1079854.250000 Penalty: 10399.024414 Iteration 16Q: 3 clusters Score -1079854 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2348 members Mstep: Class 2 contains 2513 members Entering Unmasked Estep Score: -1079858.875000 Penalty: 10399.024414 Iteration 17Q: 3 clusters Score -1079859 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2347 members Mstep: Class 2 contains 2514 members Entering Unmasked Estep Score: -1079863.875000 Penalty: 10399.024414 Iteration 18Q: 3 clusters Score -1079864 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2343 members Mstep: Class 2 contains 2518 members Entering Unmasked Estep Score: -1079864.500000 Penalty: 10399.024414 Iteration 19Q: 3 clusters Score -1079864 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2343 members Mstep: Class 2 contains 2518 members Entering Unmasked Estep Score: -1079865.750000 Penalty: 10399.024414 Iteration 20F: 3 clusters Score -1079866 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2343 members Mstep: Class 2 contains 2518 members Entering Unmasked Estep Score: -1079869.250000 Penalty: 10399.024414 Iteration 21Q: 3 clusters Score -1079869 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2343 members Mstep: Class 2 contains 2518 members Entering Unmasked Estep Score: -1079870.625000 Penalty: 10399.024414 Iteration 22Q: 3 clusters Score -1079871 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2344 members Mstep: Class 2 contains 2517 members Entering Unmasked Estep Score: -1079870.375000 Penalty: 10399.024414 Iteration 23Q: 3 clusters Score -1079870 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2348 members Mstep: Class 2 contains 2513 members Entering Unmasked Estep Score: -1079875.000000 Penalty: 10399.024414 Iteration 24Q: 3 clusters Score -1079875 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2349 members Mstep: Class 2 contains 2512 members Entering Unmasked Estep Score: -1079873.625000 Penalty: 10399.024414 Iteration 25Q: 3 clusters Score -1079874 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2350 members Mstep: Class 2 contains 2511 members Entering Unmasked Estep Score: -1079873.750000 Penalty: 10399.024414 Iteration 26Q: 3 clusters Score -1079874 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2350 members Mstep: Class 2 contains 2511 members Entering Unmasked Estep Score: -1079873.750000 Penalty: 10399.024414 Iteration 27F: 3 clusters Score -1079874 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (10770 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10770 members Entering Unmasked Estep Score: -2374560.250000 Penalty: 5686.768555 Iteration 0F: 2 clusters Score -2374560 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5469 members Mstep: Class 2 contains 5301 members Entering Unmasked Estep Score: -2363910.500000 Penalty: 11373.537109 Iteration 0F: 3 clusters Score -2363910 nChanged 3975 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5616 members Mstep: Class 2 contains 5154 members Entering Unmasked Estep Score: -2366217.500000 Penalty: 11373.537109 Iteration 1F: 3 clusters Score -2366218 nChanged 821 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5743 members Mstep: Class 2 contains 5027 members Entering Unmasked Estep Score: -2366821.500000 Penalty: 11373.537109 Iteration 2F: 3 clusters Score -2366822 nChanged 621 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5890 members Mstep: Class 2 contains 4880 members Entering Unmasked Estep Score: -2367534.750000 Penalty: 11373.537109 Iteration 3F: 3 clusters Score -2367535 nChanged 699 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6119 members Mstep: Class 2 contains 4651 members Entering Unmasked Estep Score: -2368421.500000 Penalty: 11373.537109 Iteration 4F: 3 clusters Score -2368422 nChanged 738 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6469 members Mstep: Class 2 contains 4301 members Entering Unmasked Estep Score: -2369216.500000 Penalty: 11373.537109 Iteration 5F: 3 clusters Score -2369216 nChanged 706 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6857 members Mstep: Class 2 contains 3913 members Entering Unmasked Estep Score: -2369891.750000 Penalty: 11373.537109 Iteration 6F: 3 clusters Score -2369892 nChanged 578 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7237 members Mstep: Class 2 contains 3533 members Entering Unmasked Estep Score: -2370424.750000 Penalty: 11373.537109 Iteration 7F: 3 clusters Score -2370425 nChanged 442 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7547 members Mstep: Class 2 contains 3223 members Entering Unmasked Estep Score: -2370761.500000 Penalty: 11373.537109 Iteration 8Q: 3 clusters Score -2370762 nChanged 321 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7754 members Mstep: Class 2 contains 3016 members Entering Unmasked Estep Score: -2371005.500000 Penalty: 11373.537109 Iteration 9Q: 3 clusters Score -2371006 nChanged 264 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7938 members Mstep: Class 2 contains 2832 members Entering Unmasked Estep Score: -2371177.500000 Penalty: 11373.537109 Iteration 10Q: 3 clusters Score -2371178 nChanged 184 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8074 members Mstep: Class 2 contains 2696 members Entering Unmasked Estep Score: -2371296.250000 Penalty: 11373.537109 Iteration 11Q: 3 clusters Score -2371296 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8165 members Mstep: Class 2 contains 2605 members Entering Unmasked Estep Score: -2371365.000000 Penalty: 11373.537109 Iteration 12Q: 3 clusters Score -2371365 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8222 members Mstep: Class 2 contains 2548 members Entering Unmasked Estep Score: -2371412.750000 Penalty: 11373.537109 Iteration 13Q: 3 clusters Score -2371413 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8274 members Mstep: Class 2 contains 2496 members Entering Unmasked Estep Score: -2371446.250000 Penalty: 11373.537109 Iteration 14Q: 3 clusters Score -2371446 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8312 members Mstep: Class 2 contains 2458 members Entering Unmasked Estep Score: -2371477.500000 Penalty: 11373.537109 Iteration 15Q: 3 clusters Score -2371478 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8337 members Mstep: Class 2 contains 2433 members Entering Unmasked Estep Score: -2371485.750000 Penalty: 11373.537109 Iteration 16Q: 3 clusters Score -2371486 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8371 members Mstep: Class 2 contains 2399 members Entering Unmasked Estep Score: -2371512.500000 Penalty: 11373.537109 Iteration 17Q: 3 clusters Score -2371512 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8399 members Mstep: Class 2 contains 2371 members Entering Unmasked Estep Score: -2371534.250000 Penalty: 11373.537109 Iteration 18Q: 3 clusters Score -2371534 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8431 members Mstep: Class 2 contains 2339 members Entering Unmasked Estep Score: -2371564.500000 Penalty: 11373.537109 Iteration 19Q: 3 clusters Score -2371564 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8455 members Mstep: Class 2 contains 2315 members Entering Unmasked Estep Score: -2371587.500000 Penalty: 11373.537109 Iteration 20F: 3 clusters Score -2371588 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8477 members Mstep: Class 2 contains 2293 members Entering Unmasked Estep Score: -2371596.000000 Penalty: 11373.537109 Iteration 21Q: 3 clusters Score -2371596 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8486 members Mstep: Class 2 contains 2284 members Entering Unmasked Estep Score: -2371606.500000 Penalty: 11373.537109 Iteration 22Q: 3 clusters Score -2371606 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8498 members Mstep: Class 2 contains 2272 members Entering Unmasked Estep Score: -2371614.000000 Penalty: 11373.537109 Iteration 23Q: 3 clusters Score -2371614 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8507 members Mstep: Class 2 contains 2263 members Entering Unmasked Estep Score: -2371628.250000 Penalty: 11373.537109 Iteration 24Q: 3 clusters Score -2371628 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8513 members Mstep: Class 2 contains 2257 members Entering Unmasked Estep Score: -2371629.000000 Penalty: 11373.537109 Iteration 25Q: 3 clusters Score -2371629 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8523 members Mstep: Class 2 contains 2247 members Entering Unmasked Estep Score: -2371630.750000 Penalty: 11373.537109 Iteration 26Q: 3 clusters Score -2371631 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8527 members Mstep: Class 2 contains 2243 members Entering Unmasked Estep Score: -2371639.500000 Penalty: 11373.537109 Iteration 27Q: 3 clusters Score -2371640 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8529 members Mstep: Class 2 contains 2241 members Entering Unmasked Estep Score: -2371640.500000 Penalty: 11373.537109 Iteration 28Q: 3 clusters Score -2371640 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8536 members Mstep: Class 2 contains 2234 members Entering Unmasked Estep Score: -2371644.750000 Penalty: 11373.537109 Iteration 29Q: 3 clusters Score -2371645 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8538 members Mstep: Class 2 contains 2232 members Entering Unmasked Estep Score: -2371641.000000 Penalty: 11373.537109 Iteration 30Q: 3 clusters Score -2371641 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8537 members Mstep: Class 2 contains 2233 members Entering Unmasked Estep Score: -2371643.500000 Penalty: 11373.537109 Iteration 31Q: 3 clusters Score -2371644 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8537 members Mstep: Class 2 contains 2233 members Entering Unmasked Estep Score: -2371643.500000 Penalty: 11373.537109 Iteration 32F: 3 clusters Score -2371644 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (1128 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1128 members Entering Unmasked Estep Score: -229033.796875 Penalty: 4304.773438 Iteration 0F: 2 clusters Score -229033.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 534 members Mstep: Class 2 contains 594 members Entering Unmasked Estep Score: -224844.218750 Penalty: 8609.546875 Iteration 0F: 3 clusters Score -224844.2 nChanged 174 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 564 members Mstep: Class 2 contains 564 members Entering Unmasked Estep Score: -225239.328125 Penalty: 8609.546875 Iteration 1F: 3 clusters Score -225239.3 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 589 members Mstep: Class 2 contains 539 members Entering Unmasked Estep Score: -225396.546875 Penalty: 8609.546875 Iteration 2F: 3 clusters Score -225396.5 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 610 members Mstep: Class 2 contains 518 members Entering Unmasked Estep Score: -225507.937500 Penalty: 8609.546875 Iteration 3Q: 3 clusters Score -225507.9 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 622 members Mstep: Class 2 contains 506 members Entering Unmasked Estep Score: -225643.593750 Penalty: 8609.546875 Iteration 4Q: 3 clusters Score -225643.6 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 634 members Mstep: Class 2 contains 494 members Entering Unmasked Estep Score: -225834.500000 Penalty: 8609.546875 Iteration 5Q: 3 clusters Score -225834.5 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 641 members Mstep: Class 2 contains 487 members Entering Unmasked Estep Score: -225945.265625 Penalty: 8609.546875 Iteration 6Q: 3 clusters Score -225945.3 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 641 members Mstep: Class 2 contains 487 members Entering Unmasked Estep Score: -226008.453125 Penalty: 8609.546875 Iteration 7Q: 3 clusters Score -226008.5 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 641 members Mstep: Class 2 contains 487 members Entering Unmasked Estep Score: -226070.531250 Penalty: 8609.546875 Iteration 8Q: 3 clusters Score -226070.5 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 635 members Mstep: Class 2 contains 493 members Entering Unmasked Estep Score: -226130.250000 Penalty: 8609.546875 Iteration 9Q: 3 clusters Score -226130.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 626 members Mstep: Class 2 contains 502 members Entering Unmasked Estep Score: -226163.546875 Penalty: 8609.546875 Iteration 10Q: 3 clusters Score -226163.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 622 members Mstep: Class 2 contains 506 members Entering Unmasked Estep Score: -226192.218750 Penalty: 8609.546875 Iteration 11Q: 3 clusters Score -226192.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 616 members Mstep: Class 2 contains 512 members Entering Unmasked Estep Score: -226213.234375 Penalty: 8609.546875 Iteration 12Q: 3 clusters Score -226213.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 611 members Mstep: Class 2 contains 517 members Entering Unmasked Estep Score: -226227.390625 Penalty: 8609.546875 Iteration 13Q: 3 clusters Score -226227.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 609 members Mstep: Class 2 contains 519 members Entering Unmasked Estep Score: -226230.859375 Penalty: 8609.546875 Iteration 14Q: 3 clusters Score -226230.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 609 members Mstep: Class 2 contains 519 members Entering Unmasked Estep Score: -226236.046875 Penalty: 8609.546875 Iteration 15Q: 3 clusters Score -226236 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 610 members Mstep: Class 2 contains 518 members Entering Unmasked Estep Score: -226252.703125 Penalty: 8609.546875 Iteration 16Q: 3 clusters Score -226252.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 609 members Mstep: Class 2 contains 519 members Entering Unmasked Estep Score: -226261.359375 Penalty: 8609.546875 Iteration 17Q: 3 clusters Score -226261.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 606 members Mstep: Class 2 contains 522 members Entering Unmasked Estep Score: -226266.015625 Penalty: 8609.546875 Iteration 18Q: 3 clusters Score -226266 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 606 members Mstep: Class 2 contains 522 members Entering Unmasked Estep Score: -226272.453125 Penalty: 8609.546875 Iteration 19Q: 3 clusters Score -226272.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 604 members Mstep: Class 2 contains 524 members Entering Unmasked Estep Score: -226278.265625 Penalty: 8609.546875 Iteration 20F: 3 clusters Score -226278.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 603 members Mstep: Class 2 contains 525 members Entering Unmasked Estep Score: -226280.281250 Penalty: 8609.546875 Iteration 21Q: 3 clusters Score -226280.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 603 members Mstep: Class 2 contains 525 members Entering Unmasked Estep Score: -226280.281250 Penalty: 8609.546875 Iteration 22F: 3 clusters Score -226280.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (310 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 310 members Entering Unmasked Estep Score: -55306.460938 Penalty: 3513.650391 Iteration 0F: 2 clusters Score -55306.46 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 162 members Mstep: Class 2 contains 148 members Entering Unmasked Estep Score: -52501.027344 Penalty: 7027.300781 Iteration 0F: 3 clusters Score -52501.03 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 158 members Mstep: Class 2 contains 152 members Entering Unmasked Estep Score: -52637.761719 Penalty: 7027.300781 Iteration 1F: 3 clusters Score -52637.76 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 157 members Mstep: Class 2 contains 153 members Entering Unmasked Estep Score: -52646.378906 Penalty: 7027.300781 Iteration 2Q: 3 clusters Score -52646.38 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 155 members Mstep: Class 2 contains 155 members Entering Unmasked Estep Score: -52657.777344 Penalty: 7027.300781 Iteration 3Q: 3 clusters Score -52657.78 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 155 members Mstep: Class 2 contains 155 members Entering Unmasked Estep Score: -52657.777344 Penalty: 7027.300781 Iteration 4F: 3 clusters Score -52657.78 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (49267 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49267 members Entering Unmasked Estep Score: -10811700.000000 Penalty: 6618.068359 Iteration 0F: 2 clusters Score -1.08117e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24515 members Mstep: Class 2 contains 24752 members Entering Unmasked Estep Score: -10776453.000000 Penalty: 13236.136719 Iteration 0F: 3 clusters Score -1.077645e+07 nChanged 21599 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23882 members Mstep: Class 2 contains 25385 members Entering Unmasked Estep Score: -10788568.000000 Penalty: 13236.136719 Iteration 1F: 3 clusters Score -1.078857e+07 nChanged 3024 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23764 members Mstep: Class 2 contains 25503 members Entering Unmasked Estep Score: -10790963.000000 Penalty: 13236.136719 Iteration 2F: 3 clusters Score -1.079096e+07 nChanged 3247 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24215 members Mstep: Class 2 contains 25052 members Entering Unmasked Estep Score: -10793326.000000 Penalty: 13236.136719 Iteration 3F: 3 clusters Score -1.079333e+07 nChanged 3404 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25393 members Mstep: Class 2 contains 23874 members Entering Unmasked Estep Score: -10795755.000000 Penalty: 13236.136719 Iteration 4F: 3 clusters Score -1.079576e+07 nChanged 3611 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27022 members Mstep: Class 2 contains 22245 members Entering Unmasked Estep Score: -10798708.000000 Penalty: 13236.136719 Iteration 5F: 3 clusters Score -1.079871e+07 nChanged 3969 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28965 members Mstep: Class 2 contains 20302 members Entering Unmasked Estep Score: -10802889.000000 Penalty: 13236.136719 Iteration 6F: 3 clusters Score -1.080289e+07 nChanged 4087 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30878 members Mstep: Class 2 contains 18389 members Entering Unmasked Estep Score: -10808039.000000 Penalty: 13236.136719 Iteration 7F: 3 clusters Score -1.080804e+07 nChanged 3649 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32133 members Mstep: Class 2 contains 17134 members Entering Unmasked Estep Score: -10812940.000000 Penalty: 13236.136719 Iteration 8F: 3 clusters Score -1.081294e+07 nChanged 2400 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32663 members Mstep: Class 2 contains 16604 members Entering Unmasked Estep Score: -10815761.000000 Penalty: 13236.136719 Iteration 9Q: 3 clusters Score -1.081576e+07 nChanged 1160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32937 members Mstep: Class 2 contains 16330 members Entering Unmasked Estep Score: -10816578.000000 Penalty: 13236.136719 Iteration 10Q: 3 clusters Score -1.081658e+07 nChanged 469 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33102 members Mstep: Class 2 contains 16165 members Entering Unmasked Estep Score: -10816774.000000 Penalty: 13236.136719 Iteration 11Q: 3 clusters Score -1.081677e+07 nChanged 192 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33204 members Mstep: Class 2 contains 16063 members Entering Unmasked Estep Score: -10816759.000000 Penalty: 13236.136719 Iteration 12Q: 3 clusters Score -1.081676e+07 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33281 members Mstep: Class 2 contains 15986 members Entering Unmasked Estep Score: -10816778.000000 Penalty: 13236.136719 Iteration 13Q: 3 clusters Score -1.081678e+07 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33325 members Mstep: Class 2 contains 15942 members Entering Unmasked Estep Score: -10816772.000000 Penalty: 13236.136719 Iteration 14Q: 3 clusters Score -1.081677e+07 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33353 members Mstep: Class 2 contains 15914 members Entering Unmasked Estep Score: -10816769.000000 Penalty: 13236.136719 Iteration 15Q: 3 clusters Score -1.081677e+07 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33375 members Mstep: Class 2 contains 15892 members Entering Unmasked Estep Score: -10816775.000000 Penalty: 13236.136719 Iteration 16Q: 3 clusters Score -1.081678e+07 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33394 members Mstep: Class 2 contains 15873 members Entering Unmasked Estep Score: -10816763.000000 Penalty: 13236.136719 Iteration 17Q: 3 clusters Score -1.081676e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33401 members Mstep: Class 2 contains 15866 members Entering Unmasked Estep Score: -10816768.000000 Penalty: 13236.136719 Iteration 18Q: 3 clusters Score -1.081677e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33405 members Mstep: Class 2 contains 15862 members Entering Unmasked Estep Score: -10816771.000000 Penalty: 13236.136719 Iteration 19Q: 3 clusters Score -1.081677e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33408 members Mstep: Class 2 contains 15859 members Entering Unmasked Estep Score: -10816772.000000 Penalty: 13236.136719 Iteration 20F: 3 clusters Score -1.081677e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33410 members Mstep: Class 2 contains 15857 members Entering Unmasked Estep Score: -10816771.000000 Penalty: 13236.136719 Iteration 21Q: 3 clusters Score -1.081677e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33412 members Mstep: Class 2 contains 15855 members Entering Unmasked Estep Score: -10816771.000000 Penalty: 13236.136719 Iteration 22Q: 3 clusters Score -1.081677e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33414 members Mstep: Class 2 contains 15853 members Entering Unmasked Estep Score: -10816755.000000 Penalty: 13236.136719 Iteration 23Q: 3 clusters Score -1.081676e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33416 members Mstep: Class 2 contains 15851 members Entering Unmasked Estep Score: -10816756.000000 Penalty: 13236.136719 Iteration 24Q: 3 clusters Score -1.081676e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33417 members Mstep: Class 2 contains 15850 members Entering Unmasked Estep Score: -10816761.000000 Penalty: 13236.136719 Iteration 25Q: 3 clusters Score -1.081676e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33417 members Mstep: Class 2 contains 15850 members Entering Unmasked Estep Score: -10816761.000000 Penalty: 13236.136719 Iteration 26F: 3 clusters Score -1.081676e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 37 members Mstep: Class 1 contains 154696 members Mstep: Class 2 contains 8046 members Mstep: Class 3 contains 1383 members Mstep: Class 4 contains 2093 members Mstep: Class 5 contains 48383 members Mstep: Class 6 contains 1819 members Mstep: Class 7 contains 26453 members Mstep: Class 8 contains 898 members Mstep: Class 9 contains 653 members Mstep: Class 10 contains 157470 members Mstep: Class 11 contains 133870 members Mstep: Class 12 contains 652 members Mstep: Class 13 contains 15850 members Mstep: Class 14 contains 26931 members Mstep: Class 15 contains 42391 members Mstep: Class 16 contains 6927 members Mstep: Class 17 contains 4861 members Mstep: Class 18 contains 10770 members Mstep: Class 19 contains 1128 members Mstep: Class 20 contains 310 members Mstep: Class 21 contains 33417 members Entering Unmasked Estep Score: -147567600.000000 Penalty: 172723.218750 Splitting cluster 21 changes total score from -147564224.000000 to -147567600.000000 So it's getting split into cluster 13. Entering Unmasked Mstep Mstep: Class 0 contains 37 members Mstep: Class 1 contains 154696 members Mstep: Class 2 contains 8046 members Mstep: Class 3 contains 1383 members Mstep: Class 4 contains 2093 members Mstep: Class 5 contains 48383 members Mstep: Class 6 contains 1819 members Mstep: Class 7 contains 26453 members Mstep: Class 8 contains 898 members Mstep: Class 9 contains 653 members Mstep: Class 10 contains 157470 members Mstep: Class 11 contains 133870 members Mstep: Class 12 contains 652 members Mstep: Class 14 contains 26931 members Mstep: Class 15 contains 42391 members Mstep: Class 16 contains 6927 members Mstep: Class 17 contains 4861 members Mstep: Class 18 contains 10770 members Mstep: Class 19 contains 1128 members Mstep: Class 20 contains 310 members Mstep: Class 21 contains 33417 members Entering Unmasked Estep ConsiderDeletion Score: -147570592.000000 Penalty: 172723.218750 Iteration 79Q: 22 clusters Score -1.475706e+08 nChanged 5086 Entering Unmasked Mstep Mstep: Class 0 contains 37 members Mstep: Class 1 contains 154934 members Mstep: Class 2 contains 8062 members Mstep: Class 3 contains 1383 members Mstep: Class 4 contains 2093 members Mstep: Class 5 contains 48521 members Mstep: Class 6 contains 1819 members Mstep: Class 7 contains 26489 members Mstep: Class 8 contains 898 members Mstep: Class 9 contains 653 members Mstep: Class 10 contains 157577 members Mstep: Class 11 contains 134474 members Mstep: Class 12 contains 652 members Mstep: Class 13 contains 14292 members Mstep: Class 14 contains 27064 members Mstep: Class 15 contains 42534 members Mstep: Class 16 contains 6930 members Mstep: Class 17 contains 4848 members Mstep: Class 18 contains 10778 members Mstep: Class 19 contains 1125 members Mstep: Class 20 contains 310 members Mstep: Class 21 contains 33565 members Entering Unmasked Estep ConsiderDeletion Score: -147572640.000000 Penalty: 172723.218750 Iteration 80F: 22 clusters Score -1.475726e+08 nChanged 3382 Entering Unmasked Mstep Mstep: Class 0 contains 37 members Mstep: Class 1 contains 154956 members Mstep: Class 2 contains 7993 members Mstep: Class 3 contains 1383 members Mstep: Class 4 contains 2093 members Mstep: Class 5 contains 48357 members Mstep: Class 6 contains 1819 members Mstep: Class 7 contains 26518 members Mstep: Class 8 contains 898 members Mstep: Class 9 contains 653 members Mstep: Class 10 contains 157473 members Mstep: Class 11 contains 134725 members Mstep: Class 12 contains 652 members Mstep: Class 13 contains 14595 members Mstep: Class 14 contains 26796 members Mstep: Class 15 contains 42704 members Mstep: Class 16 contains 6910 members Mstep: Class 17 contains 4834 members Mstep: Class 18 contains 10742 members Mstep: Class 19 contains 1121 members Mstep: Class 20 contains 310 members Mstep: Class 21 contains 33469 members Entering Unmasked Estep ConsiderDeletion Score: -147573344.000000 Penalty: 172723.218750 Iteration 81Q: 22 clusters Score -1.475733e+08 nChanged 1806 Entering Unmasked Mstep Mstep: Class 0 contains 37 members Mstep: Class 1 contains 155009 members Mstep: Class 2 contains 7946 members Mstep: Class 3 contains 1383 members Mstep: Class 4 contains 2093 members Mstep: Class 5 contains 48212 members Mstep: Class 6 contains 1819 members Mstep: Class 7 contains 26535 members Mstep: Class 8 contains 898 members Mstep: Class 9 contains 653 members Mstep: Class 10 contains 157430 members Mstep: Class 11 contains 134872 members Mstep: Class 12 contains 652 members Mstep: Class 13 contains 14754 members Mstep: Class 14 contains 26627 members Mstep: Class 15 contains 42846 members Mstep: Class 16 contains 6907 members Mstep: Class 17 contains 4813 members Mstep: Class 18 contains 10714 members Mstep: Class 19 contains 1122 members Mstep: Class 20 contains 310 members Mstep: Class 21 contains 33406 members Entering Unmasked Estep ConsiderDeletion Score: -147573728.000000 Penalty: 172723.218750 Iteration 82Q: 22 clusters Score -1.475737e+08 nChanged 1198 Entering Unmasked Mstep Mstep: Class 0 contains 37 members Mstep: Class 1 contains 155037 members Mstep: Class 2 contains 7902 members Mstep: Class 3 contains 1383 members Mstep: Class 4 contains 2093 members Mstep: Class 5 contains 48127 members Mstep: Class 6 contains 1819 members Mstep: Class 7 contains 26543 members Mstep: Class 8 contains 898 members Mstep: Class 9 contains 653 members Mstep: Class 10 contains 157419 members Mstep: Class 11 contains 134955 members Mstep: Class 12 contains 652 members Mstep: Class 13 contains 14854 members Mstep: Class 14 contains 26517 members Mstep: Class 15 contains 42941 members Mstep: Class 16 contains 6898 members Mstep: Class 17 contains 4805 members Mstep: Class 18 contains 10690 members Mstep: Class 19 contains 1124 members Mstep: Class 20 contains 310 members Mstep: Class 21 contains 33381 members Entering Unmasked Estep ConsiderDeletion Score: -147574144.000000 Penalty: 172723.218750 Iteration 83Q: 22 clusters Score -1.475741e+08 nChanged 769 Entering Unmasked Mstep Mstep: Class 0 contains 37 members Mstep: Class 1 contains 155043 members Mstep: Class 2 contains 7862 members Mstep: Class 3 contains 1383 members Mstep: Class 4 contains 2093 members Mstep: Class 5 contains 48065 members Mstep: Class 6 contains 1819 members Mstep: Class 7 contains 26553 members Mstep: Class 8 contains 898 members Mstep: Class 9 contains 653 members Mstep: Class 10 contains 157397 members Mstep: Class 11 contains 135013 members Mstep: Class 12 contains 652 members Mstep: Class 13 contains 14933 members Mstep: Class 14 contains 26459 members Mstep: Class 15 contains 42995 members Mstep: Class 16 contains 6893 members Mstep: Class 17 contains 4796 members Mstep: Class 18 contains 10676 members Mstep: Class 19 contains 1128 members Mstep: Class 20 contains 310 members Mstep: Class 21 contains 33380 members Entering Unmasked Estep ConsiderDeletion Score: -147574288.000000 Penalty: 172723.218750 Iteration 84Q: 22 clusters Score -1.475743e+08 nChanged 516 Entering Unmasked Mstep Mstep: Class 0 contains 37 members Mstep: Class 1 contains 155053 members Mstep: Class 2 contains 7836 members Mstep: Class 3 contains 1383 members Mstep: Class 4 contains 2093 members Mstep: Class 5 contains 48023 members Mstep: Class 6 contains 1819 members Mstep: Class 7 contains 26560 members Mstep: Class 8 contains 898 members Mstep: Class 9 contains 653 members Mstep: Class 10 contains 157401 members Mstep: Class 11 contains 135045 members Mstep: Class 12 contains 652 members Mstep: Class 13 contains 14961 members Mstep: Class 14 contains 26424 members Mstep: Class 15 contains 43030 members Mstep: Class 16 contains 6894 members Mstep: Class 17 contains 4794 members Mstep: Class 18 contains 10672 members Mstep: Class 19 contains 1129 members Mstep: Class 20 contains 310 members Mstep: Class 21 contains 33371 members Entering Unmasked Estep ConsiderDeletion Score: -147574224.000000 Penalty: 172723.218750 Iteration 85Q: 22 clusters Score -1.475742e+08 nChanged 369 Entering Unmasked Mstep Mstep: Class 0 contains 37 members Mstep: Class 1 contains 155069 members Mstep: Class 2 contains 7818 members Mstep: Class 3 contains 1383 members Mstep: Class 4 contains 2093 members Mstep: Class 5 contains 48004 members Mstep: Class 6 contains 1819 members Mstep: Class 7 contains 26566 members Mstep: Class 8 contains 898 members Mstep: Class 9 contains 653 members Mstep: Class 10 contains 157402 members Mstep: Class 11 contains 135066 members Mstep: Class 12 contains 652 members Mstep: Class 13 contains 14984 members Mstep: Class 14 contains 26395 members Mstep: Class 15 contains 43042 members Mstep: Class 16 contains 6894 members Mstep: Class 17 contains 4787 members Mstep: Class 18 contains 10669 members Mstep: Class 19 contains 1129 members Mstep: Class 20 contains 310 members Mstep: Class 21 contains 33368 members Entering Unmasked Estep ConsiderDeletion Score: -147574480.000000 Penalty: 172723.218750 Iteration 86Q: 22 clusters Score -1.475745e+08 nChanged 282 Entering Unmasked Mstep Mstep: Class 0 contains 37 members Mstep: Class 1 contains 155076 members Mstep: Class 2 contains 7812 members Mstep: Class 3 contains 1383 members Mstep: Class 4 contains 2093 members Mstep: Class 5 contains 47988 members Mstep: Class 6 contains 1819 members Mstep: Class 7 contains 26581 members Mstep: Class 8 contains 898 members Mstep: Class 9 contains 653 members Mstep: Class 10 contains 157393 members Mstep: Class 11 contains 135079 members Mstep: Class 12 contains 652 members Mstep: Class 13 contains 14995 members Mstep: Class 14 contains 26351 members Mstep: Class 15 contains 43074 members Mstep: Class 16 contains 6894 members Mstep: Class 17 contains 4778 members Mstep: Class 18 contains 10668 members Mstep: Class 19 contains 1129 members Mstep: Class 20 contains 310 members Mstep: Class 21 contains 33375 members Entering Unmasked Estep ConsiderDeletion Score: -147574512.000000 Penalty: 172723.218750 Iteration 87Q: 22 clusters Score -1.475745e+08 nChanged 225 Entering Unmasked Mstep Mstep: Class 0 contains 37 members Mstep: Class 1 contains 155085 members Mstep: Class 2 contains 7808 members Mstep: Class 3 contains 1383 members Mstep: Class 4 contains 2093 members Mstep: Class 5 contains 47978 members Mstep: Class 6 contains 1819 members Mstep: Class 7 contains 26595 members Mstep: Class 8 contains 898 members Mstep: Class 9 contains 653 members Mstep: Class 10 contains 157385 members Mstep: Class 11 contains 135079 members Mstep: Class 12 contains 652 members Mstep: Class 13 contains 15005 members Mstep: Class 14 contains 26319 members Mstep: Class 15 contains 43098 members Mstep: Class 16 contains 6892 members Mstep: Class 17 contains 4773 members Mstep: Class 18 contains 10667 members Mstep: Class 19 contains 1129 members Mstep: Class 20 contains 310 members Mstep: Class 21 contains 33380 members Entering Unmasked Estep ConsiderDeletion Score: -147574592.000000 Penalty: 172723.218750 Iteration 88Q: 22 clusters Score -1.475746e+08 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 37 members Mstep: Class 1 contains 155089 members Mstep: Class 2 contains 7798 members Mstep: Class 3 contains 1383 members Mstep: Class 4 contains 2094 members Mstep: Class 5 contains 47974 members Mstep: Class 6 contains 1819 members Mstep: Class 7 contains 26612 members Mstep: Class 8 contains 898 members Mstep: Class 9 contains 653 members Mstep: Class 10 contains 157370 members Mstep: Class 11 contains 135079 members Mstep: Class 12 contains 652 members Mstep: Class 13 contains 15013 members Mstep: Class 14 contains 26296 members Mstep: Class 15 contains 43131 members Mstep: Class 16 contains 6890 members Mstep: Class 17 contains 4770 members Mstep: Class 18 contains 10665 members Mstep: Class 19 contains 1129 members Mstep: Class 20 contains 310 members Mstep: Class 21 contains 33376 members Entering Unmasked Estep ConsiderDeletion Score: -147574608.000000 Penalty: 172723.218750 Iteration 89Q: 22 clusters Score -1.475746e+08 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 37 members Mstep: Class 1 contains 155091 members Mstep: Class 2 contains 7796 members Mstep: Class 3 contains 1383 members Mstep: Class 4 contains 2094 members Mstep: Class 5 contains 47971 members Mstep: Class 6 contains 1819 members Mstep: Class 7 contains 26623 members Mstep: Class 8 contains 898 members Mstep: Class 9 contains 653 members Mstep: Class 10 contains 157369 members Mstep: Class 11 contains 135071 members Mstep: Class 12 contains 652 members Mstep: Class 13 contains 15015 members Mstep: Class 14 contains 26276 members Mstep: Class 15 contains 43158 members Mstep: Class 16 contains 6889 members Mstep: Class 17 contains 4764 members Mstep: Class 18 contains 10665 members Mstep: Class 19 contains 1130 members Mstep: Class 20 contains 310 members Mstep: Class 21 contains 33374 members Entering Unmasked Estep ConsiderDeletion Score: -147574464.000000 Penalty: 172723.218750 Iteration 90Q: 22 clusters Score -1.475745e+08 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 37 members Mstep: Class 1 contains 155096 members Mstep: Class 2 contains 7795 members Mstep: Class 3 contains 1383 members Mstep: Class 4 contains 2094 members Mstep: Class 5 contains 47967 members Mstep: Class 6 contains 1819 members Mstep: Class 7 contains 26629 members Mstep: Class 8 contains 898 members Mstep: Class 9 contains 653 members Mstep: Class 10 contains 157365 members Mstep: Class 11 contains 135077 members Mstep: Class 12 contains 652 members Mstep: Class 13 contains 15021 members Mstep: Class 14 contains 26252 members Mstep: Class 15 contains 43176 members Mstep: Class 16 contains 6889 members Mstep: Class 17 contains 4757 members Mstep: Class 18 contains 10666 members Mstep: Class 19 contains 1131 members Mstep: Class 20 contains 309 members Mstep: Class 21 contains 33372 members Entering Unmasked Estep ConsiderDeletion Score: -147574656.000000 Penalty: 172723.218750 Iteration 91Q: 22 clusters Score -1.475747e+08 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 37 members Mstep: Class 1 contains 155099 members Mstep: Class 2 contains 7789 members Mstep: Class 3 contains 1383 members Mstep: Class 4 contains 2094 members Mstep: Class 5 contains 47965 members Mstep: Class 6 contains 1819 members Mstep: Class 7 contains 26636 members Mstep: Class 8 contains 898 members Mstep: Class 9 contains 653 members Mstep: Class 10 contains 157357 members Mstep: Class 11 contains 135093 members Mstep: Class 12 contains 652 members Mstep: Class 13 contains 15028 members Mstep: Class 14 contains 26244 members Mstep: Class 15 contains 43183 members Mstep: Class 16 contains 6887 members Mstep: Class 17 contains 4744 members Mstep: Class 18 contains 10666 members Mstep: Class 19 contains 1131 members Mstep: Class 20 contains 309 members Mstep: Class 21 contains 33371 members Entering Unmasked Estep ConsiderDeletion Score: -147574576.000000 Penalty: 172723.218750 Iteration 92Q: 22 clusters Score -1.475746e+08 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 37 members Mstep: Class 1 contains 155099 members Mstep: Class 2 contains 7784 members Mstep: Class 3 contains 1383 members Mstep: Class 4 contains 2094 members Mstep: Class 5 contains 47965 members Mstep: Class 6 contains 1819 members Mstep: Class 7 contains 26644 members Mstep: Class 8 contains 898 members Mstep: Class 9 contains 653 members Mstep: Class 10 contains 157358 members Mstep: Class 11 contains 135100 members Mstep: Class 12 contains 652 members Mstep: Class 13 contains 15028 members Mstep: Class 14 contains 26239 members Mstep: Class 15 contains 43191 members Mstep: Class 16 contains 6886 members Mstep: Class 17 contains 4729 members Mstep: Class 18 contains 10666 members Mstep: Class 19 contains 1131 members Mstep: Class 20 contains 309 members Mstep: Class 21 contains 33373 members Entering Unmasked Estep ConsiderDeletion Score: -147574704.000000 Penalty: 172723.218750 Iteration 93Q: 22 clusters Score -1.475747e+08 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 37 members Mstep: Class 1 contains 155098 members Mstep: Class 2 contains 7782 members Mstep: Class 3 contains 1383 members Mstep: Class 4 contains 2094 members Mstep: Class 5 contains 47961 members Mstep: Class 6 contains 1819 members Mstep: Class 7 contains 26651 members Mstep: Class 8 contains 898 members Mstep: Class 9 contains 653 members Mstep: Class 10 contains 157360 members Mstep: Class 11 contains 135101 members Mstep: Class 12 contains 652 members Mstep: Class 13 contains 15030 members Mstep: Class 14 contains 26233 members Mstep: Class 15 contains 43197 members Mstep: Class 16 contains 6887 members Mstep: Class 17 contains 4723 members Mstep: Class 18 contains 10666 members Mstep: Class 19 contains 1131 members Mstep: Class 20 contains 309 members Mstep: Class 21 contains 33373 members Entering Unmasked Estep ConsiderDeletion Score: -147574720.000000 Penalty: 172723.218750 Iteration 94Q: 22 clusters Score -1.475747e+08 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 37 members Mstep: Class 1 contains 155096 members Mstep: Class 2 contains 7782 members Mstep: Class 3 contains 1383 members Mstep: Class 4 contains 2094 members Mstep: Class 5 contains 47960 members Mstep: Class 6 contains 1819 members Mstep: Class 7 contains 26656 members Mstep: Class 8 contains 898 members Mstep: Class 9 contains 653 members Mstep: Class 10 contains 157354 members Mstep: Class 11 contains 135107 members Mstep: Class 12 contains 652 members Mstep: Class 13 contains 15035 members Mstep: Class 14 contains 26228 members Mstep: Class 15 contains 43199 members Mstep: Class 16 contains 6887 members Mstep: Class 17 contains 4718 members Mstep: Class 18 contains 10666 members Mstep: Class 19 contains 1131 members Mstep: Class 20 contains 309 members Mstep: Class 21 contains 33374 members Entering Unmasked Estep ConsiderDeletion Score: -147574656.000000 Penalty: 172723.218750 Iteration 95Q: 22 clusters Score -1.475747e+08 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 37 members Mstep: Class 1 contains 155096 members Mstep: Class 2 contains 7778 members Mstep: Class 3 contains 1383 members Mstep: Class 4 contains 2094 members Mstep: Class 5 contains 47962 members Mstep: Class 6 contains 1819 members Mstep: Class 7 contains 26658 members Mstep: Class 8 contains 898 members Mstep: Class 9 contains 653 members Mstep: Class 10 contains 157354 members Mstep: Class 11 contains 135117 members Mstep: Class 12 contains 652 members Mstep: Class 13 contains 15034 members Mstep: Class 14 contains 26227 members Mstep: Class 15 contains 43200 members Mstep: Class 16 contains 6887 members Mstep: Class 17 contains 4712 members Mstep: Class 18 contains 10665 members Mstep: Class 19 contains 1132 members Mstep: Class 20 contains 309 members Mstep: Class 21 contains 33371 members Entering Unmasked Estep ConsiderDeletion Score: -147574736.000000 Penalty: 172723.218750 Iteration 96Q: 22 clusters Score -1.475747e+08 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 37 members Mstep: Class 1 contains 155099 members Mstep: Class 2 contains 7776 members Mstep: Class 3 contains 1383 members Mstep: Class 4 contains 2094 members Mstep: Class 5 contains 47963 members Mstep: Class 6 contains 1819 members Mstep: Class 7 contains 26660 members Mstep: Class 8 contains 898 members Mstep: Class 9 contains 653 members Mstep: Class 10 contains 157355 members Mstep: Class 11 contains 135118 members Mstep: Class 12 contains 652 members Mstep: Class 13 contains 15032 members Mstep: Class 14 contains 26224 members Mstep: Class 15 contains 43201 members Mstep: Class 16 contains 6886 members Mstep: Class 17 contains 4711 members Mstep: Class 18 contains 10665 members Mstep: Class 19 contains 1132 members Mstep: Class 20 contains 309 members Mstep: Class 21 contains 33371 members Entering Unmasked Estep ConsiderDeletion Score: -147574656.000000 Penalty: 172723.218750 Iteration 97Q: 22 clusters Score -1.475747e+08 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 37 members Mstep: Class 1 contains 155099 members Mstep: Class 2 contains 7774 members Mstep: Class 3 contains 1383 members Mstep: Class 4 contains 2094 members Mstep: Class 5 contains 47963 members Mstep: Class 6 contains 1819 members Mstep: Class 7 contains 26661 members Mstep: Class 8 contains 898 members Mstep: Class 9 contains 653 members Mstep: Class 10 contains 157360 members Mstep: Class 11 contains 135117 members Mstep: Class 12 contains 652 members Mstep: Class 13 contains 15031 members Mstep: Class 14 contains 26227 members Mstep: Class 15 contains 43202 members Mstep: Class 16 contains 6885 members Mstep: Class 17 contains 4708 members Mstep: Class 18 contains 10665 members Mstep: Class 19 contains 1132 members Mstep: Class 20 contains 309 members Mstep: Class 21 contains 33369 members Entering Unmasked Estep ConsiderDeletion Score: -147574608.000000 Penalty: 172723.218750 Iteration 98Q: 22 clusters Score -1.475746e+08 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 37 members Mstep: Class 1 contains 155097 members Mstep: Class 2 contains 7773 members Mstep: Class 3 contains 1383 members Mstep: Class 4 contains 2094 members Mstep: Class 5 contains 47962 members Mstep: Class 6 contains 1819 members Mstep: Class 7 contains 26664 members Mstep: Class 8 contains 898 members Mstep: Class 9 contains 653 members Mstep: Class 10 contains 157363 members Mstep: Class 11 contains 135117 members Mstep: Class 12 contains 652 members Mstep: Class 13 contains 15032 members Mstep: Class 14 contains 26229 members Mstep: Class 15 contains 43202 members Mstep: Class 16 contains 6885 members Mstep: Class 17 contains 4702 members Mstep: Class 18 contains 10665 members Mstep: Class 19 contains 1132 members Mstep: Class 20 contains 309 members Mstep: Class 21 contains 33370 members Entering Unmasked Estep ConsiderDeletion Score: -147574688.000000 Penalty: 172723.218750 Iteration 99Q: 22 clusters Score -1.475747e+08 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 37 members Mstep: Class 1 contains 155096 members Mstep: Class 2 contains 7771 members Mstep: Class 3 contains 1383 members Mstep: Class 4 contains 2094 members Mstep: Class 5 contains 47961 members Mstep: Class 6 contains 1819 members Mstep: Class 7 contains 26665 members Mstep: Class 8 contains 898 members Mstep: Class 9 contains 653 members Mstep: Class 10 contains 157365 members Mstep: Class 11 contains 135121 members Mstep: Class 12 contains 652 members Mstep: Class 13 contains 15032 members Mstep: Class 14 contains 26230 members Mstep: Class 15 contains 43204 members Mstep: Class 16 contains 6885 members Mstep: Class 17 contains 4694 members Mstep: Class 18 contains 10665 members Mstep: Class 19 contains 1132 members Mstep: Class 20 contains 309 members Mstep: Class 21 contains 33372 members Entering Unmasked Estep ConsiderDeletion Score: -147574688.000000 Penalty: 172723.218750 Iteration 100F: 22 clusters Score -1.475747e+08 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 37 members Mstep: Class 1 contains 155095 members Mstep: Class 2 contains 7770 members Mstep: Class 3 contains 1383 members Mstep: Class 4 contains 2094 members Mstep: Class 5 contains 47958 members Mstep: Class 6 contains 1819 members Mstep: Class 7 contains 26665 members Mstep: Class 8 contains 898 members Mstep: Class 9 contains 653 members Mstep: Class 10 contains 157367 members Mstep: Class 11 contains 135129 members Mstep: Class 12 contains 652 members Mstep: Class 13 contains 15032 members Mstep: Class 14 contains 26232 members Mstep: Class 15 contains 43206 members Mstep: Class 16 contains 6885 members Mstep: Class 17 contains 4686 members Mstep: Class 18 contains 10664 members Mstep: Class 19 contains 1132 members Mstep: Class 20 contains 309 members Mstep: Class 21 contains 33372 members Entering Unmasked Estep ConsiderDeletion Score: -147574640.000000 Penalty: 172723.218750 Iteration 101Q: 22 clusters Score -1.475746e+08 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 37 members Mstep: Class 1 contains 155095 members Mstep: Class 2 contains 7770 members Mstep: Class 3 contains 1383 members Mstep: Class 4 contains 2094 members Mstep: Class 5 contains 47957 members Mstep: Class 6 contains 1819 members Mstep: Class 7 contains 26666 members Mstep: Class 8 contains 898 members Mstep: Class 9 contains 653 members Mstep: Class 10 contains 157368 members Mstep: Class 11 contains 135135 members Mstep: Class 12 contains 652 members Mstep: Class 13 contains 15032 members Mstep: Class 14 contains 26232 members Mstep: Class 15 contains 43209 members Mstep: Class 16 contains 6885 members Mstep: Class 17 contains 4676 members Mstep: Class 18 contains 10663 members Mstep: Class 19 contains 1132 members Mstep: Class 20 contains 309 members Mstep: Class 21 contains 33373 members Entering Unmasked Estep ConsiderDeletion Score: -147574720.000000 Penalty: 172723.218750 Iteration 102Q: 22 clusters Score -1.475747e+08 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 37 members Mstep: Class 1 contains 155095 members Mstep: Class 2 contains 7770 members Mstep: Class 3 contains 1383 members Mstep: Class 4 contains 2094 members Mstep: Class 5 contains 47957 members Mstep: Class 6 contains 1819 members Mstep: Class 7 contains 26671 members Mstep: Class 8 contains 898 members Mstep: Class 9 contains 653 members Mstep: Class 10 contains 157364 members Mstep: Class 11 contains 135139 members Mstep: Class 12 contains 652 members Mstep: Class 13 contains 15032 members Mstep: Class 14 contains 26230 members Mstep: Class 15 contains 43210 members Mstep: Class 16 contains 6885 members Mstep: Class 17 contains 4672 members Mstep: Class 18 contains 10663 members Mstep: Class 19 contains 1132 members Mstep: Class 20 contains 309 members Mstep: Class 21 contains 33373 members Entering Unmasked Estep ConsiderDeletion Score: -147574720.000000 Penalty: 172723.218750 Iteration 103Q: 22 clusters Score -1.475747e+08 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 37 members Mstep: Class 1 contains 155093 members Mstep: Class 2 contains 7770 members Mstep: Class 3 contains 1383 members Mstep: Class 4 contains 2094 members Mstep: Class 5 contains 47957 members Mstep: Class 6 contains 1819 members Mstep: Class 7 contains 26673 members Mstep: Class 8 contains 898 members Mstep: Class 9 contains 653 members Mstep: Class 10 contains 157365 members Mstep: Class 11 contains 135132 members Mstep: Class 12 contains 652 members Mstep: Class 13 contains 15032 members Mstep: Class 14 contains 26231 members Mstep: Class 15 contains 43211 members Mstep: Class 16 contains 6885 members Mstep: Class 17 contains 4675 members Mstep: Class 18 contains 10663 members Mstep: Class 19 contains 1132 members Mstep: Class 20 contains 309 members Mstep: Class 21 contains 33374 members Entering Unmasked Estep ConsiderDeletion Score: -147574688.000000 Penalty: 172723.218750 Iteration 104Q: 22 clusters Score -1.475747e+08 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 37 members Mstep: Class 1 contains 155094 members Mstep: Class 2 contains 7770 members Mstep: Class 3 contains 1383 members Mstep: Class 4 contains 2094 members Mstep: Class 5 contains 47957 members Mstep: Class 6 contains 1819 members Mstep: Class 7 contains 26676 members Mstep: Class 8 contains 898 members Mstep: Class 9 contains 653 members Mstep: Class 10 contains 157360 members Mstep: Class 11 contains 135135 members Mstep: Class 12 contains 652 members Mstep: Class 13 contains 15032 members Mstep: Class 14 contains 26232 members Mstep: Class 15 contains 43212 members Mstep: Class 16 contains 6885 members Mstep: Class 17 contains 4672 members Mstep: Class 18 contains 10663 members Mstep: Class 19 contains 1132 members Mstep: Class 20 contains 309 members Mstep: Class 21 contains 33373 members Entering Unmasked Estep ConsiderDeletion Score: -147574704.000000 Penalty: 172723.218750 Iteration 105Q: 22 clusters Score -1.475747e+08 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 37 members Mstep: Class 1 contains 155095 members Mstep: Class 2 contains 7770 members Mstep: Class 3 contains 1383 members Mstep: Class 4 contains 2094 members Mstep: Class 5 contains 47957 members Mstep: Class 6 contains 1819 members Mstep: Class 7 contains 26679 members Mstep: Class 8 contains 898 members Mstep: Class 9 contains 653 members Mstep: Class 10 contains 157355 members Mstep: Class 11 contains 135142 members Mstep: Class 12 contains 652 members Mstep: Class 13 contains 15032 members Mstep: Class 14 contains 26230 members Mstep: Class 15 contains 43213 members Mstep: Class 16 contains 6885 members Mstep: Class 17 contains 4667 members Mstep: Class 18 contains 10663 members Mstep: Class 19 contains 1132 members Mstep: Class 20 contains 309 members Mstep: Class 21 contains 33373 members Entering Unmasked Estep ConsiderDeletion Score: -147574704.000000 Penalty: 172723.218750 Iteration 106Q: 22 clusters Score -1.475747e+08 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 37 members Mstep: Class 1 contains 155095 members Mstep: Class 2 contains 7770 members Mstep: Class 3 contains 1383 members Mstep: Class 4 contains 2094 members Mstep: Class 5 contains 47956 members Mstep: Class 6 contains 1819 members Mstep: Class 7 contains 26682 members Mstep: Class 8 contains 898 members Mstep: Class 9 contains 653 members Mstep: Class 10 contains 157354 members Mstep: Class 11 contains 135145 members Mstep: Class 12 contains 652 members Mstep: Class 13 contains 15032 members Mstep: Class 14 contains 26230 members Mstep: Class 15 contains 43213 members Mstep: Class 16 contains 6885 members Mstep: Class 17 contains 4663 members Mstep: Class 18 contains 10663 members Mstep: Class 19 contains 1132 members Mstep: Class 20 contains 309 members Mstep: Class 21 contains 33373 members Entering Unmasked Estep ConsiderDeletion Score: -147574720.000000 Penalty: 172723.218750 Iteration 107Q: 22 clusters Score -1.475747e+08 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 37 members Mstep: Class 1 contains 155094 members Mstep: Class 2 contains 7770 members Mstep: Class 3 contains 1383 members Mstep: Class 4 contains 2094 members Mstep: Class 5 contains 47956 members Mstep: Class 6 contains 1819 members Mstep: Class 7 contains 26682 members Mstep: Class 8 contains 898 members Mstep: Class 9 contains 653 members Mstep: Class 10 contains 157350 members Mstep: Class 11 contains 135152 members Mstep: Class 12 contains 652 members Mstep: Class 13 contains 15032 members Mstep: Class 14 contains 26230 members Mstep: Class 15 contains 43214 members Mstep: Class 16 contains 6885 members Mstep: Class 17 contains 4660 members Mstep: Class 18 contains 10663 members Mstep: Class 19 contains 1132 members Mstep: Class 20 contains 309 members Mstep: Class 21 contains 33373 members Entering Unmasked Estep ConsiderDeletion Score: -147574736.000000 Penalty: 172723.218750 Iteration 108Q: 22 clusters Score -1.475747e+08 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 37 members Mstep: Class 1 contains 155094 members Mstep: Class 2 contains 7770 members Mstep: Class 3 contains 1383 members Mstep: Class 4 contains 2094 members Mstep: Class 5 contains 47957 members Mstep: Class 6 contains 1819 members Mstep: Class 7 contains 26682 members Mstep: Class 8 contains 898 members Mstep: Class 9 contains 653 members Mstep: Class 10 contains 157345 members Mstep: Class 11 contains 135156 members Mstep: Class 12 contains 652 members Mstep: Class 13 contains 15033 members Mstep: Class 14 contains 26230 members Mstep: Class 15 contains 43214 members Mstep: Class 16 contains 6885 members Mstep: Class 17 contains 4659 members Mstep: Class 18 contains 10663 members Mstep: Class 19 contains 1132 members Mstep: Class 20 contains 309 members Mstep: Class 21 contains 33373 members Entering Unmasked Estep ConsiderDeletion Score: -147574736.000000 Penalty: 172723.218750 Iteration 109Q: 22 clusters Score -1.475747e+08 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 37 members Mstep: Class 1 contains 155094 members Mstep: Class 2 contains 7770 members Mstep: Class 3 contains 1383 members Mstep: Class 4 contains 2094 members Mstep: Class 5 contains 47959 members Mstep: Class 6 contains 1819 members Mstep: Class 7 contains 26682 members Mstep: Class 8 contains 898 members Mstep: Class 9 contains 653 members Mstep: Class 10 contains 157347 members Mstep: Class 11 contains 135157 members Mstep: Class 12 contains 652 members Mstep: Class 13 contains 15033 members Mstep: Class 14 contains 26229 members Mstep: Class 15 contains 43214 members Mstep: Class 16 contains 6885 members Mstep: Class 17 contains 4655 members Mstep: Class 18 contains 10663 members Mstep: Class 19 contains 1132 members Mstep: Class 20 contains 309 members Mstep: Class 21 contains 33373 members Entering Unmasked Estep ConsiderDeletion Score: -147574832.000000 Penalty: 172723.218750 Iteration 110Q: 22 clusters Score -1.475748e+08 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 37 members Mstep: Class 1 contains 155094 members Mstep: Class 2 contains 7770 members Mstep: Class 3 contains 1383 members Mstep: Class 4 contains 2094 members Mstep: Class 5 contains 47960 members Mstep: Class 6 contains 1819 members Mstep: Class 7 contains 26682 members Mstep: Class 8 contains 898 members Mstep: Class 9 contains 653 members Mstep: Class 10 contains 157346 members Mstep: Class 11 contains 135157 members Mstep: Class 12 contains 652 members Mstep: Class 13 contains 15033 members Mstep: Class 14 contains 26229 members Mstep: Class 15 contains 43214 members Mstep: Class 16 contains 6885 members Mstep: Class 17 contains 4655 members Mstep: Class 18 contains 10663 members Mstep: Class 19 contains 1132 members Mstep: Class 20 contains 309 members Mstep: Class 21 contains 33373 members Entering Unmasked Estep ConsiderDeletion Score: -147574784.000000 Penalty: 172723.218750 Iteration 111Q: 22 clusters Score -1.475748e+08 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 37 members Mstep: Class 1 contains 155094 members Mstep: Class 2 contains 7770 members Mstep: Class 3 contains 1383 members Mstep: Class 4 contains 2094 members Mstep: Class 5 contains 47959 members Mstep: Class 6 contains 1819 members Mstep: Class 7 contains 26683 members Mstep: Class 8 contains 898 members Mstep: Class 9 contains 653 members Mstep: Class 10 contains 157345 members Mstep: Class 11 contains 135155 members Mstep: Class 12 contains 652 members Mstep: Class 13 contains 15033 members Mstep: Class 14 contains 26229 members Mstep: Class 15 contains 43214 members Mstep: Class 16 contains 6885 members Mstep: Class 17 contains 4658 members Mstep: Class 18 contains 10663 members Mstep: Class 19 contains 1132 members Mstep: Class 20 contains 309 members Mstep: Class 21 contains 33373 members Entering Unmasked Estep ConsiderDeletion Score: -147574800.000000 Penalty: 172723.218750 Iteration 112Q: 22 clusters Score -1.475748e+08 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 37 members Mstep: Class 1 contains 155094 members Mstep: Class 2 contains 7770 members Mstep: Class 3 contains 1383 members Mstep: Class 4 contains 2094 members Mstep: Class 5 contains 47960 members Mstep: Class 6 contains 1819 members Mstep: Class 7 contains 26683 members Mstep: Class 8 contains 898 members Mstep: Class 9 contains 653 members Mstep: Class 10 contains 157345 members Mstep: Class 11 contains 135155 members Mstep: Class 12 contains 652 members Mstep: Class 13 contains 15033 members Mstep: Class 14 contains 26229 members Mstep: Class 15 contains 43214 members Mstep: Class 16 contains 6885 members Mstep: Class 17 contains 4657 members Mstep: Class 18 contains 10663 members Mstep: Class 19 contains 1132 members Mstep: Class 20 contains 309 members Mstep: Class 21 contains 33373 members Entering Unmasked Estep ConsiderDeletion Score: -147574848.000000 Penalty: 172723.218750 Iteration 113Q: 22 clusters Score -1.475748e+08 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 37 members Mstep: Class 1 contains 155094 members Mstep: Class 2 contains 7771 members Mstep: Class 3 contains 1383 members Mstep: Class 4 contains 2094 members Mstep: Class 5 contains 47960 members Mstep: Class 6 contains 1819 members Mstep: Class 7 contains 26683 members Mstep: Class 8 contains 898 members Mstep: Class 9 contains 653 members Mstep: Class 10 contains 157345 members Mstep: Class 11 contains 135157 members Mstep: Class 12 contains 652 members Mstep: Class 13 contains 15033 members Mstep: Class 14 contains 26229 members Mstep: Class 15 contains 43214 members Mstep: Class 16 contains 6885 members Mstep: Class 17 contains 4654 members Mstep: Class 18 contains 10663 members Mstep: Class 19 contains 1132 members Mstep: Class 20 contains 309 members Mstep: Class 21 contains 33373 members Entering Unmasked Estep ConsiderDeletion Score: -147574864.000000 Penalty: 172723.218750 Iteration 114Q: 22 clusters Score -1.475749e+08 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 37 members Mstep: Class 1 contains 155094 members Mstep: Class 2 contains 7771 members Mstep: Class 3 contains 1383 members Mstep: Class 4 contains 2094 members Mstep: Class 5 contains 47960 members Mstep: Class 6 contains 1819 members Mstep: Class 7 contains 26683 members Mstep: Class 8 contains 898 members Mstep: Class 9 contains 653 members Mstep: Class 10 contains 157344 members Mstep: Class 11 contains 135162 members Mstep: Class 12 contains 652 members Mstep: Class 13 contains 15033 members Mstep: Class 14 contains 26229 members Mstep: Class 15 contains 43214 members Mstep: Class 16 contains 6885 members Mstep: Class 17 contains 4650 members Mstep: Class 18 contains 10663 members Mstep: Class 19 contains 1132 members Mstep: Class 20 contains 309 members Mstep: Class 21 contains 33373 members Entering Unmasked Estep ConsiderDeletion Score: -147574816.000000 Penalty: 172723.218750 Iteration 115Q: 22 clusters Score -1.475748e+08 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 37 members Mstep: Class 1 contains 155094 members Mstep: Class 2 contains 7771 members Mstep: Class 3 contains 1383 members Mstep: Class 4 contains 2094 members Mstep: Class 5 contains 47960 members Mstep: Class 6 contains 1819 members Mstep: Class 7 contains 26683 members Mstep: Class 8 contains 898 members Mstep: Class 9 contains 653 members Mstep: Class 10 contains 157343 members Mstep: Class 11 contains 135170 members Mstep: Class 12 contains 652 members Mstep: Class 13 contains 15033 members Mstep: Class 14 contains 26230 members Mstep: Class 15 contains 43214 members Mstep: Class 16 contains 6885 members Mstep: Class 17 contains 4642 members Mstep: Class 18 contains 10663 members Mstep: Class 19 contains 1132 members Mstep: Class 20 contains 309 members Mstep: Class 21 contains 33373 members Entering Unmasked Estep ConsiderDeletion Score: -147574800.000000 Penalty: 172723.218750 Iteration 116Q: 22 clusters Score -1.475748e+08 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 37 members Mstep: Class 1 contains 155094 members Mstep: Class 2 contains 7771 members Mstep: Class 3 contains 1383 members Mstep: Class 4 contains 2094 members Mstep: Class 5 contains 47960 members Mstep: Class 6 contains 1819 members Mstep: Class 7 contains 26683 members Mstep: Class 8 contains 898 members Mstep: Class 9 contains 653 members Mstep: Class 10 contains 157342 members Mstep: Class 11 contains 135172 members Mstep: Class 12 contains 652 members Mstep: Class 13 contains 15033 members Mstep: Class 14 contains 26230 members Mstep: Class 15 contains 43214 members Mstep: Class 16 contains 6885 members Mstep: Class 17 contains 4641 members Mstep: Class 18 contains 10663 members Mstep: Class 19 contains 1132 members Mstep: Class 20 contains 309 members Mstep: Class 21 contains 33373 members Entering Unmasked Estep ConsiderDeletion Score: -147574752.000000 Penalty: 172723.218750 Iteration 117Q: 22 clusters Score -1.475748e+08 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 37 members Mstep: Class 1 contains 155094 members Mstep: Class 2 contains 7771 members Mstep: Class 3 contains 1383 members Mstep: Class 4 contains 2094 members Mstep: Class 5 contains 47960 members Mstep: Class 6 contains 1819 members Mstep: Class 7 contains 26683 members Mstep: Class 8 contains 898 members Mstep: Class 9 contains 653 members Mstep: Class 10 contains 157342 members Mstep: Class 11 contains 135173 members Mstep: Class 12 contains 652 members Mstep: Class 13 contains 15033 members Mstep: Class 14 contains 26230 members Mstep: Class 15 contains 43214 members Mstep: Class 16 contains 6885 members Mstep: Class 17 contains 4640 members Mstep: Class 18 contains 10663 members Mstep: Class 19 contains 1132 members Mstep: Class 20 contains 309 members Mstep: Class 21 contains 33373 members Entering Unmasked Estep ConsiderDeletion Score: -147574720.000000 Penalty: 172723.218750 Iteration 118Q: 22 clusters Score -1.475747e+08 nChanged 3 Entering ConstructFrom: Score: -147574720.000000 Penalty: 172723.218750 Entering ConstructFrom: Trying to split cluster 1 (155094 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 155094 members Entering Unmasked Estep Score: -34142796.000000 Penalty: 7320.469727 Iteration 0F: 2 clusters Score -3.41428e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 77297 members Mstep: Class 2 contains 77797 members Entering Unmasked Estep Score: -34042052.000000 Penalty: 14640.939453 Iteration 0F: 3 clusters Score -3.404205e+07 nChanged 72146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 75423 members Mstep: Class 2 contains 79671 members Entering Unmasked Estep Score: -34082024.000000 Penalty: 14640.939453 Iteration 1F: 3 clusters Score -3.408202e+07 nChanged 5273 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74124 members Mstep: Class 2 contains 80970 members Entering Unmasked Estep Score: -34083128.000000 Penalty: 14640.939453 Iteration 2Q: 3 clusters Score -3.408313e+07 nChanged 5188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72120 members Mstep: Class 2 contains 82974 members Entering Unmasked Estep Score: -34084268.000000 Penalty: 14640.939453 Iteration 3Q: 3 clusters Score -3.408427e+07 nChanged 5283 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 69039 members Mstep: Class 2 contains 86055 members Entering Unmasked Estep Score: -34085968.000000 Penalty: 14640.939453 Iteration 4Q: 3 clusters Score -3.408597e+07 nChanged 5931 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64450 members Mstep: Class 2 contains 90644 members Entering Unmasked Estep Score: -34088192.000000 Penalty: 14640.939453 Iteration 5Q: 3 clusters Score -3.408819e+07 nChanged 7494 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57864 members Mstep: Class 2 contains 97230 members Entering Unmasked Estep Score: -34091620.000000 Penalty: 14640.939453 Iteration 6Q: 3 clusters Score -3.409162e+07 nChanged 9601 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48795 members Mstep: Class 2 contains 106299 members Entering Unmasked Estep Score: -34097572.000000 Penalty: 14640.939453 Iteration 7F: 3 clusters Score -3.409757e+07 nChanged 11871 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37274 members Mstep: Class 2 contains 117820 members Entering Unmasked Estep Score: -34106780.000000 Penalty: 14640.939453 Iteration 8F: 3 clusters Score -3.410678e+07 nChanged 12392 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25074 members Mstep: Class 2 contains 130020 members Entering Unmasked Estep Score: -34117312.000000 Penalty: 14640.939453 Iteration 9F: 3 clusters Score -3.411731e+07 nChanged 10566 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14608 members Mstep: Class 2 contains 140486 members Entering Unmasked Estep Score: -34125832.000000 Penalty: 14640.939453 Iteration 10F: 3 clusters Score -3.412583e+07 nChanged 7125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7517 members Mstep: Class 2 contains 147577 members Entering Unmasked Estep Score: -34131268.000000 Penalty: 14640.939453 Iteration 11Q: 3 clusters Score -3.413127e+07 nChanged 3849 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3688 members Mstep: Class 2 contains 151406 members Entering Unmasked Estep Score: -34133772.000000 Penalty: 14640.939453 Iteration 12Q: 3 clusters Score -3.413377e+07 nChanged 1811 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1897 members Mstep: Class 2 contains 153197 members Entering Unmasked Estep Score: -34135008.000000 Penalty: 14640.939453 Iteration 13Q: 3 clusters Score -3.413501e+07 nChanged 749 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1184 members Mstep: Class 2 contains 153910 members Entering Unmasked Estep Score: -34135652.000000 Penalty: 14640.939453 Iteration 14Q: 3 clusters Score -3.413565e+07 nChanged 297 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 921 members Mstep: Class 2 contains 154173 members Entering Unmasked Estep Score: -34135944.000000 Penalty: 14640.939453 Iteration 15Q: 3 clusters Score -3.413594e+07 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 802 members Mstep: Class 2 contains 154292 members Entering Unmasked Estep Score: -34136060.000000 Penalty: 14640.939453 Iteration 16Q: 3 clusters Score -3.413606e+07 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 737 members Mstep: Class 2 contains 154357 members Entering Unmasked Estep Score: -34136112.000000 Penalty: 14640.939453 Iteration 17Q: 3 clusters Score -3.413611e+07 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 704 members Mstep: Class 2 contains 154390 members Entering Unmasked Estep Score: -34136200.000000 Penalty: 14640.939453 Iteration 18Q: 3 clusters Score -3.41362e+07 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 678 members Mstep: Class 2 contains 154416 members Entering Unmasked Estep Score: -34136256.000000 Penalty: 14640.939453 Iteration 19Q: 3 clusters Score -3.413626e+07 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 658 members Mstep: Class 2 contains 154436 members Entering Unmasked Estep Score: -34136304.000000 Penalty: 14640.939453 Iteration 20F: 3 clusters Score -3.41363e+07 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 643 members Mstep: Class 2 contains 154451 members Entering Unmasked Estep Score: -34136344.000000 Penalty: 14640.939453 Iteration 21Q: 3 clusters Score -3.413634e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 639 members Mstep: Class 2 contains 154455 members Entering Unmasked Estep Score: -34136364.000000 Penalty: 14640.939453 Iteration 22Q: 3 clusters Score -3.413636e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 635 members Mstep: Class 2 contains 154459 members Entering Unmasked Estep Score: -34136352.000000 Penalty: 14640.939453 Iteration 23Q: 3 clusters Score -3.413635e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 634 members Mstep: Class 2 contains 154460 members Entering Unmasked Estep Score: -34136364.000000 Penalty: 14640.939453 Iteration 24Q: 3 clusters Score -3.413636e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 633 members Mstep: Class 2 contains 154461 members Entering Unmasked Estep Score: -34136360.000000 Penalty: 14640.939453 Iteration 25Q: 3 clusters Score -3.413636e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 631 members Mstep: Class 2 contains 154463 members Entering Unmasked Estep Score: -34136376.000000 Penalty: 14640.939453 Iteration 26Q: 3 clusters Score -3.413638e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 630 members Mstep: Class 2 contains 154464 members Entering Unmasked Estep Score: -34136388.000000 Penalty: 14640.939453 Iteration 27Q: 3 clusters Score -3.413639e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 627 members Mstep: Class 2 contains 154467 members Entering Unmasked Estep Score: -34136372.000000 Penalty: 14640.939453 Iteration 28Q: 3 clusters Score -3.413637e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 626 members Mstep: Class 2 contains 154468 members Entering Unmasked Estep Score: -34136392.000000 Penalty: 14640.939453 Iteration 29Q: 3 clusters Score -3.413639e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 625 members Mstep: Class 2 contains 154469 members Entering Unmasked Estep Score: -34136380.000000 Penalty: 14640.939453 Iteration 30Q: 3 clusters Score -3.413638e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 624 members Mstep: Class 2 contains 154470 members Entering Unmasked Estep Score: -34136388.000000 Penalty: 14640.939453 Iteration 31Q: 3 clusters Score -3.413639e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 625 members Mstep: Class 2 contains 154469 members Entering Unmasked Estep Score: -34136404.000000 Penalty: 14640.939453 Iteration 32Q: 3 clusters Score -3.41364e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 625 members Mstep: Class 2 contains 154469 members Entering Unmasked Estep Score: -34136404.000000 Penalty: 14640.939453 Iteration 33F: 3 clusters Score -3.41364e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (7771 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7771 members Entering Unmasked Estep Score: -1627899.125000 Penalty: 5486.869141 Iteration 0F: 2 clusters Score -1627899 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3885 members Mstep: Class 2 contains 3886 members Entering Unmasked Estep Score: -1618981.875000 Penalty: 10973.738281 Iteration 0F: 3 clusters Score -1618982 nChanged 2768 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3871 members Mstep: Class 2 contains 3900 members Entering Unmasked Estep Score: -1620751.000000 Penalty: 10973.738281 Iteration 1F: 3 clusters Score -1620751 nChanged 650 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3891 members Mstep: Class 2 contains 3880 members Entering Unmasked Estep Score: -1621361.375000 Penalty: 10973.738281 Iteration 2F: 3 clusters Score -1621361 nChanged 443 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3946 members Mstep: Class 2 contains 3825 members Entering Unmasked Estep Score: -1621760.875000 Penalty: 10973.738281 Iteration 3F: 3 clusters Score -1621761 nChanged 370 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4000 members Mstep: Class 2 contains 3771 members Entering Unmasked Estep Score: -1622066.500000 Penalty: 10973.738281 Iteration 4Q: 3 clusters Score -1622066 nChanged 289 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4101 members Mstep: Class 2 contains 3670 members Entering Unmasked Estep Score: -1622279.500000 Penalty: 10973.738281 Iteration 5Q: 3 clusters Score -1622280 nChanged 242 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4221 members Mstep: Class 2 contains 3550 members Entering Unmasked Estep Score: -1622451.750000 Penalty: 10973.738281 Iteration 6Q: 3 clusters Score -1622452 nChanged 199 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4326 members Mstep: Class 2 contains 3445 members Entering Unmasked Estep Score: -1622608.250000 Penalty: 10973.738281 Iteration 7Q: 3 clusters Score -1622608 nChanged 203 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4447 members Mstep: Class 2 contains 3324 members Entering Unmasked Estep Score: -1622744.875000 Penalty: 10973.738281 Iteration 8Q: 3 clusters Score -1622745 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4542 members Mstep: Class 2 contains 3229 members Entering Unmasked Estep Score: -1622852.000000 Penalty: 10973.738281 Iteration 9Q: 3 clusters Score -1622852 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4646 members Mstep: Class 2 contains 3125 members Entering Unmasked Estep Score: -1622952.000000 Penalty: 10973.738281 Iteration 10Q: 3 clusters Score -1622952 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4753 members Mstep: Class 2 contains 3018 members Entering Unmasked Estep Score: -1623040.750000 Penalty: 10973.738281 Iteration 11Q: 3 clusters Score -1623041 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4852 members Mstep: Class 2 contains 2919 members Entering Unmasked Estep Score: -1623134.125000 Penalty: 10973.738281 Iteration 12Q: 3 clusters Score -1623134 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4953 members Mstep: Class 2 contains 2818 members Entering Unmasked Estep Score: -1623221.125000 Penalty: 10973.738281 Iteration 13Q: 3 clusters Score -1623221 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5039 members Mstep: Class 2 contains 2732 members Entering Unmasked Estep Score: -1623292.500000 Penalty: 10973.738281 Iteration 14Q: 3 clusters Score -1623292 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5113 members Mstep: Class 2 contains 2658 members Entering Unmasked Estep Score: -1623354.500000 Penalty: 10973.738281 Iteration 15Q: 3 clusters Score -1623354 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5179 members Mstep: Class 2 contains 2592 members Entering Unmasked Estep Score: -1623410.000000 Penalty: 10973.738281 Iteration 16Q: 3 clusters Score -1623410 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5234 members Mstep: Class 2 contains 2537 members Entering Unmasked Estep Score: -1623452.875000 Penalty: 10973.738281 Iteration 17Q: 3 clusters Score -1623453 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5301 members Mstep: Class 2 contains 2470 members Entering Unmasked Estep Score: -1623494.000000 Penalty: 10973.738281 Iteration 18Q: 3 clusters Score -1623494 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5369 members Mstep: Class 2 contains 2402 members Entering Unmasked Estep Score: -1623539.750000 Penalty: 10973.738281 Iteration 19Q: 3 clusters Score -1623540 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5426 members Mstep: Class 2 contains 2345 members Entering Unmasked Estep Score: -1623587.625000 Penalty: 10973.738281 Iteration 20F: 3 clusters Score -1623588 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5484 members Mstep: Class 2 contains 2287 members Entering Unmasked Estep Score: -1623646.125000 Penalty: 10973.738281 Iteration 21Q: 3 clusters Score -1623646 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5539 members Mstep: Class 2 contains 2232 members Entering Unmasked Estep Score: -1623678.750000 Penalty: 10973.738281 Iteration 22Q: 3 clusters Score -1623679 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5599 members Mstep: Class 2 contains 2172 members Entering Unmasked Estep Score: -1623719.625000 Penalty: 10973.738281 Iteration 23Q: 3 clusters Score -1623720 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5649 members Mstep: Class 2 contains 2122 members Entering Unmasked Estep Score: -1623760.750000 Penalty: 10973.738281 Iteration 24Q: 3 clusters Score -1623761 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5684 members Mstep: Class 2 contains 2087 members Entering Unmasked Estep Score: -1623794.875000 Penalty: 10973.738281 Iteration 25Q: 3 clusters Score -1623795 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5735 members Mstep: Class 2 contains 2036 members Entering Unmasked Estep Score: -1623831.000000 Penalty: 10973.738281 Iteration 26Q: 3 clusters Score -1623831 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5779 members Mstep: Class 2 contains 1992 members Entering Unmasked Estep Score: -1623858.250000 Penalty: 10973.738281 Iteration 27Q: 3 clusters Score -1623858 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5805 members Mstep: Class 2 contains 1966 members Entering Unmasked Estep Score: -1623882.125000 Penalty: 10973.738281 Iteration 28Q: 3 clusters Score -1623882 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5838 members Mstep: Class 2 contains 1933 members Entering Unmasked Estep Score: -1623903.375000 Penalty: 10973.738281 Iteration 29Q: 3 clusters Score -1623903 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5863 members Mstep: Class 2 contains 1908 members Entering Unmasked Estep Score: -1623922.000000 Penalty: 10973.738281 Iteration 30Q: 3 clusters Score -1623922 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5881 members Mstep: Class 2 contains 1890 members Entering Unmasked Estep Score: -1623941.375000 Penalty: 10973.738281 Iteration 31Q: 3 clusters Score -1623941 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5899 members Mstep: Class 2 contains 1872 members Entering Unmasked Estep Score: -1623955.625000 Penalty: 10973.738281 Iteration 32Q: 3 clusters Score -1623956 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5915 members Mstep: Class 2 contains 1856 members Entering Unmasked Estep Score: -1623967.000000 Penalty: 10973.738281 Iteration 33Q: 3 clusters Score -1623967 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5927 members Mstep: Class 2 contains 1844 members Entering Unmasked Estep Score: -1623972.125000 Penalty: 10973.738281 Iteration 34Q: 3 clusters Score -1623972 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5937 members Mstep: Class 2 contains 1834 members Entering Unmasked Estep Score: -1623979.250000 Penalty: 10973.738281 Iteration 35Q: 3 clusters Score -1623979 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5948 members Mstep: Class 2 contains 1823 members Entering Unmasked Estep Score: -1623990.125000 Penalty: 10973.738281 Iteration 36Q: 3 clusters Score -1623990 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5968 members Mstep: Class 2 contains 1803 members Entering Unmasked Estep Score: -1624006.625000 Penalty: 10973.738281 Iteration 37Q: 3 clusters Score -1624007 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5981 members Mstep: Class 2 contains 1790 members Entering Unmasked Estep Score: -1624021.875000 Penalty: 10973.738281 Iteration 38Q: 3 clusters Score -1624022 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5997 members Mstep: Class 2 contains 1774 members Entering Unmasked Estep Score: -1624028.750000 Penalty: 10973.738281 Iteration 39Q: 3 clusters Score -1624029 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6012 members Mstep: Class 2 contains 1759 members Entering Unmasked Estep Score: -1624038.875000 Penalty: 10973.738281 Iteration 40F: 3 clusters Score -1624039 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6027 members Mstep: Class 2 contains 1744 members Entering Unmasked Estep Score: -1624045.875000 Penalty: 10973.738281 Iteration 41Q: 3 clusters Score -1624046 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6037 members Mstep: Class 2 contains 1734 members Entering Unmasked Estep Score: -1624051.000000 Penalty: 10973.738281 Iteration 42Q: 3 clusters Score -1624051 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6043 members Mstep: Class 2 contains 1728 members Entering Unmasked Estep Score: -1624053.625000 Penalty: 10973.738281 Iteration 43Q: 3 clusters Score -1624054 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6051 members Mstep: Class 2 contains 1720 members Entering Unmasked Estep Score: -1624062.500000 Penalty: 10973.738281 Iteration 44Q: 3 clusters Score -1624062 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6053 members Mstep: Class 2 contains 1718 members Entering Unmasked Estep Score: -1624059.875000 Penalty: 10973.738281 Iteration 45Q: 3 clusters Score -1624060 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6055 members Mstep: Class 2 contains 1716 members Entering Unmasked Estep Score: -1624060.250000 Penalty: 10973.738281 Iteration 46Q: 3 clusters Score -1624060 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6057 members Mstep: Class 2 contains 1714 members Entering Unmasked Estep Score: -1624063.750000 Penalty: 10973.738281 Iteration 47Q: 3 clusters Score -1624064 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6059 members Mstep: Class 2 contains 1712 members Entering Unmasked Estep Score: -1624064.125000 Penalty: 10973.738281 Iteration 48Q: 3 clusters Score -1624064 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6060 members Mstep: Class 2 contains 1711 members Entering Unmasked Estep Score: -1624067.250000 Penalty: 10973.738281 Iteration 49Q: 3 clusters Score -1624067 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6060 members Mstep: Class 2 contains 1711 members Entering Unmasked Estep Score: -1624067.250000 Penalty: 10973.738281 Iteration 50F: 3 clusters Score -1624067 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (1383 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1383 members Entering Unmasked Estep Score: -265046.562500 Penalty: 4429.606445 Iteration 0F: 2 clusters Score -265046.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 695 members Mstep: Class 2 contains 688 members Entering Unmasked Estep Score: -260725.421875 Penalty: 8859.212891 Iteration 0F: 3 clusters Score -260725.4 nChanged 299 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 710 members Mstep: Class 2 contains 673 members Entering Unmasked Estep Score: -261589.296875 Penalty: 8859.212891 Iteration 1F: 3 clusters Score -261589.3 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 759 members Mstep: Class 2 contains 624 members Entering Unmasked Estep Score: -261990.718750 Penalty: 8859.212891 Iteration 2F: 3 clusters Score -261990.7 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 797 members Mstep: Class 2 contains 586 members Entering Unmasked Estep Score: -262394.562500 Penalty: 8859.212891 Iteration 3F: 3 clusters Score -262394.6 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 844 members Mstep: Class 2 contains 539 members Entering Unmasked Estep Score: -263009.093750 Penalty: 8859.212891 Iteration 4F: 3 clusters Score -263009.1 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 909 members Mstep: Class 2 contains 474 members Entering Unmasked Estep Score: -263778.312500 Penalty: 8859.212891 Iteration 5F: 3 clusters Score -263778.3 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 985 members Mstep: Class 2 contains 398 members Entering Unmasked Estep Score: -264136.281250 Penalty: 8859.212891 Iteration 6F: 3 clusters Score -264136.3 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1025 members Mstep: Class 2 contains 358 members Entering Unmasked Estep Score: -264316.906250 Penalty: 8859.212891 Iteration 7Q: 3 clusters Score -264316.9 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1040 members Mstep: Class 2 contains 343 members Entering Unmasked Estep Score: -264376.906250 Penalty: 8859.212891 Iteration 8Q: 3 clusters Score -264376.9 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1052 members Mstep: Class 2 contains 331 members Entering Unmasked Estep Score: -264431.500000 Penalty: 8859.212891 Iteration 9Q: 3 clusters Score -264431.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1056 members Mstep: Class 2 contains 327 members Entering Unmasked Estep Score: -264447.000000 Penalty: 8859.212891 Iteration 10Q: 3 clusters Score -264447 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1058 members Mstep: Class 2 contains 325 members Entering Unmasked Estep Score: -264457.093750 Penalty: 8859.212891 Iteration 11Q: 3 clusters Score -264457.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1059 members Mstep: Class 2 contains 324 members Entering Unmasked Estep Score: -264460.281250 Penalty: 8859.212891 Iteration 12Q: 3 clusters Score -264460.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1059 members Mstep: Class 2 contains 324 members Entering Unmasked Estep Score: -264460.281250 Penalty: 8859.212891 Iteration 13F: 3 clusters Score -264460.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (2094 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2094 members Entering Unmasked Estep Score: -443522.000000 Penalty: 4683.684082 Iteration 0F: 2 clusters Score -443522 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1041 members Mstep: Class 2 contains 1053 members Entering Unmasked Estep Score: -438555.593750 Penalty: 9367.368164 Iteration 0F: 3 clusters Score -438555.6 nChanged 529 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1016 members Mstep: Class 2 contains 1078 members Entering Unmasked Estep Score: -439571.343750 Penalty: 9367.368164 Iteration 1F: 3 clusters Score -439571.3 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 973 members Mstep: Class 2 contains 1121 members Entering Unmasked Estep Score: -440399.031250 Penalty: 9367.368164 Iteration 2F: 3 clusters Score -440399 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 943 members Mstep: Class 2 contains 1151 members Entering Unmasked Estep Score: -441359.562500 Penalty: 9367.368164 Iteration 3F: 3 clusters Score -441359.6 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 946 members Mstep: Class 2 contains 1148 members Entering Unmasked Estep Score: -442336.375000 Penalty: 9367.368164 Iteration 4F: 3 clusters Score -442336.4 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1011 members Mstep: Class 2 contains 1083 members Entering Unmasked Estep Score: -442739.656250 Penalty: 9367.368164 Iteration 5F: 3 clusters Score -442739.7 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1084 members Mstep: Class 2 contains 1010 members Entering Unmasked Estep Score: -442988.718750 Penalty: 9367.368164 Iteration 6F: 3 clusters Score -442988.7 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1157 members Mstep: Class 2 contains 937 members Entering Unmasked Estep Score: -443183.781250 Penalty: 9367.368164 Iteration 7Q: 3 clusters Score -443183.8 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1237 members Mstep: Class 2 contains 857 members Entering Unmasked Estep Score: -443423.375000 Penalty: 9367.368164 Iteration 8Q: 3 clusters Score -443423.4 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1325 members Mstep: Class 2 contains 769 members Entering Unmasked Estep Score: -443668.812500 Penalty: 9367.368164 Iteration 9Q: 3 clusters Score -443668.8 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1410 members Mstep: Class 2 contains 684 members Entering Unmasked Estep Score: -443893.687500 Penalty: 9367.368164 Iteration 10Q: 3 clusters Score -443893.7 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1473 members Mstep: Class 2 contains 621 members Entering Unmasked Estep Score: -444059.875000 Penalty: 9367.368164 Iteration 11Q: 3 clusters Score -444059.9 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1519 members Mstep: Class 2 contains 575 members Entering Unmasked Estep Score: -444194.062500 Penalty: 9367.368164 Iteration 12Q: 3 clusters Score -444194.1 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1542 members Mstep: Class 2 contains 552 members Entering Unmasked Estep Score: -444274.031250 Penalty: 9367.368164 Iteration 13Q: 3 clusters Score -444274 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1567 members Mstep: Class 2 contains 527 members Entering Unmasked Estep Score: -444395.500000 Penalty: 9367.368164 Iteration 14Q: 3 clusters Score -444395.5 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1585 members Mstep: Class 2 contains 509 members Entering Unmasked Estep Score: -444481.562500 Penalty: 9367.368164 Iteration 15Q: 3 clusters Score -444481.6 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1601 members Mstep: Class 2 contains 493 members Entering Unmasked Estep Score: -444578.031250 Penalty: 9367.368164 Iteration 16Q: 3 clusters Score -444578 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1614 members Mstep: Class 2 contains 480 members Entering Unmasked Estep Score: -444658.781250 Penalty: 9367.368164 Iteration 17Q: 3 clusters Score -444658.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1619 members Mstep: Class 2 contains 475 members Entering Unmasked Estep Score: -444676.906250 Penalty: 9367.368164 Iteration 18Q: 3 clusters Score -444676.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1620 members Mstep: Class 2 contains 474 members Entering Unmasked Estep Score: -444679.687500 Penalty: 9367.368164 Iteration 19Q: 3 clusters Score -444679.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1620 members Mstep: Class 2 contains 474 members Entering Unmasked Estep Score: -444689.281250 Penalty: 9367.368164 Iteration 20F: 3 clusters Score -444689.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1616 members Mstep: Class 2 contains 478 members Entering Unmasked Estep Score: -444838.500000 Penalty: 9367.368164 Iteration 21Q: 3 clusters Score -444838.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1610 members Mstep: Class 2 contains 484 members Entering Unmasked Estep Score: -444895.125000 Penalty: 9367.368164 Iteration 22Q: 3 clusters Score -444895.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1608 members Mstep: Class 2 contains 486 members Entering Unmasked Estep Score: -444903.312500 Penalty: 9367.368164 Iteration 23Q: 3 clusters Score -444903.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1608 members Mstep: Class 2 contains 486 members Entering Unmasked Estep Score: -444903.312500 Penalty: 9367.368164 Iteration 24F: 3 clusters Score -444903.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 37 members Mstep: Class 1 contains 155094 members Mstep: Class 2 contains 7771 members Mstep: Class 3 contains 1383 members Mstep: Class 4 contains 1608 members Mstep: Class 5 contains 47960 members Mstep: Class 6 contains 1819 members Mstep: Class 7 contains 26683 members Mstep: Class 8 contains 898 members Mstep: Class 9 contains 653 members Mstep: Class 10 contains 157342 members Mstep: Class 11 contains 135176 members Mstep: Class 12 contains 652 members Mstep: Class 13 contains 15033 members Mstep: Class 14 contains 26230 members Mstep: Class 15 contains 43214 members Mstep: Class 16 contains 6885 members Mstep: Class 17 contains 4637 members Mstep: Class 18 contains 10663 members Mstep: Class 19 contains 1132 members Mstep: Class 20 contains 309 members Mstep: Class 21 contains 33373 members Mstep: Class 22 contains 486 members Entering Unmasked Estep Score: -147572432.000000 Penalty: 180948.125000 Splitting cluster 4 changes total score from -147574720.000000 to -147572432.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 5 (47960 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47960 members Entering Unmasked Estep Score: -10601042.000000 Penalty: 6601.600098 Iteration 0F: 2 clusters Score -1.060104e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23917 members Mstep: Class 2 contains 24043 members Entering Unmasked Estep Score: -10566643.000000 Penalty: 13203.200195 Iteration 0F: 3 clusters Score -1.056664e+07 nChanged 21112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23395 members Mstep: Class 2 contains 24565 members Entering Unmasked Estep Score: -10577882.000000 Penalty: 13203.200195 Iteration 1F: 3 clusters Score -1.057788e+07 nChanged 2477 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23086 members Mstep: Class 2 contains 24874 members Entering Unmasked Estep Score: -10578722.000000 Penalty: 13203.200195 Iteration 2F: 3 clusters Score -1.057872e+07 nChanged 2084 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22698 members Mstep: Class 2 contains 25262 members Entering Unmasked Estep Score: -10579274.000000 Penalty: 13203.200195 Iteration 3Q: 3 clusters Score -1.057927e+07 nChanged 1780 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22136 members Mstep: Class 2 contains 25824 members Entering Unmasked Estep Score: -10579851.000000 Penalty: 13203.200195 Iteration 4Q: 3 clusters Score -1.057985e+07 nChanged 1630 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21434 members Mstep: Class 2 contains 26526 members Entering Unmasked Estep Score: -10580419.000000 Penalty: 13203.200195 Iteration 5Q: 3 clusters Score -1.058042e+07 nChanged 1632 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20516 members Mstep: Class 2 contains 27444 members Entering Unmasked Estep Score: -10580990.000000 Penalty: 13203.200195 Iteration 6Q: 3 clusters Score -1.058099e+07 nChanged 1672 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19424 members Mstep: Class 2 contains 28536 members Entering Unmasked Estep Score: -10581766.000000 Penalty: 13203.200195 Iteration 7Q: 3 clusters Score -1.058177e+07 nChanged 1889 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18001 members Mstep: Class 2 contains 29959 members Entering Unmasked Estep Score: -10582926.000000 Penalty: 13203.200195 Iteration 8Q: 3 clusters Score -1.058293e+07 nChanged 2105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16272 members Mstep: Class 2 contains 31688 members Entering Unmasked Estep Score: -10584172.000000 Penalty: 13203.200195 Iteration 9Q: 3 clusters Score -1.058417e+07 nChanged 2213 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14357 members Mstep: Class 2 contains 33603 members Entering Unmasked Estep Score: -10585504.000000 Penalty: 13203.200195 Iteration 10Q: 3 clusters Score -1.05855e+07 nChanged 2239 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12284 members Mstep: Class 2 contains 35676 members Entering Unmasked Estep Score: -10586932.000000 Penalty: 13203.200195 Iteration 11Q: 3 clusters Score -1.058693e+07 nChanged 2314 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10114 members Mstep: Class 2 contains 37846 members Entering Unmasked Estep Score: -10588609.000000 Penalty: 13203.200195 Iteration 12Q: 3 clusters Score -1.058861e+07 nChanged 2146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8074 members Mstep: Class 2 contains 39886 members Entering Unmasked Estep Score: -10590125.000000 Penalty: 13203.200195 Iteration 13Q: 3 clusters Score -1.059012e+07 nChanged 1829 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6297 members Mstep: Class 2 contains 41663 members Entering Unmasked Estep Score: -10591414.000000 Penalty: 13203.200195 Iteration 14Q: 3 clusters Score -1.059141e+07 nChanged 1462 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4893 members Mstep: Class 2 contains 43067 members Entering Unmasked Estep Score: -10592484.000000 Penalty: 13203.200195 Iteration 15Q: 3 clusters Score -1.059248e+07 nChanged 1160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3785 members Mstep: Class 2 contains 44175 members Entering Unmasked Estep Score: -10593257.000000 Penalty: 13203.200195 Iteration 16Q: 3 clusters Score -1.059326e+07 nChanged 818 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3003 members Mstep: Class 2 contains 44957 members Entering Unmasked Estep Score: -10593819.000000 Penalty: 13203.200195 Iteration 17Q: 3 clusters Score -1.059382e+07 nChanged 592 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2427 members Mstep: Class 2 contains 45533 members Entering Unmasked Estep Score: -10594250.000000 Penalty: 13203.200195 Iteration 18Q: 3 clusters Score -1.059425e+07 nChanged 424 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2031 members Mstep: Class 2 contains 45929 members Entering Unmasked Estep Score: -10594550.000000 Penalty: 13203.200195 Iteration 19Q: 3 clusters Score -1.059455e+07 nChanged 294 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1767 members Mstep: Class 2 contains 46193 members Entering Unmasked Estep Score: -10594765.000000 Penalty: 13203.200195 Iteration 20F: 3 clusters Score -1.059476e+07 nChanged 215 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1580 members Mstep: Class 2 contains 46380 members Entering Unmasked Estep Score: -10594897.000000 Penalty: 13203.200195 Iteration 21Q: 3 clusters Score -1.05949e+07 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1446 members Mstep: Class 2 contains 46514 members Entering Unmasked Estep Score: -10594998.000000 Penalty: 13203.200195 Iteration 22Q: 3 clusters Score -1.0595e+07 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1361 members Mstep: Class 2 contains 46599 members Entering Unmasked Estep Score: -10595085.000000 Penalty: 13203.200195 Iteration 23Q: 3 clusters Score -1.059508e+07 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1296 members Mstep: Class 2 contains 46664 members Entering Unmasked Estep Score: -10595151.000000 Penalty: 13203.200195 Iteration 24Q: 3 clusters Score -1.059515e+07 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1253 members Mstep: Class 2 contains 46707 members Entering Unmasked Estep Score: -10595185.000000 Penalty: 13203.200195 Iteration 25Q: 3 clusters Score -1.059518e+07 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1215 members Mstep: Class 2 contains 46745 members Entering Unmasked Estep Score: -10595199.000000 Penalty: 13203.200195 Iteration 26Q: 3 clusters Score -1.05952e+07 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1184 members Mstep: Class 2 contains 46776 members Entering Unmasked Estep Score: -10595238.000000 Penalty: 13203.200195 Iteration 27Q: 3 clusters Score -1.059524e+07 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1163 members Mstep: Class 2 contains 46797 members Entering Unmasked Estep Score: -10595249.000000 Penalty: 13203.200195 Iteration 28Q: 3 clusters Score -1.059525e+07 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1145 members Mstep: Class 2 contains 46815 members Entering Unmasked Estep Score: -10595258.000000 Penalty: 13203.200195 Iteration 29Q: 3 clusters Score -1.059526e+07 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1129 members Mstep: Class 2 contains 46831 members Entering Unmasked Estep Score: -10595289.000000 Penalty: 13203.200195 Iteration 30Q: 3 clusters Score -1.059529e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1121 members Mstep: Class 2 contains 46839 members Entering Unmasked Estep Score: -10595293.000000 Penalty: 13203.200195 Iteration 31Q: 3 clusters Score -1.059529e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1118 members Mstep: Class 2 contains 46842 members Entering Unmasked Estep Score: -10595298.000000 Penalty: 13203.200195 Iteration 32Q: 3 clusters Score -1.05953e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1114 members Mstep: Class 2 contains 46846 members Entering Unmasked Estep Score: -10595296.000000 Penalty: 13203.200195 Iteration 33Q: 3 clusters Score -1.05953e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1112 members Mstep: Class 2 contains 46848 members Entering Unmasked Estep Score: -10595298.000000 Penalty: 13203.200195 Iteration 34Q: 3 clusters Score -1.05953e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1111 members Mstep: Class 2 contains 46849 members Entering Unmasked Estep Score: -10595292.000000 Penalty: 13203.200195 Iteration 35Q: 3 clusters Score -1.059529e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1110 members Mstep: Class 2 contains 46850 members Entering Unmasked Estep Score: -10595302.000000 Penalty: 13203.200195 Iteration 36Q: 3 clusters Score -1.05953e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1109 members Mstep: Class 2 contains 46851 members Entering Unmasked Estep Score: -10595298.000000 Penalty: 13203.200195 Iteration 37Q: 3 clusters Score -1.05953e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1107 members Mstep: Class 2 contains 46853 members Entering Unmasked Estep Score: -10595294.000000 Penalty: 13203.200195 Iteration 38Q: 3 clusters Score -1.059529e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1106 members Mstep: Class 2 contains 46854 members Entering Unmasked Estep Score: -10595297.000000 Penalty: 13203.200195 Iteration 39Q: 3 clusters Score -1.05953e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1105 members Mstep: Class 2 contains 46855 members Entering Unmasked Estep Score: -10595295.000000 Penalty: 13203.200195 Iteration 40F: 3 clusters Score -1.05953e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1104 members Mstep: Class 2 contains 46856 members Entering Unmasked Estep Score: -10595298.000000 Penalty: 13203.200195 Iteration 41Q: 3 clusters Score -1.05953e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1104 members Mstep: Class 2 contains 46856 members Entering Unmasked Estep Score: -10595298.000000 Penalty: 13203.200195 Iteration 42F: 3 clusters Score -1.05953e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (1819 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1819 members Entering Unmasked Estep Score: -345572.531250 Penalty: 4597.450684 Iteration 0F: 2 clusters Score -345572.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 887 members Mstep: Class 2 contains 932 members Entering Unmasked Estep Score: -340877.093750 Penalty: 9194.901367 Iteration 0F: 3 clusters Score -340877.1 nChanged 453 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 852 members Mstep: Class 2 contains 967 members Entering Unmasked Estep Score: -341925.906250 Penalty: 9194.901367 Iteration 1F: 3 clusters Score -341925.9 nChanged 168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 840 members Mstep: Class 2 contains 979 members Entering Unmasked Estep Score: -342728.968750 Penalty: 9194.901367 Iteration 2F: 3 clusters Score -342729 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 838 members Mstep: Class 2 contains 981 members Entering Unmasked Estep Score: -343753.937500 Penalty: 9194.901367 Iteration 3F: 3 clusters Score -343753.9 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 863 members Mstep: Class 2 contains 956 members Entering Unmasked Estep Score: -344521.781250 Penalty: 9194.901367 Iteration 4F: 3 clusters Score -344521.8 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 879 members Mstep: Class 2 contains 940 members Entering Unmasked Estep Score: -345128.750000 Penalty: 9194.901367 Iteration 5F: 3 clusters Score -345128.8 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 902 members Mstep: Class 2 contains 917 members Entering Unmasked Estep Score: -345493.218750 Penalty: 9194.901367 Iteration 6F: 3 clusters Score -345493.2 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 922 members Mstep: Class 2 contains 897 members Entering Unmasked Estep Score: -345948.656250 Penalty: 9194.901367 Iteration 7F: 3 clusters Score -345948.7 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 946 members Mstep: Class 2 contains 873 members Entering Unmasked Estep Score: -346556.625000 Penalty: 9194.901367 Iteration 8F: 3 clusters Score -346556.6 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 985 members Mstep: Class 2 contains 834 members Entering Unmasked Estep Score: -347284.718750 Penalty: 9194.901367 Iteration 9Q: 3 clusters Score -347284.7 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 998 members Mstep: Class 2 contains 821 members Entering Unmasked Estep Score: -348090.593750 Penalty: 9194.901367 Iteration 10Q: 3 clusters Score -348090.6 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 996 members Mstep: Class 2 contains 823 members Entering Unmasked Estep Score: -348732.468750 Penalty: 9194.901367 Iteration 11Q: 3 clusters Score -348732.5 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1003 members Mstep: Class 2 contains 816 members Entering Unmasked Estep Score: -349126.562500 Penalty: 9194.901367 Iteration 12Q: 3 clusters Score -349126.6 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1012 members Mstep: Class 2 contains 807 members Entering Unmasked Estep Score: -349244.500000 Penalty: 9194.901367 Iteration 13Q: 3 clusters Score -349244.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1020 members Mstep: Class 2 contains 799 members Entering Unmasked Estep Score: -349294.375000 Penalty: 9194.901367 Iteration 14Q: 3 clusters Score -349294.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1022 members Mstep: Class 2 contains 797 members Entering Unmasked Estep Score: -349332.375000 Penalty: 9194.901367 Iteration 15Q: 3 clusters Score -349332.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1026 members Mstep: Class 2 contains 793 members Entering Unmasked Estep Score: -349365.687500 Penalty: 9194.901367 Iteration 16Q: 3 clusters Score -349365.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1030 members Mstep: Class 2 contains 789 members Entering Unmasked Estep Score: -349384.812500 Penalty: 9194.901367 Iteration 17Q: 3 clusters Score -349384.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1030 members Mstep: Class 2 contains 789 members Entering Unmasked Estep Score: -349394.031250 Penalty: 9194.901367 Iteration 18Q: 3 clusters Score -349394 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1032 members Mstep: Class 2 contains 787 members Entering Unmasked Estep Score: -349404.062500 Penalty: 9194.901367 Iteration 19Q: 3 clusters Score -349404.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1032 members Mstep: Class 2 contains 787 members Entering Unmasked Estep Score: -349429.718750 Penalty: 9194.901367 Iteration 20F: 3 clusters Score -349429.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1040 members Mstep: Class 2 contains 779 members Entering Unmasked Estep Score: -349491.562500 Penalty: 9194.901367 Iteration 21Q: 3 clusters Score -349491.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1047 members Mstep: Class 2 contains 772 members Entering Unmasked Estep Score: -349541.687500 Penalty: 9194.901367 Iteration 22Q: 3 clusters Score -349541.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1054 members Mstep: Class 2 contains 765 members Entering Unmasked Estep Score: -349612.312500 Penalty: 9194.901367 Iteration 23Q: 3 clusters Score -349612.3 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1059 members Mstep: Class 2 contains 760 members Entering Unmasked Estep Score: -349698.062500 Penalty: 9194.901367 Iteration 24Q: 3 clusters Score -349698.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1058 members Mstep: Class 2 contains 761 members Entering Unmasked Estep Score: -349796.906250 Penalty: 9194.901367 Iteration 25Q: 3 clusters Score -349796.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1058 members Mstep: Class 2 contains 761 members Entering Unmasked Estep Score: -349871.718750 Penalty: 9194.901367 Iteration 26Q: 3 clusters Score -349871.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1055 members Mstep: Class 2 contains 764 members Entering Unmasked Estep Score: -349904.187500 Penalty: 9194.901367 Iteration 27Q: 3 clusters Score -349904.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1054 members Mstep: Class 2 contains 765 members Entering Unmasked Estep Score: -349931.156250 Penalty: 9194.901367 Iteration 28Q: 3 clusters Score -349931.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1053 members Mstep: Class 2 contains 766 members Entering Unmasked Estep Score: -349943.718750 Penalty: 9194.901367 Iteration 29Q: 3 clusters Score -349943.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1052 members Mstep: Class 2 contains 767 members Entering Unmasked Estep Score: -349963.687500 Penalty: 9194.901367 Iteration 30Q: 3 clusters Score -349963.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1053 members Mstep: Class 2 contains 766 members Entering Unmasked Estep Score: -349966.531250 Penalty: 9194.901367 Iteration 31Q: 3 clusters Score -349966.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1053 members Mstep: Class 2 contains 766 members Entering Unmasked Estep Score: -349973.156250 Penalty: 9194.901367 Iteration 32F: 3 clusters Score -349973.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1056 members Mstep: Class 2 contains 763 members Entering Unmasked Estep Score: -350008.312500 Penalty: 9194.901367 Iteration 33Q: 3 clusters Score -350008.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1057 members Mstep: Class 2 contains 762 members Entering Unmasked Estep Score: -350033.187500 Penalty: 9194.901367 Iteration 34Q: 3 clusters Score -350033.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1060 members Mstep: Class 2 contains 759 members Entering Unmasked Estep Score: -350066.062500 Penalty: 9194.901367 Iteration 35Q: 3 clusters Score -350066.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1063 members Mstep: Class 2 contains 756 members Entering Unmasked Estep Score: -350091.500000 Penalty: 9194.901367 Iteration 36Q: 3 clusters Score -350091.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1065 members Mstep: Class 2 contains 754 members Entering Unmasked Estep Score: -350135.093750 Penalty: 9194.901367 Iteration 37Q: 3 clusters Score -350135.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1066 members Mstep: Class 2 contains 753 members Entering Unmasked Estep Score: -350194.437500 Penalty: 9194.901367 Iteration 38Q: 3 clusters Score -350194.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1068 members Mstep: Class 2 contains 751 members Entering Unmasked Estep Score: -350235.562500 Penalty: 9194.901367 Iteration 39Q: 3 clusters Score -350235.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1070 members Mstep: Class 2 contains 749 members Entering Unmasked Estep Score: -350322.906250 Penalty: 9194.901367 Iteration 40F: 3 clusters Score -350322.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1079 members Mstep: Class 2 contains 740 members Entering Unmasked Estep Score: -350719.562500 Penalty: 9194.901367 Iteration 41Q: 3 clusters Score -350719.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1081 members Mstep: Class 2 contains 738 members Entering Unmasked Estep Score: -350972.875000 Penalty: 9194.901367 Iteration 42Q: 3 clusters Score -350972.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1080 members Mstep: Class 2 contains 739 members Entering Unmasked Estep Score: -350977.500000 Penalty: 9194.901367 Iteration 43Q: 3 clusters Score -350977.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1078 members Mstep: Class 2 contains 741 members Entering Unmasked Estep Score: -350983.312500 Penalty: 9194.901367 Iteration 44Q: 3 clusters Score -350983.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1078 members Mstep: Class 2 contains 741 members Entering Unmasked Estep Score: -350983.312500 Penalty: 9194.901367 Iteration 45F: 3 clusters Score -350983.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 37 members Mstep: Class 1 contains 155094 members Mstep: Class 2 contains 7771 members Mstep: Class 3 contains 1383 members Mstep: Class 4 contains 2094 members Mstep: Class 5 contains 47960 members Mstep: Class 6 contains 1078 members Mstep: Class 7 contains 26683 members Mstep: Class 8 contains 898 members Mstep: Class 9 contains 653 members Mstep: Class 10 contains 157342 members Mstep: Class 11 contains 135176 members Mstep: Class 12 contains 652 members Mstep: Class 13 contains 15033 members Mstep: Class 14 contains 26230 members Mstep: Class 15 contains 43214 members Mstep: Class 16 contains 6885 members Mstep: Class 17 contains 4637 members Mstep: Class 18 contains 10663 members Mstep: Class 19 contains 1132 members Mstep: Class 20 contains 309 members Mstep: Class 21 contains 33373 members Mstep: Class 22 contains 741 members Entering Unmasked Estep Score: -147576432.000000 Penalty: 180948.125000 Splitting cluster 6 changes total score from -147574720.000000 to -147576432.000000 So it's getting split into cluster 22. Entering ConstructFrom: Trying to split cluster 7 (26683 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26683 members Entering Unmasked Estep Score: -5782020.500000 Penalty: 6242.466309 Iteration 0F: 2 clusters Score -5782020 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13268 members Mstep: Class 2 contains 13415 members Entering Unmasked Estep Score: -5761339.000000 Penalty: 12484.932617 Iteration 0F: 3 clusters Score -5761339 nChanged 11106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13020 members Mstep: Class 2 contains 13663 members Entering Unmasked Estep Score: -5767105.500000 Penalty: 12484.932617 Iteration 1F: 3 clusters Score -5767106 nChanged 1544 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12812 members Mstep: Class 2 contains 13871 members Entering Unmasked Estep Score: -5767723.000000 Penalty: 12484.932617 Iteration 2F: 3 clusters Score -5767723 nChanged 1156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12584 members Mstep: Class 2 contains 14099 members Entering Unmasked Estep Score: -5768133.500000 Penalty: 12484.932617 Iteration 3Q: 3 clusters Score -5768134 nChanged 980 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12296 members Mstep: Class 2 contains 14387 members Entering Unmasked Estep Score: -5768527.500000 Penalty: 12484.932617 Iteration 4Q: 3 clusters Score -5768528 nChanged 896 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11894 members Mstep: Class 2 contains 14789 members Entering Unmasked Estep Score: -5768885.000000 Penalty: 12484.932617 Iteration 5Q: 3 clusters Score -5768885 nChanged 876 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11438 members Mstep: Class 2 contains 15245 members Entering Unmasked Estep Score: -5769330.500000 Penalty: 12484.932617 Iteration 6Q: 3 clusters Score -5769330 nChanged 1013 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10861 members Mstep: Class 2 contains 15822 members Entering Unmasked Estep Score: -5769899.500000 Penalty: 12484.932617 Iteration 7Q: 3 clusters Score -5769900 nChanged 1227 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10074 members Mstep: Class 2 contains 16609 members Entering Unmasked Estep Score: -5770679.000000 Penalty: 12484.932617 Iteration 8Q: 3 clusters Score -5770679 nChanged 1446 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9006 members Mstep: Class 2 contains 17677 members Entering Unmasked Estep Score: -5771654.000000 Penalty: 12484.932617 Iteration 9F: 3 clusters Score -5771654 nChanged 1580 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7724 members Mstep: Class 2 contains 18959 members Entering Unmasked Estep Score: -5772853.000000 Penalty: 12484.932617 Iteration 10F: 3 clusters Score -5772853 nChanged 1563 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6395 members Mstep: Class 2 contains 20288 members Entering Unmasked Estep Score: -5774056.000000 Penalty: 12484.932617 Iteration 11F: 3 clusters Score -5774056 nChanged 1341 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5222 members Mstep: Class 2 contains 21461 members Entering Unmasked Estep Score: -5775037.000000 Penalty: 12484.932617 Iteration 12F: 3 clusters Score -5775037 nChanged 1061 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4277 members Mstep: Class 2 contains 22406 members Entering Unmasked Estep Score: -5775867.500000 Penalty: 12484.932617 Iteration 13Q: 3 clusters Score -5775868 nChanged 802 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3557 members Mstep: Class 2 contains 23126 members Entering Unmasked Estep Score: -5776538.000000 Penalty: 12484.932617 Iteration 14Q: 3 clusters Score -5776538 nChanged 586 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3035 members Mstep: Class 2 contains 23648 members Entering Unmasked Estep Score: -5777024.000000 Penalty: 12484.932617 Iteration 15Q: 3 clusters Score -5777024 nChanged 376 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2699 members Mstep: Class 2 contains 23984 members Entering Unmasked Estep Score: -5777344.500000 Penalty: 12484.932617 Iteration 16Q: 3 clusters Score -5777344 nChanged 279 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2468 members Mstep: Class 2 contains 24215 members Entering Unmasked Estep Score: -5777698.000000 Penalty: 12484.932617 Iteration 17Q: 3 clusters Score -5777698 nChanged 213 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2289 members Mstep: Class 2 contains 24394 members Entering Unmasked Estep Score: -5777968.500000 Penalty: 12484.932617 Iteration 18Q: 3 clusters Score -5777968 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2175 members Mstep: Class 2 contains 24508 members Entering Unmasked Estep Score: -5778085.500000 Penalty: 12484.932617 Iteration 19Q: 3 clusters Score -5778086 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2109 members Mstep: Class 2 contains 24574 members Entering Unmasked Estep Score: -5778153.000000 Penalty: 12484.932617 Iteration 20F: 3 clusters Score -5778153 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2069 members Mstep: Class 2 contains 24614 members Entering Unmasked Estep Score: -5778177.000000 Penalty: 12484.932617 Iteration 21Q: 3 clusters Score -5778177 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2048 members Mstep: Class 2 contains 24635 members Entering Unmasked Estep Score: -5778196.000000 Penalty: 12484.932617 Iteration 22Q: 3 clusters Score -5778196 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2032 members Mstep: Class 2 contains 24651 members Entering Unmasked Estep Score: -5778199.000000 Penalty: 12484.932617 Iteration 23Q: 3 clusters Score -5778199 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2020 members Mstep: Class 2 contains 24663 members Entering Unmasked Estep Score: -5778208.500000 Penalty: 12484.932617 Iteration 24Q: 3 clusters Score -5778208 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2011 members Mstep: Class 2 contains 24672 members Entering Unmasked Estep Score: -5778193.500000 Penalty: 12484.932617 Iteration 25Q: 3 clusters Score -5778194 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2010 members Mstep: Class 2 contains 24673 members Entering Unmasked Estep Score: -5778199.000000 Penalty: 12484.932617 Iteration 26Q: 3 clusters Score -5778199 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2008 members Mstep: Class 2 contains 24675 members Entering Unmasked Estep Score: -5778203.000000 Penalty: 12484.932617 Iteration 27Q: 3 clusters Score -5778203 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2003 members Mstep: Class 2 contains 24680 members Entering Unmasked Estep Score: -5778218.000000 Penalty: 12484.932617 Iteration 28Q: 3 clusters Score -5778218 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2000 members Mstep: Class 2 contains 24683 members Entering Unmasked Estep Score: -5778218.500000 Penalty: 12484.932617 Iteration 29Q: 3 clusters Score -5778218 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1998 members Mstep: Class 2 contains 24685 members Entering Unmasked Estep Score: -5778219.000000 Penalty: 12484.932617 Iteration 30Q: 3 clusters Score -5778219 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1997 members Mstep: Class 2 contains 24686 members Entering Unmasked Estep Score: -5778218.000000 Penalty: 12484.932617 Iteration 31Q: 3 clusters Score -5778218 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1996 members Mstep: Class 2 contains 24687 members Entering Unmasked Estep Score: -5778214.500000 Penalty: 12484.932617 Iteration 32Q: 3 clusters Score -5778214 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1996 members Mstep: Class 2 contains 24687 members Entering Unmasked Estep Score: -5778214.500000 Penalty: 12484.932617 Iteration 33F: 3 clusters Score -5778214 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (898 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 898 members Entering Unmasked Estep Score: -167550.562500 Penalty: 4165.104004 Iteration 0F: 2 clusters Score -167550.6 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 468 members Entering Unmasked Estep Score: -163733.015625 Penalty: 8330.208008 Iteration 0F: 3 clusters Score -163733 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 464 members Mstep: Class 2 contains 434 members Entering Unmasked Estep Score: -164776.468750 Penalty: 8330.208008 Iteration 1F: 3 clusters Score -164776.5 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 546 members Mstep: Class 2 contains 352 members Entering Unmasked Estep Score: -166389.546875 Penalty: 8330.208008 Iteration 2F: 3 clusters Score -166389.5 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 671 members Mstep: Class 2 contains 227 members Entering Unmasked Estep Score: -167116.437500 Penalty: 8330.208008 Iteration 3F: 3 clusters Score -167116.4 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 725 members Mstep: Class 2 contains 173 members Entering Unmasked Estep Score: -167656.171875 Penalty: 8330.208008 Iteration 4F: 3 clusters Score -167656.2 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 744 members Mstep: Class 2 contains 154 members Entering Unmasked Estep Score: -167879.593750 Penalty: 8330.208008 Iteration 5Q: 3 clusters Score -167879.6 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 756 members Mstep: Class 2 contains 142 members Entering Unmasked Estep Score: -168023.734375 Penalty: 8330.208008 Iteration 6Q: 3 clusters Score -168023.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 759 members Mstep: Class 2 contains 139 members Entering Unmasked Estep Score: -168148.234375 Penalty: 8330.208008 Iteration 7Q: 3 clusters Score -168148.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 764 members Mstep: Class 2 contains 134 members Entering Unmasked Estep Score: -168220.125000 Penalty: 8330.208008 Iteration 8Q: 3 clusters Score -168220.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 764 members Mstep: Class 2 contains 134 members Entering Unmasked Estep Score: -168220.125000 Penalty: 8330.208008 Iteration 9F: 3 clusters Score -168220.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 37 members Mstep: Class 1 contains 155094 members Mstep: Class 2 contains 7771 members Mstep: Class 3 contains 1383 members Mstep: Class 4 contains 2094 members Mstep: Class 5 contains 47960 members Mstep: Class 6 contains 1078 members Mstep: Class 7 contains 26683 members Mstep: Class 8 contains 764 members Mstep: Class 9 contains 653 members Mstep: Class 10 contains 157342 members Mstep: Class 11 contains 135176 members Mstep: Class 12 contains 652 members Mstep: Class 13 contains 15033 members Mstep: Class 14 contains 26230 members Mstep: Class 15 contains 43214 members Mstep: Class 16 contains 6885 members Mstep: Class 17 contains 4637 members Mstep: Class 18 contains 10663 members Mstep: Class 19 contains 1132 members Mstep: Class 20 contains 309 members Mstep: Class 21 contains 33373 members Mstep: Class 22 contains 741 members Mstep: Class 23 contains 134 members Entering Unmasked Estep Score: -147573200.000000 Penalty: 189173.046875 Splitting cluster 8 changes total score from -147574720.000000 to -147573200.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 9 (653 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 653 members Entering Unmasked Estep Score: -115746.062500 Penalty: 3969.965820 Iteration 0F: 2 clusters Score -115746.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 348 members Mstep: Class 2 contains 305 members Entering Unmasked Estep Score: -112376.085938 Penalty: 7939.931641 Iteration 0F: 3 clusters Score -112376.1 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 301 members Mstep: Class 2 contains 352 members Entering Unmasked Estep Score: -112871.859375 Penalty: 7939.931641 Iteration 1F: 3 clusters Score -112871.9 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 248 members Mstep: Class 2 contains 405 members Entering Unmasked Estep Score: -113631.726562 Penalty: 7939.931641 Iteration 2F: 3 clusters Score -113631.7 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 243 members Mstep: Class 2 contains 410 members Entering Unmasked Estep Score: -114632.843750 Penalty: 7939.931641 Iteration 3F: 3 clusters Score -114632.8 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 262 members Mstep: Class 2 contains 391 members Entering Unmasked Estep Score: -115509.125000 Penalty: 7939.931641 Iteration 4F: 3 clusters Score -115509.1 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 285 members Mstep: Class 2 contains 368 members Entering Unmasked Estep Score: -116047.375000 Penalty: 7939.931641 Iteration 5Q: 3 clusters Score -116047.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 294 members Mstep: Class 2 contains 359 members Entering Unmasked Estep Score: -116261.914062 Penalty: 7939.931641 Iteration 6Q: 3 clusters Score -116261.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 303 members Mstep: Class 2 contains 350 members Entering Unmasked Estep Score: -116557.921875 Penalty: 7939.931641 Iteration 7Q: 3 clusters Score -116557.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 307 members Mstep: Class 2 contains 346 members Entering Unmasked Estep Score: -116705.273438 Penalty: 7939.931641 Iteration 8Q: 3 clusters Score -116705.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 307 members Mstep: Class 2 contains 346 members Entering Unmasked Estep Score: -116705.273438 Penalty: 7939.931641 Iteration 9F: 3 clusters Score -116705.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 37 members Mstep: Class 1 contains 155094 members Mstep: Class 2 contains 7771 members Mstep: Class 3 contains 1383 members Mstep: Class 4 contains 2094 members Mstep: Class 5 contains 47960 members Mstep: Class 6 contains 1078 members Mstep: Class 7 contains 26683 members Mstep: Class 8 contains 898 members Mstep: Class 9 contains 307 members Mstep: Class 10 contains 157342 members Mstep: Class 11 contains 135176 members Mstep: Class 12 contains 652 members Mstep: Class 13 contains 15033 members Mstep: Class 14 contains 26230 members Mstep: Class 15 contains 43214 members Mstep: Class 16 contains 6885 members Mstep: Class 17 contains 4637 members Mstep: Class 18 contains 10663 members Mstep: Class 19 contains 1132 members Mstep: Class 20 contains 309 members Mstep: Class 21 contains 33373 members Mstep: Class 22 contains 741 members Mstep: Class 23 contains 346 members Entering Unmasked Estep Score: -147572800.000000 Penalty: 189173.046875 Splitting cluster 9 changes total score from -147574720.000000 to -147572800.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 10 (157342 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 157342 members Entering Unmasked Estep Score: -34555624.000000 Penalty: 7329.283203 Iteration 0F: 2 clusters Score -3.455562e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 78322 members Mstep: Class 2 contains 79020 members Entering Unmasked Estep Score: -34449392.000000 Penalty: 14658.566406 Iteration 0F: 3 clusters Score -3.444939e+07 nChanged 73176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 75482 members Mstep: Class 2 contains 81860 members Entering Unmasked Estep Score: -34489832.000000 Penalty: 14658.566406 Iteration 1F: 3 clusters Score -3.448983e+07 nChanged 5613 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73481 members Mstep: Class 2 contains 83861 members Entering Unmasked Estep Score: -34491264.000000 Penalty: 14658.566406 Iteration 2Q: 3 clusters Score -3.449126e+07 nChanged 5656 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70373 members Mstep: Class 2 contains 86969 members Entering Unmasked Estep Score: -34493084.000000 Penalty: 14658.566406 Iteration 3Q: 3 clusters Score -3.449308e+07 nChanged 6055 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65818 members Mstep: Class 2 contains 91524 members Entering Unmasked Estep Score: -34495144.000000 Penalty: 14658.566406 Iteration 4Q: 3 clusters Score -3.449514e+07 nChanged 7478 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59120 members Mstep: Class 2 contains 98222 members Entering Unmasked Estep Score: -34498464.000000 Penalty: 14658.566406 Iteration 5Q: 3 clusters Score -3.449846e+07 nChanged 9678 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49810 members Mstep: Class 2 contains 107532 members Entering Unmasked Estep Score: -34504508.000000 Penalty: 14658.566406 Iteration 6F: 3 clusters Score -3.450451e+07 nChanged 12134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37760 members Mstep: Class 2 contains 119582 members Entering Unmasked Estep Score: -34513528.000000 Penalty: 14658.566406 Iteration 7F: 3 clusters Score -3.451353e+07 nChanged 13616 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24168 members Mstep: Class 2 contains 133174 members Entering Unmasked Estep Score: -34525628.000000 Penalty: 14658.566406 Iteration 8F: 3 clusters Score -3.452563e+07 nChanged 11700 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12474 members Mstep: Class 2 contains 144868 members Entering Unmasked Estep Score: -34537020.000000 Penalty: 14658.566406 Iteration 9F: 3 clusters Score -3.453702e+07 nChanged 7125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5351 members Mstep: Class 2 contains 151991 members Entering Unmasked Estep Score: -34543980.000000 Penalty: 14658.566406 Iteration 10Q: 3 clusters Score -3.454398e+07 nChanged 3143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2222 members Mstep: Class 2 contains 155120 members Entering Unmasked Estep Score: -34547100.000000 Penalty: 14658.566406 Iteration 11Q: 3 clusters Score -3.45471e+07 nChanged 1103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1129 members Mstep: Class 2 contains 156213 members Entering Unmasked Estep Score: -34548164.000000 Penalty: 14658.566406 Iteration 12Q: 3 clusters Score -3.454816e+07 nChanged 354 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 795 members Mstep: Class 2 contains 156547 members Entering Unmasked Estep Score: -34548652.000000 Penalty: 14658.566406 Iteration 13Q: 3 clusters Score -3.454865e+07 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 693 members Mstep: Class 2 contains 156649 members Entering Unmasked Estep Score: -34548820.000000 Penalty: 14658.566406 Iteration 14Q: 3 clusters Score -3.454882e+07 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 645 members Mstep: Class 2 contains 156697 members Entering Unmasked Estep Score: -34548904.000000 Penalty: 14658.566406 Iteration 15Q: 3 clusters Score -3.45489e+07 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 620 members Mstep: Class 2 contains 156722 members Entering Unmasked Estep Score: -34548956.000000 Penalty: 14658.566406 Iteration 16Q: 3 clusters Score -3.454896e+07 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 602 members Mstep: Class 2 contains 156740 members Entering Unmasked Estep Score: -34548980.000000 Penalty: 14658.566406 Iteration 17Q: 3 clusters Score -3.454898e+07 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 588 members Mstep: Class 2 contains 156754 members Entering Unmasked Estep Score: -34549020.000000 Penalty: 14658.566406 Iteration 18Q: 3 clusters Score -3.454902e+07 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 573 members Mstep: Class 2 contains 156769 members Entering Unmasked Estep Score: -34549064.000000 Penalty: 14658.566406 Iteration 19Q: 3 clusters Score -3.454906e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 564 members Mstep: Class 2 contains 156778 members Entering Unmasked Estep Score: -34549068.000000 Penalty: 14658.566406 Iteration 20F: 3 clusters Score -3.454907e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 556 members Mstep: Class 2 contains 156786 members Entering Unmasked Estep Score: -34549104.000000 Penalty: 14658.566406 Iteration 21Q: 3 clusters Score -3.45491e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 547 members Mstep: Class 2 contains 156795 members Entering Unmasked Estep Score: -34549120.000000 Penalty: 14658.566406 Iteration 22Q: 3 clusters Score -3.454912e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 542 members Mstep: Class 2 contains 156800 members Entering Unmasked Estep Score: -34549132.000000 Penalty: 14658.566406 Iteration 23Q: 3 clusters Score -3.454913e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 538 members Mstep: Class 2 contains 156804 members Entering Unmasked Estep Score: -34549132.000000 Penalty: 14658.566406 Iteration 24Q: 3 clusters Score -3.454913e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 538 members Mstep: Class 2 contains 156804 members Entering Unmasked Estep Score: -34549140.000000 Penalty: 14658.566406 Iteration 25Q: 3 clusters Score -3.454914e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 536 members Mstep: Class 2 contains 156806 members Entering Unmasked Estep Score: -34549128.000000 Penalty: 14658.566406 Iteration 26Q: 3 clusters Score -3.454913e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 536 members Mstep: Class 2 contains 156806 members Entering Unmasked Estep Score: -34549128.000000 Penalty: 14658.566406 Iteration 27F: 3 clusters Score -3.454913e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (135176 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 135176 members Entering Unmasked Estep Score: -30111542.000000 Penalty: 7236.278809 Iteration 0F: 2 clusters Score -3.011154e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67610 members Mstep: Class 2 contains 67566 members Entering Unmasked Estep Score: -30021298.000000 Penalty: 14472.557617 Iteration 0F: 3 clusters Score -3.00213e+07 nChanged 62495 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67253 members Mstep: Class 2 contains 67923 members Entering Unmasked Estep Score: -30056374.000000 Penalty: 14472.557617 Iteration 1F: 3 clusters Score -3.005637e+07 nChanged 5828 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66703 members Mstep: Class 2 contains 68473 members Entering Unmasked Estep Score: -30057958.000000 Penalty: 14472.557617 Iteration 2Q: 3 clusters Score -3.005796e+07 nChanged 5933 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65952 members Mstep: Class 2 contains 69224 members Entering Unmasked Estep Score: -30060142.000000 Penalty: 14472.557617 Iteration 3Q: 3 clusters Score -3.006014e+07 nChanged 6346 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64746 members Mstep: Class 2 contains 70430 members Entering Unmasked Estep Score: -30062912.000000 Penalty: 14472.557617 Iteration 4Q: 3 clusters Score -3.006291e+07 nChanged 6700 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63176 members Mstep: Class 2 contains 72000 members Entering Unmasked Estep Score: -30065880.000000 Penalty: 14472.557617 Iteration 5Q: 3 clusters Score -3.006588e+07 nChanged 7027 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61181 members Mstep: Class 2 contains 73995 members Entering Unmasked Estep Score: -30069314.000000 Penalty: 14472.557617 Iteration 6F: 3 clusters Score -3.006931e+07 nChanged 7144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58647 members Mstep: Class 2 contains 76529 members Entering Unmasked Estep Score: -30072694.000000 Penalty: 14472.557617 Iteration 7F: 3 clusters Score -3.007269e+07 nChanged 6878 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55615 members Mstep: Class 2 contains 79561 members Entering Unmasked Estep Score: -30075640.000000 Penalty: 14472.557617 Iteration 8F: 3 clusters Score -3.007564e+07 nChanged 6412 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52179 members Mstep: Class 2 contains 82997 members Entering Unmasked Estep Score: -30078642.000000 Penalty: 14472.557617 Iteration 9Q: 3 clusters Score -3.007864e+07 nChanged 6157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48210 members Mstep: Class 2 contains 86966 members Entering Unmasked Estep Score: -30081648.000000 Penalty: 14472.557617 Iteration 10Q: 3 clusters Score -3.008165e+07 nChanged 5772 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43940 members Mstep: Class 2 contains 91236 members Entering Unmasked Estep Score: -30084878.000000 Penalty: 14472.557617 Iteration 11Q: 3 clusters Score -3.008488e+07 nChanged 5542 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39426 members Mstep: Class 2 contains 95750 members Entering Unmasked Estep Score: -30088262.000000 Penalty: 14472.557617 Iteration 12Q: 3 clusters Score -3.008826e+07 nChanged 5044 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35050 members Mstep: Class 2 contains 100126 members Entering Unmasked Estep Score: -30091182.000000 Penalty: 14472.557617 Iteration 13Q: 3 clusters Score -3.009118e+07 nChanged 4509 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31043 members Mstep: Class 2 contains 104133 members Entering Unmasked Estep Score: -30093756.000000 Penalty: 14472.557617 Iteration 14Q: 3 clusters Score -3.009376e+07 nChanged 3879 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27496 members Mstep: Class 2 contains 107680 members Entering Unmasked Estep Score: -30095918.000000 Penalty: 14472.557617 Iteration 15Q: 3 clusters Score -3.009592e+07 nChanged 3360 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24338 members Mstep: Class 2 contains 110838 members Entering Unmasked Estep Score: -30097690.000000 Penalty: 14472.557617 Iteration 16Q: 3 clusters Score -3.009769e+07 nChanged 2892 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21546 members Mstep: Class 2 contains 113630 members Entering Unmasked Estep Score: -30099026.000000 Penalty: 14472.557617 Iteration 17Q: 3 clusters Score -3.009903e+07 nChanged 2522 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19078 members Mstep: Class 2 contains 116098 members Entering Unmasked Estep Score: -30100268.000000 Penalty: 14472.557617 Iteration 18Q: 3 clusters Score -3.010027e+07 nChanged 2197 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16915 members Mstep: Class 2 contains 118261 members Entering Unmasked Estep Score: -30101288.000000 Penalty: 14472.557617 Iteration 19Q: 3 clusters Score -3.010129e+07 nChanged 1921 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15012 members Mstep: Class 2 contains 120164 members Entering Unmasked Estep Score: -30102240.000000 Penalty: 14472.557617 Iteration 20F: 3 clusters Score -3.010224e+07 nChanged 1729 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13303 members Mstep: Class 2 contains 121873 members Entering Unmasked Estep Score: -30103048.000000 Penalty: 14472.557617 Iteration 21Q: 3 clusters Score -3.010305e+07 nChanged 1622 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11715 members Mstep: Class 2 contains 123461 members Entering Unmasked Estep Score: -30103854.000000 Penalty: 14472.557617 Iteration 22Q: 3 clusters Score -3.010385e+07 nChanged 1395 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10344 members Mstep: Class 2 contains 124832 members Entering Unmasked Estep Score: -30104520.000000 Penalty: 14472.557617 Iteration 23Q: 3 clusters Score -3.010452e+07 nChanged 1162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9198 members Mstep: Class 2 contains 125978 members Entering Unmasked Estep Score: -30105038.000000 Penalty: 14472.557617 Iteration 24Q: 3 clusters Score -3.010504e+07 nChanged 967 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8253 members Mstep: Class 2 contains 126923 members Entering Unmasked Estep Score: -30105428.000000 Penalty: 14472.557617 Iteration 25Q: 3 clusters Score -3.010543e+07 nChanged 809 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7472 members Mstep: Class 2 contains 127704 members Entering Unmasked Estep Score: -30105728.000000 Penalty: 14472.557617 Iteration 26Q: 3 clusters Score -3.010573e+07 nChanged 685 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6815 members Mstep: Class 2 contains 128361 members Entering Unmasked Estep Score: -30105932.000000 Penalty: 14472.557617 Iteration 27Q: 3 clusters Score -3.010593e+07 nChanged 577 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6270 members Mstep: Class 2 contains 128906 members Entering Unmasked Estep Score: -30106164.000000 Penalty: 14472.557617 Iteration 28Q: 3 clusters Score -3.010616e+07 nChanged 498 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5800 members Mstep: Class 2 contains 129376 members Entering Unmasked Estep Score: -30106274.000000 Penalty: 14472.557617 Iteration 29Q: 3 clusters Score -3.010627e+07 nChanged 406 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5420 members Mstep: Class 2 contains 129756 members Entering Unmasked Estep Score: -30106334.000000 Penalty: 14472.557617 Iteration 30Q: 3 clusters Score -3.010633e+07 nChanged 348 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5080 members Mstep: Class 2 contains 130096 members Entering Unmasked Estep Score: -30106460.000000 Penalty: 14472.557617 Iteration 31Q: 3 clusters Score -3.010646e+07 nChanged 288 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4808 members Mstep: Class 2 contains 130368 members Entering Unmasked Estep Score: -30106554.000000 Penalty: 14472.557617 Iteration 32Q: 3 clusters Score -3.010655e+07 nChanged 237 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4585 members Mstep: Class 2 contains 130591 members Entering Unmasked Estep Score: -30106582.000000 Penalty: 14472.557617 Iteration 33Q: 3 clusters Score -3.010658e+07 nChanged 201 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4408 members Mstep: Class 2 contains 130768 members Entering Unmasked Estep Score: -30106652.000000 Penalty: 14472.557617 Iteration 34Q: 3 clusters Score -3.010665e+07 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4256 members Mstep: Class 2 contains 130920 members Entering Unmasked Estep Score: -30106712.000000 Penalty: 14472.557617 Iteration 35Q: 3 clusters Score -3.010671e+07 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4132 members Mstep: Class 2 contains 131044 members Entering Unmasked Estep Score: -30106754.000000 Penalty: 14472.557617 Iteration 36Q: 3 clusters Score -3.010675e+07 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4037 members Mstep: Class 2 contains 131139 members Entering Unmasked Estep Score: -30106754.000000 Penalty: 14472.557617 Iteration 37Q: 3 clusters Score -3.010675e+07 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3963 members Mstep: Class 2 contains 131213 members Entering Unmasked Estep Score: -30106762.000000 Penalty: 14472.557617 Iteration 38Q: 3 clusters Score -3.010676e+07 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3894 members Mstep: Class 2 contains 131282 members Entering Unmasked Estep Score: -30106776.000000 Penalty: 14472.557617 Iteration 39Q: 3 clusters Score -3.010678e+07 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3835 members Mstep: Class 2 contains 131341 members Entering Unmasked Estep Score: -30106786.000000 Penalty: 14472.557617 Iteration 40F: 3 clusters Score -3.010679e+07 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3788 members Mstep: Class 2 contains 131388 members Entering Unmasked Estep Score: -30106772.000000 Penalty: 14472.557617 Iteration 41Q: 3 clusters Score -3.010677e+07 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3740 members Mstep: Class 2 contains 131436 members Entering Unmasked Estep Score: -30106754.000000 Penalty: 14472.557617 Iteration 42Q: 3 clusters Score -3.010675e+07 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3701 members Mstep: Class 2 contains 131475 members Entering Unmasked Estep Score: -30106760.000000 Penalty: 14472.557617 Iteration 43Q: 3 clusters Score -3.010676e+07 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3658 members Mstep: Class 2 contains 131518 members Entering Unmasked Estep Score: -30106796.000000 Penalty: 14472.557617 Iteration 44Q: 3 clusters Score -3.01068e+07 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3618 members Mstep: Class 2 contains 131558 members Entering Unmasked Estep Score: -30106780.000000 Penalty: 14472.557617 Iteration 45Q: 3 clusters Score -3.010678e+07 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3583 members Mstep: Class 2 contains 131593 members Entering Unmasked Estep Score: -30106778.000000 Penalty: 14472.557617 Iteration 46Q: 3 clusters Score -3.010678e+07 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3549 members Mstep: Class 2 contains 131627 members Entering Unmasked Estep Score: -30106786.000000 Penalty: 14472.557617 Iteration 47Q: 3 clusters Score -3.010679e+07 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3524 members Mstep: Class 2 contains 131652 members Entering Unmasked Estep Score: -30106810.000000 Penalty: 14472.557617 Iteration 48Q: 3 clusters Score -3.010681e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3508 members Mstep: Class 2 contains 131668 members Entering Unmasked Estep Score: -30106824.000000 Penalty: 14472.557617 Iteration 49Q: 3 clusters Score -3.010682e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3496 members Mstep: Class 2 contains 131680 members Entering Unmasked Estep Score: -30106818.000000 Penalty: 14472.557617 Iteration 50Q: 3 clusters Score -3.010682e+07 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3477 members Mstep: Class 2 contains 131699 members Entering Unmasked Estep Score: -30106816.000000 Penalty: 14472.557617 Iteration 51Q: 3 clusters Score -3.010682e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3462 members Mstep: Class 2 contains 131714 members Entering Unmasked Estep Score: -30106804.000000 Penalty: 14472.557617 Iteration 52Q: 3 clusters Score -3.01068e+07 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3441 members Mstep: Class 2 contains 131735 members Entering Unmasked Estep Score: -30106816.000000 Penalty: 14472.557617 Iteration 53Q: 3 clusters Score -3.010682e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3426 members Mstep: Class 2 contains 131750 members Entering Unmasked Estep Score: -30106788.000000 Penalty: 14472.557617 Iteration 54Q: 3 clusters Score -3.010679e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3412 members Mstep: Class 2 contains 131764 members Entering Unmasked Estep Score: -30106798.000000 Penalty: 14472.557617 Iteration 55Q: 3 clusters Score -3.01068e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3399 members Mstep: Class 2 contains 131777 members Entering Unmasked Estep Score: -30106798.000000 Penalty: 14472.557617 Iteration 56Q: 3 clusters Score -3.01068e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3391 members Mstep: Class 2 contains 131785 members Entering Unmasked Estep Score: -30106786.000000 Penalty: 14472.557617 Iteration 57Q: 3 clusters Score -3.010679e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3383 members Mstep: Class 2 contains 131793 members Entering Unmasked Estep Score: -30106782.000000 Penalty: 14472.557617 Iteration 58Q: 3 clusters Score -3.010678e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3373 members Mstep: Class 2 contains 131803 members Entering Unmasked Estep Score: -30106762.000000 Penalty: 14472.557617 Iteration 59Q: 3 clusters Score -3.010676e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3358 members Mstep: Class 2 contains 131818 members Entering Unmasked Estep Score: -30106776.000000 Penalty: 14472.557617 Iteration 60F: 3 clusters Score -3.010678e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3341 members Mstep: Class 2 contains 131835 members Entering Unmasked Estep Score: -30106796.000000 Penalty: 14472.557617 Iteration 61Q: 3 clusters Score -3.01068e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3329 members Mstep: Class 2 contains 131847 members Entering Unmasked Estep Score: -30106772.000000 Penalty: 14472.557617 Iteration 62Q: 3 clusters Score -3.010677e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3322 members Mstep: Class 2 contains 131854 members Entering Unmasked Estep Score: -30106766.000000 Penalty: 14472.557617 Iteration 63Q: 3 clusters Score -3.010677e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3316 members Mstep: Class 2 contains 131860 members Entering Unmasked Estep Score: -30106780.000000 Penalty: 14472.557617 Iteration 64Q: 3 clusters Score -3.010678e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3313 members Mstep: Class 2 contains 131863 members Entering Unmasked Estep Score: -30106794.000000 Penalty: 14472.557617 Iteration 65Q: 3 clusters Score -3.010679e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3311 members Mstep: Class 2 contains 131865 members Entering Unmasked Estep Score: -30106790.000000 Penalty: 14472.557617 Iteration 66Q: 3 clusters Score -3.010679e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3311 members Mstep: Class 2 contains 131865 members Entering Unmasked Estep Score: -30106790.000000 Penalty: 14472.557617 Iteration 67F: 3 clusters Score -3.010679e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (652 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 652 members Entering Unmasked Estep Score: -89323.757812 Penalty: 3969.027100 Iteration 0F: 2 clusters Score -89323.76 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 319 members Mstep: Class 2 contains 333 members Entering Unmasked Estep Score: -86022.632812 Penalty: 7938.054199 Iteration 0F: 3 clusters Score -86022.63 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 333 members Mstep: Class 2 contains 319 members Entering Unmasked Estep Score: -86917.453125 Penalty: 7938.054199 Iteration 1F: 3 clusters Score -86917.45 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 331 members Mstep: Class 2 contains 321 members Entering Unmasked Estep Score: -87836.687500 Penalty: 7938.054199 Iteration 2F: 3 clusters Score -87836.69 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 322 members Mstep: Class 2 contains 330 members Entering Unmasked Estep Score: -88537.617188 Penalty: 7938.054199 Iteration 3F: 3 clusters Score -88537.62 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 310 members Mstep: Class 2 contains 342 members Entering Unmasked Estep Score: -89269.007812 Penalty: 7938.054199 Iteration 4F: 3 clusters Score -89269.01 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 306 members Mstep: Class 2 contains 346 members Entering Unmasked Estep Score: -89920.390625 Penalty: 7938.054199 Iteration 5F: 3 clusters Score -89920.39 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 306 members Mstep: Class 2 contains 346 members Entering Unmasked Estep Score: -90477.835938 Penalty: 7938.054199 Iteration 6Q: 3 clusters Score -90477.84 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 311 members Mstep: Class 2 contains 341 members Entering Unmasked Estep Score: -90641.304688 Penalty: 7938.054199 Iteration 7Q: 3 clusters Score -90641.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 314 members Mstep: Class 2 contains 338 members Entering Unmasked Estep Score: -90746.734375 Penalty: 7938.054199 Iteration 8Q: 3 clusters Score -90746.73 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 314 members Mstep: Class 2 contains 338 members Entering Unmasked Estep Score: -90801.109375 Penalty: 7938.054199 Iteration 9Q: 3 clusters Score -90801.11 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 313 members Mstep: Class 2 contains 339 members Entering Unmasked Estep Score: -90835.828125 Penalty: 7938.054199 Iteration 10Q: 3 clusters Score -90835.83 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 312 members Mstep: Class 2 contains 340 members Entering Unmasked Estep Score: -90837.023438 Penalty: 7938.054199 Iteration 11Q: 3 clusters Score -90837.02 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 312 members Mstep: Class 2 contains 340 members Entering Unmasked Estep Score: -90838.484375 Penalty: 7938.054199 Iteration 12F: 3 clusters Score -90838.48 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 313 members Mstep: Class 2 contains 339 members Entering Unmasked Estep Score: -90880.875000 Penalty: 7938.054199 Iteration 13Q: 3 clusters Score -90880.88 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 315 members Mstep: Class 2 contains 337 members Entering Unmasked Estep Score: -90922.476562 Penalty: 7938.054199 Iteration 14Q: 3 clusters Score -90922.48 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 315 members Mstep: Class 2 contains 337 members Entering Unmasked Estep Score: -90922.476562 Penalty: 7938.054199 Iteration 15F: 3 clusters Score -90922.48 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 37 members Mstep: Class 1 contains 155094 members Mstep: Class 2 contains 7771 members Mstep: Class 3 contains 1383 members Mstep: Class 4 contains 2094 members Mstep: Class 5 contains 47960 members Mstep: Class 6 contains 1078 members Mstep: Class 7 contains 26683 members Mstep: Class 8 contains 898 members Mstep: Class 9 contains 653 members Mstep: Class 10 contains 157342 members Mstep: Class 11 contains 135176 members Mstep: Class 12 contains 315 members Mstep: Class 13 contains 15033 members Mstep: Class 14 contains 26230 members Mstep: Class 15 contains 43214 members Mstep: Class 16 contains 6885 members Mstep: Class 17 contains 4637 members Mstep: Class 18 contains 10663 members Mstep: Class 19 contains 1132 members Mstep: Class 20 contains 309 members Mstep: Class 21 contains 33373 members Mstep: Class 22 contains 741 members Mstep: Class 23 contains 337 members Entering Unmasked Estep Score: -147573776.000000 Penalty: 189173.046875 Splitting cluster 12 changes total score from -147574720.000000 to -147573776.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 13 (15033 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15033 members Entering Unmasked Estep Score: -3301090.000000 Penalty: 5891.026855 Iteration 0F: 2 clusters Score -3301090 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7591 members Mstep: Class 2 contains 7442 members Entering Unmasked Estep Score: -3287631.250000 Penalty: 11782.053711 Iteration 0F: 3 clusters Score -3287631 nChanged 5857 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7794 members Mstep: Class 2 contains 7239 members Entering Unmasked Estep Score: -3290883.000000 Penalty: 11782.053711 Iteration 1F: 3 clusters Score -3290883 nChanged 1145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7953 members Mstep: Class 2 contains 7080 members Entering Unmasked Estep Score: -3291598.500000 Penalty: 11782.053711 Iteration 2F: 3 clusters Score -3291598 nChanged 860 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8135 members Mstep: Class 2 contains 6898 members Entering Unmasked Estep Score: -3292154.000000 Penalty: 11782.053711 Iteration 3F: 3 clusters Score -3292154 nChanged 667 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8284 members Mstep: Class 2 contains 6749 members Entering Unmasked Estep Score: -3292533.500000 Penalty: 11782.053711 Iteration 4Q: 3 clusters Score -3292534 nChanged 551 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8407 members Mstep: Class 2 contains 6626 members Entering Unmasked Estep Score: -3292797.250000 Penalty: 11782.053711 Iteration 5Q: 3 clusters Score -3292797 nChanged 462 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8539 members Mstep: Class 2 contains 6494 members Entering Unmasked Estep Score: -3293007.250000 Penalty: 11782.053711 Iteration 6Q: 3 clusters Score -3293007 nChanged 376 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8611 members Mstep: Class 2 contains 6422 members Entering Unmasked Estep Score: -3293151.250000 Penalty: 11782.053711 Iteration 7Q: 3 clusters Score -3293151 nChanged 303 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8686 members Mstep: Class 2 contains 6347 members Entering Unmasked Estep Score: -3293274.750000 Penalty: 11782.053711 Iteration 8Q: 3 clusters Score -3293275 nChanged 279 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8793 members Mstep: Class 2 contains 6240 members Entering Unmasked Estep Score: -3293374.250000 Penalty: 11782.053711 Iteration 9Q: 3 clusters Score -3293374 nChanged 241 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8894 members Mstep: Class 2 contains 6139 members Entering Unmasked Estep Score: -3293448.250000 Penalty: 11782.053711 Iteration 10Q: 3 clusters Score -3293448 nChanged 234 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9018 members Mstep: Class 2 contains 6015 members Entering Unmasked Estep Score: -3293548.000000 Penalty: 11782.053711 Iteration 11Q: 3 clusters Score -3293548 nChanged 236 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9172 members Mstep: Class 2 contains 5861 members Entering Unmasked Estep Score: -3293627.750000 Penalty: 11782.053711 Iteration 12Q: 3 clusters Score -3293628 nChanged 188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9312 members Mstep: Class 2 contains 5721 members Entering Unmasked Estep Score: -3293693.500000 Penalty: 11782.053711 Iteration 13Q: 3 clusters Score -3293694 nChanged 191 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9457 members Mstep: Class 2 contains 5576 members Entering Unmasked Estep Score: -3293761.750000 Penalty: 11782.053711 Iteration 14Q: 3 clusters Score -3293762 nChanged 206 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9617 members Mstep: Class 2 contains 5416 members Entering Unmasked Estep Score: -3293833.750000 Penalty: 11782.053711 Iteration 15Q: 3 clusters Score -3293834 nChanged 200 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9779 members Mstep: Class 2 contains 5254 members Entering Unmasked Estep Score: -3293926.750000 Penalty: 11782.053711 Iteration 16Q: 3 clusters Score -3293927 nChanged 195 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9930 members Mstep: Class 2 contains 5103 members Entering Unmasked Estep Score: -3294000.250000 Penalty: 11782.053711 Iteration 17Q: 3 clusters Score -3294000 nChanged 238 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10124 members Mstep: Class 2 contains 4909 members Entering Unmasked Estep Score: -3294113.500000 Penalty: 11782.053711 Iteration 18Q: 3 clusters Score -3294114 nChanged 252 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10330 members Mstep: Class 2 contains 4703 members Entering Unmasked Estep Score: -3294230.750000 Penalty: 11782.053711 Iteration 19Q: 3 clusters Score -3294231 nChanged 279 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10571 members Mstep: Class 2 contains 4462 members Entering Unmasked Estep Score: -3294357.250000 Penalty: 11782.053711 Iteration 20F: 3 clusters Score -3294357 nChanged 280 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10825 members Mstep: Class 2 contains 4208 members Entering Unmasked Estep Score: -3294515.250000 Penalty: 11782.053711 Iteration 21Q: 3 clusters Score -3294515 nChanged 282 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11071 members Mstep: Class 2 contains 3962 members Entering Unmasked Estep Score: -3294659.500000 Penalty: 11782.053711 Iteration 22Q: 3 clusters Score -3294660 nChanged 259 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11314 members Mstep: Class 2 contains 3719 members Entering Unmasked Estep Score: -3294797.000000 Penalty: 11782.053711 Iteration 23Q: 3 clusters Score -3294797 nChanged 254 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11528 members Mstep: Class 2 contains 3505 members Entering Unmasked Estep Score: -3294958.000000 Penalty: 11782.053711 Iteration 24Q: 3 clusters Score -3294958 nChanged 226 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11704 members Mstep: Class 2 contains 3329 members Entering Unmasked Estep Score: -3295079.000000 Penalty: 11782.053711 Iteration 25Q: 3 clusters Score -3295079 nChanged 226 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11882 members Mstep: Class 2 contains 3151 members Entering Unmasked Estep Score: -3295205.750000 Penalty: 11782.053711 Iteration 26Q: 3 clusters Score -3295206 nChanged 203 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12049 members Mstep: Class 2 contains 2984 members Entering Unmasked Estep Score: -3295350.750000 Penalty: 11782.053711 Iteration 27Q: 3 clusters Score -3295351 nChanged 218 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12217 members Mstep: Class 2 contains 2816 members Entering Unmasked Estep Score: -3295506.500000 Penalty: 11782.053711 Iteration 28Q: 3 clusters Score -3295506 nChanged 236 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12397 members Mstep: Class 2 contains 2636 members Entering Unmasked Estep Score: -3295667.500000 Penalty: 11782.053711 Iteration 29Q: 3 clusters Score -3295668 nChanged 237 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12578 members Mstep: Class 2 contains 2455 members Entering Unmasked Estep Score: -3295869.500000 Penalty: 11782.053711 Iteration 30Q: 3 clusters Score -3295870 nChanged 242 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12732 members Mstep: Class 2 contains 2301 members Entering Unmasked Estep Score: -3296088.250000 Penalty: 11782.053711 Iteration 31Q: 3 clusters Score -3296088 nChanged 245 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12869 members Mstep: Class 2 contains 2164 members Entering Unmasked Estep Score: -3296347.750000 Penalty: 11782.053711 Iteration 32Q: 3 clusters Score -3296348 nChanged 224 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12975 members Mstep: Class 2 contains 2058 members Entering Unmasked Estep Score: -3296580.750000 Penalty: 11782.053711 Iteration 33Q: 3 clusters Score -3296581 nChanged 203 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13046 members Mstep: Class 2 contains 1987 members Entering Unmasked Estep Score: -3296843.250000 Penalty: 11782.053711 Iteration 34Q: 3 clusters Score -3296843 nChanged 232 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13116 members Mstep: Class 2 contains 1917 members Entering Unmasked Estep Score: -3297182.500000 Penalty: 11782.053711 Iteration 35Q: 3 clusters Score -3297182 nChanged 219 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13161 members Mstep: Class 2 contains 1872 members Entering Unmasked Estep Score: -3297552.000000 Penalty: 11782.053711 Iteration 36Q: 3 clusters Score -3297552 nChanged 177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13182 members Mstep: Class 2 contains 1851 members Entering Unmasked Estep Score: -3297811.250000 Penalty: 11782.053711 Iteration 37Q: 3 clusters Score -3297811 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13180 members Mstep: Class 2 contains 1853 members Entering Unmasked Estep Score: -3297994.500000 Penalty: 11782.053711 Iteration 38Q: 3 clusters Score -3297994 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13171 members Mstep: Class 2 contains 1862 members Entering Unmasked Estep Score: -3298100.500000 Penalty: 11782.053711 Iteration 39Q: 3 clusters Score -3298100 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13169 members Mstep: Class 2 contains 1864 members Entering Unmasked Estep Score: -3298233.000000 Penalty: 11782.053711 Iteration 40F: 3 clusters Score -3298233 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13129 members Mstep: Class 2 contains 1904 members Entering Unmasked Estep Score: -3298348.750000 Penalty: 11782.053711 Iteration 41Q: 3 clusters Score -3298349 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13083 members Mstep: Class 2 contains 1950 members Entering Unmasked Estep Score: -3298474.500000 Penalty: 11782.053711 Iteration 42Q: 3 clusters Score -3298474 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13004 members Mstep: Class 2 contains 2029 members Entering Unmasked Estep Score: -3298755.250000 Penalty: 11782.053711 Iteration 43Q: 3 clusters Score -3298755 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12886 members Mstep: Class 2 contains 2147 members Entering Unmasked Estep Score: -3299096.000000 Penalty: 11782.053711 Iteration 44Q: 3 clusters Score -3299096 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12781 members Mstep: Class 2 contains 2252 members Entering Unmasked Estep Score: -3299307.750000 Penalty: 11782.053711 Iteration 45Q: 3 clusters Score -3299308 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12706 members Mstep: Class 2 contains 2327 members Entering Unmasked Estep Score: -3299394.500000 Penalty: 11782.053711 Iteration 46Q: 3 clusters Score -3299394 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12658 members Mstep: Class 2 contains 2375 members Entering Unmasked Estep Score: -3299429.500000 Penalty: 11782.053711 Iteration 47Q: 3 clusters Score -3299430 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12627 members Mstep: Class 2 contains 2406 members Entering Unmasked Estep Score: -3299446.750000 Penalty: 11782.053711 Iteration 48Q: 3 clusters Score -3299447 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12617 members Mstep: Class 2 contains 2416 members Entering Unmasked Estep Score: -3299452.250000 Penalty: 11782.053711 Iteration 49Q: 3 clusters Score -3299452 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12611 members Mstep: Class 2 contains 2422 members Entering Unmasked Estep Score: -3299453.750000 Penalty: 11782.053711 Iteration 50Q: 3 clusters Score -3299454 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12607 members Mstep: Class 2 contains 2426 members Entering Unmasked Estep Score: -3299453.250000 Penalty: 11782.053711 Iteration 51Q: 3 clusters Score -3299453 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12607 members Mstep: Class 2 contains 2426 members Entering Unmasked Estep Score: -3299516.000000 Penalty: 11782.053711 Iteration 52F: 3 clusters Score -3299516 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12583 members Mstep: Class 2 contains 2450 members Entering Unmasked Estep Score: -3299548.250000 Penalty: 11782.053711 Iteration 53Q: 3 clusters Score -3299548 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12562 members Mstep: Class 2 contains 2471 members Entering Unmasked Estep Score: -3299555.750000 Penalty: 11782.053711 Iteration 54Q: 3 clusters Score -3299556 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12550 members Mstep: Class 2 contains 2483 members Entering Unmasked Estep Score: -3299567.250000 Penalty: 11782.053711 Iteration 55Q: 3 clusters Score -3299567 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12548 members Mstep: Class 2 contains 2485 members Entering Unmasked Estep Score: -3299576.250000 Penalty: 11782.053711 Iteration 56Q: 3 clusters Score -3299576 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12547 members Mstep: Class 2 contains 2486 members Entering Unmasked Estep Score: -3299573.250000 Penalty: 11782.053711 Iteration 57Q: 3 clusters Score -3299573 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12544 members Mstep: Class 2 contains 2489 members Entering Unmasked Estep Score: -3299578.750000 Penalty: 11782.053711 Iteration 58Q: 3 clusters Score -3299579 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12540 members Mstep: Class 2 contains 2493 members Entering Unmasked Estep Score: -3299578.250000 Penalty: 11782.053711 Iteration 59Q: 3 clusters Score -3299578 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12539 members Mstep: Class 2 contains 2494 members Entering Unmasked Estep Score: -3299579.250000 Penalty: 11782.053711 Iteration 60F: 3 clusters Score -3299579 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (26230 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26230 members Entering Unmasked Estep Score: -5530262.000000 Penalty: 6231.978516 Iteration 0F: 2 clusters Score -5530262 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13168 members Mstep: Class 2 contains 13062 members Entering Unmasked Estep Score: -5509818.000000 Penalty: 12463.957031 Iteration 0F: 3 clusters Score -5509818 nChanged 10894 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13216 members Mstep: Class 2 contains 13014 members Entering Unmasked Estep Score: -5515507.000000 Penalty: 12463.957031 Iteration 1F: 3 clusters Score -5515507 nChanged 1618 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13312 members Mstep: Class 2 contains 12918 members Entering Unmasked Estep Score: -5516202.000000 Penalty: 12463.957031 Iteration 2F: 3 clusters Score -5516202 nChanged 1208 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13370 members Mstep: Class 2 contains 12860 members Entering Unmasked Estep Score: -5516660.000000 Penalty: 12463.957031 Iteration 3Q: 3 clusters Score -5516660 nChanged 975 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13463 members Mstep: Class 2 contains 12767 members Entering Unmasked Estep Score: -5517072.500000 Penalty: 12463.957031 Iteration 4Q: 3 clusters Score -5517072 nChanged 830 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13561 members Mstep: Class 2 contains 12669 members Entering Unmasked Estep Score: -5517347.500000 Penalty: 12463.957031 Iteration 5Q: 3 clusters Score -5517348 nChanged 788 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13709 members Mstep: Class 2 contains 12521 members Entering Unmasked Estep Score: -5517674.000000 Penalty: 12463.957031 Iteration 6Q: 3 clusters Score -5517674 nChanged 779 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13908 members Mstep: Class 2 contains 12322 members Entering Unmasked Estep Score: -5517999.500000 Penalty: 12463.957031 Iteration 7Q: 3 clusters Score -5518000 nChanged 793 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14151 members Mstep: Class 2 contains 12079 members Entering Unmasked Estep Score: -5518312.500000 Penalty: 12463.957031 Iteration 8Q: 3 clusters Score -5518312 nChanged 808 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14469 members Mstep: Class 2 contains 11761 members Entering Unmasked Estep Score: -5518670.500000 Penalty: 12463.957031 Iteration 9Q: 3 clusters Score -5518670 nChanged 816 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14895 members Mstep: Class 2 contains 11335 members Entering Unmasked Estep Score: -5519027.000000 Penalty: 12463.957031 Iteration 10Q: 3 clusters Score -5519027 nChanged 783 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15358 members Mstep: Class 2 contains 10872 members Entering Unmasked Estep Score: -5519397.500000 Penalty: 12463.957031 Iteration 11Q: 3 clusters Score -5519398 nChanged 853 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15953 members Mstep: Class 2 contains 10277 members Entering Unmasked Estep Score: -5519829.500000 Penalty: 12463.957031 Iteration 12Q: 3 clusters Score -5519830 nChanged 852 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16621 members Mstep: Class 2 contains 9609 members Entering Unmasked Estep Score: -5520321.000000 Penalty: 12463.957031 Iteration 13Q: 3 clusters Score -5520321 nChanged 886 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17313 members Mstep: Class 2 contains 8917 members Entering Unmasked Estep Score: -5520829.000000 Penalty: 12463.957031 Iteration 14Q: 3 clusters Score -5520829 nChanged 941 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18092 members Mstep: Class 2 contains 8138 members Entering Unmasked Estep Score: -5521443.500000 Penalty: 12463.957031 Iteration 15Q: 3 clusters Score -5521444 nChanged 898 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18854 members Mstep: Class 2 contains 7376 members Entering Unmasked Estep Score: -5522024.500000 Penalty: 12463.957031 Iteration 16Q: 3 clusters Score -5522024 nChanged 841 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19583 members Mstep: Class 2 contains 6647 members Entering Unmasked Estep Score: -5522613.500000 Penalty: 12463.957031 Iteration 17Q: 3 clusters Score -5522614 nChanged 785 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20258 members Mstep: Class 2 contains 5972 members Entering Unmasked Estep Score: -5523143.000000 Penalty: 12463.957031 Iteration 18Q: 3 clusters Score -5523143 nChanged 703 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20861 members Mstep: Class 2 contains 5369 members Entering Unmasked Estep Score: -5523586.500000 Penalty: 12463.957031 Iteration 19Q: 3 clusters Score -5523586 nChanged 611 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21406 members Mstep: Class 2 contains 4824 members Entering Unmasked Estep Score: -5523992.000000 Penalty: 12463.957031 Iteration 20F: 3 clusters Score -5523992 nChanged 472 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21838 members Mstep: Class 2 contains 4392 members Entering Unmasked Estep Score: -5524283.000000 Penalty: 12463.957031 Iteration 21Q: 3 clusters Score -5524283 nChanged 389 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22187 members Mstep: Class 2 contains 4043 members Entering Unmasked Estep Score: -5524462.500000 Penalty: 12463.957031 Iteration 22Q: 3 clusters Score -5524462 nChanged 286 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22453 members Mstep: Class 2 contains 3777 members Entering Unmasked Estep Score: -5524594.000000 Penalty: 12463.957031 Iteration 23Q: 3 clusters Score -5524594 nChanged 244 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22679 members Mstep: Class 2 contains 3551 members Entering Unmasked Estep Score: -5524714.500000 Penalty: 12463.957031 Iteration 24Q: 3 clusters Score -5524714 nChanged 194 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22859 members Mstep: Class 2 contains 3371 members Entering Unmasked Estep Score: -5524828.500000 Penalty: 12463.957031 Iteration 25Q: 3 clusters Score -5524828 nChanged 169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23016 members Mstep: Class 2 contains 3214 members Entering Unmasked Estep Score: -5524909.000000 Penalty: 12463.957031 Iteration 26Q: 3 clusters Score -5524909 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23168 members Mstep: Class 2 contains 3062 members Entering Unmasked Estep Score: -5525001.500000 Penalty: 12463.957031 Iteration 27Q: 3 clusters Score -5525002 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23294 members Mstep: Class 2 contains 2936 members Entering Unmasked Estep Score: -5525054.000000 Penalty: 12463.957031 Iteration 28Q: 3 clusters Score -5525054 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23405 members Mstep: Class 2 contains 2825 members Entering Unmasked Estep Score: -5525119.000000 Penalty: 12463.957031 Iteration 29Q: 3 clusters Score -5525119 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23516 members Mstep: Class 2 contains 2714 members Entering Unmasked Estep Score: -5525164.500000 Penalty: 12463.957031 Iteration 30Q: 3 clusters Score -5525164 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23610 members Mstep: Class 2 contains 2620 members Entering Unmasked Estep Score: -5525232.000000 Penalty: 12463.957031 Iteration 31Q: 3 clusters Score -5525232 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23693 members Mstep: Class 2 contains 2537 members Entering Unmasked Estep Score: -5525288.000000 Penalty: 12463.957031 Iteration 32Q: 3 clusters Score -5525288 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23764 members Mstep: Class 2 contains 2466 members Entering Unmasked Estep Score: -5525329.500000 Penalty: 12463.957031 Iteration 33Q: 3 clusters Score -5525330 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23821 members Mstep: Class 2 contains 2409 members Entering Unmasked Estep Score: -5525349.500000 Penalty: 12463.957031 Iteration 34Q: 3 clusters Score -5525350 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23875 members Mstep: Class 2 contains 2355 members Entering Unmasked Estep Score: -5525384.500000 Penalty: 12463.957031 Iteration 35Q: 3 clusters Score -5525384 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23918 members Mstep: Class 2 contains 2312 members Entering Unmasked Estep Score: -5525413.500000 Penalty: 12463.957031 Iteration 36Q: 3 clusters Score -5525414 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23960 members Mstep: Class 2 contains 2270 members Entering Unmasked Estep Score: -5525429.000000 Penalty: 12463.957031 Iteration 37Q: 3 clusters Score -5525429 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24006 members Mstep: Class 2 contains 2224 members Entering Unmasked Estep Score: -5525450.500000 Penalty: 12463.957031 Iteration 38Q: 3 clusters Score -5525450 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24045 members Mstep: Class 2 contains 2185 members Entering Unmasked Estep Score: -5525471.500000 Penalty: 12463.957031 Iteration 39Q: 3 clusters Score -5525472 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24079 members Mstep: Class 2 contains 2151 members Entering Unmasked Estep Score: -5525481.000000 Penalty: 12463.957031 Iteration 40F: 3 clusters Score -5525481 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24102 members Mstep: Class 2 contains 2128 members Entering Unmasked Estep Score: -5525504.500000 Penalty: 12463.957031 Iteration 41Q: 3 clusters Score -5525504 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24124 members Mstep: Class 2 contains 2106 members Entering Unmasked Estep Score: -5525522.000000 Penalty: 12463.957031 Iteration 42Q: 3 clusters Score -5525522 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24136 members Mstep: Class 2 contains 2094 members Entering Unmasked Estep Score: -5525523.000000 Penalty: 12463.957031 Iteration 43Q: 3 clusters Score -5525523 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24149 members Mstep: Class 2 contains 2081 members Entering Unmasked Estep Score: -5525529.000000 Penalty: 12463.957031 Iteration 44Q: 3 clusters Score -5525529 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24159 members Mstep: Class 2 contains 2071 members Entering Unmasked Estep Score: -5525537.500000 Penalty: 12463.957031 Iteration 45Q: 3 clusters Score -5525538 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24169 members Mstep: Class 2 contains 2061 members Entering Unmasked Estep Score: -5525540.500000 Penalty: 12463.957031 Iteration 46Q: 3 clusters Score -5525540 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24186 members Mstep: Class 2 contains 2044 members Entering Unmasked Estep Score: -5525541.500000 Penalty: 12463.957031 Iteration 47Q: 3 clusters Score -5525542 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24195 members Mstep: Class 2 contains 2035 members Entering Unmasked Estep Score: -5525543.500000 Penalty: 12463.957031 Iteration 48Q: 3 clusters Score -5525544 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24201 members Mstep: Class 2 contains 2029 members Entering Unmasked Estep Score: -5525546.000000 Penalty: 12463.957031 Iteration 49Q: 3 clusters Score -5525546 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24204 members Mstep: Class 2 contains 2026 members Entering Unmasked Estep Score: -5525546.000000 Penalty: 12463.957031 Iteration 50Q: 3 clusters Score -5525546 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24204 members Mstep: Class 2 contains 2026 members Entering Unmasked Estep Score: -5525546.000000 Penalty: 12463.957031 Iteration 51F: 3 clusters Score -5525546 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (43214 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43214 members Entering Unmasked Estep Score: -9465666.000000 Penalty: 6537.775879 Iteration 0F: 2 clusters Score -9465666 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21580 members Mstep: Class 2 contains 21634 members Entering Unmasked Estep Score: -9434543.000000 Penalty: 13075.551758 Iteration 0F: 3 clusters Score -9434543 nChanged 18773 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21925 members Mstep: Class 2 contains 21289 members Entering Unmasked Estep Score: -9444470.000000 Penalty: 13075.551758 Iteration 1F: 3 clusters Score -9444470 nChanged 2311 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22120 members Mstep: Class 2 contains 21094 members Entering Unmasked Estep Score: -9445238.000000 Penalty: 13075.551758 Iteration 2F: 3 clusters Score -9445238 nChanged 1839 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22411 members Mstep: Class 2 contains 20803 members Entering Unmasked Estep Score: -9445888.000000 Penalty: 13075.551758 Iteration 3Q: 3 clusters Score -9445888 nChanged 1601 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22748 members Mstep: Class 2 contains 20466 members Entering Unmasked Estep Score: -9446383.000000 Penalty: 13075.551758 Iteration 4Q: 3 clusters Score -9446383 nChanged 1385 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23205 members Mstep: Class 2 contains 20009 members Entering Unmasked Estep Score: -9446832.000000 Penalty: 13075.551758 Iteration 5Q: 3 clusters Score -9446832 nChanged 1273 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23776 members Mstep: Class 2 contains 19438 members Entering Unmasked Estep Score: -9447222.000000 Penalty: 13075.551758 Iteration 6Q: 3 clusters Score -9447222 nChanged 1264 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24498 members Mstep: Class 2 contains 18716 members Entering Unmasked Estep Score: -9447635.000000 Penalty: 13075.551758 Iteration 7Q: 3 clusters Score -9447635 nChanged 1303 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25289 members Mstep: Class 2 contains 17925 members Entering Unmasked Estep Score: -9448088.000000 Penalty: 13075.551758 Iteration 8Q: 3 clusters Score -9448088 nChanged 1452 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26271 members Mstep: Class 2 contains 16943 members Entering Unmasked Estep Score: -9448664.000000 Penalty: 13075.551758 Iteration 9Q: 3 clusters Score -9448664 nChanged 1550 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27417 members Mstep: Class 2 contains 15797 members Entering Unmasked Estep Score: -9449295.000000 Penalty: 13075.551758 Iteration 10Q: 3 clusters Score -9449295 nChanged 1708 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28775 members Mstep: Class 2 contains 14439 members Entering Unmasked Estep Score: -9450069.000000 Penalty: 13075.551758 Iteration 11Q: 3 clusters Score -9450069 nChanged 1719 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30244 members Mstep: Class 2 contains 12970 members Entering Unmasked Estep Score: -9451046.000000 Penalty: 13075.551758 Iteration 12Q: 3 clusters Score -9451046 nChanged 1768 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31796 members Mstep: Class 2 contains 11418 members Entering Unmasked Estep Score: -9451976.000000 Penalty: 13075.551758 Iteration 13Q: 3 clusters Score -9451976 nChanged 1792 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33456 members Mstep: Class 2 contains 9758 members Entering Unmasked Estep Score: -9453114.000000 Penalty: 13075.551758 Iteration 14Q: 3 clusters Score -9453114 nChanged 1714 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35064 members Mstep: Class 2 contains 8150 members Entering Unmasked Estep Score: -9454244.000000 Penalty: 13075.551758 Iteration 15Q: 3 clusters Score -9454244 nChanged 1661 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36625 members Mstep: Class 2 contains 6589 members Entering Unmasked Estep Score: -9455510.000000 Penalty: 13075.551758 Iteration 16Q: 3 clusters Score -9455510 nChanged 1431 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37970 members Mstep: Class 2 contains 5244 members Entering Unmasked Estep Score: -9456666.000000 Penalty: 13075.551758 Iteration 17Q: 3 clusters Score -9456666 nChanged 1141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39037 members Mstep: Class 2 contains 4177 members Entering Unmasked Estep Score: -9457659.000000 Penalty: 13075.551758 Iteration 18Q: 3 clusters Score -9457659 nChanged 857 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39824 members Mstep: Class 2 contains 3390 members Entering Unmasked Estep Score: -9458396.000000 Penalty: 13075.551758 Iteration 19Q: 3 clusters Score -9458396 nChanged 645 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40415 members Mstep: Class 2 contains 2799 members Entering Unmasked Estep Score: -9458989.000000 Penalty: 13075.551758 Iteration 20F: 3 clusters Score -9458989 nChanged 438 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40779 members Mstep: Class 2 contains 2435 members Entering Unmasked Estep Score: -9459411.000000 Penalty: 13075.551758 Iteration 21Q: 3 clusters Score -9459411 nChanged 309 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40976 members Mstep: Class 2 contains 2238 members Entering Unmasked Estep Score: -9459657.000000 Penalty: 13075.551758 Iteration 22Q: 3 clusters Score -9459657 nChanged 245 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41103 members Mstep: Class 2 contains 2111 members Entering Unmasked Estep Score: -9459889.000000 Penalty: 13075.551758 Iteration 23Q: 3 clusters Score -9459889 nChanged 202 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41183 members Mstep: Class 2 contains 2031 members Entering Unmasked Estep Score: -9460037.000000 Penalty: 13075.551758 Iteration 24Q: 3 clusters Score -9460037 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41223 members Mstep: Class 2 contains 1991 members Entering Unmasked Estep Score: -9460089.000000 Penalty: 13075.551758 Iteration 25Q: 3 clusters Score -9460089 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41245 members Mstep: Class 2 contains 1969 members Entering Unmasked Estep Score: -9460168.000000 Penalty: 13075.551758 Iteration 26Q: 3 clusters Score -9460168 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41256 members Mstep: Class 2 contains 1958 members Entering Unmasked Estep Score: -9460223.000000 Penalty: 13075.551758 Iteration 27Q: 3 clusters Score -9460223 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41251 members Mstep: Class 2 contains 1963 members Entering Unmasked Estep Score: -9460254.000000 Penalty: 13075.551758 Iteration 28Q: 3 clusters Score -9460254 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41251 members Mstep: Class 2 contains 1963 members Entering Unmasked Estep Score: -9460277.000000 Penalty: 13075.551758 Iteration 29Q: 3 clusters Score -9460277 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41249 members Mstep: Class 2 contains 1965 members Entering Unmasked Estep Score: -9460300.000000 Penalty: 13075.551758 Iteration 30Q: 3 clusters Score -9460300 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41247 members Mstep: Class 2 contains 1967 members Entering Unmasked Estep Score: -9460297.000000 Penalty: 13075.551758 Iteration 31Q: 3 clusters Score -9460297 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41253 members Mstep: Class 2 contains 1961 members Entering Unmasked Estep Score: -9460309.000000 Penalty: 13075.551758 Iteration 32Q: 3 clusters Score -9460309 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41250 members Mstep: Class 2 contains 1964 members Entering Unmasked Estep Score: -9460315.000000 Penalty: 13075.551758 Iteration 33Q: 3 clusters Score -9460315 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41251 members Mstep: Class 2 contains 1963 members Entering Unmasked Estep Score: -9460333.000000 Penalty: 13075.551758 Iteration 34Q: 3 clusters Score -9460333 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41250 members Mstep: Class 2 contains 1964 members Entering Unmasked Estep Score: -9460330.000000 Penalty: 13075.551758 Iteration 35Q: 3 clusters Score -9460330 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41254 members Mstep: Class 2 contains 1960 members Entering Unmasked Estep Score: -9460343.000000 Penalty: 13075.551758 Iteration 36Q: 3 clusters Score -9460343 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41257 members Mstep: Class 2 contains 1957 members Entering Unmasked Estep Score: -9460336.000000 Penalty: 13075.551758 Iteration 37Q: 3 clusters Score -9460336 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41257 members Mstep: Class 2 contains 1957 members Entering Unmasked Estep Score: -9460346.000000 Penalty: 13075.551758 Iteration 38Q: 3 clusters Score -9460346 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41260 members Mstep: Class 2 contains 1954 members Entering Unmasked Estep Score: -9460355.000000 Penalty: 13075.551758 Iteration 39Q: 3 clusters Score -9460355 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41259 members Mstep: Class 2 contains 1955 members Entering Unmasked Estep Score: -9460349.000000 Penalty: 13075.551758 Iteration 40F: 3 clusters Score -9460349 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41259 members Mstep: Class 2 contains 1955 members Entering Unmasked Estep Score: -9460356.000000 Penalty: 13075.551758 Iteration 41Q: 3 clusters Score -9460356 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41260 members Mstep: Class 2 contains 1954 members Entering Unmasked Estep Score: -9460354.000000 Penalty: 13075.551758 Iteration 42Q: 3 clusters Score -9460354 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41260 members Mstep: Class 2 contains 1954 members Entering Unmasked Estep Score: -9460354.000000 Penalty: 13075.551758 Iteration 43F: 3 clusters Score -9460354 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (6885 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6885 members Entering Unmasked Estep Score: -1475034.000000 Penalty: 5412.723633 Iteration 0F: 2 clusters Score -1475034 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3412 members Mstep: Class 2 contains 3473 members Entering Unmasked Estep Score: -1466718.625000 Penalty: 10825.447266 Iteration 0F: 3 clusters Score -1466719 nChanged 2359 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3389 members Mstep: Class 2 contains 3496 members Entering Unmasked Estep Score: -1468236.375000 Penalty: 10825.447266 Iteration 1F: 3 clusters Score -1468236 nChanged 517 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3354 members Mstep: Class 2 contains 3531 members Entering Unmasked Estep Score: -1468604.625000 Penalty: 10825.447266 Iteration 2F: 3 clusters Score -1468605 nChanged 305 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3361 members Mstep: Class 2 contains 3524 members Entering Unmasked Estep Score: -1468814.250000 Penalty: 10825.447266 Iteration 3Q: 3 clusters Score -1468814 nChanged 187 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3344 members Mstep: Class 2 contains 3541 members Entering Unmasked Estep Score: -1468947.750000 Penalty: 10825.447266 Iteration 4Q: 3 clusters Score -1468948 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3340 members Mstep: Class 2 contains 3545 members Entering Unmasked Estep Score: -1469043.375000 Penalty: 10825.447266 Iteration 5Q: 3 clusters Score -1469043 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3318 members Mstep: Class 2 contains 3567 members Entering Unmasked Estep Score: -1469114.750000 Penalty: 10825.447266 Iteration 6Q: 3 clusters Score -1469115 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3307 members Mstep: Class 2 contains 3578 members Entering Unmasked Estep Score: -1469172.375000 Penalty: 10825.447266 Iteration 7Q: 3 clusters Score -1469172 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3302 members Mstep: Class 2 contains 3583 members Entering Unmasked Estep Score: -1469220.875000 Penalty: 10825.447266 Iteration 8Q: 3 clusters Score -1469221 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3293 members Mstep: Class 2 contains 3592 members Entering Unmasked Estep Score: -1469258.000000 Penalty: 10825.447266 Iteration 9Q: 3 clusters Score -1469258 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3278 members Mstep: Class 2 contains 3607 members Entering Unmasked Estep Score: -1469282.875000 Penalty: 10825.447266 Iteration 10Q: 3 clusters Score -1469283 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3272 members Mstep: Class 2 contains 3613 members Entering Unmasked Estep Score: -1469308.625000 Penalty: 10825.447266 Iteration 11Q: 3 clusters Score -1469309 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3278 members Mstep: Class 2 contains 3607 members Entering Unmasked Estep Score: -1469331.875000 Penalty: 10825.447266 Iteration 12Q: 3 clusters Score -1469332 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3274 members Mstep: Class 2 contains 3611 members Entering Unmasked Estep Score: -1469348.875000 Penalty: 10825.447266 Iteration 13Q: 3 clusters Score -1469349 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3261 members Mstep: Class 2 contains 3624 members Entering Unmasked Estep Score: -1469367.750000 Penalty: 10825.447266 Iteration 14Q: 3 clusters Score -1469368 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3255 members Mstep: Class 2 contains 3630 members Entering Unmasked Estep Score: -1469381.500000 Penalty: 10825.447266 Iteration 15Q: 3 clusters Score -1469382 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3236 members Mstep: Class 2 contains 3649 members Entering Unmasked Estep Score: -1469398.375000 Penalty: 10825.447266 Iteration 16Q: 3 clusters Score -1469398 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3224 members Mstep: Class 2 contains 3661 members Entering Unmasked Estep Score: -1469413.000000 Penalty: 10825.447266 Iteration 17Q: 3 clusters Score -1469413 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3216 members Mstep: Class 2 contains 3669 members Entering Unmasked Estep Score: -1469418.125000 Penalty: 10825.447266 Iteration 18Q: 3 clusters Score -1469418 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3215 members Mstep: Class 2 contains 3670 members Entering Unmasked Estep Score: -1469422.500000 Penalty: 10825.447266 Iteration 19Q: 3 clusters Score -1469422 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3215 members Mstep: Class 2 contains 3670 members Entering Unmasked Estep Score: -1469422.125000 Penalty: 10825.447266 Iteration 20F: 3 clusters Score -1469422 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3213 members Mstep: Class 2 contains 3672 members Entering Unmasked Estep Score: -1469422.125000 Penalty: 10825.447266 Iteration 21Q: 3 clusters Score -1469422 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3214 members Mstep: Class 2 contains 3671 members Entering Unmasked Estep Score: -1469420.875000 Penalty: 10825.447266 Iteration 22Q: 3 clusters Score -1469421 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3216 members Mstep: Class 2 contains 3669 members Entering Unmasked Estep Score: -1469423.375000 Penalty: 10825.447266 Iteration 23Q: 3 clusters Score -1469423 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3215 members Mstep: Class 2 contains 3670 members Entering Unmasked Estep Score: -1469423.750000 Penalty: 10825.447266 Iteration 24Q: 3 clusters Score -1469424 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3213 members Mstep: Class 2 contains 3672 members Entering Unmasked Estep Score: -1469423.875000 Penalty: 10825.447266 Iteration 25Q: 3 clusters Score -1469424 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3215 members Mstep: Class 2 contains 3670 members Entering Unmasked Estep Score: -1469426.125000 Penalty: 10825.447266 Iteration 26Q: 3 clusters Score -1469426 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3215 members Mstep: Class 2 contains 3670 members Entering Unmasked Estep Score: -1469427.750000 Penalty: 10825.447266 Iteration 27Q: 3 clusters Score -1469428 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3216 members Mstep: Class 2 contains 3669 members Entering Unmasked Estep Score: -1469427.500000 Penalty: 10825.447266 Iteration 28Q: 3 clusters Score -1469428 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3215 members Mstep: Class 2 contains 3670 members Entering Unmasked Estep Score: -1469428.000000 Penalty: 10825.447266 Iteration 29Q: 3 clusters Score -1469428 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3213 members Mstep: Class 2 contains 3672 members Entering Unmasked Estep Score: -1469427.625000 Penalty: 10825.447266 Iteration 30Q: 3 clusters Score -1469428 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3212 members Mstep: Class 2 contains 3673 members Entering Unmasked Estep Score: -1469431.750000 Penalty: 10825.447266 Iteration 31Q: 3 clusters Score -1469432 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3212 members Mstep: Class 2 contains 3673 members Entering Unmasked Estep Score: -1469434.125000 Penalty: 10825.447266 Iteration 32Q: 3 clusters Score -1469434 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3213 members Mstep: Class 2 contains 3672 members Entering Unmasked Estep Score: -1469434.750000 Penalty: 10825.447266 Iteration 33Q: 3 clusters Score -1469435 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3212 members Mstep: Class 2 contains 3673 members Entering Unmasked Estep Score: -1469436.250000 Penalty: 10825.447266 Iteration 34Q: 3 clusters Score -1469436 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3204 members Mstep: Class 2 contains 3681 members Entering Unmasked Estep Score: -1469442.125000 Penalty: 10825.447266 Iteration 35Q: 3 clusters Score -1469442 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3203 members Mstep: Class 2 contains 3682 members Entering Unmasked Estep Score: -1469443.125000 Penalty: 10825.447266 Iteration 36Q: 3 clusters Score -1469443 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3200 members Mstep: Class 2 contains 3685 members Entering Unmasked Estep Score: -1469449.500000 Penalty: 10825.447266 Iteration 37Q: 3 clusters Score -1469450 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3195 members Mstep: Class 2 contains 3690 members Entering Unmasked Estep Score: -1469455.000000 Penalty: 10825.447266 Iteration 38Q: 3 clusters Score -1469455 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3187 members Mstep: Class 2 contains 3698 members Entering Unmasked Estep Score: -1469459.750000 Penalty: 10825.447266 Iteration 39Q: 3 clusters Score -1469460 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3185 members Mstep: Class 2 contains 3700 members Entering Unmasked Estep Score: -1469462.250000 Penalty: 10825.447266 Iteration 40F: 3 clusters Score -1469462 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3186 members Mstep: Class 2 contains 3699 members Entering Unmasked Estep Score: -1469463.875000 Penalty: 10825.447266 Iteration 41Q: 3 clusters Score -1469464 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3187 members Mstep: Class 2 contains 3698 members Entering Unmasked Estep Score: -1469460.750000 Penalty: 10825.447266 Iteration 42Q: 3 clusters Score -1469461 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3189 members Mstep: Class 2 contains 3696 members Entering Unmasked Estep Score: -1469463.625000 Penalty: 10825.447266 Iteration 43Q: 3 clusters Score -1469464 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3187 members Mstep: Class 2 contains 3698 members Entering Unmasked Estep Score: -1469464.375000 Penalty: 10825.447266 Iteration 44Q: 3 clusters Score -1469464 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3185 members Mstep: Class 2 contains 3700 members Entering Unmasked Estep Score: -1469462.750000 Penalty: 10825.447266 Iteration 45Q: 3 clusters Score -1469463 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3185 members Mstep: Class 2 contains 3700 members Entering Unmasked Estep Score: -1469462.750000 Penalty: 10825.447266 Iteration 46F: 3 clusters Score -1469463 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (4637 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4637 members Entering Unmasked Estep Score: -1034051.250000 Penalty: 5170.616699 Iteration 0F: 2 clusters Score -1034051 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2288 members Mstep: Class 2 contains 2349 members Entering Unmasked Estep Score: -1027198.875000 Penalty: 10341.233398 Iteration 0F: 3 clusters Score -1027199 nChanged 1432 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2278 members Mstep: Class 2 contains 2359 members Entering Unmasked Estep Score: -1028275.187500 Penalty: 10341.233398 Iteration 1F: 3 clusters Score -1028275 nChanged 316 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2270 members Mstep: Class 2 contains 2367 members Entering Unmasked Estep Score: -1028553.000000 Penalty: 10341.233398 Iteration 2F: 3 clusters Score -1028553 nChanged 180 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2256 members Mstep: Class 2 contains 2381 members Entering Unmasked Estep Score: -1028704.875000 Penalty: 10341.233398 Iteration 3Q: 3 clusters Score -1028705 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2248 members Mstep: Class 2 contains 2389 members Entering Unmasked Estep Score: -1028787.812500 Penalty: 10341.233398 Iteration 4Q: 3 clusters Score -1028788 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2236 members Mstep: Class 2 contains 2401 members Entering Unmasked Estep Score: -1028863.687500 Penalty: 10341.233398 Iteration 5Q: 3 clusters Score -1028864 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2226 members Mstep: Class 2 contains 2411 members Entering Unmasked Estep Score: -1028912.437500 Penalty: 10341.233398 Iteration 6Q: 3 clusters Score -1028912 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2221 members Mstep: Class 2 contains 2416 members Entering Unmasked Estep Score: -1028948.812500 Penalty: 10341.233398 Iteration 7Q: 3 clusters Score -1028949 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2219 members Mstep: Class 2 contains 2418 members Entering Unmasked Estep Score: -1028975.312500 Penalty: 10341.233398 Iteration 8Q: 3 clusters Score -1028975 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2211 members Mstep: Class 2 contains 2426 members Entering Unmasked Estep Score: -1029001.750000 Penalty: 10341.233398 Iteration 9Q: 3 clusters Score -1029002 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2210 members Mstep: Class 2 contains 2427 members Entering Unmasked Estep Score: -1029015.750000 Penalty: 10341.233398 Iteration 10Q: 3 clusters Score -1029016 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2203 members Mstep: Class 2 contains 2434 members Entering Unmasked Estep Score: -1029026.562500 Penalty: 10341.233398 Iteration 11Q: 3 clusters Score -1029027 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2205 members Mstep: Class 2 contains 2432 members Entering Unmasked Estep Score: -1029035.750000 Penalty: 10341.233398 Iteration 12Q: 3 clusters Score -1029036 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2198 members Mstep: Class 2 contains 2439 members Entering Unmasked Estep Score: -1029044.750000 Penalty: 10341.233398 Iteration 13Q: 3 clusters Score -1029045 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2196 members Mstep: Class 2 contains 2441 members Entering Unmasked Estep Score: -1029049.000000 Penalty: 10341.233398 Iteration 14Q: 3 clusters Score -1029049 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2200 members Mstep: Class 2 contains 2437 members Entering Unmasked Estep Score: -1029050.562500 Penalty: 10341.233398 Iteration 15Q: 3 clusters Score -1029051 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2200 members Mstep: Class 2 contains 2437 members Entering Unmasked Estep Score: -1029054.812500 Penalty: 10341.233398 Iteration 16Q: 3 clusters Score -1029055 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2198 members Mstep: Class 2 contains 2439 members Entering Unmasked Estep Score: -1029059.250000 Penalty: 10341.233398 Iteration 17Q: 3 clusters Score -1029059 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2196 members Mstep: Class 2 contains 2441 members Entering Unmasked Estep Score: -1029064.937500 Penalty: 10341.233398 Iteration 18Q: 3 clusters Score -1029065 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2194 members Mstep: Class 2 contains 2443 members Entering Unmasked Estep Score: -1029069.937500 Penalty: 10341.233398 Iteration 19Q: 3 clusters Score -1029070 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2192 members Mstep: Class 2 contains 2445 members Entering Unmasked Estep Score: -1029073.875000 Penalty: 10341.233398 Iteration 20F: 3 clusters Score -1029074 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2186 members Mstep: Class 2 contains 2451 members Entering Unmasked Estep Score: -1029077.375000 Penalty: 10341.233398 Iteration 21Q: 3 clusters Score -1029077 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2184 members Mstep: Class 2 contains 2453 members Entering Unmasked Estep Score: -1029081.875000 Penalty: 10341.233398 Iteration 22Q: 3 clusters Score -1029082 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2185 members Mstep: Class 2 contains 2452 members Entering Unmasked Estep Score: -1029083.562500 Penalty: 10341.233398 Iteration 23Q: 3 clusters Score -1029084 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2186 members Mstep: Class 2 contains 2451 members Entering Unmasked Estep Score: -1029086.250000 Penalty: 10341.233398 Iteration 24Q: 3 clusters Score -1029086 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2185 members Mstep: Class 2 contains 2452 members Entering Unmasked Estep Score: -1029089.937500 Penalty: 10341.233398 Iteration 25Q: 3 clusters Score -1029090 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2183 members Mstep: Class 2 contains 2454 members Entering Unmasked Estep Score: -1029096.000000 Penalty: 10341.233398 Iteration 26Q: 3 clusters Score -1029096 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2182 members Mstep: Class 2 contains 2455 members Entering Unmasked Estep Score: -1029096.062500 Penalty: 10341.233398 Iteration 27Q: 3 clusters Score -1029096 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2179 members Mstep: Class 2 contains 2458 members Entering Unmasked Estep Score: -1029097.937500 Penalty: 10341.233398 Iteration 28Q: 3 clusters Score -1029098 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2179 members Mstep: Class 2 contains 2458 members Entering Unmasked Estep Score: -1029101.812500 Penalty: 10341.233398 Iteration 29Q: 3 clusters Score -1029102 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2178 members Mstep: Class 2 contains 2459 members Entering Unmasked Estep Score: -1029101.562500 Penalty: 10341.233398 Iteration 30Q: 3 clusters Score -1029102 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2178 members Mstep: Class 2 contains 2459 members Entering Unmasked Estep Score: -1029101.562500 Penalty: 10341.233398 Iteration 31F: 3 clusters Score -1029102 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (10663 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10663 members Entering Unmasked Estep Score: -2351557.000000 Penalty: 5680.652832 Iteration 0F: 2 clusters Score -2351557 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5324 members Mstep: Class 2 contains 5339 members Entering Unmasked Estep Score: -2340932.250000 Penalty: 11361.305664 Iteration 0F: 3 clusters Score -2340932 nChanged 3934 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5344 members Mstep: Class 2 contains 5319 members Entering Unmasked Estep Score: -2343153.750000 Penalty: 11361.305664 Iteration 1F: 3 clusters Score -2343154 nChanged 781 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5343 members Mstep: Class 2 contains 5320 members Entering Unmasked Estep Score: -2343654.000000 Penalty: 11361.305664 Iteration 2F: 3 clusters Score -2343654 nChanged 541 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5418 members Mstep: Class 2 contains 5245 members Entering Unmasked Estep Score: -2343979.000000 Penalty: 11361.305664 Iteration 3F: 3 clusters Score -2343979 nChanged 393 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5461 members Mstep: Class 2 contains 5202 members Entering Unmasked Estep Score: -2344241.250000 Penalty: 11361.305664 Iteration 4Q: 3 clusters Score -2344241 nChanged 402 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5545 members Mstep: Class 2 contains 5118 members Entering Unmasked Estep Score: -2344555.500000 Penalty: 11361.305664 Iteration 5Q: 3 clusters Score -2344556 nChanged 427 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5654 members Mstep: Class 2 contains 5009 members Entering Unmasked Estep Score: -2344942.750000 Penalty: 11361.305664 Iteration 6Q: 3 clusters Score -2344943 nChanged 468 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5784 members Mstep: Class 2 contains 4879 members Entering Unmasked Estep Score: -2345622.250000 Penalty: 11361.305664 Iteration 7Q: 3 clusters Score -2345622 nChanged 570 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5964 members Mstep: Class 2 contains 4699 members Entering Unmasked Estep Score: -2346324.500000 Penalty: 11361.305664 Iteration 8F: 3 clusters Score -2346324 nChanged 575 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6199 members Mstep: Class 2 contains 4464 members Entering Unmasked Estep Score: -2346833.500000 Penalty: 11361.305664 Iteration 9F: 3 clusters Score -2346834 nChanged 484 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6473 members Mstep: Class 2 contains 4190 members Entering Unmasked Estep Score: -2347187.750000 Penalty: 11361.305664 Iteration 10Q: 3 clusters Score -2347188 nChanged 396 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6711 members Mstep: Class 2 contains 3952 members Entering Unmasked Estep Score: -2347451.500000 Penalty: 11361.305664 Iteration 11Q: 3 clusters Score -2347452 nChanged 290 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6899 members Mstep: Class 2 contains 3764 members Entering Unmasked Estep Score: -2347630.000000 Penalty: 11361.305664 Iteration 12Q: 3 clusters Score -2347630 nChanged 224 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7057 members Mstep: Class 2 contains 3606 members Entering Unmasked Estep Score: -2347745.250000 Penalty: 11361.305664 Iteration 13Q: 3 clusters Score -2347745 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7177 members Mstep: Class 2 contains 3486 members Entering Unmasked Estep Score: -2347831.250000 Penalty: 11361.305664 Iteration 14Q: 3 clusters Score -2347831 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7276 members Mstep: Class 2 contains 3387 members Entering Unmasked Estep Score: -2347909.750000 Penalty: 11361.305664 Iteration 15Q: 3 clusters Score -2347910 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7357 members Mstep: Class 2 contains 3306 members Entering Unmasked Estep Score: -2347954.750000 Penalty: 11361.305664 Iteration 16Q: 3 clusters Score -2347955 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7426 members Mstep: Class 2 contains 3237 members Entering Unmasked Estep Score: -2347999.000000 Penalty: 11361.305664 Iteration 17Q: 3 clusters Score -2347999 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7484 members Mstep: Class 2 contains 3179 members Entering Unmasked Estep Score: -2348020.750000 Penalty: 11361.305664 Iteration 18Q: 3 clusters Score -2348021 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7542 members Mstep: Class 2 contains 3121 members Entering Unmasked Estep Score: -2348047.500000 Penalty: 11361.305664 Iteration 19Q: 3 clusters Score -2348048 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7609 members Mstep: Class 2 contains 3054 members Entering Unmasked Estep Score: -2348082.250000 Penalty: 11361.305664 Iteration 20F: 3 clusters Score -2348082 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7654 members Mstep: Class 2 contains 3009 members Entering Unmasked Estep Score: -2348110.250000 Penalty: 11361.305664 Iteration 21Q: 3 clusters Score -2348110 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7693 members Mstep: Class 2 contains 2970 members Entering Unmasked Estep Score: -2348130.000000 Penalty: 11361.305664 Iteration 22Q: 3 clusters Score -2348130 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7719 members Mstep: Class 2 contains 2944 members Entering Unmasked Estep Score: -2348144.750000 Penalty: 11361.305664 Iteration 23Q: 3 clusters Score -2348145 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7752 members Mstep: Class 2 contains 2911 members Entering Unmasked Estep Score: -2348162.250000 Penalty: 11361.305664 Iteration 24Q: 3 clusters Score -2348162 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7778 members Mstep: Class 2 contains 2885 members Entering Unmasked Estep Score: -2348173.500000 Penalty: 11361.305664 Iteration 25Q: 3 clusters Score -2348174 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7796 members Mstep: Class 2 contains 2867 members Entering Unmasked Estep Score: -2348187.000000 Penalty: 11361.305664 Iteration 26Q: 3 clusters Score -2348187 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7817 members Mstep: Class 2 contains 2846 members Entering Unmasked Estep Score: -2348184.500000 Penalty: 11361.305664 Iteration 27Q: 3 clusters Score -2348184 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7832 members Mstep: Class 2 contains 2831 members Entering Unmasked Estep Score: -2348196.750000 Penalty: 11361.305664 Iteration 28Q: 3 clusters Score -2348197 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7840 members Mstep: Class 2 contains 2823 members Entering Unmasked Estep Score: -2348197.750000 Penalty: 11361.305664 Iteration 29Q: 3 clusters Score -2348198 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7843 members Mstep: Class 2 contains 2820 members Entering Unmasked Estep Score: -2348199.750000 Penalty: 11361.305664 Iteration 30Q: 3 clusters Score -2348200 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7851 members Mstep: Class 2 contains 2812 members Entering Unmasked Estep Score: -2348200.750000 Penalty: 11361.305664 Iteration 31Q: 3 clusters Score -2348201 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7864 members Mstep: Class 2 contains 2799 members Entering Unmasked Estep Score: -2348210.750000 Penalty: 11361.305664 Iteration 32Q: 3 clusters Score -2348211 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7877 members Mstep: Class 2 contains 2786 members Entering Unmasked Estep Score: -2348213.500000 Penalty: 11361.305664 Iteration 33Q: 3 clusters Score -2348214 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7880 members Mstep: Class 2 contains 2783 members Entering Unmasked Estep Score: -2348219.250000 Penalty: 11361.305664 Iteration 34Q: 3 clusters Score -2348219 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7884 members Mstep: Class 2 contains 2779 members Entering Unmasked Estep Score: -2348215.250000 Penalty: 11361.305664 Iteration 35Q: 3 clusters Score -2348215 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7888 members Mstep: Class 2 contains 2775 members Entering Unmasked Estep Score: -2348218.000000 Penalty: 11361.305664 Iteration 36Q: 3 clusters Score -2348218 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7893 members Mstep: Class 2 contains 2770 members Entering Unmasked Estep Score: -2348210.750000 Penalty: 11361.305664 Iteration 37Q: 3 clusters Score -2348211 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7894 members Mstep: Class 2 contains 2769 members Entering Unmasked Estep Score: -2348216.250000 Penalty: 11361.305664 Iteration 38Q: 3 clusters Score -2348216 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7894 members Mstep: Class 2 contains 2769 members Entering Unmasked Estep Score: -2348216.250000 Penalty: 11361.305664 Iteration 39F: 3 clusters Score -2348216 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (1132 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1132 members Entering Unmasked Estep Score: -229897.062500 Penalty: 4306.941406 Iteration 0F: 2 clusters Score -229897.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 544 members Mstep: Class 2 contains 588 members Entering Unmasked Estep Score: -225716.859375 Penalty: 8613.882812 Iteration 0F: 3 clusters Score -225716.9 nChanged 188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 544 members Mstep: Class 2 contains 588 members Entering Unmasked Estep Score: -226130.968750 Penalty: 8613.882812 Iteration 1F: 3 clusters Score -226131 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 538 members Mstep: Class 2 contains 594 members Entering Unmasked Estep Score: -226267.718750 Penalty: 8613.882812 Iteration 2Q: 3 clusters Score -226267.7 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 529 members Mstep: Class 2 contains 603 members Entering Unmasked Estep Score: -226337.984375 Penalty: 8613.882812 Iteration 3Q: 3 clusters Score -226338 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 531 members Mstep: Class 2 contains 601 members Entering Unmasked Estep Score: -226409.359375 Penalty: 8613.882812 Iteration 4Q: 3 clusters Score -226409.4 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 534 members Mstep: Class 2 contains 598 members Entering Unmasked Estep Score: -226440.328125 Penalty: 8613.882812 Iteration 5Q: 3 clusters Score -226440.3 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 536 members Mstep: Class 2 contains 596 members Entering Unmasked Estep Score: -226492.703125 Penalty: 8613.882812 Iteration 6Q: 3 clusters Score -226492.7 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 536 members Mstep: Class 2 contains 596 members Entering Unmasked Estep Score: -226536.609375 Penalty: 8613.882812 Iteration 7Q: 3 clusters Score -226536.6 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 539 members Mstep: Class 2 contains 593 members Entering Unmasked Estep Score: -226573.234375 Penalty: 8613.882812 Iteration 8Q: 3 clusters Score -226573.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 540 members Mstep: Class 2 contains 592 members Entering Unmasked Estep Score: -226610.250000 Penalty: 8613.882812 Iteration 9Q: 3 clusters Score -226610.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 545 members Mstep: Class 2 contains 587 members Entering Unmasked Estep Score: -226655.609375 Penalty: 8613.882812 Iteration 10Q: 3 clusters Score -226655.6 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 554 members Mstep: Class 2 contains 578 members Entering Unmasked Estep Score: -226726.125000 Penalty: 8613.882812 Iteration 11Q: 3 clusters Score -226726.1 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 558 members Mstep: Class 2 contains 574 members Entering Unmasked Estep Score: -226817.531250 Penalty: 8613.882812 Iteration 12Q: 3 clusters Score -226817.5 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 562 members Mstep: Class 2 contains 570 members Entering Unmasked Estep Score: -226900.875000 Penalty: 8613.882812 Iteration 13Q: 3 clusters Score -226900.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 563 members Mstep: Class 2 contains 569 members Entering Unmasked Estep Score: -226930.890625 Penalty: 8613.882812 Iteration 14Q: 3 clusters Score -226930.9 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 561 members Mstep: Class 2 contains 571 members Entering Unmasked Estep Score: -226969.515625 Penalty: 8613.882812 Iteration 15Q: 3 clusters Score -226969.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 559 members Mstep: Class 2 contains 573 members Entering Unmasked Estep Score: -226980.015625 Penalty: 8613.882812 Iteration 16Q: 3 clusters Score -226980 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 559 members Mstep: Class 2 contains 573 members Entering Unmasked Estep Score: -226986.875000 Penalty: 8613.882812 Iteration 17Q: 3 clusters Score -226986.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 560 members Mstep: Class 2 contains 572 members Entering Unmasked Estep Score: -226988.234375 Penalty: 8613.882812 Iteration 18Q: 3 clusters Score -226988.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 560 members Mstep: Class 2 contains 572 members Entering Unmasked Estep Score: -226988.234375 Penalty: 8613.882812 Iteration 19F: 3 clusters Score -226988.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (309 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 309 members Entering Unmasked Estep Score: -55117.242188 Penalty: 3511.671387 Iteration 0F: 2 clusters Score -55117.24 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 160 members Mstep: Class 2 contains 149 members Entering Unmasked Estep Score: -52451.937500 Penalty: 7023.342773 Iteration 0F: 3 clusters Score -52451.94 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 151 members Mstep: Class 2 contains 158 members Entering Unmasked Estep Score: -52711.246094 Penalty: 7023.342773 Iteration 1F: 3 clusters Score -52711.25 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 146 members Mstep: Class 2 contains 163 members Entering Unmasked Estep Score: -52823.230469 Penalty: 7023.342773 Iteration 2Q: 3 clusters Score -52823.23 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141 members Mstep: Class 2 contains 168 members Entering Unmasked Estep Score: -52863.687500 Penalty: 7023.342773 Iteration 3Q: 3 clusters Score -52863.69 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 136 members Mstep: Class 2 contains 173 members Entering Unmasked Estep Score: -52916.234375 Penalty: 7023.342773 Iteration 4Q: 3 clusters Score -52916.23 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 135 members Mstep: Class 2 contains 174 members Entering Unmasked Estep Score: -52942.304688 Penalty: 7023.342773 Iteration 5Q: 3 clusters Score -52942.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 132 members Mstep: Class 2 contains 177 members Entering Unmasked Estep Score: -52962.394531 Penalty: 7023.342773 Iteration 6Q: 3 clusters Score -52962.39 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 132 members Mstep: Class 2 contains 177 members Entering Unmasked Estep Score: -52962.394531 Penalty: 7023.342773 Iteration 7F: 3 clusters Score -52962.39 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (33373 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33373 members Entering Unmasked Estep Score: -7356736.500000 Penalty: 6379.495117 Iteration 0F: 2 clusters Score -7356736 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16644 members Mstep: Class 2 contains 16729 members Entering Unmasked Estep Score: -7331881.500000 Penalty: 12758.990234 Iteration 0F: 3 clusters Score -7331882 nChanged 14051 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16439 members Mstep: Class 2 contains 16934 members Entering Unmasked Estep Score: -7339213.000000 Penalty: 12758.990234 Iteration 1F: 3 clusters Score -7339213 nChanged 1840 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16361 members Mstep: Class 2 contains 17012 members Entering Unmasked Estep Score: -7339878.000000 Penalty: 12758.990234 Iteration 2F: 3 clusters Score -7339878 nChanged 1489 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16270 members Mstep: Class 2 contains 17103 members Entering Unmasked Estep Score: -7340438.500000 Penalty: 12758.990234 Iteration 3Q: 3 clusters Score -7340438 nChanged 1208 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16102 members Mstep: Class 2 contains 17271 members Entering Unmasked Estep Score: -7340787.500000 Penalty: 12758.990234 Iteration 4Q: 3 clusters Score -7340788 nChanged 983 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15899 members Mstep: Class 2 contains 17474 members Entering Unmasked Estep Score: -7341064.500000 Penalty: 12758.990234 Iteration 5Q: 3 clusters Score -7341064 nChanged 827 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15682 members Mstep: Class 2 contains 17691 members Entering Unmasked Estep Score: -7341255.000000 Penalty: 12758.990234 Iteration 6Q: 3 clusters Score -7341255 nChanged 728 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15418 members Mstep: Class 2 contains 17955 members Entering Unmasked Estep Score: -7341477.000000 Penalty: 12758.990234 Iteration 7Q: 3 clusters Score -7341477 nChanged 662 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15118 members Mstep: Class 2 contains 18255 members Entering Unmasked Estep Score: -7341611.500000 Penalty: 12758.990234 Iteration 8Q: 3 clusters Score -7341612 nChanged 597 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14781 members Mstep: Class 2 contains 18592 members Entering Unmasked Estep Score: -7341759.500000 Penalty: 12758.990234 Iteration 9Q: 3 clusters Score -7341760 nChanged 631 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14362 members Mstep: Class 2 contains 19011 members Entering Unmasked Estep Score: -7341916.000000 Penalty: 12758.990234 Iteration 10Q: 3 clusters Score -7341916 nChanged 632 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13898 members Mstep: Class 2 contains 19475 members Entering Unmasked Estep Score: -7342104.000000 Penalty: 12758.990234 Iteration 11Q: 3 clusters Score -7342104 nChanged 704 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13312 members Mstep: Class 2 contains 20061 members Entering Unmasked Estep Score: -7342310.500000 Penalty: 12758.990234 Iteration 12Q: 3 clusters Score -7342310 nChanged 770 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12626 members Mstep: Class 2 contains 20747 members Entering Unmasked Estep Score: -7342570.000000 Penalty: 12758.990234 Iteration 13Q: 3 clusters Score -7342570 nChanged 899 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11811 members Mstep: Class 2 contains 21562 members Entering Unmasked Estep Score: -7342898.000000 Penalty: 12758.990234 Iteration 14Q: 3 clusters Score -7342898 nChanged 1024 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10835 members Mstep: Class 2 contains 22538 members Entering Unmasked Estep Score: -7343315.500000 Penalty: 12758.990234 Iteration 15Q: 3 clusters Score -7343316 nChanged 1179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9694 members Mstep: Class 2 contains 23679 members Entering Unmasked Estep Score: -7343869.000000 Penalty: 12758.990234 Iteration 16Q: 3 clusters Score -7343869 nChanged 1332 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8386 members Mstep: Class 2 contains 24987 members Entering Unmasked Estep Score: -7344644.000000 Penalty: 12758.990234 Iteration 17Q: 3 clusters Score -7344644 nChanged 1482 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6926 members Mstep: Class 2 contains 26447 members Entering Unmasked Estep Score: -7345682.500000 Penalty: 12758.990234 Iteration 18Q: 3 clusters Score -7345682 nChanged 1602 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5344 members Mstep: Class 2 contains 28029 members Entering Unmasked Estep Score: -7346853.000000 Penalty: 12758.990234 Iteration 19Q: 3 clusters Score -7346853 nChanged 1444 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3918 members Mstep: Class 2 contains 29455 members Entering Unmasked Estep Score: -7348034.000000 Penalty: 12758.990234 Iteration 20F: 3 clusters Score -7348034 nChanged 1163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2777 members Mstep: Class 2 contains 30596 members Entering Unmasked Estep Score: -7349020.500000 Penalty: 12758.990234 Iteration 21Q: 3 clusters Score -7349020 nChanged 797 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1994 members Mstep: Class 2 contains 31379 members Entering Unmasked Estep Score: -7349717.000000 Penalty: 12758.990234 Iteration 22Q: 3 clusters Score -7349717 nChanged 521 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1495 members Mstep: Class 2 contains 31878 members Entering Unmasked Estep Score: -7350190.000000 Penalty: 12758.990234 Iteration 23Q: 3 clusters Score -7350190 nChanged 340 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1175 members Mstep: Class 2 contains 32198 members Entering Unmasked Estep Score: -7350559.500000 Penalty: 12758.990234 Iteration 24Q: 3 clusters Score -7350560 nChanged 210 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 975 members Mstep: Class 2 contains 32398 members Entering Unmasked Estep Score: -7350771.000000 Penalty: 12758.990234 Iteration 25Q: 3 clusters Score -7350771 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 869 members Mstep: Class 2 contains 32504 members Entering Unmasked Estep Score: -7350896.500000 Penalty: 12758.990234 Iteration 26Q: 3 clusters Score -7350896 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 818 members Mstep: Class 2 contains 32555 members Entering Unmasked Estep Score: -7350966.500000 Penalty: 12758.990234 Iteration 27Q: 3 clusters Score -7350966 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 789 members Mstep: Class 2 contains 32584 members Entering Unmasked Estep Score: -7351011.500000 Penalty: 12758.990234 Iteration 28Q: 3 clusters Score -7351012 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 767 members Mstep: Class 2 contains 32606 members Entering Unmasked Estep Score: -7351042.000000 Penalty: 12758.990234 Iteration 29Q: 3 clusters Score -7351042 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 756 members Mstep: Class 2 contains 32617 members Entering Unmasked Estep Score: -7351062.000000 Penalty: 12758.990234 Iteration 30Q: 3 clusters Score -7351062 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 745 members Mstep: Class 2 contains 32628 members Entering Unmasked Estep Score: -7351084.000000 Penalty: 12758.990234 Iteration 31Q: 3 clusters Score -7351084 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 734 members Mstep: Class 2 contains 32639 members Entering Unmasked Estep Score: -7351093.000000 Penalty: 12758.990234 Iteration 32Q: 3 clusters Score -7351093 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 726 members Mstep: Class 2 contains 32647 members Entering Unmasked Estep Score: -7351112.500000 Penalty: 12758.990234 Iteration 33Q: 3 clusters Score -7351112 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 716 members Mstep: Class 2 contains 32657 members Entering Unmasked Estep Score: -7351133.000000 Penalty: 12758.990234 Iteration 34Q: 3 clusters Score -7351133 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 707 members Mstep: Class 2 contains 32666 members Entering Unmasked Estep Score: -7351142.500000 Penalty: 12758.990234 Iteration 35Q: 3 clusters Score -7351142 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 703 members Mstep: Class 2 contains 32670 members Entering Unmasked Estep Score: -7351159.500000 Penalty: 12758.990234 Iteration 36Q: 3 clusters Score -7351160 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 699 members Mstep: Class 2 contains 32674 members Entering Unmasked Estep Score: -7351150.500000 Penalty: 12758.990234 Iteration 37Q: 3 clusters Score -7351150 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 697 members Mstep: Class 2 contains 32676 members Entering Unmasked Estep Score: -7351152.000000 Penalty: 12758.990234 Iteration 38Q: 3 clusters Score -7351152 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 694 members Mstep: Class 2 contains 32679 members Entering Unmasked Estep Score: -7351147.500000 Penalty: 12758.990234 Iteration 39Q: 3 clusters Score -7351148 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 694 members Mstep: Class 2 contains 32679 members Entering Unmasked Estep Score: -7351147.500000 Penalty: 12758.990234 Iteration 40F: 3 clusters Score -7351148 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 37 members Mstep: Class 1 contains 155094 members Mstep: Class 2 contains 7771 members Mstep: Class 3 contains 1383 members Mstep: Class 4 contains 2094 members Mstep: Class 5 contains 47960 members Mstep: Class 6 contains 1078 members Mstep: Class 7 contains 26683 members Mstep: Class 8 contains 898 members Mstep: Class 9 contains 653 members Mstep: Class 10 contains 157342 members Mstep: Class 11 contains 135176 members Mstep: Class 12 contains 652 members Mstep: Class 13 contains 15033 members Mstep: Class 14 contains 26230 members Mstep: Class 15 contains 43214 members Mstep: Class 16 contains 6885 members Mstep: Class 17 contains 4637 members Mstep: Class 18 contains 10663 members Mstep: Class 19 contains 1132 members Mstep: Class 20 contains 309 members Mstep: Class 21 contains 33373 members Entering Unmasked Estep ConsiderDeletion Score: -147576464.000000 Penalty: 180948.125000 Iteration 119Q: 23 clusters Score -1.475765e+08 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 37 members Mstep: Class 1 contains 155094 members Mstep: Class 2 contains 7772 members Mstep: Class 3 contains 1383 members Mstep: Class 4 contains 2093 members Mstep: Class 5 contains 47960 members Mstep: Class 6 contains 1076 members Mstep: Class 7 contains 26683 members Mstep: Class 8 contains 900 members Mstep: Class 9 contains 654 members Mstep: Class 10 contains 157342 members Mstep: Class 11 contains 135175 members Mstep: Class 12 contains 652 members Mstep: Class 13 contains 15033 members Mstep: Class 14 contains 26230 members Mstep: Class 15 contains 43214 members Mstep: Class 16 contains 6885 members Mstep: Class 17 contains 4636 members Mstep: Class 18 contains 10663 members Mstep: Class 19 contains 1133 members Mstep: Class 20 contains 309 members Mstep: Class 21 contains 33373 members Mstep: Class 22 contains 741 members Entering Unmasked Estep ConsiderDeletion Score: -147576528.000000 Penalty: 180948.125000 Iteration 120F: 23 clusters Score -1.475765e+08 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 37 members Mstep: Class 1 contains 155094 members Mstep: Class 2 contains 7772 members Mstep: Class 3 contains 1383 members Mstep: Class 4 contains 2092 members Mstep: Class 5 contains 47960 members Mstep: Class 6 contains 1075 members Mstep: Class 7 contains 26683 members Mstep: Class 8 contains 897 members Mstep: Class 9 contains 654 members Mstep: Class 10 contains 157341 members Mstep: Class 11 contains 135175 members Mstep: Class 12 contains 652 members Mstep: Class 13 contains 15034 members Mstep: Class 14 contains 26230 members Mstep: Class 15 contains 43214 members Mstep: Class 16 contains 6885 members Mstep: Class 17 contains 4636 members Mstep: Class 18 contains 10663 members Mstep: Class 19 contains 1133 members Mstep: Class 20 contains 309 members Mstep: Class 21 contains 33373 members Mstep: Class 22 contains 746 members Entering Unmasked Estep ConsiderDeletion Score: -147576560.000000 Penalty: 180948.125000 Iteration 121Q: 23 clusters Score -1.475766e+08 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 37 members Mstep: Class 1 contains 155094 members Mstep: Class 2 contains 7768 members Mstep: Class 3 contains 1383 members Mstep: Class 4 contains 2092 members Mstep: Class 5 contains 47960 members Mstep: Class 6 contains 1074 members Mstep: Class 7 contains 26683 members Mstep: Class 8 contains 897 members Mstep: Class 9 contains 654 members Mstep: Class 10 contains 157344 members Mstep: Class 11 contains 135176 members Mstep: Class 12 contains 652 members Mstep: Class 13 contains 15036 members Mstep: Class 14 contains 26231 members Mstep: Class 15 contains 43214 members Mstep: Class 16 contains 6885 members Mstep: Class 17 contains 4634 members Mstep: Class 18 contains 10663 members Mstep: Class 19 contains 1133 members Mstep: Class 20 contains 309 members Mstep: Class 21 contains 33373 members Mstep: Class 22 contains 746 members Entering Unmasked Estep ConsiderDeletion Score: -147576544.000000 Penalty: 180948.125000 Iteration 122Q: 23 clusters Score -1.475765e+08 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 37 members Mstep: Class 1 contains 155094 members Mstep: Class 2 contains 7766 members Mstep: Class 3 contains 1383 members Mstep: Class 4 contains 2092 members Mstep: Class 5 contains 47961 members Mstep: Class 6 contains 1073 members Mstep: Class 7 contains 26683 members Mstep: Class 8 contains 897 members Mstep: Class 9 contains 654 members Mstep: Class 10 contains 157343 members Mstep: Class 11 contains 135179 members Mstep: Class 12 contains 652 members Mstep: Class 13 contains 15037 members Mstep: Class 14 contains 26229 members Mstep: Class 15 contains 43215 members Mstep: Class 16 contains 6885 members Mstep: Class 17 contains 4633 members Mstep: Class 18 contains 10663 members Mstep: Class 19 contains 1133 members Mstep: Class 20 contains 309 members Mstep: Class 21 contains 33374 members Mstep: Class 22 contains 746 members Entering Unmasked Estep ConsiderDeletion Score: -147576640.000000 Penalty: 180948.125000 Iteration 123Q: 23 clusters Score -1.475766e+08 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 37 members Mstep: Class 1 contains 155094 members Mstep: Class 2 contains 7764 members Mstep: Class 3 contains 1383 members Mstep: Class 4 contains 2092 members Mstep: Class 5 contains 47962 members Mstep: Class 6 contains 1072 members Mstep: Class 7 contains 26683 members Mstep: Class 8 contains 897 members Mstep: Class 9 contains 654 members Mstep: Class 10 contains 157343 members Mstep: Class 11 contains 135181 members Mstep: Class 12 contains 652 members Mstep: Class 13 contains 15037 members Mstep: Class 14 contains 26226 members Mstep: Class 15 contains 43218 members Mstep: Class 16 contains 6885 members Mstep: Class 17 contains 4631 members Mstep: Class 18 contains 10663 members Mstep: Class 19 contains 1133 members Mstep: Class 20 contains 309 members Mstep: Class 21 contains 33375 members Mstep: Class 22 contains 747 members Entering Unmasked Estep ConsiderDeletion Score: -147576720.000000 Penalty: 180948.125000 Iteration 124Q: 23 clusters Score -1.475767e+08 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 37 members Mstep: Class 1 contains 155095 members Mstep: Class 2 contains 7764 members Mstep: Class 3 contains 1383 members Mstep: Class 4 contains 2092 members Mstep: Class 5 contains 47963 members Mstep: Class 6 contains 1071 members Mstep: Class 7 contains 26683 members Mstep: Class 8 contains 897 members Mstep: Class 9 contains 654 members Mstep: Class 10 contains 157342 members Mstep: Class 11 contains 135180 members Mstep: Class 12 contains 652 members Mstep: Class 13 contains 15037 members Mstep: Class 14 contains 26225 members Mstep: Class 15 contains 43217 members Mstep: Class 16 contains 6885 members Mstep: Class 17 contains 4633 members Mstep: Class 18 contains 10663 members Mstep: Class 19 contains 1133 members Mstep: Class 20 contains 309 members Mstep: Class 21 contains 33375 members Mstep: Class 22 contains 748 members Entering Unmasked Estep ConsiderDeletion Score: -147576672.000000 Penalty: 180948.125000 Iteration 125Q: 23 clusters Score -1.475767e+08 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 37 members Mstep: Class 1 contains 155096 members Mstep: Class 2 contains 7761 members Mstep: Class 3 contains 1383 members Mstep: Class 4 contains 2092 members Mstep: Class 5 contains 47965 members Mstep: Class 6 contains 1071 members Mstep: Class 7 contains 26683 members Mstep: Class 8 contains 897 members Mstep: Class 9 contains 654 members Mstep: Class 10 contains 157342 members Mstep: Class 11 contains 135179 members Mstep: Class 12 contains 652 members Mstep: Class 13 contains 15038 members Mstep: Class 14 contains 26225 members Mstep: Class 15 contains 43217 members Mstep: Class 16 contains 6885 members Mstep: Class 17 contains 4633 members Mstep: Class 18 contains 10663 members Mstep: Class 19 contains 1133 members Mstep: Class 20 contains 309 members Mstep: Class 21 contains 33375 members Mstep: Class 22 contains 748 members Entering Unmasked Estep ConsiderDeletion Score: -147576656.000000 Penalty: 180948.125000 Iteration 126Q: 23 clusters Score -1.475767e+08 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 37 members Mstep: Class 1 contains 155095 members Mstep: Class 2 contains 7756 members Mstep: Class 3 contains 1383 members Mstep: Class 4 contains 2092 members Mstep: Class 5 contains 47966 members Mstep: Class 6 contains 1071 members Mstep: Class 7 contains 26683 members Mstep: Class 8 contains 897 members Mstep: Class 9 contains 654 members Mstep: Class 10 contains 157343 members Mstep: Class 11 contains 135179 members Mstep: Class 12 contains 652 members Mstep: Class 13 contains 15039 members Mstep: Class 14 contains 26228 members Mstep: Class 15 contains 43217 members Mstep: Class 16 contains 6885 members Mstep: Class 17 contains 4633 members Mstep: Class 18 contains 10663 members Mstep: Class 19 contains 1133 members Mstep: Class 20 contains 309 members Mstep: Class 21 contains 33375 members Mstep: Class 22 contains 748 members Entering Unmasked Estep ConsiderDeletion Score: -147576640.000000 Penalty: 180948.125000 Iteration 127Q: 23 clusters Score -1.475766e+08 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 37 members Mstep: Class 1 contains 155094 members Mstep: Class 2 contains 7754 members Mstep: Class 3 contains 1383 members Mstep: Class 4 contains 2092 members Mstep: Class 5 contains 47965 members Mstep: Class 6 contains 1071 members Mstep: Class 7 contains 26683 members Mstep: Class 8 contains 897 members Mstep: Class 9 contains 654 members Mstep: Class 10 contains 157343 members Mstep: Class 11 contains 135180 members Mstep: Class 12 contains 652 members Mstep: Class 13 contains 15040 members Mstep: Class 14 contains 26228 members Mstep: Class 15 contains 43219 members Mstep: Class 16 contains 6885 members Mstep: Class 17 contains 4633 members Mstep: Class 18 contains 10663 members Mstep: Class 19 contains 1133 members Mstep: Class 20 contains 309 members Mstep: Class 21 contains 33375 members Mstep: Class 22 contains 748 members Entering Unmasked Estep ConsiderDeletion Score: -147576576.000000 Penalty: 180948.125000 Iteration 128Q: 23 clusters Score -1.475766e+08 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 37 members Mstep: Class 1 contains 155094 members Mstep: Class 2 contains 7755 members Mstep: Class 3 contains 1383 members Mstep: Class 4 contains 2092 members Mstep: Class 5 contains 47964 members Mstep: Class 6 contains 1071 members Mstep: Class 7 contains 26683 members Mstep: Class 8 contains 897 members Mstep: Class 9 contains 654 members Mstep: Class 10 contains 157342 members Mstep: Class 11 contains 135179 members Mstep: Class 12 contains 652 members Mstep: Class 13 contains 15040 members Mstep: Class 14 contains 26226 members Mstep: Class 15 contains 43220 members Mstep: Class 16 contains 6885 members Mstep: Class 17 contains 4633 members Mstep: Class 18 contains 10664 members Mstep: Class 19 contains 1133 members Mstep: Class 20 contains 309 members Mstep: Class 21 contains 33377 members Mstep: Class 22 contains 748 members Entering Unmasked Estep ConsiderDeletion Score: -147576576.000000 Penalty: 180948.125000 Iteration 129Q: 23 clusters Score -1.475766e+08 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 37 members Mstep: Class 1 contains 155095 members Mstep: Class 2 contains 7754 members Mstep: Class 3 contains 1383 members Mstep: Class 4 contains 2092 members Mstep: Class 5 contains 47962 members Mstep: Class 6 contains 1071 members Mstep: Class 7 contains 26683 members Mstep: Class 8 contains 897 members Mstep: Class 9 contains 654 members Mstep: Class 10 contains 157342 members Mstep: Class 11 contains 135181 members Mstep: Class 12 contains 652 members Mstep: Class 13 contains 15040 members Mstep: Class 14 contains 26225 members Mstep: Class 15 contains 43221 members Mstep: Class 16 contains 6885 members Mstep: Class 17 contains 4633 members Mstep: Class 18 contains 10664 members Mstep: Class 19 contains 1133 members Mstep: Class 20 contains 309 members Mstep: Class 21 contains 33377 members Mstep: Class 22 contains 748 members Entering Unmasked Estep ConsiderDeletion Score: -147576576.000000 Penalty: 180948.125000 Iteration 130Q: 23 clusters Score -1.475766e+08 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 37 members Mstep: Class 1 contains 155096 members Mstep: Class 2 contains 7753 members Mstep: Class 3 contains 1383 members Mstep: Class 4 contains 2092 members Mstep: Class 5 contains 47962 members Mstep: Class 6 contains 1071 members Mstep: Class 7 contains 26683 members Mstep: Class 8 contains 897 members Mstep: Class 9 contains 654 members Mstep: Class 10 contains 157343 members Mstep: Class 11 contains 135181 members Mstep: Class 12 contains 652 members Mstep: Class 13 contains 15040 members Mstep: Class 14 contains 26225 members Mstep: Class 15 contains 43221 members Mstep: Class 16 contains 6885 members Mstep: Class 17 contains 4633 members Mstep: Class 18 contains 10664 members Mstep: Class 19 contains 1133 members Mstep: Class 20 contains 309 members Mstep: Class 21 contains 33376 members Mstep: Class 22 contains 748 members Entering Unmasked Estep ConsiderDeletion Score: -147576576.000000 Penalty: 180948.125000 Iteration 131Q: 23 clusters Score -1.475766e+08 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 37 members Mstep: Class 1 contains 155096 members Mstep: Class 2 contains 7754 members Mstep: Class 3 contains 1383 members Mstep: Class 4 contains 2092 members Mstep: Class 5 contains 47962 members Mstep: Class 6 contains 1071 members Mstep: Class 7 contains 26683 members Mstep: Class 8 contains 897 members Mstep: Class 9 contains 654 members Mstep: Class 10 contains 157342 members Mstep: Class 11 contains 135181 members Mstep: Class 12 contains 652 members Mstep: Class 13 contains 15040 members Mstep: Class 14 contains 26225 members Mstep: Class 15 contains 43221 members Mstep: Class 16 contains 6885 members Mstep: Class 17 contains 4633 members Mstep: Class 18 contains 10664 members Mstep: Class 19 contains 1133 members Mstep: Class 20 contains 309 members Mstep: Class 21 contains 33376 members Mstep: Class 22 contains 748 members Entering Unmasked Estep ConsiderDeletion Score: -147576560.000000 Penalty: 180948.125000 Iteration 132Q: 23 clusters Score -1.475766e+08 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 37 members Mstep: Class 1 contains 155096 members Mstep: Class 2 contains 7754 members Mstep: Class 3 contains 1383 members Mstep: Class 4 contains 2092 members Mstep: Class 5 contains 47962 members Mstep: Class 6 contains 1071 members Mstep: Class 7 contains 26683 members Mstep: Class 8 contains 897 members Mstep: Class 9 contains 654 members Mstep: Class 10 contains 157342 members Mstep: Class 11 contains 135181 members Mstep: Class 12 contains 652 members Mstep: Class 13 contains 15040 members Mstep: Class 14 contains 26225 members Mstep: Class 15 contains 43221 members Mstep: Class 16 contains 6885 members Mstep: Class 17 contains 4633 members Mstep: Class 18 contains 10664 members Mstep: Class 19 contains 1133 members Mstep: Class 20 contains 309 members Mstep: Class 21 contains 33376 members Mstep: Class 22 contains 748 members Entering Unmasked Estep ConsiderDeletion Score: -147576560.000000 Penalty: 180948.125000 Iteration 133F: 23 clusters Score -1.475766e+08 nChanged 0 Entering ConstructFrom: Score: -147576560.000000 Penalty: 180948.125000 Entering ConstructFrom: Trying to split cluster 1 (155096 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 155096 members Entering Unmasked Estep Score: -34143216.000000 Penalty: 7320.477051 Iteration 0F: 2 clusters Score -3.414322e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 77611 members Mstep: Class 2 contains 77485 members Entering Unmasked Estep Score: -34042768.000000 Penalty: 14640.954102 Iteration 0F: 3 clusters Score -3.404277e+07 nChanged 72302 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 77113 members Mstep: Class 2 contains 77983 members Entering Unmasked Estep Score: -34082760.000000 Penalty: 14640.954102 Iteration 1F: 3 clusters Score -3.408276e+07 nChanged 5603 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 76418 members Mstep: Class 2 contains 78678 members Entering Unmasked Estep Score: -34084312.000000 Penalty: 14640.954102 Iteration 2Q: 3 clusters Score -3.408431e+07 nChanged 5536 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 75272 members Mstep: Class 2 contains 79824 members Entering Unmasked Estep Score: -34085776.000000 Penalty: 14640.954102 Iteration 3Q: 3 clusters Score -3.408578e+07 nChanged 5692 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73596 members Mstep: Class 2 contains 81500 members Entering Unmasked Estep Score: -34087652.000000 Penalty: 14640.954102 Iteration 4Q: 3 clusters Score -3.408765e+07 nChanged 6410 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71090 members Mstep: Class 2 contains 84006 members Entering Unmasked Estep Score: -34089912.000000 Penalty: 14640.954102 Iteration 5Q: 3 clusters Score -3.408991e+07 nChanged 7183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67595 members Mstep: Class 2 contains 87501 members Entering Unmasked Estep Score: -34092712.000000 Penalty: 14640.954102 Iteration 6Q: 3 clusters Score -3.409271e+07 nChanged 8156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63105 members Mstep: Class 2 contains 91991 members Entering Unmasked Estep Score: -34096440.000000 Penalty: 14640.954102 Iteration 7F: 3 clusters Score -3.409644e+07 nChanged 9036 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57627 members Mstep: Class 2 contains 97469 members Entering Unmasked Estep Score: -34101432.000000 Penalty: 14640.954102 Iteration 8F: 3 clusters Score -3.410143e+07 nChanged 9281 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51564 members Mstep: Class 2 contains 103532 members Entering Unmasked Estep Score: -34106608.000000 Penalty: 14640.954102 Iteration 9F: 3 clusters Score -3.410661e+07 nChanged 8904 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45194 members Mstep: Class 2 contains 109902 members Entering Unmasked Estep Score: -34111508.000000 Penalty: 14640.954102 Iteration 10F: 3 clusters Score -3.411151e+07 nChanged 7623 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39193 members Mstep: Class 2 contains 115903 members Entering Unmasked Estep Score: -34115432.000000 Penalty: 14640.954102 Iteration 11Q: 3 clusters Score -3.411543e+07 nChanged 6474 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33449 members Mstep: Class 2 contains 121647 members Entering Unmasked Estep Score: -34118784.000000 Penalty: 14640.954102 Iteration 12Q: 3 clusters Score -3.411878e+07 nChanged 5796 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27885 members Mstep: Class 2 contains 127211 members Entering Unmasked Estep Score: -34122192.000000 Penalty: 14640.954102 Iteration 13Q: 3 clusters Score -3.412219e+07 nChanged 5438 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22517 members Mstep: Class 2 contains 132579 members Entering Unmasked Estep Score: -34125188.000000 Penalty: 14640.954102 Iteration 14Q: 3 clusters Score -3.412519e+07 nChanged 4991 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17556 members Mstep: Class 2 contains 137540 members Entering Unmasked Estep Score: -34128244.000000 Penalty: 14640.954102 Iteration 15Q: 3 clusters Score -3.412824e+07 nChanged 4188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13388 members Mstep: Class 2 contains 141708 members Entering Unmasked Estep Score: -34130776.000000 Penalty: 14640.954102 Iteration 16Q: 3 clusters Score -3.413078e+07 nChanged 3279 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10131 members Mstep: Class 2 contains 144965 members Entering Unmasked Estep Score: -34132524.000000 Penalty: 14640.954102 Iteration 17Q: 3 clusters Score -3.413252e+07 nChanged 2465 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7724 members Mstep: Class 2 contains 147372 members Entering Unmasked Estep Score: -34133684.000000 Penalty: 14640.954102 Iteration 18Q: 3 clusters Score -3.413368e+07 nChanged 1815 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5983 members Mstep: Class 2 contains 149113 members Entering Unmasked Estep Score: -34134824.000000 Penalty: 14640.954102 Iteration 19Q: 3 clusters Score -3.413482e+07 nChanged 1252 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4803 members Mstep: Class 2 contains 150293 members Entering Unmasked Estep Score: -34135508.000000 Penalty: 14640.954102 Iteration 20F: 3 clusters Score -3.413551e+07 nChanged 907 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3942 members Mstep: Class 2 contains 151154 members Entering Unmasked Estep Score: -34135952.000000 Penalty: 14640.954102 Iteration 21Q: 3 clusters Score -3.413595e+07 nChanged 625 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3357 members Mstep: Class 2 contains 151739 members Entering Unmasked Estep Score: -34136268.000000 Penalty: 14640.954102 Iteration 22Q: 3 clusters Score -3.413627e+07 nChanged 464 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2923 members Mstep: Class 2 contains 152173 members Entering Unmasked Estep Score: -34136416.000000 Penalty: 14640.954102 Iteration 23Q: 3 clusters Score -3.413642e+07 nChanged 371 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2608 members Mstep: Class 2 contains 152488 members Entering Unmasked Estep Score: -34136596.000000 Penalty: 14640.954102 Iteration 24Q: 3 clusters Score -3.41366e+07 nChanged 261 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2385 members Mstep: Class 2 contains 152711 members Entering Unmasked Estep Score: -34136732.000000 Penalty: 14640.954102 Iteration 25Q: 3 clusters Score -3.413673e+07 nChanged 195 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2216 members Mstep: Class 2 contains 152880 members Entering Unmasked Estep Score: -34136792.000000 Penalty: 14640.954102 Iteration 26Q: 3 clusters Score -3.413679e+07 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2092 members Mstep: Class 2 contains 153004 members Entering Unmasked Estep Score: -34136824.000000 Penalty: 14640.954102 Iteration 27Q: 3 clusters Score -3.413682e+07 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1985 members Mstep: Class 2 contains 153111 members Entering Unmasked Estep Score: -34136932.000000 Penalty: 14640.954102 Iteration 28Q: 3 clusters Score -3.413693e+07 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1910 members Mstep: Class 2 contains 153186 members Entering Unmasked Estep Score: -34136972.000000 Penalty: 14640.954102 Iteration 29Q: 3 clusters Score -3.413697e+07 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1849 members Mstep: Class 2 contains 153247 members Entering Unmasked Estep Score: -34137008.000000 Penalty: 14640.954102 Iteration 30Q: 3 clusters Score -3.413701e+07 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1794 members Mstep: Class 2 contains 153302 members Entering Unmasked Estep Score: -34137040.000000 Penalty: 14640.954102 Iteration 31Q: 3 clusters Score -3.413704e+07 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1744 members Mstep: Class 2 contains 153352 members Entering Unmasked Estep Score: -34137084.000000 Penalty: 14640.954102 Iteration 32Q: 3 clusters Score -3.413708e+07 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1704 members Mstep: Class 2 contains 153392 members Entering Unmasked Estep Score: -34137148.000000 Penalty: 14640.954102 Iteration 33Q: 3 clusters Score -3.413715e+07 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1674 members Mstep: Class 2 contains 153422 members Entering Unmasked Estep Score: -34137184.000000 Penalty: 14640.954102 Iteration 34Q: 3 clusters Score -3.413718e+07 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1645 members Mstep: Class 2 contains 153451 members Entering Unmasked Estep Score: -34137164.000000 Penalty: 14640.954102 Iteration 35Q: 3 clusters Score -3.413716e+07 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1617 members Mstep: Class 2 contains 153479 members Entering Unmasked Estep Score: -34137200.000000 Penalty: 14640.954102 Iteration 36Q: 3 clusters Score -3.41372e+07 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1595 members Mstep: Class 2 contains 153501 members Entering Unmasked Estep Score: -34137176.000000 Penalty: 14640.954102 Iteration 37Q: 3 clusters Score -3.413718e+07 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1579 members Mstep: Class 2 contains 153517 members Entering Unmasked Estep Score: -34137196.000000 Penalty: 14640.954102 Iteration 38Q: 3 clusters Score -3.41372e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1566 members Mstep: Class 2 contains 153530 members Entering Unmasked Estep Score: -34137208.000000 Penalty: 14640.954102 Iteration 39Q: 3 clusters Score -3.413721e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1554 members Mstep: Class 2 contains 153542 members Entering Unmasked Estep Score: -34137220.000000 Penalty: 14640.954102 Iteration 40F: 3 clusters Score -3.413722e+07 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1544 members Mstep: Class 2 contains 153552 members Entering Unmasked Estep Score: -34137228.000000 Penalty: 14640.954102 Iteration 41Q: 3 clusters Score -3.413723e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1535 members Mstep: Class 2 contains 153561 members Entering Unmasked Estep Score: -34137264.000000 Penalty: 14640.954102 Iteration 42Q: 3 clusters Score -3.413726e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1526 members Mstep: Class 2 contains 153570 members Entering Unmasked Estep Score: -34137248.000000 Penalty: 14640.954102 Iteration 43Q: 3 clusters Score -3.413725e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1518 members Mstep: Class 2 contains 153578 members Entering Unmasked Estep Score: -34137280.000000 Penalty: 14640.954102 Iteration 44Q: 3 clusters Score -3.413728e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1508 members Mstep: Class 2 contains 153588 members Entering Unmasked Estep Score: -34137280.000000 Penalty: 14640.954102 Iteration 45Q: 3 clusters Score -3.413728e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1505 members Mstep: Class 2 contains 153591 members Entering Unmasked Estep Score: -34137288.000000 Penalty: 14640.954102 Iteration 46Q: 3 clusters Score -3.413729e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1496 members Mstep: Class 2 contains 153600 members Entering Unmasked Estep Score: -34137292.000000 Penalty: 14640.954102 Iteration 47Q: 3 clusters Score -3.413729e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1490 members Mstep: Class 2 contains 153606 members Entering Unmasked Estep Score: -34137276.000000 Penalty: 14640.954102 Iteration 48Q: 3 clusters Score -3.413728e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1484 members Mstep: Class 2 contains 153612 members Entering Unmasked Estep Score: -34137276.000000 Penalty: 14640.954102 Iteration 49Q: 3 clusters Score -3.413728e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1480 members Mstep: Class 2 contains 153616 members Entering Unmasked Estep Score: -34137284.000000 Penalty: 14640.954102 Iteration 50Q: 3 clusters Score -3.413728e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1475 members Mstep: Class 2 contains 153621 members Entering Unmasked Estep Score: -34137292.000000 Penalty: 14640.954102 Iteration 51Q: 3 clusters Score -3.413729e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1473 members Mstep: Class 2 contains 153623 members Entering Unmasked Estep Score: -34137280.000000 Penalty: 14640.954102 Iteration 52Q: 3 clusters Score -3.413728e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1471 members Mstep: Class 2 contains 153625 members Entering Unmasked Estep Score: -34137276.000000 Penalty: 14640.954102 Iteration 53Q: 3 clusters Score -3.413728e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1469 members Mstep: Class 2 contains 153627 members Entering Unmasked Estep Score: -34137284.000000 Penalty: 14640.954102 Iteration 54Q: 3 clusters Score -3.413728e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1468 members Mstep: Class 2 contains 153628 members Entering Unmasked Estep Score: -34137284.000000 Penalty: 14640.954102 Iteration 55Q: 3 clusters Score -3.413728e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1468 members Mstep: Class 2 contains 153628 members Entering Unmasked Estep Score: -34137284.000000 Penalty: 14640.954102 Iteration 56F: 3 clusters Score -3.413728e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (7754 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7754 members Entering Unmasked Estep Score: -1624209.500000 Penalty: 5485.527832 Iteration 0F: 2 clusters Score -1624210 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3894 members Mstep: Class 2 contains 3860 members Entering Unmasked Estep Score: -1615297.000000 Penalty: 10971.055664 Iteration 0F: 3 clusters Score -1615297 nChanged 2688 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3936 members Mstep: Class 2 contains 3818 members Entering Unmasked Estep Score: -1617042.375000 Penalty: 10971.055664 Iteration 1F: 3 clusters Score -1617042 nChanged 575 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3925 members Mstep: Class 2 contains 3829 members Entering Unmasked Estep Score: -1617441.750000 Penalty: 10971.055664 Iteration 2F: 3 clusters Score -1617442 nChanged 347 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3940 members Mstep: Class 2 contains 3814 members Entering Unmasked Estep Score: -1617679.625000 Penalty: 10971.055664 Iteration 3Q: 3 clusters Score -1617680 nChanged 241 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3971 members Mstep: Class 2 contains 3783 members Entering Unmasked Estep Score: -1617862.875000 Penalty: 10971.055664 Iteration 4Q: 3 clusters Score -1617863 nChanged 216 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4001 members Mstep: Class 2 contains 3753 members Entering Unmasked Estep Score: -1618054.125000 Penalty: 10971.055664 Iteration 5Q: 3 clusters Score -1618054 nChanged 202 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4033 members Mstep: Class 2 contains 3721 members Entering Unmasked Estep Score: -1618243.750000 Penalty: 10971.055664 Iteration 6Q: 3 clusters Score -1618244 nChanged 194 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4045 members Mstep: Class 2 contains 3709 members Entering Unmasked Estep Score: -1618368.500000 Penalty: 10971.055664 Iteration 7Q: 3 clusters Score -1618368 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4061 members Mstep: Class 2 contains 3693 members Entering Unmasked Estep Score: -1618461.875000 Penalty: 10971.055664 Iteration 8Q: 3 clusters Score -1618462 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4074 members Mstep: Class 2 contains 3680 members Entering Unmasked Estep Score: -1618548.375000 Penalty: 10971.055664 Iteration 9Q: 3 clusters Score -1618548 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4084 members Mstep: Class 2 contains 3670 members Entering Unmasked Estep Score: -1618636.125000 Penalty: 10971.055664 Iteration 10Q: 3 clusters Score -1618636 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4068 members Mstep: Class 2 contains 3686 members Entering Unmasked Estep Score: -1618713.625000 Penalty: 10971.055664 Iteration 11Q: 3 clusters Score -1618714 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4040 members Mstep: Class 2 contains 3714 members Entering Unmasked Estep Score: -1618778.250000 Penalty: 10971.055664 Iteration 12Q: 3 clusters Score -1618778 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4017 members Mstep: Class 2 contains 3737 members Entering Unmasked Estep Score: -1618838.750000 Penalty: 10971.055664 Iteration 13Q: 3 clusters Score -1618839 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3986 members Mstep: Class 2 contains 3768 members Entering Unmasked Estep Score: -1618891.875000 Penalty: 10971.055664 Iteration 14Q: 3 clusters Score -1618892 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3943 members Mstep: Class 2 contains 3811 members Entering Unmasked Estep Score: -1618959.000000 Penalty: 10971.055664 Iteration 15Q: 3 clusters Score -1618959 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3919 members Mstep: Class 2 contains 3835 members Entering Unmasked Estep Score: -1619013.500000 Penalty: 10971.055664 Iteration 16Q: 3 clusters Score -1619014 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3905 members Mstep: Class 2 contains 3849 members Entering Unmasked Estep Score: -1619068.875000 Penalty: 10971.055664 Iteration 17Q: 3 clusters Score -1619069 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3868 members Mstep: Class 2 contains 3886 members Entering Unmasked Estep Score: -1619110.750000 Penalty: 10971.055664 Iteration 18Q: 3 clusters Score -1619111 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3839 members Mstep: Class 2 contains 3915 members Entering Unmasked Estep Score: -1619145.250000 Penalty: 10971.055664 Iteration 19Q: 3 clusters Score -1619145 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3795 members Mstep: Class 2 contains 3959 members Entering Unmasked Estep Score: -1619187.625000 Penalty: 10971.055664 Iteration 20F: 3 clusters Score -1619188 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3757 members Mstep: Class 2 contains 3997 members Entering Unmasked Estep Score: -1619230.500000 Penalty: 10971.055664 Iteration 21Q: 3 clusters Score -1619230 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3703 members Mstep: Class 2 contains 4051 members Entering Unmasked Estep Score: -1619281.250000 Penalty: 10971.055664 Iteration 22Q: 3 clusters Score -1619281 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3660 members Mstep: Class 2 contains 4094 members Entering Unmasked Estep Score: -1619327.000000 Penalty: 10971.055664 Iteration 23Q: 3 clusters Score -1619327 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3604 members Mstep: Class 2 contains 4150 members Entering Unmasked Estep Score: -1619388.625000 Penalty: 10971.055664 Iteration 24Q: 3 clusters Score -1619389 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3546 members Mstep: Class 2 contains 4208 members Entering Unmasked Estep Score: -1619448.250000 Penalty: 10971.055664 Iteration 25Q: 3 clusters Score -1619448 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3490 members Mstep: Class 2 contains 4264 members Entering Unmasked Estep Score: -1619508.875000 Penalty: 10971.055664 Iteration 26Q: 3 clusters Score -1619509 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3444 members Mstep: Class 2 contains 4310 members Entering Unmasked Estep Score: -1619564.750000 Penalty: 10971.055664 Iteration 27Q: 3 clusters Score -1619565 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3399 members Mstep: Class 2 contains 4355 members Entering Unmasked Estep Score: -1619611.500000 Penalty: 10971.055664 Iteration 28Q: 3 clusters Score -1619612 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3360 members Mstep: Class 2 contains 4394 members Entering Unmasked Estep Score: -1619668.875000 Penalty: 10971.055664 Iteration 29Q: 3 clusters Score -1619669 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3322 members Mstep: Class 2 contains 4432 members Entering Unmasked Estep Score: -1619723.875000 Penalty: 10971.055664 Iteration 30Q: 3 clusters Score -1619724 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3285 members Mstep: Class 2 contains 4469 members Entering Unmasked Estep Score: -1619766.875000 Penalty: 10971.055664 Iteration 31Q: 3 clusters Score -1619767 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3252 members Mstep: Class 2 contains 4502 members Entering Unmasked Estep Score: -1619803.000000 Penalty: 10971.055664 Iteration 32Q: 3 clusters Score -1619803 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3211 members Mstep: Class 2 contains 4543 members Entering Unmasked Estep Score: -1619837.750000 Penalty: 10971.055664 Iteration 33Q: 3 clusters Score -1619838 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3176 members Mstep: Class 2 contains 4578 members Entering Unmasked Estep Score: -1619864.250000 Penalty: 10971.055664 Iteration 34Q: 3 clusters Score -1619864 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3139 members Mstep: Class 2 contains 4615 members Entering Unmasked Estep Score: -1619890.000000 Penalty: 10971.055664 Iteration 35Q: 3 clusters Score -1619890 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3109 members Mstep: Class 2 contains 4645 members Entering Unmasked Estep Score: -1619913.750000 Penalty: 10971.055664 Iteration 36Q: 3 clusters Score -1619914 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3072 members Mstep: Class 2 contains 4682 members Entering Unmasked Estep Score: -1619941.000000 Penalty: 10971.055664 Iteration 37Q: 3 clusters Score -1619941 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3034 members Mstep: Class 2 contains 4720 members Entering Unmasked Estep Score: -1619965.375000 Penalty: 10971.055664 Iteration 38Q: 3 clusters Score -1619965 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3020 members Mstep: Class 2 contains 4734 members Entering Unmasked Estep Score: -1619981.000000 Penalty: 10971.055664 Iteration 39Q: 3 clusters Score -1619981 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2993 members Mstep: Class 2 contains 4761 members Entering Unmasked Estep Score: -1620004.375000 Penalty: 10971.055664 Iteration 40F: 3 clusters Score -1620004 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2970 members Mstep: Class 2 contains 4784 members Entering Unmasked Estep Score: -1620024.125000 Penalty: 10971.055664 Iteration 41Q: 3 clusters Score -1620024 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2952 members Mstep: Class 2 contains 4802 members Entering Unmasked Estep Score: -1620034.250000 Penalty: 10971.055664 Iteration 42Q: 3 clusters Score -1620034 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2937 members Mstep: Class 2 contains 4817 members Entering Unmasked Estep Score: -1620048.375000 Penalty: 10971.055664 Iteration 43Q: 3 clusters Score -1620048 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2924 members Mstep: Class 2 contains 4830 members Entering Unmasked Estep Score: -1620064.750000 Penalty: 10971.055664 Iteration 44Q: 3 clusters Score -1620065 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2906 members Mstep: Class 2 contains 4848 members Entering Unmasked Estep Score: -1620077.500000 Penalty: 10971.055664 Iteration 45Q: 3 clusters Score -1620078 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2885 members Mstep: Class 2 contains 4869 members Entering Unmasked Estep Score: -1620094.250000 Penalty: 10971.055664 Iteration 46Q: 3 clusters Score -1620094 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2873 members Mstep: Class 2 contains 4881 members Entering Unmasked Estep Score: -1620100.875000 Penalty: 10971.055664 Iteration 47Q: 3 clusters Score -1620101 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2859 members Mstep: Class 2 contains 4895 members Entering Unmasked Estep Score: -1620111.125000 Penalty: 10971.055664 Iteration 48Q: 3 clusters Score -1620111 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2847 members Mstep: Class 2 contains 4907 members Entering Unmasked Estep Score: -1620118.875000 Penalty: 10971.055664 Iteration 49Q: 3 clusters Score -1620119 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2838 members Mstep: Class 2 contains 4916 members Entering Unmasked Estep Score: -1620124.625000 Penalty: 10971.055664 Iteration 50Q: 3 clusters Score -1620125 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2829 members Mstep: Class 2 contains 4925 members Entering Unmasked Estep Score: -1620129.750000 Penalty: 10971.055664 Iteration 51Q: 3 clusters Score -1620130 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2820 members Mstep: Class 2 contains 4934 members Entering Unmasked Estep Score: -1620136.000000 Penalty: 10971.055664 Iteration 52Q: 3 clusters Score -1620136 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2810 members Mstep: Class 2 contains 4944 members Entering Unmasked Estep Score: -1620140.000000 Penalty: 10971.055664 Iteration 53Q: 3 clusters Score -1620140 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2804 members Mstep: Class 2 contains 4950 members Entering Unmasked Estep Score: -1620140.750000 Penalty: 10971.055664 Iteration 54Q: 3 clusters Score -1620141 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2799 members Mstep: Class 2 contains 4955 members Entering Unmasked Estep Score: -1620141.625000 Penalty: 10971.055664 Iteration 55Q: 3 clusters Score -1620142 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2791 members Mstep: Class 2 contains 4963 members Entering Unmasked Estep Score: -1620149.375000 Penalty: 10971.055664 Iteration 56Q: 3 clusters Score -1620149 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2787 members Mstep: Class 2 contains 4967 members Entering Unmasked Estep Score: -1620152.625000 Penalty: 10971.055664 Iteration 57Q: 3 clusters Score -1620153 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2782 members Mstep: Class 2 contains 4972 members Entering Unmasked Estep Score: -1620151.125000 Penalty: 10971.055664 Iteration 58Q: 3 clusters Score -1620151 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2776 members Mstep: Class 2 contains 4978 members Entering Unmasked Estep Score: -1620155.250000 Penalty: 10971.055664 Iteration 59Q: 3 clusters Score -1620155 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2774 members Mstep: Class 2 contains 4980 members Entering Unmasked Estep Score: -1620158.250000 Penalty: 10971.055664 Iteration 60F: 3 clusters Score -1620158 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2772 members Mstep: Class 2 contains 4982 members Entering Unmasked Estep Score: -1620158.875000 Penalty: 10971.055664 Iteration 61Q: 3 clusters Score -1620159 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2770 members Mstep: Class 2 contains 4984 members Entering Unmasked Estep Score: -1620156.500000 Penalty: 10971.055664 Iteration 62Q: 3 clusters Score -1620156 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2767 members Mstep: Class 2 contains 4987 members Entering Unmasked Estep Score: -1620158.750000 Penalty: 10971.055664 Iteration 63Q: 3 clusters Score -1620159 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2765 members Mstep: Class 2 contains 4989 members Entering Unmasked Estep Score: -1620161.000000 Penalty: 10971.055664 Iteration 64Q: 3 clusters Score -1620161 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2763 members Mstep: Class 2 contains 4991 members Entering Unmasked Estep Score: -1620162.500000 Penalty: 10971.055664 Iteration 65Q: 3 clusters Score -1620162 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2760 members Mstep: Class 2 contains 4994 members Entering Unmasked Estep Score: -1620165.875000 Penalty: 10971.055664 Iteration 66Q: 3 clusters Score -1620166 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2758 members Mstep: Class 2 contains 4996 members Entering Unmasked Estep Score: -1620165.500000 Penalty: 10971.055664 Iteration 67Q: 3 clusters Score -1620166 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2758 members Mstep: Class 2 contains 4996 members Entering Unmasked Estep Score: -1620165.500000 Penalty: 10971.055664 Iteration 68F: 3 clusters Score -1620166 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (1383 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1383 members Entering Unmasked Estep Score: -265046.562500 Penalty: 4429.606445 Iteration 0F: 2 clusters Score -265046.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 629 members Mstep: Class 2 contains 754 members Entering Unmasked Estep Score: -260736.578125 Penalty: 8859.212891 Iteration 0F: 3 clusters Score -260736.6 nChanged 290 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 677 members Mstep: Class 2 contains 706 members Entering Unmasked Estep Score: -261501.109375 Penalty: 8859.212891 Iteration 1F: 3 clusters Score -261501.1 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 727 members Mstep: Class 2 contains 656 members Entering Unmasked Estep Score: -261943.843750 Penalty: 8859.212891 Iteration 2F: 3 clusters Score -261943.8 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 783 members Mstep: Class 2 contains 600 members Entering Unmasked Estep Score: -262428.031250 Penalty: 8859.212891 Iteration 3F: 3 clusters Score -262428 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 857 members Mstep: Class 2 contains 526 members Entering Unmasked Estep Score: -263073.531250 Penalty: 8859.212891 Iteration 4F: 3 clusters Score -263073.5 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 915 members Mstep: Class 2 contains 468 members Entering Unmasked Estep Score: -263814.437500 Penalty: 8859.212891 Iteration 5F: 3 clusters Score -263814.4 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 965 members Mstep: Class 2 contains 418 members Entering Unmasked Estep Score: -264307.187500 Penalty: 8859.212891 Iteration 6F: 3 clusters Score -264307.2 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1000 members Mstep: Class 2 contains 383 members Entering Unmasked Estep Score: -264445.156250 Penalty: 8859.212891 Iteration 7Q: 3 clusters Score -264445.2 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1014 members Mstep: Class 2 contains 369 members Entering Unmasked Estep Score: -264503.156250 Penalty: 8859.212891 Iteration 8Q: 3 clusters Score -264503.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1019 members Mstep: Class 2 contains 364 members Entering Unmasked Estep Score: -264533.937500 Penalty: 8859.212891 Iteration 9Q: 3 clusters Score -264533.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1023 members Mstep: Class 2 contains 360 members Entering Unmasked Estep Score: -264560.187500 Penalty: 8859.212891 Iteration 10Q: 3 clusters Score -264560.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1024 members Mstep: Class 2 contains 359 members Entering Unmasked Estep Score: -264581.375000 Penalty: 8859.212891 Iteration 11Q: 3 clusters Score -264581.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1026 members Mstep: Class 2 contains 357 members Entering Unmasked Estep Score: -264602.781250 Penalty: 8859.212891 Iteration 12Q: 3 clusters Score -264602.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1028 members Mstep: Class 2 contains 355 members Entering Unmasked Estep Score: -264621.031250 Penalty: 8859.212891 Iteration 13Q: 3 clusters Score -264621 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1029 members Mstep: Class 2 contains 354 members Entering Unmasked Estep Score: -264629.093750 Penalty: 8859.212891 Iteration 14Q: 3 clusters Score -264629.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1031 members Mstep: Class 2 contains 352 members Entering Unmasked Estep Score: -264637.625000 Penalty: 8859.212891 Iteration 15Q: 3 clusters Score -264637.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1034 members Mstep: Class 2 contains 349 members Entering Unmasked Estep Score: -264647.593750 Penalty: 8859.212891 Iteration 16Q: 3 clusters Score -264647.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1035 members Mstep: Class 2 contains 348 members Entering Unmasked Estep Score: -264650.656250 Penalty: 8859.212891 Iteration 17Q: 3 clusters Score -264650.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1037 members Mstep: Class 2 contains 346 members Entering Unmasked Estep Score: -264655.781250 Penalty: 8859.212891 Iteration 18Q: 3 clusters Score -264655.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1037 members Mstep: Class 2 contains 346 members Entering Unmasked Estep Score: -264655.781250 Penalty: 8859.212891 Iteration 19F: 3 clusters Score -264655.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (2092 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2092 members Entering Unmasked Estep Score: -443112.500000 Penalty: 4683.099121 Iteration 0F: 2 clusters Score -443112.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1030 members Mstep: Class 2 contains 1062 members Entering Unmasked Estep Score: -438148.812500 Penalty: 9366.198242 Iteration 0F: 3 clusters Score -438148.8 nChanged 505 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 947 members Mstep: Class 2 contains 1145 members Entering Unmasked Estep Score: -439264.187500 Penalty: 9366.198242 Iteration 1F: 3 clusters Score -439264.2 nChanged 262 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 831 members Mstep: Class 2 contains 1261 members Entering Unmasked Estep Score: -440632.656250 Penalty: 9366.198242 Iteration 2F: 3 clusters Score -440632.7 nChanged 293 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 690 members Mstep: Class 2 contains 1402 members Entering Unmasked Estep Score: -442813.593750 Penalty: 9366.198242 Iteration 3F: 3 clusters Score -442813.6 nChanged 242 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 590 members Mstep: Class 2 contains 1502 members Entering Unmasked Estep Score: -444455.062500 Penalty: 9366.198242 Iteration 4F: 3 clusters Score -444455.1 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 598 members Mstep: Class 2 contains 1494 members Entering Unmasked Estep Score: -445152.125000 Penalty: 9366.198242 Iteration 5F: 3 clusters Score -445152.1 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 623 members Mstep: Class 2 contains 1469 members Entering Unmasked Estep Score: -445427.312500 Penalty: 9366.198242 Iteration 6Q: 3 clusters Score -445427.3 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 643 members Mstep: Class 2 contains 1449 members Entering Unmasked Estep Score: -445519.375000 Penalty: 9366.198242 Iteration 7Q: 3 clusters Score -445519.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 648 members Mstep: Class 2 contains 1444 members Entering Unmasked Estep Score: -445531.968750 Penalty: 9366.198242 Iteration 8Q: 3 clusters Score -445532 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 649 members Mstep: Class 2 contains 1443 members Entering Unmasked Estep Score: -445535.406250 Penalty: 9366.198242 Iteration 9Q: 3 clusters Score -445535.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 649 members Mstep: Class 2 contains 1443 members Entering Unmasked Estep Score: -445535.406250 Penalty: 9366.198242 Iteration 10F: 3 clusters Score -445535.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 37 members Mstep: Class 1 contains 155096 members Mstep: Class 2 contains 7754 members Mstep: Class 3 contains 1383 members Mstep: Class 4 contains 649 members Mstep: Class 5 contains 47962 members Mstep: Class 6 contains 1071 members Mstep: Class 7 contains 26683 members Mstep: Class 8 contains 897 members Mstep: Class 9 contains 654 members Mstep: Class 10 contains 157342 members Mstep: Class 11 contains 135181 members Mstep: Class 12 contains 652 members Mstep: Class 13 contains 15040 members Mstep: Class 14 contains 26225 members Mstep: Class 15 contains 43221 members Mstep: Class 16 contains 6885 members Mstep: Class 17 contains 4633 members Mstep: Class 18 contains 10664 members Mstep: Class 19 contains 1133 members Mstep: Class 20 contains 309 members Mstep: Class 21 contains 33376 members Mstep: Class 22 contains 748 members Mstep: Class 23 contains 1443 members Entering Unmasked Estep Score: -147575360.000000 Penalty: 189173.046875 Splitting cluster 4 changes total score from -147576560.000000 to -147575360.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 5 (47962 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47962 members Entering Unmasked Estep Score: -10601418.000000 Penalty: 6601.625488 Iteration 0F: 2 clusters Score -1.060142e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24012 members Mstep: Class 2 contains 23950 members Entering Unmasked Estep Score: -10567072.000000 Penalty: 13203.250977 Iteration 0F: 3 clusters Score -1.056707e+07 nChanged 21000 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24110 members Mstep: Class 2 contains 23852 members Entering Unmasked Estep Score: -10578207.000000 Penalty: 13203.250977 Iteration 1F: 3 clusters Score -1.057821e+07 nChanged 2391 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24167 members Mstep: Class 2 contains 23795 members Entering Unmasked Estep Score: -10578996.000000 Penalty: 13203.250977 Iteration 2Q: 3 clusters Score -1.0579e+07 nChanged 1995 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24186 members Mstep: Class 2 contains 23776 members Entering Unmasked Estep Score: -10579642.000000 Penalty: 13203.250977 Iteration 3Q: 3 clusters Score -1.057964e+07 nChanged 1718 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24138 members Mstep: Class 2 contains 23824 members Entering Unmasked Estep Score: -10580178.000000 Penalty: 13203.250977 Iteration 4Q: 3 clusters Score -1.058018e+07 nChanged 1621 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24025 members Mstep: Class 2 contains 23937 members Entering Unmasked Estep Score: -10580915.000000 Penalty: 13203.250977 Iteration 5Q: 3 clusters Score -1.058092e+07 nChanged 1761 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23782 members Mstep: Class 2 contains 24180 members Entering Unmasked Estep Score: -10581709.000000 Penalty: 13203.250977 Iteration 6Q: 3 clusters Score -1.058171e+07 nChanged 1900 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23408 members Mstep: Class 2 contains 24554 members Entering Unmasked Estep Score: -10582528.000000 Penalty: 13203.250977 Iteration 7Q: 3 clusters Score -1.058253e+07 nChanged 2018 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22752 members Mstep: Class 2 contains 25210 members Entering Unmasked Estep Score: -10583399.000000 Penalty: 13203.250977 Iteration 8Q: 3 clusters Score -1.05834e+07 nChanged 2124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21882 members Mstep: Class 2 contains 26080 members Entering Unmasked Estep Score: -10584410.000000 Penalty: 13203.250977 Iteration 9Q: 3 clusters Score -1.058441e+07 nChanged 2244 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20752 members Mstep: Class 2 contains 27210 members Entering Unmasked Estep Score: -10585543.000000 Penalty: 13203.250977 Iteration 10Q: 3 clusters Score -1.058554e+07 nChanged 2195 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19497 members Mstep: Class 2 contains 28465 members Entering Unmasked Estep Score: -10586707.000000 Penalty: 13203.250977 Iteration 11Q: 3 clusters Score -1.058671e+07 nChanged 2216 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18133 members Mstep: Class 2 contains 29829 members Entering Unmasked Estep Score: -10587855.000000 Penalty: 13203.250977 Iteration 12Q: 3 clusters Score -1.058786e+07 nChanged 2094 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16731 members Mstep: Class 2 contains 31231 members Entering Unmasked Estep Score: -10588918.000000 Penalty: 13203.250977 Iteration 13Q: 3 clusters Score -1.058892e+07 nChanged 2031 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15336 members Mstep: Class 2 contains 32626 members Entering Unmasked Estep Score: -10590148.000000 Penalty: 13203.250977 Iteration 14Q: 3 clusters Score -1.059015e+07 nChanged 1896 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14050 members Mstep: Class 2 contains 33912 members Entering Unmasked Estep Score: -10591416.000000 Penalty: 13203.250977 Iteration 15Q: 3 clusters Score -1.059142e+07 nChanged 1644 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13006 members Mstep: Class 2 contains 34956 members Entering Unmasked Estep Score: -10592533.000000 Penalty: 13203.250977 Iteration 16Q: 3 clusters Score -1.059253e+07 nChanged 1434 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12190 members Mstep: Class 2 contains 35772 members Entering Unmasked Estep Score: -10593484.000000 Penalty: 13203.250977 Iteration 17Q: 3 clusters Score -1.059348e+07 nChanged 1273 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11627 members Mstep: Class 2 contains 36335 members Entering Unmasked Estep Score: -10594316.000000 Penalty: 13203.250977 Iteration 18Q: 3 clusters Score -1.059432e+07 nChanged 1216 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11241 members Mstep: Class 2 contains 36721 members Entering Unmasked Estep Score: -10595247.000000 Penalty: 13203.250977 Iteration 19Q: 3 clusters Score -1.059525e+07 nChanged 1110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11037 members Mstep: Class 2 contains 36925 members Entering Unmasked Estep Score: -10596049.000000 Penalty: 13203.250977 Iteration 20F: 3 clusters Score -1.059605e+07 nChanged 1044 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10973 members Mstep: Class 2 contains 36989 members Entering Unmasked Estep Score: -10596983.000000 Penalty: 13203.250977 Iteration 21Q: 3 clusters Score -1.059698e+07 nChanged 998 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10989 members Mstep: Class 2 contains 36973 members Entering Unmasked Estep Score: -10598011.000000 Penalty: 13203.250977 Iteration 22Q: 3 clusters Score -1.059801e+07 nChanged 905 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11030 members Mstep: Class 2 contains 36932 members Entering Unmasked Estep Score: -10598858.000000 Penalty: 13203.250977 Iteration 23Q: 3 clusters Score -1.059886e+07 nChanged 783 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11111 members Mstep: Class 2 contains 36851 members Entering Unmasked Estep Score: -10599406.000000 Penalty: 13203.250977 Iteration 24Q: 3 clusters Score -1.059941e+07 nChanged 572 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11211 members Mstep: Class 2 contains 36751 members Entering Unmasked Estep Score: -10599727.000000 Penalty: 13203.250977 Iteration 25Q: 3 clusters Score -1.059973e+07 nChanged 425 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11312 members Mstep: Class 2 contains 36650 members Entering Unmasked Estep Score: -10599851.000000 Penalty: 13203.250977 Iteration 26Q: 3 clusters Score -1.059985e+07 nChanged 251 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11395 members Mstep: Class 2 contains 36567 members Entering Unmasked Estep Score: -10599905.000000 Penalty: 13203.250977 Iteration 27Q: 3 clusters Score -1.05999e+07 nChanged 174 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11457 members Mstep: Class 2 contains 36505 members Entering Unmasked Estep Score: -10599939.000000 Penalty: 13203.250977 Iteration 28Q: 3 clusters Score -1.059994e+07 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11501 members Mstep: Class 2 contains 36461 members Entering Unmasked Estep Score: -10599969.000000 Penalty: 13203.250977 Iteration 29Q: 3 clusters Score -1.059997e+07 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11530 members Mstep: Class 2 contains 36432 members Entering Unmasked Estep Score: -10599971.000000 Penalty: 13203.250977 Iteration 30Q: 3 clusters Score -1.059997e+07 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11552 members Mstep: Class 2 contains 36410 members Entering Unmasked Estep Score: -10599991.000000 Penalty: 13203.250977 Iteration 31Q: 3 clusters Score -1.059999e+07 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11568 members Mstep: Class 2 contains 36394 members Entering Unmasked Estep Score: -10599967.000000 Penalty: 13203.250977 Iteration 32Q: 3 clusters Score -1.059997e+07 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11582 members Mstep: Class 2 contains 36380 members Entering Unmasked Estep Score: -10600012.000000 Penalty: 13203.250977 Iteration 33Q: 3 clusters Score -1.060001e+07 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11588 members Mstep: Class 2 contains 36374 members Entering Unmasked Estep Score: -10600004.000000 Penalty: 13203.250977 Iteration 34Q: 3 clusters Score -1.06e+07 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11605 members Mstep: Class 2 contains 36357 members Entering Unmasked Estep Score: -10600022.000000 Penalty: 13203.250977 Iteration 35Q: 3 clusters Score -1.060002e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11614 members Mstep: Class 2 contains 36348 members Entering Unmasked Estep Score: -10600009.000000 Penalty: 13203.250977 Iteration 36Q: 3 clusters Score -1.060001e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11614 members Mstep: Class 2 contains 36348 members Entering Unmasked Estep Score: -10600005.000000 Penalty: 13203.250977 Iteration 37Q: 3 clusters Score -1.06e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11617 members Mstep: Class 2 contains 36345 members Entering Unmasked Estep Score: -10600010.000000 Penalty: 13203.250977 Iteration 38Q: 3 clusters Score -1.060001e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11622 members Mstep: Class 2 contains 36340 members Entering Unmasked Estep Score: -10600011.000000 Penalty: 13203.250977 Iteration 39Q: 3 clusters Score -1.060001e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11623 members Mstep: Class 2 contains 36339 members Entering Unmasked Estep Score: -10600004.000000 Penalty: 13203.250977 Iteration 40F: 3 clusters Score -1.06e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11624 members Mstep: Class 2 contains 36338 members Entering Unmasked Estep Score: -10600002.000000 Penalty: 13203.250977 Iteration 41Q: 3 clusters Score -1.06e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11624 members Mstep: Class 2 contains 36338 members Entering Unmasked Estep Score: -10600002.000000 Penalty: 13203.250977 Iteration 42F: 3 clusters Score -1.06e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (1071 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1071 members Entering Unmasked Estep Score: -203033.281250 Penalty: 4273.013184 Iteration 0F: 2 clusters Score -203033.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 532 members Mstep: Class 2 contains 539 members Entering Unmasked Estep Score: -199161.421875 Penalty: 8546.026367 Iteration 0F: 3 clusters Score -199161.4 nChanged 203 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 550 members Entering Unmasked Estep Score: -200014.656250 Penalty: 8546.026367 Iteration 1F: 3 clusters Score -200014.7 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 514 members Mstep: Class 2 contains 557 members Entering Unmasked Estep Score: -200644.078125 Penalty: 8546.026367 Iteration 2F: 3 clusters Score -200644.1 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 503 members Mstep: Class 2 contains 568 members Entering Unmasked Estep Score: -201185.796875 Penalty: 8546.026367 Iteration 3F: 3 clusters Score -201185.8 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 471 members Mstep: Class 2 contains 600 members Entering Unmasked Estep Score: -201735.968750 Penalty: 8546.026367 Iteration 4F: 3 clusters Score -201736 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 464 members Mstep: Class 2 contains 607 members Entering Unmasked Estep Score: -202280.921875 Penalty: 8546.026367 Iteration 5Q: 3 clusters Score -202280.9 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 463 members Mstep: Class 2 contains 608 members Entering Unmasked Estep Score: -202378.296875 Penalty: 8546.026367 Iteration 6Q: 3 clusters Score -202378.3 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 459 members Mstep: Class 2 contains 612 members Entering Unmasked Estep Score: -202475.218750 Penalty: 8546.026367 Iteration 7Q: 3 clusters Score -202475.2 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 458 members Mstep: Class 2 contains 613 members Entering Unmasked Estep Score: -202651.671875 Penalty: 8546.026367 Iteration 8Q: 3 clusters Score -202651.7 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 457 members Mstep: Class 2 contains 614 members Entering Unmasked Estep Score: -202783.953125 Penalty: 8546.026367 Iteration 9Q: 3 clusters Score -202784 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 453 members Mstep: Class 2 contains 618 members Entering Unmasked Estep Score: -202805.921875 Penalty: 8546.026367 Iteration 10Q: 3 clusters Score -202805.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 450 members Mstep: Class 2 contains 621 members Entering Unmasked Estep Score: -202815.265625 Penalty: 8546.026367 Iteration 11Q: 3 clusters Score -202815.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 449 members Mstep: Class 2 contains 622 members Entering Unmasked Estep Score: -202824.765625 Penalty: 8546.026367 Iteration 12Q: 3 clusters Score -202824.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 447 members Mstep: Class 2 contains 624 members Entering Unmasked Estep Score: -202838.890625 Penalty: 8546.026367 Iteration 13Q: 3 clusters Score -202838.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 446 members Mstep: Class 2 contains 625 members Entering Unmasked Estep Score: -202843.312500 Penalty: 8546.026367 Iteration 14Q: 3 clusters Score -202843.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 446 members Mstep: Class 2 contains 625 members Entering Unmasked Estep Score: -202843.968750 Penalty: 8546.026367 Iteration 15F: 3 clusters Score -202844 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 447 members Mstep: Class 2 contains 624 members Entering Unmasked Estep Score: -202850.171875 Penalty: 8546.026367 Iteration 16Q: 3 clusters Score -202850.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 448 members Mstep: Class 2 contains 623 members Entering Unmasked Estep Score: -202855.703125 Penalty: 8546.026367 Iteration 17Q: 3 clusters Score -202855.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 449 members Mstep: Class 2 contains 622 members Entering Unmasked Estep Score: -202861.421875 Penalty: 8546.026367 Iteration 18Q: 3 clusters Score -202861.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 450 members Mstep: Class 2 contains 621 members Entering Unmasked Estep Score: -202864.140625 Penalty: 8546.026367 Iteration 19Q: 3 clusters Score -202864.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 450 members Mstep: Class 2 contains 621 members Entering Unmasked Estep Score: -202864.140625 Penalty: 8546.026367 Iteration 20F: 3 clusters Score -202864.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (26683 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26683 members Entering Unmasked Estep Score: -5782020.500000 Penalty: 6242.466309 Iteration 0F: 2 clusters Score -5782020 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13365 members Mstep: Class 2 contains 13318 members Entering Unmasked Estep Score: -5761225.000000 Penalty: 12484.932617 Iteration 0F: 3 clusters Score -5761225 nChanged 11120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13491 members Mstep: Class 2 contains 13192 members Entering Unmasked Estep Score: -5767102.500000 Penalty: 12484.932617 Iteration 1F: 3 clusters Score -5767102 nChanged 1675 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13520 members Mstep: Class 2 contains 13163 members Entering Unmasked Estep Score: -5767874.500000 Penalty: 12484.932617 Iteration 2F: 3 clusters Score -5767874 nChanged 1415 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13643 members Mstep: Class 2 contains 13040 members Entering Unmasked Estep Score: -5768724.500000 Penalty: 12484.932617 Iteration 3F: 3 clusters Score -5768724 nChanged 1279 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13804 members Mstep: Class 2 contains 12879 members Entering Unmasked Estep Score: -5769546.000000 Penalty: 12484.932617 Iteration 4Q: 3 clusters Score -5769546 nChanged 1349 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14097 members Mstep: Class 2 contains 12586 members Entering Unmasked Estep Score: -5770351.500000 Penalty: 12484.932617 Iteration 5F: 3 clusters Score -5770352 nChanged 1250 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14513 members Mstep: Class 2 contains 12170 members Entering Unmasked Estep Score: -5771089.000000 Penalty: 12484.932617 Iteration 6Q: 3 clusters Score -5771089 nChanged 1309 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15152 members Mstep: Class 2 contains 11531 members Entering Unmasked Estep Score: -5771757.500000 Penalty: 12484.932617 Iteration 7Q: 3 clusters Score -5771758 nChanged 1255 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15915 members Mstep: Class 2 contains 10768 members Entering Unmasked Estep Score: -5772425.000000 Penalty: 12484.932617 Iteration 8Q: 3 clusters Score -5772425 nChanged 1267 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16840 members Mstep: Class 2 contains 9843 members Entering Unmasked Estep Score: -5773167.500000 Penalty: 12484.932617 Iteration 9Q: 3 clusters Score -5773168 nChanged 1188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17820 members Mstep: Class 2 contains 8863 members Entering Unmasked Estep Score: -5773871.500000 Penalty: 12484.932617 Iteration 10Q: 3 clusters Score -5773872 nChanged 1075 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18753 members Mstep: Class 2 contains 7930 members Entering Unmasked Estep Score: -5774467.000000 Penalty: 12484.932617 Iteration 11Q: 3 clusters Score -5774467 nChanged 936 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19601 members Mstep: Class 2 contains 7082 members Entering Unmasked Estep Score: -5774982.000000 Penalty: 12484.932617 Iteration 12Q: 3 clusters Score -5774982 nChanged 803 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20364 members Mstep: Class 2 contains 6319 members Entering Unmasked Estep Score: -5775464.500000 Penalty: 12484.932617 Iteration 13Q: 3 clusters Score -5775464 nChanged 682 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21018 members Mstep: Class 2 contains 5665 members Entering Unmasked Estep Score: -5775846.000000 Penalty: 12484.932617 Iteration 14Q: 3 clusters Score -5775846 nChanged 567 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21551 members Mstep: Class 2 contains 5132 members Entering Unmasked Estep Score: -5776160.500000 Penalty: 12484.932617 Iteration 15Q: 3 clusters Score -5776160 nChanged 482 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22023 members Mstep: Class 2 contains 4660 members Entering Unmasked Estep Score: -5776383.500000 Penalty: 12484.932617 Iteration 16Q: 3 clusters Score -5776384 nChanged 408 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22419 members Mstep: Class 2 contains 4264 members Entering Unmasked Estep Score: -5776596.000000 Penalty: 12484.932617 Iteration 17Q: 3 clusters Score -5776596 nChanged 389 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22800 members Mstep: Class 2 contains 3883 members Entering Unmasked Estep Score: -5776834.500000 Penalty: 12484.932617 Iteration 18Q: 3 clusters Score -5776834 nChanged 311 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23103 members Mstep: Class 2 contains 3580 members Entering Unmasked Estep Score: -5776999.000000 Penalty: 12484.932617 Iteration 19Q: 3 clusters Score -5776999 nChanged 267 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23364 members Mstep: Class 2 contains 3319 members Entering Unmasked Estep Score: -5777226.500000 Penalty: 12484.932617 Iteration 20F: 3 clusters Score -5777226 nChanged 241 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23599 members Mstep: Class 2 contains 3084 members Entering Unmasked Estep Score: -5777426.500000 Penalty: 12484.932617 Iteration 21Q: 3 clusters Score -5777426 nChanged 204 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23793 members Mstep: Class 2 contains 2890 members Entering Unmasked Estep Score: -5777678.000000 Penalty: 12484.932617 Iteration 22Q: 3 clusters Score -5777678 nChanged 179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23964 members Mstep: Class 2 contains 2719 members Entering Unmasked Estep Score: -5777892.500000 Penalty: 12484.932617 Iteration 23Q: 3 clusters Score -5777892 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24097 members Mstep: Class 2 contains 2586 members Entering Unmasked Estep Score: -5778012.500000 Penalty: 12484.932617 Iteration 24Q: 3 clusters Score -5778012 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24206 members Mstep: Class 2 contains 2477 members Entering Unmasked Estep Score: -5778065.500000 Penalty: 12484.932617 Iteration 25Q: 3 clusters Score -5778066 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24282 members Mstep: Class 2 contains 2401 members Entering Unmasked Estep Score: -5778120.500000 Penalty: 12484.932617 Iteration 26Q: 3 clusters Score -5778120 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24335 members Mstep: Class 2 contains 2348 members Entering Unmasked Estep Score: -5778139.500000 Penalty: 12484.932617 Iteration 27Q: 3 clusters Score -5778140 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24374 members Mstep: Class 2 contains 2309 members Entering Unmasked Estep Score: -5778154.500000 Penalty: 12484.932617 Iteration 28Q: 3 clusters Score -5778154 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24393 members Mstep: Class 2 contains 2290 members Entering Unmasked Estep Score: -5778166.500000 Penalty: 12484.932617 Iteration 29Q: 3 clusters Score -5778166 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24416 members Mstep: Class 2 contains 2267 members Entering Unmasked Estep Score: -5778162.500000 Penalty: 12484.932617 Iteration 30Q: 3 clusters Score -5778162 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24432 members Mstep: Class 2 contains 2251 members Entering Unmasked Estep Score: -5778174.500000 Penalty: 12484.932617 Iteration 31Q: 3 clusters Score -5778174 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24437 members Mstep: Class 2 contains 2246 members Entering Unmasked Estep Score: -5778175.000000 Penalty: 12484.932617 Iteration 32Q: 3 clusters Score -5778175 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24439 members Mstep: Class 2 contains 2244 members Entering Unmasked Estep Score: -5778178.500000 Penalty: 12484.932617 Iteration 33Q: 3 clusters Score -5778178 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24440 members Mstep: Class 2 contains 2243 members Entering Unmasked Estep Score: -5778183.000000 Penalty: 12484.932617 Iteration 34Q: 3 clusters Score -5778183 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24443 members Mstep: Class 2 contains 2240 members Entering Unmasked Estep Score: -5778182.500000 Penalty: 12484.932617 Iteration 35Q: 3 clusters Score -5778182 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24444 members Mstep: Class 2 contains 2239 members Entering Unmasked Estep Score: -5778177.000000 Penalty: 12484.932617 Iteration 36Q: 3 clusters Score -5778177 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24444 members Mstep: Class 2 contains 2239 members Entering Unmasked Estep Score: -5778177.000000 Penalty: 12484.932617 Iteration 37F: 3 clusters Score -5778177 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (897 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 897 members Entering Unmasked Estep Score: -167345.546875 Penalty: 4164.421875 Iteration 0F: 2 clusters Score -167345.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 452 members Mstep: Class 2 contains 445 members Entering Unmasked Estep Score: -163452.796875 Penalty: 8328.843750 Iteration 0F: 3 clusters Score -163452.8 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 466 members Mstep: Class 2 contains 431 members Entering Unmasked Estep Score: -163825.828125 Penalty: 8328.843750 Iteration 1F: 3 clusters Score -163825.8 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 476 members Mstep: Class 2 contains 421 members Entering Unmasked Estep Score: -164105.109375 Penalty: 8328.843750 Iteration 2Q: 3 clusters Score -164105.1 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 486 members Mstep: Class 2 contains 411 members Entering Unmasked Estep Score: -164342.578125 Penalty: 8328.843750 Iteration 3Q: 3 clusters Score -164342.6 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 488 members Mstep: Class 2 contains 409 members Entering Unmasked Estep Score: -164538.203125 Penalty: 8328.843750 Iteration 4Q: 3 clusters Score -164538.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 490 members Mstep: Class 2 contains 407 members Entering Unmasked Estep Score: -164822.484375 Penalty: 8328.843750 Iteration 5Q: 3 clusters Score -164822.5 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 515 members Mstep: Class 2 contains 382 members Entering Unmasked Estep Score: -165726.593750 Penalty: 8328.843750 Iteration 6Q: 3 clusters Score -165726.6 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 590 members Mstep: Class 2 contains 307 members Entering Unmasked Estep Score: -166069.515625 Penalty: 8328.843750 Iteration 7F: 3 clusters Score -166069.5 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 643 members Mstep: Class 2 contains 254 members Entering Unmasked Estep Score: -166355.000000 Penalty: 8328.843750 Iteration 8F: 3 clusters Score -166355 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 684 members Mstep: Class 2 contains 213 members Entering Unmasked Estep Score: -166618.375000 Penalty: 8328.843750 Iteration 9F: 3 clusters Score -166618.4 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 713 members Mstep: Class 2 contains 184 members Entering Unmasked Estep Score: -166798.546875 Penalty: 8328.843750 Iteration 10Q: 3 clusters Score -166798.5 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 728 members Mstep: Class 2 contains 169 members Entering Unmasked Estep Score: -167109.593750 Penalty: 8328.843750 Iteration 11Q: 3 clusters Score -167109.6 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 731 members Mstep: Class 2 contains 166 members Entering Unmasked Estep Score: -167461.593750 Penalty: 8328.843750 Iteration 12Q: 3 clusters Score -167461.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 738 members Mstep: Class 2 contains 159 members Entering Unmasked Estep Score: -167620.578125 Penalty: 8328.843750 Iteration 13Q: 3 clusters Score -167620.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 742 members Mstep: Class 2 contains 155 members Entering Unmasked Estep Score: -167719.953125 Penalty: 8328.843750 Iteration 14Q: 3 clusters Score -167720 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 746 members Mstep: Class 2 contains 151 members Entering Unmasked Estep Score: -167778.250000 Penalty: 8328.843750 Iteration 15Q: 3 clusters Score -167778.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 748 members Mstep: Class 2 contains 149 members Entering Unmasked Estep Score: -167798.906250 Penalty: 8328.843750 Iteration 16Q: 3 clusters Score -167798.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 750 members Mstep: Class 2 contains 147 members Entering Unmasked Estep Score: -167819.281250 Penalty: 8328.843750 Iteration 17Q: 3 clusters Score -167819.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 754 members Mstep: Class 2 contains 143 members Entering Unmasked Estep Score: -167860.703125 Penalty: 8328.843750 Iteration 18Q: 3 clusters Score -167860.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 757 members Mstep: Class 2 contains 140 members Entering Unmasked Estep Score: -167885.843750 Penalty: 8328.843750 Iteration 19Q: 3 clusters Score -167885.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 757 members Mstep: Class 2 contains 140 members Entering Unmasked Estep Score: -167887.156250 Penalty: 8328.843750 Iteration 20F: 3 clusters Score -167887.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 756 members Mstep: Class 2 contains 141 members Entering Unmasked Estep Score: -167906.171875 Penalty: 8328.843750 Iteration 21Q: 3 clusters Score -167906.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 756 members Mstep: Class 2 contains 141 members Entering Unmasked Estep Score: -167906.171875 Penalty: 8328.843750 Iteration 22F: 3 clusters Score -167906.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 37 members Mstep: Class 1 contains 155096 members Mstep: Class 2 contains 7754 members Mstep: Class 3 contains 1383 members Mstep: Class 4 contains 2092 members Mstep: Class 5 contains 47962 members Mstep: Class 6 contains 1071 members Mstep: Class 7 contains 26683 members Mstep: Class 8 contains 756 members Mstep: Class 9 contains 654 members Mstep: Class 10 contains 157342 members Mstep: Class 11 contains 135181 members Mstep: Class 12 contains 652 members Mstep: Class 13 contains 15040 members Mstep: Class 14 contains 26225 members Mstep: Class 15 contains 43221 members Mstep: Class 16 contains 6885 members Mstep: Class 17 contains 4633 members Mstep: Class 18 contains 10664 members Mstep: Class 19 contains 1133 members Mstep: Class 20 contains 309 members Mstep: Class 21 contains 33376 members Mstep: Class 22 contains 748 members Mstep: Class 23 contains 141 members Entering Unmasked Estep Score: -147573312.000000 Penalty: 189173.046875 Splitting cluster 8 changes total score from -147576560.000000 to -147573312.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 9 (654 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 654 members Entering Unmasked Estep Score: -115930.468750 Penalty: 3970.903320 Iteration 0F: 2 clusters Score -115930.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 346 members Mstep: Class 2 contains 308 members Entering Unmasked Estep Score: -112454.914062 Penalty: 7941.806641 Iteration 0F: 3 clusters Score -112454.9 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 278 members Mstep: Class 2 contains 376 members Entering Unmasked Estep Score: -113103.101562 Penalty: 7941.806641 Iteration 1F: 3 clusters Score -113103.1 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 232 members Mstep: Class 2 contains 422 members Entering Unmasked Estep Score: -113653.007812 Penalty: 7941.806641 Iteration 2F: 3 clusters Score -113653 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 220 members Mstep: Class 2 contains 434 members Entering Unmasked Estep Score: -114169.578125 Penalty: 7941.806641 Iteration 3F: 3 clusters Score -114169.6 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 230 members Mstep: Class 2 contains 424 members Entering Unmasked Estep Score: -114651.062500 Penalty: 7941.806641 Iteration 4F: 3 clusters Score -114651.1 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251 members Mstep: Class 2 contains 403 members Entering Unmasked Estep Score: -115287.218750 Penalty: 7941.806641 Iteration 5Q: 3 clusters Score -115287.2 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 268 members Mstep: Class 2 contains 386 members Entering Unmasked Estep Score: -115691.968750 Penalty: 7941.806641 Iteration 6Q: 3 clusters Score -115692 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 284 members Mstep: Class 2 contains 370 members Entering Unmasked Estep Score: -116153.085938 Penalty: 7941.806641 Iteration 7Q: 3 clusters Score -116153.1 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 298 members Mstep: Class 2 contains 356 members Entering Unmasked Estep Score: -116525.023438 Penalty: 7941.806641 Iteration 8Q: 3 clusters Score -116525 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 310 members Mstep: Class 2 contains 344 members Entering Unmasked Estep Score: -117025.304688 Penalty: 7941.806641 Iteration 9Q: 3 clusters Score -117025.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 314 members Mstep: Class 2 contains 340 members Entering Unmasked Estep Score: -117190.601562 Penalty: 7941.806641 Iteration 10Q: 3 clusters Score -117190.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 316 members Mstep: Class 2 contains 338 members Entering Unmasked Estep Score: -117250.132812 Penalty: 7941.806641 Iteration 11Q: 3 clusters Score -117250.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 317 members Mstep: Class 2 contains 337 members Entering Unmasked Estep Score: -117268.992188 Penalty: 7941.806641 Iteration 12Q: 3 clusters Score -117269 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 317 members Mstep: Class 2 contains 337 members Entering Unmasked Estep Score: -117268.992188 Penalty: 7941.806641 Iteration 13F: 3 clusters Score -117269 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 37 members Mstep: Class 1 contains 155096 members Mstep: Class 2 contains 7754 members Mstep: Class 3 contains 1383 members Mstep: Class 4 contains 2092 members Mstep: Class 5 contains 47962 members Mstep: Class 6 contains 1071 members Mstep: Class 7 contains 26683 members Mstep: Class 8 contains 897 members Mstep: Class 9 contains 317 members Mstep: Class 10 contains 157342 members Mstep: Class 11 contains 135181 members Mstep: Class 12 contains 652 members Mstep: Class 13 contains 15040 members Mstep: Class 14 contains 26225 members Mstep: Class 15 contains 43221 members Mstep: Class 16 contains 6885 members Mstep: Class 17 contains 4633 members Mstep: Class 18 contains 10664 members Mstep: Class 19 contains 1133 members Mstep: Class 20 contains 309 members Mstep: Class 21 contains 33376 members Mstep: Class 22 contains 748 members Mstep: Class 23 contains 337 members Entering Unmasked Estep Score: -147573536.000000 Penalty: 189173.046875 Splitting cluster 9 changes total score from -147576560.000000 to -147573536.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 10 (157342 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 157342 members Entering Unmasked Estep Score: -34555596.000000 Penalty: 7329.283203 Iteration 0F: 2 clusters Score -3.45556e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 78620 members Mstep: Class 2 contains 78722 members Entering Unmasked Estep Score: -34449220.000000 Penalty: 14658.566406 Iteration 0F: 3 clusters Score -3.444922e+07 nChanged 73465 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 78099 members Mstep: Class 2 contains 79243 members Entering Unmasked Estep Score: -34490116.000000 Penalty: 14658.566406 Iteration 1F: 3 clusters Score -3.449012e+07 nChanged 5169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 77746 members Mstep: Class 2 contains 79596 members Entering Unmasked Estep Score: -34491548.000000 Penalty: 14658.566406 Iteration 2Q: 3 clusters Score -3.449155e+07 nChanged 4952 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 77174 members Mstep: Class 2 contains 80168 members Entering Unmasked Estep Score: -34492700.000000 Penalty: 14658.566406 Iteration 3Q: 3 clusters Score -3.44927e+07 nChanged 4645 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 76371 members Mstep: Class 2 contains 80971 members Entering Unmasked Estep Score: -34493656.000000 Penalty: 14658.566406 Iteration 4Q: 3 clusters Score -3.449366e+07 nChanged 4503 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 75200 members Mstep: Class 2 contains 82142 members Entering Unmasked Estep Score: -34494604.000000 Penalty: 14658.566406 Iteration 5Q: 3 clusters Score -3.44946e+07 nChanged 4456 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73542 members Mstep: Class 2 contains 83800 members Entering Unmasked Estep Score: -34495780.000000 Penalty: 14658.566406 Iteration 6Q: 3 clusters Score -3.449578e+07 nChanged 4655 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71223 members Mstep: Class 2 contains 86119 members Entering Unmasked Estep Score: -34497188.000000 Penalty: 14658.566406 Iteration 7Q: 3 clusters Score -3.449719e+07 nChanged 5000 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67981 members Mstep: Class 2 contains 89361 members Entering Unmasked Estep Score: -34498616.000000 Penalty: 14658.566406 Iteration 8Q: 3 clusters Score -3.449862e+07 nChanged 5669 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63452 members Mstep: Class 2 contains 93890 members Entering Unmasked Estep Score: -34500944.000000 Penalty: 14658.566406 Iteration 9Q: 3 clusters Score -3.450094e+07 nChanged 6886 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57284 members Mstep: Class 2 contains 100058 members Entering Unmasked Estep Score: -34504296.000000 Penalty: 14658.566406 Iteration 10Q: 3 clusters Score -3.45043e+07 nChanged 8387 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49283 members Mstep: Class 2 contains 108059 members Entering Unmasked Estep Score: -34509396.000000 Penalty: 14658.566406 Iteration 11F: 3 clusters Score -3.45094e+07 nChanged 9794 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39703 members Mstep: Class 2 contains 117639 members Entering Unmasked Estep Score: -34516140.000000 Penalty: 14658.566406 Iteration 12F: 3 clusters Score -3.451614e+07 nChanged 10301 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29474 members Mstep: Class 2 contains 127868 members Entering Unmasked Estep Score: -34524376.000000 Penalty: 14658.566406 Iteration 13F: 3 clusters Score -3.452438e+07 nChanged 9409 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20099 members Mstep: Class 2 contains 137243 members Entering Unmasked Estep Score: -34532256.000000 Penalty: 14658.566406 Iteration 14F: 3 clusters Score -3.453226e+07 nChanged 7441 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12678 members Mstep: Class 2 contains 144664 members Entering Unmasked Estep Score: -34538560.000000 Penalty: 14658.566406 Iteration 15Q: 3 clusters Score -3.453856e+07 nChanged 5079 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7607 members Mstep: Class 2 contains 149735 members Entering Unmasked Estep Score: -34543056.000000 Penalty: 14658.566406 Iteration 16Q: 3 clusters Score -3.454306e+07 nChanged 3226 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4389 members Mstep: Class 2 contains 152953 members Entering Unmasked Estep Score: -34545744.000000 Penalty: 14658.566406 Iteration 17Q: 3 clusters Score -3.454574e+07 nChanged 1790 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2609 members Mstep: Class 2 contains 154733 members Entering Unmasked Estep Score: -34547448.000000 Penalty: 14658.566406 Iteration 18Q: 3 clusters Score -3.454745e+07 nChanged 939 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1684 members Mstep: Class 2 contains 155658 members Entering Unmasked Estep Score: -34548072.000000 Penalty: 14658.566406 Iteration 19Q: 3 clusters Score -3.454807e+07 nChanged 449 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1265 members Mstep: Class 2 contains 156077 members Entering Unmasked Estep Score: -34548556.000000 Penalty: 14658.566406 Iteration 20F: 3 clusters Score -3.454856e+07 nChanged 208 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1079 members Mstep: Class 2 contains 156263 members Entering Unmasked Estep Score: -34548712.000000 Penalty: 14658.566406 Iteration 21Q: 3 clusters Score -3.454871e+07 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 966 members Mstep: Class 2 contains 156376 members Entering Unmasked Estep Score: -34548860.000000 Penalty: 14658.566406 Iteration 22Q: 3 clusters Score -3.454886e+07 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 903 members Mstep: Class 2 contains 156439 members Entering Unmasked Estep Score: -34548924.000000 Penalty: 14658.566406 Iteration 23Q: 3 clusters Score -3.454892e+07 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 867 members Mstep: Class 2 contains 156475 members Entering Unmasked Estep Score: -34548988.000000 Penalty: 14658.566406 Iteration 24Q: 3 clusters Score -3.454899e+07 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 834 members Mstep: Class 2 contains 156508 members Entering Unmasked Estep Score: -34549020.000000 Penalty: 14658.566406 Iteration 25Q: 3 clusters Score -3.454902e+07 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 814 members Mstep: Class 2 contains 156528 members Entering Unmasked Estep Score: -34549048.000000 Penalty: 14658.566406 Iteration 26Q: 3 clusters Score -3.454905e+07 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 801 members Mstep: Class 2 contains 156541 members Entering Unmasked Estep Score: -34549040.000000 Penalty: 14658.566406 Iteration 27Q: 3 clusters Score -3.454904e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 798 members Mstep: Class 2 contains 156544 members Entering Unmasked Estep Score: -34549056.000000 Penalty: 14658.566406 Iteration 28Q: 3 clusters Score -3.454906e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 787 members Mstep: Class 2 contains 156555 members Entering Unmasked Estep Score: -34549072.000000 Penalty: 14658.566406 Iteration 29Q: 3 clusters Score -3.454907e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 786 members Mstep: Class 2 contains 156556 members Entering Unmasked Estep Score: -34549076.000000 Penalty: 14658.566406 Iteration 30Q: 3 clusters Score -3.454908e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 782 members Mstep: Class 2 contains 156560 members Entering Unmasked Estep Score: -34549088.000000 Penalty: 14658.566406 Iteration 31Q: 3 clusters Score -3.454909e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 781 members Mstep: Class 2 contains 156561 members Entering Unmasked Estep Score: -34549080.000000 Penalty: 14658.566406 Iteration 32Q: 3 clusters Score -3.454908e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 781 members Mstep: Class 2 contains 156561 members Entering Unmasked Estep Score: -34549080.000000 Penalty: 14658.566406 Iteration 33F: 3 clusters Score -3.454908e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (135181 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 135181 members Entering Unmasked Estep Score: -30112740.000000 Penalty: 7236.301758 Iteration 0F: 2 clusters Score -3.011274e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67368 members Mstep: Class 2 contains 67813 members Entering Unmasked Estep Score: -30022090.000000 Penalty: 14472.603516 Iteration 0F: 3 clusters Score -3.002209e+07 nChanged 63097 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66103 members Mstep: Class 2 contains 69078 members Entering Unmasked Estep Score: -30057650.000000 Penalty: 14472.603516 Iteration 1F: 3 clusters Score -3.005765e+07 nChanged 5530 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65483 members Mstep: Class 2 contains 69698 members Entering Unmasked Estep Score: -30059514.000000 Penalty: 14472.603516 Iteration 2Q: 3 clusters Score -3.005951e+07 nChanged 5780 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64583 members Mstep: Class 2 contains 70598 members Entering Unmasked Estep Score: -30062104.000000 Penalty: 14472.603516 Iteration 3Q: 3 clusters Score -3.00621e+07 nChanged 6279 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63388 members Mstep: Class 2 contains 71793 members Entering Unmasked Estep Score: -30065022.000000 Penalty: 14472.603516 Iteration 4Q: 3 clusters Score -3.006502e+07 nChanged 6843 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61993 members Mstep: Class 2 contains 73188 members Entering Unmasked Estep Score: -30068400.000000 Penalty: 14472.603516 Iteration 5F: 3 clusters Score -3.00684e+07 nChanged 7114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60611 members Mstep: Class 2 contains 74570 members Entering Unmasked Estep Score: -30072278.000000 Penalty: 14472.603516 Iteration 6F: 3 clusters Score -3.007228e+07 nChanged 7058 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59413 members Mstep: Class 2 contains 75768 members Entering Unmasked Estep Score: -30075670.000000 Penalty: 14472.603516 Iteration 7F: 3 clusters Score -3.007567e+07 nChanged 6840 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58539 members Mstep: Class 2 contains 76642 members Entering Unmasked Estep Score: -30078690.000000 Penalty: 14472.603516 Iteration 8F: 3 clusters Score -3.007869e+07 nChanged 6280 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57825 members Mstep: Class 2 contains 77356 members Entering Unmasked Estep Score: -30081492.000000 Penalty: 14472.603516 Iteration 9Q: 3 clusters Score -3.008149e+07 nChanged 5935 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57248 members Mstep: Class 2 contains 77933 members Entering Unmasked Estep Score: -30084214.000000 Penalty: 14472.603516 Iteration 10Q: 3 clusters Score -3.008421e+07 nChanged 5487 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56609 members Mstep: Class 2 contains 78572 members Entering Unmasked Estep Score: -30086528.000000 Penalty: 14472.603516 Iteration 11Q: 3 clusters Score -3.008653e+07 nChanged 4850 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56003 members Mstep: Class 2 contains 79178 members Entering Unmasked Estep Score: -30088518.000000 Penalty: 14472.603516 Iteration 12Q: 3 clusters Score -3.008852e+07 nChanged 4304 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55395 members Mstep: Class 2 contains 79786 members Entering Unmasked Estep Score: -30090214.000000 Penalty: 14472.603516 Iteration 13Q: 3 clusters Score -3.009021e+07 nChanged 3743 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54752 members Mstep: Class 2 contains 80429 members Entering Unmasked Estep Score: -30091458.000000 Penalty: 14472.603516 Iteration 14Q: 3 clusters Score -3.009146e+07 nChanged 3036 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54114 members Mstep: Class 2 contains 81067 members Entering Unmasked Estep Score: -30092422.000000 Penalty: 14472.603516 Iteration 15Q: 3 clusters Score -3.009242e+07 nChanged 2405 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53415 members Mstep: Class 2 contains 81766 members Entering Unmasked Estep Score: -30093012.000000 Penalty: 14472.603516 Iteration 16Q: 3 clusters Score -3.009301e+07 nChanged 1893 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52662 members Mstep: Class 2 contains 82519 members Entering Unmasked Estep Score: -30093368.000000 Penalty: 14472.603516 Iteration 17Q: 3 clusters Score -3.009337e+07 nChanged 1586 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51824 members Mstep: Class 2 contains 83357 members Entering Unmasked Estep Score: -30093634.000000 Penalty: 14472.603516 Iteration 18Q: 3 clusters Score -3.009363e+07 nChanged 1390 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50880 members Mstep: Class 2 contains 84301 members Entering Unmasked Estep Score: -30093914.000000 Penalty: 14472.603516 Iteration 19Q: 3 clusters Score -3.009391e+07 nChanged 1275 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49885 members Mstep: Class 2 contains 85296 members Entering Unmasked Estep Score: -30094240.000000 Penalty: 14472.603516 Iteration 20F: 3 clusters Score -3.009424e+07 nChanged 1254 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48835 members Mstep: Class 2 contains 86346 members Entering Unmasked Estep Score: -30094446.000000 Penalty: 14472.603516 Iteration 21Q: 3 clusters Score -3.009445e+07 nChanged 1299 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47688 members Mstep: Class 2 contains 87493 members Entering Unmasked Estep Score: -30094840.000000 Penalty: 14472.603516 Iteration 22Q: 3 clusters Score -3.009484e+07 nChanged 1401 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46405 members Mstep: Class 2 contains 88776 members Entering Unmasked Estep Score: -30094946.000000 Penalty: 14472.603516 Iteration 23Q: 3 clusters Score -3.009495e+07 nChanged 1471 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45038 members Mstep: Class 2 contains 90143 members Entering Unmasked Estep Score: -30095254.000000 Penalty: 14472.603516 Iteration 24Q: 3 clusters Score -3.009525e+07 nChanged 1534 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43576 members Mstep: Class 2 contains 91605 members Entering Unmasked Estep Score: -30095722.000000 Penalty: 14472.603516 Iteration 25Q: 3 clusters Score -3.009572e+07 nChanged 1628 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41986 members Mstep: Class 2 contains 93195 members Entering Unmasked Estep Score: -30096252.000000 Penalty: 14472.603516 Iteration 26Q: 3 clusters Score -3.009625e+07 nChanged 1709 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40337 members Mstep: Class 2 contains 94844 members Entering Unmasked Estep Score: -30096528.000000 Penalty: 14472.603516 Iteration 27Q: 3 clusters Score -3.009653e+07 nChanged 1786 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38589 members Mstep: Class 2 contains 96592 members Entering Unmasked Estep Score: -30097022.000000 Penalty: 14472.603516 Iteration 28Q: 3 clusters Score -3.009702e+07 nChanged 1850 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36779 members Mstep: Class 2 contains 98402 members Entering Unmasked Estep Score: -30097508.000000 Penalty: 14472.603516 Iteration 29Q: 3 clusters Score -3.009751e+07 nChanged 1911 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34888 members Mstep: Class 2 contains 100293 members Entering Unmasked Estep Score: -30098142.000000 Penalty: 14472.603516 Iteration 30Q: 3 clusters Score -3.009814e+07 nChanged 1941 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32955 members Mstep: Class 2 contains 102226 members Entering Unmasked Estep Score: -30098550.000000 Penalty: 14472.603516 Iteration 31Q: 3 clusters Score -3.009855e+07 nChanged 1926 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31035 members Mstep: Class 2 contains 104146 members Entering Unmasked Estep Score: -30099272.000000 Penalty: 14472.603516 Iteration 32Q: 3 clusters Score -3.009927e+07 nChanged 1891 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29152 members Mstep: Class 2 contains 106029 members Entering Unmasked Estep Score: -30100052.000000 Penalty: 14472.603516 Iteration 33Q: 3 clusters Score -3.010005e+07 nChanged 1909 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27247 members Mstep: Class 2 contains 107934 members Entering Unmasked Estep Score: -30100700.000000 Penalty: 14472.603516 Iteration 34Q: 3 clusters Score -3.01007e+07 nChanged 1787 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25466 members Mstep: Class 2 contains 109715 members Entering Unmasked Estep Score: -30101330.000000 Penalty: 14472.603516 Iteration 35Q: 3 clusters Score -3.010133e+07 nChanged 1709 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23761 members Mstep: Class 2 contains 111420 members Entering Unmasked Estep Score: -30101950.000000 Penalty: 14472.603516 Iteration 36Q: 3 clusters Score -3.010195e+07 nChanged 1663 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22104 members Mstep: Class 2 contains 113077 members Entering Unmasked Estep Score: -30102450.000000 Penalty: 14472.603516 Iteration 37Q: 3 clusters Score -3.010245e+07 nChanged 1548 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20560 members Mstep: Class 2 contains 114621 members Entering Unmasked Estep Score: -30102986.000000 Penalty: 14472.603516 Iteration 38Q: 3 clusters Score -3.010299e+07 nChanged 1480 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19088 members Mstep: Class 2 contains 116093 members Entering Unmasked Estep Score: -30103380.000000 Penalty: 14472.603516 Iteration 39Q: 3 clusters Score -3.010338e+07 nChanged 1332 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17758 members Mstep: Class 2 contains 117423 members Entering Unmasked Estep Score: -30103960.000000 Penalty: 14472.603516 Iteration 40F: 3 clusters Score -3.010396e+07 nChanged 1228 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16538 members Mstep: Class 2 contains 118643 members Entering Unmasked Estep Score: -30104330.000000 Penalty: 14472.603516 Iteration 41Q: 3 clusters Score -3.010433e+07 nChanged 1124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15418 members Mstep: Class 2 contains 119763 members Entering Unmasked Estep Score: -30104620.000000 Penalty: 14472.603516 Iteration 42Q: 3 clusters Score -3.010462e+07 nChanged 1094 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14326 members Mstep: Class 2 contains 120855 members Entering Unmasked Estep Score: -30105060.000000 Penalty: 14472.603516 Iteration 43Q: 3 clusters Score -3.010506e+07 nChanged 984 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13348 members Mstep: Class 2 contains 121833 members Entering Unmasked Estep Score: -30105344.000000 Penalty: 14472.603516 Iteration 44Q: 3 clusters Score -3.010534e+07 nChanged 925 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12423 members Mstep: Class 2 contains 122758 members Entering Unmasked Estep Score: -30105674.000000 Penalty: 14472.603516 Iteration 45Q: 3 clusters Score -3.010567e+07 nChanged 854 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11573 members Mstep: Class 2 contains 123608 members Entering Unmasked Estep Score: -30106108.000000 Penalty: 14472.603516 Iteration 46Q: 3 clusters Score -3.010611e+07 nChanged 739 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10852 members Mstep: Class 2 contains 124329 members Entering Unmasked Estep Score: -30106374.000000 Penalty: 14472.603516 Iteration 47Q: 3 clusters Score -3.010637e+07 nChanged 678 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10198 members Mstep: Class 2 contains 124983 members Entering Unmasked Estep Score: -30106694.000000 Penalty: 14472.603516 Iteration 48Q: 3 clusters Score -3.010669e+07 nChanged 613 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9609 members Mstep: Class 2 contains 125572 members Entering Unmasked Estep Score: -30106950.000000 Penalty: 14472.603516 Iteration 49Q: 3 clusters Score -3.010695e+07 nChanged 480 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9149 members Mstep: Class 2 contains 126032 members Entering Unmasked Estep Score: -30107052.000000 Penalty: 14472.603516 Iteration 50Q: 3 clusters Score -3.010705e+07 nChanged 433 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8736 members Mstep: Class 2 contains 126445 members Entering Unmasked Estep Score: -30107152.000000 Penalty: 14472.603516 Iteration 51Q: 3 clusters Score -3.010715e+07 nChanged 400 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8344 members Mstep: Class 2 contains 126837 members Entering Unmasked Estep Score: -30107198.000000 Penalty: 14472.603516 Iteration 52Q: 3 clusters Score -3.01072e+07 nChanged 352 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8006 members Mstep: Class 2 contains 127175 members Entering Unmasked Estep Score: -30107198.000000 Penalty: 14472.603516 Iteration 53Q: 3 clusters Score -3.01072e+07 nChanged 269 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7745 members Mstep: Class 2 contains 127436 members Entering Unmasked Estep Score: -30107166.000000 Penalty: 14472.603516 Iteration 54Q: 3 clusters Score -3.010717e+07 nChanged 238 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7513 members Mstep: Class 2 contains 127668 members Entering Unmasked Estep Score: -30107252.000000 Penalty: 14472.603516 Iteration 55Q: 3 clusters Score -3.010725e+07 nChanged 206 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7319 members Mstep: Class 2 contains 127862 members Entering Unmasked Estep Score: -30107284.000000 Penalty: 14472.603516 Iteration 56Q: 3 clusters Score -3.010728e+07 nChanged 181 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7140 members Mstep: Class 2 contains 128041 members Entering Unmasked Estep Score: -30107296.000000 Penalty: 14472.603516 Iteration 57Q: 3 clusters Score -3.01073e+07 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7015 members Mstep: Class 2 contains 128166 members Entering Unmasked Estep Score: -30107320.000000 Penalty: 14472.603516 Iteration 58Q: 3 clusters Score -3.010732e+07 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6889 members Mstep: Class 2 contains 128292 members Entering Unmasked Estep Score: -30107320.000000 Penalty: 14472.603516 Iteration 59Q: 3 clusters Score -3.010732e+07 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6758 members Mstep: Class 2 contains 128423 members Entering Unmasked Estep Score: -30107306.000000 Penalty: 14472.603516 Iteration 60F: 3 clusters Score -3.010731e+07 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6638 members Mstep: Class 2 contains 128543 members Entering Unmasked Estep Score: -30107308.000000 Penalty: 14472.603516 Iteration 61Q: 3 clusters Score -3.010731e+07 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6543 members Mstep: Class 2 contains 128638 members Entering Unmasked Estep Score: -30107314.000000 Penalty: 14472.603516 Iteration 62Q: 3 clusters Score -3.010731e+07 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6457 members Mstep: Class 2 contains 128724 members Entering Unmasked Estep Score: -30107326.000000 Penalty: 14472.603516 Iteration 63Q: 3 clusters Score -3.010733e+07 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6379 members Mstep: Class 2 contains 128802 members Entering Unmasked Estep Score: -30107322.000000 Penalty: 14472.603516 Iteration 64Q: 3 clusters Score -3.010732e+07 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6319 members Mstep: Class 2 contains 128862 members Entering Unmasked Estep Score: -30107350.000000 Penalty: 14472.603516 Iteration 65Q: 3 clusters Score -3.010735e+07 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6246 members Mstep: Class 2 contains 128935 members Entering Unmasked Estep Score: -30107354.000000 Penalty: 14472.603516 Iteration 66Q: 3 clusters Score -3.010735e+07 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6176 members Mstep: Class 2 contains 129005 members Entering Unmasked Estep Score: -30107360.000000 Penalty: 14472.603516 Iteration 67Q: 3 clusters Score -3.010736e+07 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6107 members Mstep: Class 2 contains 129074 members Entering Unmasked Estep Score: -30107368.000000 Penalty: 14472.603516 Iteration 68Q: 3 clusters Score -3.010737e+07 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6035 members Mstep: Class 2 contains 129146 members Entering Unmasked Estep Score: -30107338.000000 Penalty: 14472.603516 Iteration 69Q: 3 clusters Score -3.010734e+07 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5974 members Mstep: Class 2 contains 129207 members Entering Unmasked Estep Score: -30107382.000000 Penalty: 14472.603516 Iteration 70Q: 3 clusters Score -3.010738e+07 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5909 members Mstep: Class 2 contains 129272 members Entering Unmasked Estep Score: -30107400.000000 Penalty: 14472.603516 Iteration 71Q: 3 clusters Score -3.01074e+07 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5857 members Mstep: Class 2 contains 129324 members Entering Unmasked Estep Score: -30107364.000000 Penalty: 14472.603516 Iteration 72Q: 3 clusters Score -3.010736e+07 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5812 members Mstep: Class 2 contains 129369 members Entering Unmasked Estep Score: -30107374.000000 Penalty: 14472.603516 Iteration 73Q: 3 clusters Score -3.010737e+07 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5770 members Mstep: Class 2 contains 129411 members Entering Unmasked Estep Score: -30107404.000000 Penalty: 14472.603516 Iteration 74Q: 3 clusters Score -3.01074e+07 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5737 members Mstep: Class 2 contains 129444 members Entering Unmasked Estep Score: -30107418.000000 Penalty: 14472.603516 Iteration 75Q: 3 clusters Score -3.010742e+07 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5702 members Mstep: Class 2 contains 129479 members Entering Unmasked Estep Score: -30107388.000000 Penalty: 14472.603516 Iteration 76Q: 3 clusters Score -3.010739e+07 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5667 members Mstep: Class 2 contains 129514 members Entering Unmasked Estep Score: -30107386.000000 Penalty: 14472.603516 Iteration 77Q: 3 clusters Score -3.010739e+07 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5633 members Mstep: Class 2 contains 129548 members Entering Unmasked Estep Score: -30107388.000000 Penalty: 14472.603516 Iteration 78Q: 3 clusters Score -3.010739e+07 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5606 members Mstep: Class 2 contains 129575 members Entering Unmasked Estep Score: -30107382.000000 Penalty: 14472.603516 Iteration 79Q: 3 clusters Score -3.010738e+07 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5581 members Mstep: Class 2 contains 129600 members Entering Unmasked Estep Score: -30107368.000000 Penalty: 14472.603516 Iteration 80F: 3 clusters Score -3.010737e+07 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5544 members Mstep: Class 2 contains 129637 members Entering Unmasked Estep Score: -30107366.000000 Penalty: 14472.603516 Iteration 81Q: 3 clusters Score -3.010737e+07 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5512 members Mstep: Class 2 contains 129669 members Entering Unmasked Estep Score: -30107440.000000 Penalty: 14472.603516 Iteration 82Q: 3 clusters Score -3.010744e+07 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5476 members Mstep: Class 2 contains 129705 members Entering Unmasked Estep Score: -30107420.000000 Penalty: 14472.603516 Iteration 83Q: 3 clusters Score -3.010742e+07 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5452 members Mstep: Class 2 contains 129729 members Entering Unmasked Estep Score: -30107390.000000 Penalty: 14472.603516 Iteration 84Q: 3 clusters Score -3.010739e+07 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5431 members Mstep: Class 2 contains 129750 members Entering Unmasked Estep Score: -30107416.000000 Penalty: 14472.603516 Iteration 85Q: 3 clusters Score -3.010742e+07 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5411 members Mstep: Class 2 contains 129770 members Entering Unmasked Estep Score: -30107402.000000 Penalty: 14472.603516 Iteration 86Q: 3 clusters Score -3.01074e+07 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5387 members Mstep: Class 2 contains 129794 members Entering Unmasked Estep Score: -30107390.000000 Penalty: 14472.603516 Iteration 87Q: 3 clusters Score -3.010739e+07 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5360 members Mstep: Class 2 contains 129821 members Entering Unmasked Estep Score: -30107380.000000 Penalty: 14472.603516 Iteration 88Q: 3 clusters Score -3.010738e+07 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5335 members Mstep: Class 2 contains 129846 members Entering Unmasked Estep Score: -30107340.000000 Penalty: 14472.603516 Iteration 89Q: 3 clusters Score -3.010734e+07 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5309 members Mstep: Class 2 contains 129872 members Entering Unmasked Estep Score: -30107370.000000 Penalty: 14472.603516 Iteration 90Q: 3 clusters Score -3.010737e+07 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5289 members Mstep: Class 2 contains 129892 members Entering Unmasked Estep Score: -30107394.000000 Penalty: 14472.603516 Iteration 91Q: 3 clusters Score -3.010739e+07 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5256 members Mstep: Class 2 contains 129925 members Entering Unmasked Estep Score: -30107406.000000 Penalty: 14472.603516 Iteration 92Q: 3 clusters Score -3.010741e+07 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5231 members Mstep: Class 2 contains 129950 members Entering Unmasked Estep Score: -30107400.000000 Penalty: 14472.603516 Iteration 93Q: 3 clusters Score -3.01074e+07 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5208 members Mstep: Class 2 contains 129973 members Entering Unmasked Estep Score: -30107416.000000 Penalty: 14472.603516 Iteration 94Q: 3 clusters Score -3.010742e+07 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5179 members Mstep: Class 2 contains 130002 members Entering Unmasked Estep Score: -30107428.000000 Penalty: 14472.603516 Iteration 95Q: 3 clusters Score -3.010743e+07 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5156 members Mstep: Class 2 contains 130025 members Entering Unmasked Estep Score: -30107432.000000 Penalty: 14472.603516 Iteration 96Q: 3 clusters Score -3.010743e+07 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5124 members Mstep: Class 2 contains 130057 members Entering Unmasked Estep Score: -30107458.000000 Penalty: 14472.603516 Iteration 97Q: 3 clusters Score -3.010746e+07 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5086 members Mstep: Class 2 contains 130095 members Entering Unmasked Estep Score: -30107422.000000 Penalty: 14472.603516 Iteration 98Q: 3 clusters Score -3.010742e+07 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5059 members Mstep: Class 2 contains 130122 members Entering Unmasked Estep Score: -30107412.000000 Penalty: 14472.603516 Iteration 99Q: 3 clusters Score -3.010741e+07 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5023 members Mstep: Class 2 contains 130158 members Entering Unmasked Estep Score: -30107400.000000 Penalty: 14472.603516 Iteration 100F: 3 clusters Score -3.01074e+07 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4989 members Mstep: Class 2 contains 130192 members Entering Unmasked Estep Score: -30107404.000000 Penalty: 14472.603516 Iteration 101Q: 3 clusters Score -3.01074e+07 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4962 members Mstep: Class 2 contains 130219 members Entering Unmasked Estep Score: -30107426.000000 Penalty: 14472.603516 Iteration 102Q: 3 clusters Score -3.010743e+07 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4947 members Mstep: Class 2 contains 130234 members Entering Unmasked Estep Score: -30107436.000000 Penalty: 14472.603516 Iteration 103Q: 3 clusters Score -3.010744e+07 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4926 members Mstep: Class 2 contains 130255 members Entering Unmasked Estep Score: -30107432.000000 Penalty: 14472.603516 Iteration 104Q: 3 clusters Score -3.010743e+07 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4905 members Mstep: Class 2 contains 130276 members Entering Unmasked Estep Score: -30107434.000000 Penalty: 14472.603516 Iteration 105Q: 3 clusters Score -3.010743e+07 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4892 members Mstep: Class 2 contains 130289 members Entering Unmasked Estep Score: -30107424.000000 Penalty: 14472.603516 Iteration 106Q: 3 clusters Score -3.010742e+07 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4872 members Mstep: Class 2 contains 130309 members Entering Unmasked Estep Score: -30107414.000000 Penalty: 14472.603516 Iteration 107Q: 3 clusters Score -3.010741e+07 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4856 members Mstep: Class 2 contains 130325 members Entering Unmasked Estep Score: -30107418.000000 Penalty: 14472.603516 Iteration 108Q: 3 clusters Score -3.010742e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4842 members Mstep: Class 2 contains 130339 members Entering Unmasked Estep Score: -30107418.000000 Penalty: 14472.603516 Iteration 109Q: 3 clusters Score -3.010742e+07 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4824 members Mstep: Class 2 contains 130357 members Entering Unmasked Estep Score: -30107452.000000 Penalty: 14472.603516 Iteration 110Q: 3 clusters Score -3.010745e+07 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4805 members Mstep: Class 2 contains 130376 members Entering Unmasked Estep Score: -30107466.000000 Penalty: 14472.603516 Iteration 111Q: 3 clusters Score -3.010747e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4794 members Mstep: Class 2 contains 130387 members Entering Unmasked Estep Score: -30107470.000000 Penalty: 14472.603516 Iteration 112Q: 3 clusters Score -3.010747e+07 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4785 members Mstep: Class 2 contains 130396 members Entering Unmasked Estep Score: -30107458.000000 Penalty: 14472.603516 Iteration 113Q: 3 clusters Score -3.010746e+07 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4772 members Mstep: Class 2 contains 130409 members Entering Unmasked Estep Score: -30107478.000000 Penalty: 14472.603516 Iteration 114Q: 3 clusters Score -3.010748e+07 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4761 members Mstep: Class 2 contains 130420 members Entering Unmasked Estep Score: -30107458.000000 Penalty: 14472.603516 Iteration 115Q: 3 clusters Score -3.010746e+07 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4744 members Mstep: Class 2 contains 130437 members Entering Unmasked Estep Score: -30107462.000000 Penalty: 14472.603516 Iteration 116Q: 3 clusters Score -3.010746e+07 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4723 members Mstep: Class 2 contains 130458 members Entering Unmasked Estep Score: -30107464.000000 Penalty: 14472.603516 Iteration 117Q: 3 clusters Score -3.010746e+07 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4705 members Mstep: Class 2 contains 130476 members Entering Unmasked Estep Score: -30107470.000000 Penalty: 14472.603516 Iteration 118Q: 3 clusters Score -3.010747e+07 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4689 members Mstep: Class 2 contains 130492 members Entering Unmasked Estep Score: -30107468.000000 Penalty: 14472.603516 Iteration 119Q: 3 clusters Score -3.010747e+07 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4668 members Mstep: Class 2 contains 130513 members Entering Unmasked Estep Score: -30107436.000000 Penalty: 14472.603516 Iteration 120F: 3 clusters Score -3.010744e+07 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4642 members Mstep: Class 2 contains 130539 members Entering Unmasked Estep Score: -30107434.000000 Penalty: 14472.603516 Iteration 121Q: 3 clusters Score -3.010743e+07 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4608 members Mstep: Class 2 contains 130573 members Entering Unmasked Estep Score: -30107446.000000 Penalty: 14472.603516 Iteration 122Q: 3 clusters Score -3.010745e+07 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4575 members Mstep: Class 2 contains 130606 members Entering Unmasked Estep Score: -30107490.000000 Penalty: 14472.603516 Iteration 123Q: 3 clusters Score -3.010749e+07 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4532 members Mstep: Class 2 contains 130649 members Entering Unmasked Estep Score: -30107540.000000 Penalty: 14472.603516 Iteration 124Q: 3 clusters Score -3.010754e+07 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4477 members Mstep: Class 2 contains 130704 members Entering Unmasked Estep Score: -30107622.000000 Penalty: 14472.603516 Iteration 125Q: 3 clusters Score -3.010762e+07 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4421 members Mstep: Class 2 contains 130760 members Entering Unmasked Estep Score: -30107614.000000 Penalty: 14472.603516 Iteration 126Q: 3 clusters Score -3.010761e+07 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4347 members Mstep: Class 2 contains 130834 members Entering Unmasked Estep Score: -30107670.000000 Penalty: 14472.603516 Iteration 127Q: 3 clusters Score -3.010767e+07 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4252 members Mstep: Class 2 contains 130929 members Entering Unmasked Estep Score: -30107796.000000 Penalty: 14472.603516 Iteration 128Q: 3 clusters Score -3.01078e+07 nChanged 195 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4193 members Mstep: Class 2 contains 130988 members Entering Unmasked Estep Score: -30108028.000000 Penalty: 14472.603516 Iteration 129Q: 3 clusters Score -3.010803e+07 nChanged 202 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4121 members Mstep: Class 2 contains 131060 members Entering Unmasked Estep Score: -30108212.000000 Penalty: 14472.603516 Iteration 130Q: 3 clusters Score -3.010821e+07 nChanged 187 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4084 members Mstep: Class 2 contains 131097 members Entering Unmasked Estep Score: -30108272.000000 Penalty: 14472.603516 Iteration 131Q: 3 clusters Score -3.010827e+07 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4082 members Mstep: Class 2 contains 131099 members Entering Unmasked Estep Score: -30108350.000000 Penalty: 14472.603516 Iteration 132Q: 3 clusters Score -3.010835e+07 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4081 members Mstep: Class 2 contains 131100 members Entering Unmasked Estep Score: -30108418.000000 Penalty: 14472.603516 Iteration 133Q: 3 clusters Score -3.010842e+07 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4091 members Mstep: Class 2 contains 131090 members Entering Unmasked Estep Score: -30108420.000000 Penalty: 14472.603516 Iteration 134Q: 3 clusters Score -3.010842e+07 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4101 members Mstep: Class 2 contains 131080 members Entering Unmasked Estep Score: -30108456.000000 Penalty: 14472.603516 Iteration 135Q: 3 clusters Score -3.010846e+07 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4103 members Mstep: Class 2 contains 131078 members Entering Unmasked Estep Score: -30108472.000000 Penalty: 14472.603516 Iteration 136Q: 3 clusters Score -3.010847e+07 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4105 members Mstep: Class 2 contains 131076 members Entering Unmasked Estep Score: -30108460.000000 Penalty: 14472.603516 Iteration 137Q: 3 clusters Score -3.010846e+07 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4112 members Mstep: Class 2 contains 131069 members Entering Unmasked Estep Score: -30108470.000000 Penalty: 14472.603516 Iteration 138Q: 3 clusters Score -3.010847e+07 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4124 members Mstep: Class 2 contains 131057 members Entering Unmasked Estep Score: -30108472.000000 Penalty: 14472.603516 Iteration 139Q: 3 clusters Score -3.010847e+07 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4135 members Mstep: Class 2 contains 131046 members Entering Unmasked Estep Score: -30108480.000000 Penalty: 14472.603516 Iteration 140F: 3 clusters Score -3.010848e+07 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4136 members Mstep: Class 2 contains 131045 members Entering Unmasked Estep Score: -30108490.000000 Penalty: 14472.603516 Iteration 141Q: 3 clusters Score -3.010849e+07 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4143 members Mstep: Class 2 contains 131038 members Entering Unmasked Estep Score: -30108508.000000 Penalty: 14472.603516 Iteration 142Q: 3 clusters Score -3.010851e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4145 members Mstep: Class 2 contains 131036 members Entering Unmasked Estep Score: -30108482.000000 Penalty: 14472.603516 Iteration 143Q: 3 clusters Score -3.010848e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4147 members Mstep: Class 2 contains 131034 members Entering Unmasked Estep Score: -30108506.000000 Penalty: 14472.603516 Iteration 144Q: 3 clusters Score -3.010851e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4145 members Mstep: Class 2 contains 131036 members Entering Unmasked Estep Score: -30108492.000000 Penalty: 14472.603516 Iteration 145Q: 3 clusters Score -3.010849e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4147 members Mstep: Class 2 contains 131034 members Entering Unmasked Estep Score: -30108504.000000 Penalty: 14472.603516 Iteration 146Q: 3 clusters Score -3.01085e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4145 members Mstep: Class 2 contains 131036 members Entering Unmasked Estep Score: -30108490.000000 Penalty: 14472.603516 Iteration 147Q: 3 clusters Score -3.010849e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4149 members Mstep: Class 2 contains 131032 members Entering Unmasked Estep Score: -30108512.000000 Penalty: 14472.603516 Iteration 148Q: 3 clusters Score -3.010851e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4152 members Mstep: Class 2 contains 131029 members Entering Unmasked Estep Score: -30108518.000000 Penalty: 14472.603516 Iteration 149Q: 3 clusters Score -3.010852e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4151 members Mstep: Class 2 contains 131030 members Entering Unmasked Estep Score: -30108506.000000 Penalty: 14472.603516 Iteration 150Q: 3 clusters Score -3.010851e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4152 members Mstep: Class 2 contains 131029 members Entering Unmasked Estep Score: -30108512.000000 Penalty: 14472.603516 Iteration 151Q: 3 clusters Score -3.010851e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4152 members Mstep: Class 2 contains 131029 members Entering Unmasked Estep Score: -30108496.000000 Penalty: 14472.603516 Iteration 152Q: 3 clusters Score -3.01085e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4152 members Mstep: Class 2 contains 131029 members Entering Unmasked Estep Score: -30108496.000000 Penalty: 14472.603516 Iteration 153F: 3 clusters Score -3.01085e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (652 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 652 members Entering Unmasked Estep Score: -89323.757812 Penalty: 3969.027100 Iteration 0F: 2 clusters Score -89323.76 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 330 members Entering Unmasked Estep Score: -86303.609375 Penalty: 7938.054199 Iteration 0F: 3 clusters Score -86303.61 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 296 members Mstep: Class 2 contains 356 members Entering Unmasked Estep Score: -87508.960938 Penalty: 7938.054199 Iteration 1F: 3 clusters Score -87508.96 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 284 members Mstep: Class 2 contains 368 members Entering Unmasked Estep Score: -88260.132812 Penalty: 7938.054199 Iteration 2F: 3 clusters Score -88260.13 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 286 members Mstep: Class 2 contains 366 members Entering Unmasked Estep Score: -88791.796875 Penalty: 7938.054199 Iteration 3F: 3 clusters Score -88791.8 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 284 members Mstep: Class 2 contains 368 members Entering Unmasked Estep Score: -89217.656250 Penalty: 7938.054199 Iteration 4Q: 3 clusters Score -89217.66 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 285 members Mstep: Class 2 contains 367 members Entering Unmasked Estep Score: -89536.859375 Penalty: 7938.054199 Iteration 5Q: 3 clusters Score -89536.86 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 286 members Mstep: Class 2 contains 366 members Entering Unmasked Estep Score: -89833.398438 Penalty: 7938.054199 Iteration 6Q: 3 clusters Score -89833.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 290 members Mstep: Class 2 contains 362 members Entering Unmasked Estep Score: -89966.031250 Penalty: 7938.054199 Iteration 7Q: 3 clusters Score -89966.03 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 288 members Mstep: Class 2 contains 364 members Entering Unmasked Estep Score: -90011.398438 Penalty: 7938.054199 Iteration 8Q: 3 clusters Score -90011.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 288 members Mstep: Class 2 contains 364 members Entering Unmasked Estep Score: -90054.695312 Penalty: 7938.054199 Iteration 9Q: 3 clusters Score -90054.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 289 members Mstep: Class 2 contains 363 members Entering Unmasked Estep Score: -90075.132812 Penalty: 7938.054199 Iteration 10Q: 3 clusters Score -90075.13 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 289 members Mstep: Class 2 contains 363 members Entering Unmasked Estep Score: -90084.140625 Penalty: 7938.054199 Iteration 11Q: 3 clusters Score -90084.14 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 289 members Mstep: Class 2 contains 363 members Entering Unmasked Estep Score: -90123.546875 Penalty: 7938.054199 Iteration 12F: 3 clusters Score -90123.55 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 290 members Mstep: Class 2 contains 362 members Entering Unmasked Estep Score: -90433.945312 Penalty: 7938.054199 Iteration 13Q: 3 clusters Score -90433.95 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 290 members Mstep: Class 2 contains 362 members Entering Unmasked Estep Score: -90498.273438 Penalty: 7938.054199 Iteration 14Q: 3 clusters Score -90498.27 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 290 members Mstep: Class 2 contains 362 members Entering Unmasked Estep Score: -90518.890625 Penalty: 7938.054199 Iteration 15Q: 3 clusters Score -90518.89 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 291 members Mstep: Class 2 contains 361 members Entering Unmasked Estep Score: -90521.898438 Penalty: 7938.054199 Iteration 16Q: 3 clusters Score -90521.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 291 members Mstep: Class 2 contains 361 members Entering Unmasked Estep Score: -90542.226562 Penalty: 7938.054199 Iteration 17F: 3 clusters Score -90542.23 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 293 members Mstep: Class 2 contains 359 members Entering Unmasked Estep Score: -90596.765625 Penalty: 7938.054199 Iteration 18Q: 3 clusters Score -90596.77 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 294 members Mstep: Class 2 contains 358 members Entering Unmasked Estep Score: -90607.906250 Penalty: 7938.054199 Iteration 19Q: 3 clusters Score -90607.91 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 296 members Mstep: Class 2 contains 356 members Entering Unmasked Estep Score: -90655.945312 Penalty: 7938.054199 Iteration 20F: 3 clusters Score -90655.95 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 299 members Mstep: Class 2 contains 353 members Entering Unmasked Estep Score: -90718.234375 Penalty: 7938.054199 Iteration 21Q: 3 clusters Score -90718.23 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 299 members Mstep: Class 2 contains 353 members Entering Unmasked Estep Score: -90746.265625 Penalty: 7938.054199 Iteration 22Q: 3 clusters Score -90746.27 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 299 members Mstep: Class 2 contains 353 members Entering Unmasked Estep Score: -90746.265625 Penalty: 7938.054199 Iteration 23F: 3 clusters Score -90746.27 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 37 members Mstep: Class 1 contains 155096 members Mstep: Class 2 contains 7754 members Mstep: Class 3 contains 1383 members Mstep: Class 4 contains 2092 members Mstep: Class 5 contains 47962 members Mstep: Class 6 contains 1071 members Mstep: Class 7 contains 26683 members Mstep: Class 8 contains 897 members Mstep: Class 9 contains 654 members Mstep: Class 10 contains 157342 members Mstep: Class 11 contains 135181 members Mstep: Class 12 contains 299 members Mstep: Class 13 contains 15040 members Mstep: Class 14 contains 26225 members Mstep: Class 15 contains 43221 members Mstep: Class 16 contains 6885 members Mstep: Class 17 contains 4633 members Mstep: Class 18 contains 10664 members Mstep: Class 19 contains 1133 members Mstep: Class 20 contains 309 members Mstep: Class 21 contains 33376 members Mstep: Class 22 contains 748 members Mstep: Class 23 contains 353 members Entering Unmasked Estep Score: -147573776.000000 Penalty: 189173.046875 Splitting cluster 12 changes total score from -147576560.000000 to -147573776.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 13 (15040 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15040 members Entering Unmasked Estep Score: -3302610.000000 Penalty: 5891.312012 Iteration 0F: 2 clusters Score -3302610 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7554 members Mstep: Class 2 contains 7486 members Entering Unmasked Estep Score: -3289285.000000 Penalty: 11782.624023 Iteration 0F: 3 clusters Score -3289285 nChanged 5808 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7560 members Mstep: Class 2 contains 7480 members Entering Unmasked Estep Score: -3292519.500000 Penalty: 11782.624023 Iteration 1F: 3 clusters Score -3292520 nChanged 1096 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7572 members Mstep: Class 2 contains 7468 members Entering Unmasked Estep Score: -3293254.500000 Penalty: 11782.624023 Iteration 2F: 3 clusters Score -3293254 nChanged 848 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7622 members Mstep: Class 2 contains 7418 members Entering Unmasked Estep Score: -3293796.500000 Penalty: 11782.624023 Iteration 3F: 3 clusters Score -3293796 nChanged 664 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7710 members Mstep: Class 2 contains 7330 members Entering Unmasked Estep Score: -3294195.000000 Penalty: 11782.624023 Iteration 4Q: 3 clusters Score -3294195 nChanged 591 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7781 members Mstep: Class 2 contains 7259 members Entering Unmasked Estep Score: -3294549.500000 Penalty: 11782.624023 Iteration 5Q: 3 clusters Score -3294550 nChanged 538 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7787 members Mstep: Class 2 contains 7253 members Entering Unmasked Estep Score: -3294843.750000 Penalty: 11782.624023 Iteration 6Q: 3 clusters Score -3294844 nChanged 433 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7792 members Mstep: Class 2 contains 7248 members Entering Unmasked Estep Score: -3295067.500000 Penalty: 11782.624023 Iteration 7Q: 3 clusters Score -3295068 nChanged 420 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7782 members Mstep: Class 2 contains 7258 members Entering Unmasked Estep Score: -3295281.500000 Penalty: 11782.624023 Iteration 8Q: 3 clusters Score -3295282 nChanged 367 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7793 members Mstep: Class 2 contains 7247 members Entering Unmasked Estep Score: -3295473.250000 Penalty: 11782.624023 Iteration 9Q: 3 clusters Score -3295473 nChanged 335 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7790 members Mstep: Class 2 contains 7250 members Entering Unmasked Estep Score: -3295629.250000 Penalty: 11782.624023 Iteration 10Q: 3 clusters Score -3295629 nChanged 304 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7744 members Mstep: Class 2 contains 7296 members Entering Unmasked Estep Score: -3295773.250000 Penalty: 11782.624023 Iteration 11Q: 3 clusters Score -3295773 nChanged 305 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7663 members Mstep: Class 2 contains 7377 members Entering Unmasked Estep Score: -3295884.500000 Penalty: 11782.624023 Iteration 12Q: 3 clusters Score -3295884 nChanged 261 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7542 members Mstep: Class 2 contains 7498 members Entering Unmasked Estep Score: -3295991.250000 Penalty: 11782.624023 Iteration 13Q: 3 clusters Score -3295991 nChanged 262 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7428 members Mstep: Class 2 contains 7612 members Entering Unmasked Estep Score: -3296113.250000 Penalty: 11782.624023 Iteration 14Q: 3 clusters Score -3296113 nChanged 284 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7324 members Mstep: Class 2 contains 7716 members Entering Unmasked Estep Score: -3296240.750000 Penalty: 11782.624023 Iteration 15Q: 3 clusters Score -3296241 nChanged 274 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7188 members Mstep: Class 2 contains 7852 members Entering Unmasked Estep Score: -3296361.750000 Penalty: 11782.624023 Iteration 16Q: 3 clusters Score -3296362 nChanged 276 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7022 members Mstep: Class 2 contains 8018 members Entering Unmasked Estep Score: -3296480.000000 Penalty: 11782.624023 Iteration 17Q: 3 clusters Score -3296480 nChanged 286 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6830 members Mstep: Class 2 contains 8210 members Entering Unmasked Estep Score: -3296616.500000 Penalty: 11782.624023 Iteration 18Q: 3 clusters Score -3296616 nChanged 276 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6632 members Mstep: Class 2 contains 8408 members Entering Unmasked Estep Score: -3296740.500000 Penalty: 11782.624023 Iteration 19Q: 3 clusters Score -3296740 nChanged 272 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6414 members Mstep: Class 2 contains 8626 members Entering Unmasked Estep Score: -3296882.500000 Penalty: 11782.624023 Iteration 20F: 3 clusters Score -3296882 nChanged 280 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6182 members Mstep: Class 2 contains 8858 members Entering Unmasked Estep Score: -3297025.750000 Penalty: 11782.624023 Iteration 21Q: 3 clusters Score -3297026 nChanged 302 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5938 members Mstep: Class 2 contains 9102 members Entering Unmasked Estep Score: -3297180.250000 Penalty: 11782.624023 Iteration 22Q: 3 clusters Score -3297180 nChanged 328 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5690 members Mstep: Class 2 contains 9350 members Entering Unmasked Estep Score: -3297386.750000 Penalty: 11782.624023 Iteration 23Q: 3 clusters Score -3297387 nChanged 353 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5419 members Mstep: Class 2 contains 9621 members Entering Unmasked Estep Score: -3297620.250000 Penalty: 11782.624023 Iteration 24Q: 3 clusters Score -3297620 nChanged 364 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5169 members Mstep: Class 2 contains 9871 members Entering Unmasked Estep Score: -3297951.250000 Penalty: 11782.624023 Iteration 25Q: 3 clusters Score -3297951 nChanged 420 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4943 members Mstep: Class 2 contains 10097 members Entering Unmasked Estep Score: -3298447.750000 Penalty: 11782.624023 Iteration 26Q: 3 clusters Score -3298448 nChanged 488 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4725 members Mstep: Class 2 contains 10315 members Entering Unmasked Estep Score: -3299000.500000 Penalty: 11782.624023 Iteration 27Q: 3 clusters Score -3299000 nChanged 474 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4453 members Mstep: Class 2 contains 10587 members Entering Unmasked Estep Score: -3299442.750000 Penalty: 11782.624023 Iteration 28Q: 3 clusters Score -3299443 nChanged 421 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4174 members Mstep: Class 2 contains 10866 members Entering Unmasked Estep Score: -3299813.500000 Penalty: 11782.624023 Iteration 29Q: 3 clusters Score -3299814 nChanged 315 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3937 members Mstep: Class 2 contains 11103 members Entering Unmasked Estep Score: -3300100.500000 Penalty: 11782.624023 Iteration 30Q: 3 clusters Score -3300100 nChanged 262 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3709 members Mstep: Class 2 contains 11331 members Entering Unmasked Estep Score: -3300367.250000 Penalty: 11782.624023 Iteration 31Q: 3 clusters Score -3300367 nChanged 208 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3515 members Mstep: Class 2 contains 11525 members Entering Unmasked Estep Score: -3300614.750000 Penalty: 11782.624023 Iteration 32Q: 3 clusters Score -3300615 nChanged 177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3348 members Mstep: Class 2 contains 11692 members Entering Unmasked Estep Score: -3300787.000000 Penalty: 11782.624023 Iteration 33Q: 3 clusters Score -3300787 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3218 members Mstep: Class 2 contains 11822 members Entering Unmasked Estep Score: -3300885.500000 Penalty: 11782.624023 Iteration 34Q: 3 clusters Score -3300886 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3120 members Mstep: Class 2 contains 11920 members Entering Unmasked Estep Score: -3300959.000000 Penalty: 11782.624023 Iteration 35Q: 3 clusters Score -3300959 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3038 members Mstep: Class 2 contains 12002 members Entering Unmasked Estep Score: -3300997.250000 Penalty: 11782.624023 Iteration 36Q: 3 clusters Score -3300997 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2984 members Mstep: Class 2 contains 12056 members Entering Unmasked Estep Score: -3301032.250000 Penalty: 11782.624023 Iteration 37Q: 3 clusters Score -3301032 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2940 members Mstep: Class 2 contains 12100 members Entering Unmasked Estep Score: -3301053.250000 Penalty: 11782.624023 Iteration 38Q: 3 clusters Score -3301053 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2908 members Mstep: Class 2 contains 12132 members Entering Unmasked Estep Score: -3301070.250000 Penalty: 11782.624023 Iteration 39Q: 3 clusters Score -3301070 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2891 members Mstep: Class 2 contains 12149 members Entering Unmasked Estep Score: -3301080.750000 Penalty: 11782.624023 Iteration 40F: 3 clusters Score -3301081 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2876 members Mstep: Class 2 contains 12164 members Entering Unmasked Estep Score: -3301083.500000 Penalty: 11782.624023 Iteration 41Q: 3 clusters Score -3301084 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2863 members Mstep: Class 2 contains 12177 members Entering Unmasked Estep Score: -3301089.500000 Penalty: 11782.624023 Iteration 42Q: 3 clusters Score -3301090 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2855 members Mstep: Class 2 contains 12185 members Entering Unmasked Estep Score: -3301090.000000 Penalty: 11782.624023 Iteration 43Q: 3 clusters Score -3301090 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2850 members Mstep: Class 2 contains 12190 members Entering Unmasked Estep Score: -3301093.000000 Penalty: 11782.624023 Iteration 44Q: 3 clusters Score -3301093 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2849 members Mstep: Class 2 contains 12191 members Entering Unmasked Estep Score: -3301095.750000 Penalty: 11782.624023 Iteration 45Q: 3 clusters Score -3301096 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2847 members Mstep: Class 2 contains 12193 members Entering Unmasked Estep Score: -3301096.500000 Penalty: 11782.624023 Iteration 46Q: 3 clusters Score -3301096 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2847 members Mstep: Class 2 contains 12193 members Entering Unmasked Estep Score: -3301101.750000 Penalty: 11782.624023 Iteration 47Q: 3 clusters Score -3301102 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2846 members Mstep: Class 2 contains 12194 members Entering Unmasked Estep Score: -3301098.250000 Penalty: 11782.624023 Iteration 48Q: 3 clusters Score -3301098 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2846 members Mstep: Class 2 contains 12194 members Entering Unmasked Estep Score: -3301098.250000 Penalty: 11782.624023 Iteration 49F: 3 clusters Score -3301098 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (26225 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26225 members Entering Unmasked Estep Score: -5529146.500000 Penalty: 6231.861816 Iteration 0F: 2 clusters Score -5529146 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12968 members Mstep: Class 2 contains 13257 members Entering Unmasked Estep Score: -5508733.000000 Penalty: 12463.723633 Iteration 0F: 3 clusters Score -5508733 nChanged 10885 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12441 members Mstep: Class 2 contains 13784 members Entering Unmasked Estep Score: -5514458.000000 Penalty: 12463.723633 Iteration 1F: 3 clusters Score -5514458 nChanged 1681 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12200 members Mstep: Class 2 contains 14025 members Entering Unmasked Estep Score: -5515215.000000 Penalty: 12463.723633 Iteration 2F: 3 clusters Score -5515215 nChanged 1271 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11947 members Mstep: Class 2 contains 14278 members Entering Unmasked Estep Score: -5515734.000000 Penalty: 12463.723633 Iteration 3Q: 3 clusters Score -5515734 nChanged 1025 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11624 members Mstep: Class 2 contains 14601 members Entering Unmasked Estep Score: -5516110.000000 Penalty: 12463.723633 Iteration 4Q: 3 clusters Score -5516110 nChanged 842 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11260 members Mstep: Class 2 contains 14965 members Entering Unmasked Estep Score: -5516471.500000 Penalty: 12463.723633 Iteration 5Q: 3 clusters Score -5516472 nChanged 804 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10826 members Mstep: Class 2 contains 15399 members Entering Unmasked Estep Score: -5516786.500000 Penalty: 12463.723633 Iteration 6Q: 3 clusters Score -5516786 nChanged 762 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10296 members Mstep: Class 2 contains 15929 members Entering Unmasked Estep Score: -5517132.000000 Penalty: 12463.723633 Iteration 7Q: 3 clusters Score -5517132 nChanged 786 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9694 members Mstep: Class 2 contains 16531 members Entering Unmasked Estep Score: -5517476.000000 Penalty: 12463.723633 Iteration 8Q: 3 clusters Score -5517476 nChanged 800 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9028 members Mstep: Class 2 contains 17197 members Entering Unmasked Estep Score: -5517886.500000 Penalty: 12463.723633 Iteration 9Q: 3 clusters Score -5517886 nChanged 882 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8264 members Mstep: Class 2 contains 17961 members Entering Unmasked Estep Score: -5518372.000000 Penalty: 12463.723633 Iteration 10Q: 3 clusters Score -5518372 nChanged 971 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7381 members Mstep: Class 2 contains 18844 members Entering Unmasked Estep Score: -5518982.000000 Penalty: 12463.723633 Iteration 11Q: 3 clusters Score -5518982 nChanged 957 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6492 members Mstep: Class 2 contains 19733 members Entering Unmasked Estep Score: -5519627.500000 Penalty: 12463.723633 Iteration 12Q: 3 clusters Score -5519628 nChanged 985 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5571 members Mstep: Class 2 contains 20654 members Entering Unmasked Estep Score: -5520304.500000 Penalty: 12463.723633 Iteration 13Q: 3 clusters Score -5520304 nChanged 908 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4725 members Mstep: Class 2 contains 21500 members Entering Unmasked Estep Score: -5520986.000000 Penalty: 12463.723633 Iteration 14Q: 3 clusters Score -5520986 nChanged 790 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3983 members Mstep: Class 2 contains 22242 members Entering Unmasked Estep Score: -5521586.500000 Penalty: 12463.723633 Iteration 15Q: 3 clusters Score -5521586 nChanged 663 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3374 members Mstep: Class 2 contains 22851 members Entering Unmasked Estep Score: -5522083.000000 Penalty: 12463.723633 Iteration 16Q: 3 clusters Score -5522083 nChanged 558 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2852 members Mstep: Class 2 contains 23373 members Entering Unmasked Estep Score: -5522514.000000 Penalty: 12463.723633 Iteration 17Q: 3 clusters Score -5522514 nChanged 405 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2489 members Mstep: Class 2 contains 23736 members Entering Unmasked Estep Score: -5522808.000000 Penalty: 12463.723633 Iteration 18Q: 3 clusters Score -5522808 nChanged 328 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2195 members Mstep: Class 2 contains 24030 members Entering Unmasked Estep Score: -5523053.500000 Penalty: 12463.723633 Iteration 19Q: 3 clusters Score -5523054 nChanged 268 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1959 members Mstep: Class 2 contains 24266 members Entering Unmasked Estep Score: -5523261.500000 Penalty: 12463.723633 Iteration 20F: 3 clusters Score -5523262 nChanged 210 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1793 members Mstep: Class 2 contains 24432 members Entering Unmasked Estep Score: -5523413.000000 Penalty: 12463.723633 Iteration 21Q: 3 clusters Score -5523413 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1676 members Mstep: Class 2 contains 24549 members Entering Unmasked Estep Score: -5523529.500000 Penalty: 12463.723633 Iteration 22Q: 3 clusters Score -5523530 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1593 members Mstep: Class 2 contains 24632 members Entering Unmasked Estep Score: -5523629.500000 Penalty: 12463.723633 Iteration 23Q: 3 clusters Score -5523630 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1522 members Mstep: Class 2 contains 24703 members Entering Unmasked Estep Score: -5523699.500000 Penalty: 12463.723633 Iteration 24Q: 3 clusters Score -5523700 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1447 members Mstep: Class 2 contains 24778 members Entering Unmasked Estep Score: -5523779.000000 Penalty: 12463.723633 Iteration 25Q: 3 clusters Score -5523779 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1408 members Mstep: Class 2 contains 24817 members Entering Unmasked Estep Score: -5523809.000000 Penalty: 12463.723633 Iteration 26Q: 3 clusters Score -5523809 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1382 members Mstep: Class 2 contains 24843 members Entering Unmasked Estep Score: -5523830.500000 Penalty: 12463.723633 Iteration 27Q: 3 clusters Score -5523830 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1367 members Mstep: Class 2 contains 24858 members Entering Unmasked Estep Score: -5523842.500000 Penalty: 12463.723633 Iteration 28Q: 3 clusters Score -5523842 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1351 members Mstep: Class 2 contains 24874 members Entering Unmasked Estep Score: -5523841.000000 Penalty: 12463.723633 Iteration 29Q: 3 clusters Score -5523841 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1338 members Mstep: Class 2 contains 24887 members Entering Unmasked Estep Score: -5523869.500000 Penalty: 12463.723633 Iteration 30Q: 3 clusters Score -5523870 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1324 members Mstep: Class 2 contains 24901 members Entering Unmasked Estep Score: -5523875.500000 Penalty: 12463.723633 Iteration 31Q: 3 clusters Score -5523876 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1312 members Mstep: Class 2 contains 24913 members Entering Unmasked Estep Score: -5523889.000000 Penalty: 12463.723633 Iteration 32Q: 3 clusters Score -5523889 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1300 members Mstep: Class 2 contains 24925 members Entering Unmasked Estep Score: -5523905.000000 Penalty: 12463.723633 Iteration 33Q: 3 clusters Score -5523905 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1295 members Mstep: Class 2 contains 24930 members Entering Unmasked Estep Score: -5523907.500000 Penalty: 12463.723633 Iteration 34Q: 3 clusters Score -5523908 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1294 members Mstep: Class 2 contains 24931 members Entering Unmasked Estep Score: -5523912.500000 Penalty: 12463.723633 Iteration 35Q: 3 clusters Score -5523912 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1289 members Mstep: Class 2 contains 24936 members Entering Unmasked Estep Score: -5523910.500000 Penalty: 12463.723633 Iteration 36Q: 3 clusters Score -5523910 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1287 members Mstep: Class 2 contains 24938 members Entering Unmasked Estep Score: -5523914.500000 Penalty: 12463.723633 Iteration 37Q: 3 clusters Score -5523914 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1284 members Mstep: Class 2 contains 24941 members Entering Unmasked Estep Score: -5523914.000000 Penalty: 12463.723633 Iteration 38Q: 3 clusters Score -5523914 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1282 members Mstep: Class 2 contains 24943 members Entering Unmasked Estep Score: -5523910.500000 Penalty: 12463.723633 Iteration 39Q: 3 clusters Score -5523910 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1282 members Mstep: Class 2 contains 24943 members Entering Unmasked Estep Score: -5523910.500000 Penalty: 12463.723633 Iteration 40F: 3 clusters Score -5523910 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (43221 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43221 members Entering Unmasked Estep Score: -9467156.000000 Penalty: 6537.875000 Iteration 0F: 2 clusters Score -9467156 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21747 members Mstep: Class 2 contains 21474 members Entering Unmasked Estep Score: -9435962.000000 Penalty: 13075.750000 Iteration 0F: 3 clusters Score -9435962 nChanged 18591 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22522 members Mstep: Class 2 contains 20699 members Entering Unmasked Estep Score: -9445708.000000 Penalty: 13075.750000 Iteration 1F: 3 clusters Score -9445708 nChanged 2354 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23044 members Mstep: Class 2 contains 20177 members Entering Unmasked Estep Score: -9446619.000000 Penalty: 13075.750000 Iteration 2F: 3 clusters Score -9446619 nChanged 2040 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23742 members Mstep: Class 2 contains 19479 members Entering Unmasked Estep Score: -9447372.000000 Penalty: 13075.750000 Iteration 3Q: 3 clusters Score -9447372 nChanged 1828 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24626 members Mstep: Class 2 contains 18595 members Entering Unmasked Estep Score: -9448154.000000 Penalty: 13075.750000 Iteration 4Q: 3 clusters Score -9448154 nChanged 1939 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25779 members Mstep: Class 2 contains 17442 members Entering Unmasked Estep Score: -9449014.000000 Penalty: 13075.750000 Iteration 5Q: 3 clusters Score -9449014 nChanged 2117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27198 members Mstep: Class 2 contains 16023 members Entering Unmasked Estep Score: -9450154.000000 Penalty: 13075.750000 Iteration 6Q: 3 clusters Score -9450154 nChanged 2343 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28911 members Mstep: Class 2 contains 14310 members Entering Unmasked Estep Score: -9451588.000000 Penalty: 13075.750000 Iteration 7F: 3 clusters Score -9451588 nChanged 2461 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30838 members Mstep: Class 2 contains 12383 members Entering Unmasked Estep Score: -9453226.000000 Penalty: 13075.750000 Iteration 8F: 3 clusters Score -9453226 nChanged 2477 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32783 members Mstep: Class 2 contains 10438 members Entering Unmasked Estep Score: -9455179.000000 Penalty: 13075.750000 Iteration 9F: 3 clusters Score -9455179 nChanged 2181 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34392 members Mstep: Class 2 contains 8829 members Entering Unmasked Estep Score: -9457157.000000 Penalty: 13075.750000 Iteration 10F: 3 clusters Score -9457157 nChanged 1685 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35513 members Mstep: Class 2 contains 7708 members Entering Unmasked Estep Score: -9458915.000000 Penalty: 13075.750000 Iteration 11Q: 3 clusters Score -9458915 nChanged 1367 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36174 members Mstep: Class 2 contains 7047 members Entering Unmasked Estep Score: -9460647.000000 Penalty: 13075.750000 Iteration 12Q: 3 clusters Score -9460647 nChanged 1057 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36413 members Mstep: Class 2 contains 6808 members Entering Unmasked Estep Score: -9461707.000000 Penalty: 13075.750000 Iteration 13Q: 3 clusters Score -9461707 nChanged 780 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36435 members Mstep: Class 2 contains 6786 members Entering Unmasked Estep Score: -9462219.000000 Penalty: 13075.750000 Iteration 14Q: 3 clusters Score -9462219 nChanged 487 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36402 members Mstep: Class 2 contains 6819 members Entering Unmasked Estep Score: -9462478.000000 Penalty: 13075.750000 Iteration 15Q: 3 clusters Score -9462478 nChanged 316 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36310 members Mstep: Class 2 contains 6911 members Entering Unmasked Estep Score: -9462602.000000 Penalty: 13075.750000 Iteration 16Q: 3 clusters Score -9462602 nChanged 224 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36192 members Mstep: Class 2 contains 7029 members Entering Unmasked Estep Score: -9462659.000000 Penalty: 13075.750000 Iteration 17Q: 3 clusters Score -9462659 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36095 members Mstep: Class 2 contains 7126 members Entering Unmasked Estep Score: -9462703.000000 Penalty: 13075.750000 Iteration 18Q: 3 clusters Score -9462703 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36015 members Mstep: Class 2 contains 7206 members Entering Unmasked Estep Score: -9462729.000000 Penalty: 13075.750000 Iteration 19Q: 3 clusters Score -9462729 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35934 members Mstep: Class 2 contains 7287 members Entering Unmasked Estep Score: -9462759.000000 Penalty: 13075.750000 Iteration 20F: 3 clusters Score -9462759 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35875 members Mstep: Class 2 contains 7346 members Entering Unmasked Estep Score: -9462762.000000 Penalty: 13075.750000 Iteration 21Q: 3 clusters Score -9462762 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35813 members Mstep: Class 2 contains 7408 members Entering Unmasked Estep Score: -9462780.000000 Penalty: 13075.750000 Iteration 22Q: 3 clusters Score -9462780 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35769 members Mstep: Class 2 contains 7452 members Entering Unmasked Estep Score: -9462771.000000 Penalty: 13075.750000 Iteration 23Q: 3 clusters Score -9462771 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35731 members Mstep: Class 2 contains 7490 members Entering Unmasked Estep Score: -9462783.000000 Penalty: 13075.750000 Iteration 24Q: 3 clusters Score -9462783 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35688 members Mstep: Class 2 contains 7533 members Entering Unmasked Estep Score: -9462799.000000 Penalty: 13075.750000 Iteration 25Q: 3 clusters Score -9462799 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35658 members Mstep: Class 2 contains 7563 members Entering Unmasked Estep Score: -9462811.000000 Penalty: 13075.750000 Iteration 26Q: 3 clusters Score -9462811 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35637 members Mstep: Class 2 contains 7584 members Entering Unmasked Estep Score: -9462808.000000 Penalty: 13075.750000 Iteration 27Q: 3 clusters Score -9462808 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35622 members Mstep: Class 2 contains 7599 members Entering Unmasked Estep Score: -9462822.000000 Penalty: 13075.750000 Iteration 28Q: 3 clusters Score -9462822 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35607 members Mstep: Class 2 contains 7614 members Entering Unmasked Estep Score: -9462826.000000 Penalty: 13075.750000 Iteration 29Q: 3 clusters Score -9462826 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35593 members Mstep: Class 2 contains 7628 members Entering Unmasked Estep Score: -9462835.000000 Penalty: 13075.750000 Iteration 30Q: 3 clusters Score -9462835 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35580 members Mstep: Class 2 contains 7641 members Entering Unmasked Estep Score: -9462809.000000 Penalty: 13075.750000 Iteration 31Q: 3 clusters Score -9462809 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35570 members Mstep: Class 2 contains 7651 members Entering Unmasked Estep Score: -9462821.000000 Penalty: 13075.750000 Iteration 32Q: 3 clusters Score -9462821 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35560 members Mstep: Class 2 contains 7661 members Entering Unmasked Estep Score: -9462828.000000 Penalty: 13075.750000 Iteration 33Q: 3 clusters Score -9462828 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35552 members Mstep: Class 2 contains 7669 members Entering Unmasked Estep Score: -9462828.000000 Penalty: 13075.750000 Iteration 34Q: 3 clusters Score -9462828 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35546 members Mstep: Class 2 contains 7675 members Entering Unmasked Estep Score: -9462826.000000 Penalty: 13075.750000 Iteration 35Q: 3 clusters Score -9462826 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35538 members Mstep: Class 2 contains 7683 members Entering Unmasked Estep Score: -9462828.000000 Penalty: 13075.750000 Iteration 36Q: 3 clusters Score -9462828 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35530 members Mstep: Class 2 contains 7691 members Entering Unmasked Estep Score: -9462831.000000 Penalty: 13075.750000 Iteration 37Q: 3 clusters Score -9462831 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35522 members Mstep: Class 2 contains 7699 members Entering Unmasked Estep Score: -9462835.000000 Penalty: 13075.750000 Iteration 38Q: 3 clusters Score -9462835 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35512 members Mstep: Class 2 contains 7709 members Entering Unmasked Estep Score: -9462826.000000 Penalty: 13075.750000 Iteration 39Q: 3 clusters Score -9462826 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35502 members Mstep: Class 2 contains 7719 members Entering Unmasked Estep Score: -9462809.000000 Penalty: 13075.750000 Iteration 40F: 3 clusters Score -9462809 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35490 members Mstep: Class 2 contains 7731 members Entering Unmasked Estep Score: -9462816.000000 Penalty: 13075.750000 Iteration 41Q: 3 clusters Score -9462816 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35475 members Mstep: Class 2 contains 7746 members Entering Unmasked Estep Score: -9462822.000000 Penalty: 13075.750000 Iteration 42Q: 3 clusters Score -9462822 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35462 members Mstep: Class 2 contains 7759 members Entering Unmasked Estep Score: -9462820.000000 Penalty: 13075.750000 Iteration 43Q: 3 clusters Score -9462820 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35450 members Mstep: Class 2 contains 7771 members Entering Unmasked Estep Score: -9462821.000000 Penalty: 13075.750000 Iteration 44Q: 3 clusters Score -9462821 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35438 members Mstep: Class 2 contains 7783 members Entering Unmasked Estep Score: -9462823.000000 Penalty: 13075.750000 Iteration 45Q: 3 clusters Score -9462823 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35425 members Mstep: Class 2 contains 7796 members Entering Unmasked Estep Score: -9462839.000000 Penalty: 13075.750000 Iteration 46Q: 3 clusters Score -9462839 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35412 members Mstep: Class 2 contains 7809 members Entering Unmasked Estep Score: -9462855.000000 Penalty: 13075.750000 Iteration 47Q: 3 clusters Score -9462855 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35401 members Mstep: Class 2 contains 7820 members Entering Unmasked Estep Score: -9462853.000000 Penalty: 13075.750000 Iteration 48Q: 3 clusters Score -9462853 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35393 members Mstep: Class 2 contains 7828 members Entering Unmasked Estep Score: -9462852.000000 Penalty: 13075.750000 Iteration 49Q: 3 clusters Score -9462852 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35380 members Mstep: Class 2 contains 7841 members Entering Unmasked Estep Score: -9462869.000000 Penalty: 13075.750000 Iteration 50Q: 3 clusters Score -9462869 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35366 members Mstep: Class 2 contains 7855 members Entering Unmasked Estep Score: -9462852.000000 Penalty: 13075.750000 Iteration 51Q: 3 clusters Score -9462852 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35359 members Mstep: Class 2 contains 7862 members Entering Unmasked Estep Score: -9462867.000000 Penalty: 13075.750000 Iteration 52Q: 3 clusters Score -9462867 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35351 members Mstep: Class 2 contains 7870 members Entering Unmasked Estep Score: -9462859.000000 Penalty: 13075.750000 Iteration 53Q: 3 clusters Score -9462859 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35342 members Mstep: Class 2 contains 7879 members Entering Unmasked Estep Score: -9462872.000000 Penalty: 13075.750000 Iteration 54Q: 3 clusters Score -9462872 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35330 members Mstep: Class 2 contains 7891 members Entering Unmasked Estep Score: -9462858.000000 Penalty: 13075.750000 Iteration 55Q: 3 clusters Score -9462858 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35317 members Mstep: Class 2 contains 7904 members Entering Unmasked Estep Score: -9462859.000000 Penalty: 13075.750000 Iteration 56Q: 3 clusters Score -9462859 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35300 members Mstep: Class 2 contains 7921 members Entering Unmasked Estep Score: -9462872.000000 Penalty: 13075.750000 Iteration 57Q: 3 clusters Score -9462872 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35282 members Mstep: Class 2 contains 7939 members Entering Unmasked Estep Score: -9462864.000000 Penalty: 13075.750000 Iteration 58Q: 3 clusters Score -9462864 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35272 members Mstep: Class 2 contains 7949 members Entering Unmasked Estep Score: -9462858.000000 Penalty: 13075.750000 Iteration 59Q: 3 clusters Score -9462858 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35262 members Mstep: Class 2 contains 7959 members Entering Unmasked Estep Score: -9462869.000000 Penalty: 13075.750000 Iteration 60F: 3 clusters Score -9462869 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35255 members Mstep: Class 2 contains 7966 members Entering Unmasked Estep Score: -9462870.000000 Penalty: 13075.750000 Iteration 61Q: 3 clusters Score -9462870 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35247 members Mstep: Class 2 contains 7974 members Entering Unmasked Estep Score: -9462873.000000 Penalty: 13075.750000 Iteration 62Q: 3 clusters Score -9462873 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35243 members Mstep: Class 2 contains 7978 members Entering Unmasked Estep Score: -9462872.000000 Penalty: 13075.750000 Iteration 63Q: 3 clusters Score -9462872 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35236 members Mstep: Class 2 contains 7985 members Entering Unmasked Estep Score: -9462867.000000 Penalty: 13075.750000 Iteration 64Q: 3 clusters Score -9462867 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35231 members Mstep: Class 2 contains 7990 members Entering Unmasked Estep Score: -9462866.000000 Penalty: 13075.750000 Iteration 65Q: 3 clusters Score -9462866 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35225 members Mstep: Class 2 contains 7996 members Entering Unmasked Estep Score: -9462859.000000 Penalty: 13075.750000 Iteration 66Q: 3 clusters Score -9462859 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35217 members Mstep: Class 2 contains 8004 members Entering Unmasked Estep Score: -9462870.000000 Penalty: 13075.750000 Iteration 67Q: 3 clusters Score -9462870 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35214 members Mstep: Class 2 contains 8007 members Entering Unmasked Estep Score: -9462867.000000 Penalty: 13075.750000 Iteration 68Q: 3 clusters Score -9462867 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35213 members Mstep: Class 2 contains 8008 members Entering Unmasked Estep Score: -9462865.000000 Penalty: 13075.750000 Iteration 69Q: 3 clusters Score -9462865 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35211 members Mstep: Class 2 contains 8010 members Entering Unmasked Estep Score: -9462875.000000 Penalty: 13075.750000 Iteration 70Q: 3 clusters Score -9462875 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35205 members Mstep: Class 2 contains 8016 members Entering Unmasked Estep Score: -9462880.000000 Penalty: 13075.750000 Iteration 71Q: 3 clusters Score -9462880 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35199 members Mstep: Class 2 contains 8022 members Entering Unmasked Estep Score: -9462887.000000 Penalty: 13075.750000 Iteration 72Q: 3 clusters Score -9462887 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35192 members Mstep: Class 2 contains 8029 members Entering Unmasked Estep Score: -9462868.000000 Penalty: 13075.750000 Iteration 73Q: 3 clusters Score -9462868 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35184 members Mstep: Class 2 contains 8037 members Entering Unmasked Estep Score: -9462866.000000 Penalty: 13075.750000 Iteration 74Q: 3 clusters Score -9462866 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35178 members Mstep: Class 2 contains 8043 members Entering Unmasked Estep Score: -9462865.000000 Penalty: 13075.750000 Iteration 75Q: 3 clusters Score -9462865 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35171 members Mstep: Class 2 contains 8050 members Entering Unmasked Estep Score: -9462857.000000 Penalty: 13075.750000 Iteration 76Q: 3 clusters Score -9462857 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35167 members Mstep: Class 2 contains 8054 members Entering Unmasked Estep Score: -9462853.000000 Penalty: 13075.750000 Iteration 77Q: 3 clusters Score -9462853 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35161 members Mstep: Class 2 contains 8060 members Entering Unmasked Estep Score: -9462850.000000 Penalty: 13075.750000 Iteration 78Q: 3 clusters Score -9462850 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35155 members Mstep: Class 2 contains 8066 members Entering Unmasked Estep Score: -9462856.000000 Penalty: 13075.750000 Iteration 79Q: 3 clusters Score -9462856 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35149 members Mstep: Class 2 contains 8072 members Entering Unmasked Estep Score: -9462857.000000 Penalty: 13075.750000 Iteration 80F: 3 clusters Score -9462857 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35145 members Mstep: Class 2 contains 8076 members Entering Unmasked Estep Score: -9462847.000000 Penalty: 13075.750000 Iteration 81Q: 3 clusters Score -9462847 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35136 members Mstep: Class 2 contains 8085 members Entering Unmasked Estep Score: -9462846.000000 Penalty: 13075.750000 Iteration 82Q: 3 clusters Score -9462846 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35128 members Mstep: Class 2 contains 8093 members Entering Unmasked Estep Score: -9462848.000000 Penalty: 13075.750000 Iteration 83Q: 3 clusters Score -9462848 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35118 members Mstep: Class 2 contains 8103 members Entering Unmasked Estep Score: -9462854.000000 Penalty: 13075.750000 Iteration 84Q: 3 clusters Score -9462854 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35113 members Mstep: Class 2 contains 8108 members Entering Unmasked Estep Score: -9462860.000000 Penalty: 13075.750000 Iteration 85Q: 3 clusters Score -9462860 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35106 members Mstep: Class 2 contains 8115 members Entering Unmasked Estep Score: -9462867.000000 Penalty: 13075.750000 Iteration 86Q: 3 clusters Score -9462867 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35099 members Mstep: Class 2 contains 8122 members Entering Unmasked Estep Score: -9462874.000000 Penalty: 13075.750000 Iteration 87Q: 3 clusters Score -9462874 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35091 members Mstep: Class 2 contains 8130 members Entering Unmasked Estep Score: -9462877.000000 Penalty: 13075.750000 Iteration 88Q: 3 clusters Score -9462877 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35084 members Mstep: Class 2 contains 8137 members Entering Unmasked Estep Score: -9462867.000000 Penalty: 13075.750000 Iteration 89Q: 3 clusters Score -9462867 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35079 members Mstep: Class 2 contains 8142 members Entering Unmasked Estep Score: -9462883.000000 Penalty: 13075.750000 Iteration 90Q: 3 clusters Score -9462883 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35071 members Mstep: Class 2 contains 8150 members Entering Unmasked Estep Score: -9462888.000000 Penalty: 13075.750000 Iteration 91Q: 3 clusters Score -9462888 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35063 members Mstep: Class 2 contains 8158 members Entering Unmasked Estep Score: -9462876.000000 Penalty: 13075.750000 Iteration 92Q: 3 clusters Score -9462876 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35057 members Mstep: Class 2 contains 8164 members Entering Unmasked Estep Score: -9462875.000000 Penalty: 13075.750000 Iteration 93Q: 3 clusters Score -9462875 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35050 members Mstep: Class 2 contains 8171 members Entering Unmasked Estep Score: -9462875.000000 Penalty: 13075.750000 Iteration 94Q: 3 clusters Score -9462875 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35043 members Mstep: Class 2 contains 8178 members Entering Unmasked Estep Score: -9462867.000000 Penalty: 13075.750000 Iteration 95Q: 3 clusters Score -9462867 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35040 members Mstep: Class 2 contains 8181 members Entering Unmasked Estep Score: -9462860.000000 Penalty: 13075.750000 Iteration 96Q: 3 clusters Score -9462860 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35038 members Mstep: Class 2 contains 8183 members Entering Unmasked Estep Score: -9462864.000000 Penalty: 13075.750000 Iteration 97Q: 3 clusters Score -9462864 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35033 members Mstep: Class 2 contains 8188 members Entering Unmasked Estep Score: -9462878.000000 Penalty: 13075.750000 Iteration 98Q: 3 clusters Score -9462878 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35031 members Mstep: Class 2 contains 8190 members Entering Unmasked Estep Score: -9462882.000000 Penalty: 13075.750000 Iteration 99Q: 3 clusters Score -9462882 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35030 members Mstep: Class 2 contains 8191 members Entering Unmasked Estep Score: -9462881.000000 Penalty: 13075.750000 Iteration 100F: 3 clusters Score -9462881 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (6885 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6885 members Entering Unmasked Estep Score: -1475034.000000 Penalty: 5412.723633 Iteration 0F: 2 clusters Score -1475034 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3408 members Mstep: Class 2 contains 3477 members Entering Unmasked Estep Score: -1466680.500000 Penalty: 10825.447266 Iteration 0F: 3 clusters Score -1466680 nChanged 2401 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3409 members Mstep: Class 2 contains 3476 members Entering Unmasked Estep Score: -1468210.625000 Penalty: 10825.447266 Iteration 1F: 3 clusters Score -1468211 nChanged 546 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3381 members Mstep: Class 2 contains 3504 members Entering Unmasked Estep Score: -1468622.000000 Penalty: 10825.447266 Iteration 2F: 3 clusters Score -1468622 nChanged 327 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3336 members Mstep: Class 2 contains 3549 members Entering Unmasked Estep Score: -1468829.500000 Penalty: 10825.447266 Iteration 3Q: 3 clusters Score -1468830 nChanged 205 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3313 members Mstep: Class 2 contains 3572 members Entering Unmasked Estep Score: -1468955.875000 Penalty: 10825.447266 Iteration 4Q: 3 clusters Score -1468956 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3299 members Mstep: Class 2 contains 3586 members Entering Unmasked Estep Score: -1469039.625000 Penalty: 10825.447266 Iteration 5Q: 3 clusters Score -1469040 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3276 members Mstep: Class 2 contains 3609 members Entering Unmasked Estep Score: -1469111.500000 Penalty: 10825.447266 Iteration 6Q: 3 clusters Score -1469112 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3254 members Mstep: Class 2 contains 3631 members Entering Unmasked Estep Score: -1469160.750000 Penalty: 10825.447266 Iteration 7Q: 3 clusters Score -1469161 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3225 members Mstep: Class 2 contains 3660 members Entering Unmasked Estep Score: -1469201.375000 Penalty: 10825.447266 Iteration 8Q: 3 clusters Score -1469201 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3207 members Mstep: Class 2 contains 3678 members Entering Unmasked Estep Score: -1469236.125000 Penalty: 10825.447266 Iteration 9Q: 3 clusters Score -1469236 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3184 members Mstep: Class 2 contains 3701 members Entering Unmasked Estep Score: -1469270.750000 Penalty: 10825.447266 Iteration 10Q: 3 clusters Score -1469271 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3162 members Mstep: Class 2 contains 3723 members Entering Unmasked Estep Score: -1469290.125000 Penalty: 10825.447266 Iteration 11Q: 3 clusters Score -1469290 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3143 members Mstep: Class 2 contains 3742 members Entering Unmasked Estep Score: -1469305.750000 Penalty: 10825.447266 Iteration 12Q: 3 clusters Score -1469306 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3132 members Mstep: Class 2 contains 3753 members Entering Unmasked Estep Score: -1469313.375000 Penalty: 10825.447266 Iteration 13Q: 3 clusters Score -1469313 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3121 members Mstep: Class 2 contains 3764 members Entering Unmasked Estep Score: -1469321.750000 Penalty: 10825.447266 Iteration 14Q: 3 clusters Score -1469322 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3115 members Mstep: Class 2 contains 3770 members Entering Unmasked Estep Score: -1469329.875000 Penalty: 10825.447266 Iteration 15Q: 3 clusters Score -1469330 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3112 members Mstep: Class 2 contains 3773 members Entering Unmasked Estep Score: -1469337.750000 Penalty: 10825.447266 Iteration 16Q: 3 clusters Score -1469338 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3102 members Mstep: Class 2 contains 3783 members Entering Unmasked Estep Score: -1469345.625000 Penalty: 10825.447266 Iteration 17Q: 3 clusters Score -1469346 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3095 members Mstep: Class 2 contains 3790 members Entering Unmasked Estep Score: -1469347.875000 Penalty: 10825.447266 Iteration 18Q: 3 clusters Score -1469348 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3086 members Mstep: Class 2 contains 3799 members Entering Unmasked Estep Score: -1469354.125000 Penalty: 10825.447266 Iteration 19Q: 3 clusters Score -1469354 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3077 members Mstep: Class 2 contains 3808 members Entering Unmasked Estep Score: -1469357.375000 Penalty: 10825.447266 Iteration 20F: 3 clusters Score -1469357 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3069 members Mstep: Class 2 contains 3816 members Entering Unmasked Estep Score: -1469361.875000 Penalty: 10825.447266 Iteration 21Q: 3 clusters Score -1469362 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3062 members Mstep: Class 2 contains 3823 members Entering Unmasked Estep Score: -1469362.625000 Penalty: 10825.447266 Iteration 22Q: 3 clusters Score -1469363 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3058 members Mstep: Class 2 contains 3827 members Entering Unmasked Estep Score: -1469374.500000 Penalty: 10825.447266 Iteration 23Q: 3 clusters Score -1469374 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3056 members Mstep: Class 2 contains 3829 members Entering Unmasked Estep Score: -1469377.625000 Penalty: 10825.447266 Iteration 24Q: 3 clusters Score -1469378 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3056 members Mstep: Class 2 contains 3829 members Entering Unmasked Estep Score: -1469380.250000 Penalty: 10825.447266 Iteration 25Q: 3 clusters Score -1469380 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3056 members Mstep: Class 2 contains 3829 members Entering Unmasked Estep Score: -1469381.500000 Penalty: 10825.447266 Iteration 26Q: 3 clusters Score -1469382 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3052 members Mstep: Class 2 contains 3833 members Entering Unmasked Estep Score: -1469387.125000 Penalty: 10825.447266 Iteration 27Q: 3 clusters Score -1469387 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3046 members Mstep: Class 2 contains 3839 members Entering Unmasked Estep Score: -1469389.250000 Penalty: 10825.447266 Iteration 28Q: 3 clusters Score -1469389 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3041 members Mstep: Class 2 contains 3844 members Entering Unmasked Estep Score: -1469392.250000 Penalty: 10825.447266 Iteration 29Q: 3 clusters Score -1469392 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3041 members Mstep: Class 2 contains 3844 members Entering Unmasked Estep Score: -1469393.000000 Penalty: 10825.447266 Iteration 30Q: 3 clusters Score -1469393 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3041 members Mstep: Class 2 contains 3844 members Entering Unmasked Estep Score: -1469395.875000 Penalty: 10825.447266 Iteration 31Q: 3 clusters Score -1469396 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3038 members Mstep: Class 2 contains 3847 members Entering Unmasked Estep Score: -1469399.000000 Penalty: 10825.447266 Iteration 32Q: 3 clusters Score -1469399 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3034 members Mstep: Class 2 contains 3851 members Entering Unmasked Estep Score: -1469397.125000 Penalty: 10825.447266 Iteration 33Q: 3 clusters Score -1469397 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3032 members Mstep: Class 2 contains 3853 members Entering Unmasked Estep Score: -1469396.500000 Penalty: 10825.447266 Iteration 34Q: 3 clusters Score -1469396 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3031 members Mstep: Class 2 contains 3854 members Entering Unmasked Estep Score: -1469400.625000 Penalty: 10825.447266 Iteration 35Q: 3 clusters Score -1469401 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3028 members Mstep: Class 2 contains 3857 members Entering Unmasked Estep Score: -1469402.875000 Penalty: 10825.447266 Iteration 36Q: 3 clusters Score -1469403 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3025 members Mstep: Class 2 contains 3860 members Entering Unmasked Estep Score: -1469404.875000 Penalty: 10825.447266 Iteration 37Q: 3 clusters Score -1469405 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3021 members Mstep: Class 2 contains 3864 members Entering Unmasked Estep Score: -1469408.250000 Penalty: 10825.447266 Iteration 38Q: 3 clusters Score -1469408 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3018 members Mstep: Class 2 contains 3867 members Entering Unmasked Estep Score: -1469404.625000 Penalty: 10825.447266 Iteration 39Q: 3 clusters Score -1469405 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3015 members Mstep: Class 2 contains 3870 members Entering Unmasked Estep Score: -1469407.250000 Penalty: 10825.447266 Iteration 40F: 3 clusters Score -1469407 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3013 members Mstep: Class 2 contains 3872 members Entering Unmasked Estep Score: -1469408.875000 Penalty: 10825.447266 Iteration 41Q: 3 clusters Score -1469409 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3012 members Mstep: Class 2 contains 3873 members Entering Unmasked Estep Score: -1469408.000000 Penalty: 10825.447266 Iteration 42Q: 3 clusters Score -1469408 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3009 members Mstep: Class 2 contains 3876 members Entering Unmasked Estep Score: -1469408.750000 Penalty: 10825.447266 Iteration 43Q: 3 clusters Score -1469409 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3007 members Mstep: Class 2 contains 3878 members Entering Unmasked Estep Score: -1469411.500000 Penalty: 10825.447266 Iteration 44Q: 3 clusters Score -1469412 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3007 members Mstep: Class 2 contains 3878 members Entering Unmasked Estep Score: -1469413.750000 Penalty: 10825.447266 Iteration 45Q: 3 clusters Score -1469414 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3007 members Mstep: Class 2 contains 3878 members Entering Unmasked Estep Score: -1469410.750000 Penalty: 10825.447266 Iteration 46Q: 3 clusters Score -1469411 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3007 members Mstep: Class 2 contains 3878 members Entering Unmasked Estep Score: -1469410.750000 Penalty: 10825.447266 Iteration 47F: 3 clusters Score -1469411 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (4633 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4633 members Entering Unmasked Estep Score: -1033158.750000 Penalty: 5170.087891 Iteration 0F: 2 clusters Score -1033159 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2301 members Mstep: Class 2 contains 2332 members Entering Unmasked Estep Score: -1026311.562500 Penalty: 10340.175781 Iteration 0F: 3 clusters Score -1026312 nChanged 1436 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2299 members Mstep: Class 2 contains 2334 members Entering Unmasked Estep Score: -1027352.312500 Penalty: 10340.175781 Iteration 1F: 3 clusters Score -1027352 nChanged 316 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2271 members Mstep: Class 2 contains 2362 members Entering Unmasked Estep Score: -1027601.000000 Penalty: 10340.175781 Iteration 2F: 3 clusters Score -1027601 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2249 members Mstep: Class 2 contains 2384 members Entering Unmasked Estep Score: -1027738.187500 Penalty: 10340.175781 Iteration 3Q: 3 clusters Score -1027738 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2213 members Mstep: Class 2 contains 2420 members Entering Unmasked Estep Score: -1027833.125000 Penalty: 10340.175781 Iteration 4Q: 3 clusters Score -1027833 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2195 members Mstep: Class 2 contains 2438 members Entering Unmasked Estep Score: -1027890.937500 Penalty: 10340.175781 Iteration 5Q: 3 clusters Score -1027891 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2172 members Mstep: Class 2 contains 2461 members Entering Unmasked Estep Score: -1027942.500000 Penalty: 10340.175781 Iteration 6Q: 3 clusters Score -1027942 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2161 members Mstep: Class 2 contains 2472 members Entering Unmasked Estep Score: -1027976.562500 Penalty: 10340.175781 Iteration 7Q: 3 clusters Score -1027977 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2149 members Mstep: Class 2 contains 2484 members Entering Unmasked Estep Score: -1028000.000000 Penalty: 10340.175781 Iteration 8Q: 3 clusters Score -1028000 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2131 members Mstep: Class 2 contains 2502 members Entering Unmasked Estep Score: -1028025.000000 Penalty: 10340.175781 Iteration 9Q: 3 clusters Score -1028025 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2123 members Mstep: Class 2 contains 2510 members Entering Unmasked Estep Score: -1028039.937500 Penalty: 10340.175781 Iteration 10Q: 3 clusters Score -1028040 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2117 members Mstep: Class 2 contains 2516 members Entering Unmasked Estep Score: -1028052.000000 Penalty: 10340.175781 Iteration 11Q: 3 clusters Score -1028052 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2119 members Mstep: Class 2 contains 2514 members Entering Unmasked Estep Score: -1028058.375000 Penalty: 10340.175781 Iteration 12Q: 3 clusters Score -1028058 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2126 members Mstep: Class 2 contains 2507 members Entering Unmasked Estep Score: -1028068.812500 Penalty: 10340.175781 Iteration 13Q: 3 clusters Score -1028069 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2124 members Mstep: Class 2 contains 2509 members Entering Unmasked Estep Score: -1028079.125000 Penalty: 10340.175781 Iteration 14Q: 3 clusters Score -1028079 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2118 members Mstep: Class 2 contains 2515 members Entering Unmasked Estep Score: -1028085.250000 Penalty: 10340.175781 Iteration 15Q: 3 clusters Score -1028085 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2122 members Mstep: Class 2 contains 2511 members Entering Unmasked Estep Score: -1028092.000000 Penalty: 10340.175781 Iteration 16Q: 3 clusters Score -1028092 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2123 members Mstep: Class 2 contains 2510 members Entering Unmasked Estep Score: -1028094.812500 Penalty: 10340.175781 Iteration 17Q: 3 clusters Score -1028095 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2122 members Mstep: Class 2 contains 2511 members Entering Unmasked Estep Score: -1028095.312500 Penalty: 10340.175781 Iteration 18Q: 3 clusters Score -1028095 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2121 members Mstep: Class 2 contains 2512 members Entering Unmasked Estep Score: -1028096.000000 Penalty: 10340.175781 Iteration 19Q: 3 clusters Score -1028096 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2120 members Mstep: Class 2 contains 2513 members Entering Unmasked Estep Score: -1028095.125000 Penalty: 10340.175781 Iteration 20F: 3 clusters Score -1028095 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2119 members Mstep: Class 2 contains 2514 members Entering Unmasked Estep Score: -1028097.375000 Penalty: 10340.175781 Iteration 21Q: 3 clusters Score -1028097 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2119 members Mstep: Class 2 contains 2514 members Entering Unmasked Estep Score: -1028097.375000 Penalty: 10340.175781 Iteration 22F: 3 clusters Score -1028097 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (10664 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10664 members Entering Unmasked Estep Score: -2351772.000000 Penalty: 5680.709961 Iteration 0F: 2 clusters Score -2351772 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5308 members Mstep: Class 2 contains 5356 members Entering Unmasked Estep Score: -2341167.000000 Penalty: 11361.419922 Iteration 0F: 3 clusters Score -2341167 nChanged 3930 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5178 members Mstep: Class 2 contains 5486 members Entering Unmasked Estep Score: -2343488.250000 Penalty: 11361.419922 Iteration 1F: 3 clusters Score -2343488 nChanged 802 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5110 members Mstep: Class 2 contains 5554 members Entering Unmasked Estep Score: -2344003.250000 Penalty: 11361.419922 Iteration 2F: 3 clusters Score -2344003 nChanged 548 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5032 members Mstep: Class 2 contains 5632 members Entering Unmasked Estep Score: -2344352.250000 Penalty: 11361.419922 Iteration 3F: 3 clusters Score -2344352 nChanged 423 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4927 members Mstep: Class 2 contains 5737 members Entering Unmasked Estep Score: -2344655.250000 Penalty: 11361.419922 Iteration 4Q: 3 clusters Score -2344655 nChanged 371 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4862 members Mstep: Class 2 contains 5802 members Entering Unmasked Estep Score: -2344892.000000 Penalty: 11361.419922 Iteration 5Q: 3 clusters Score -2344892 nChanged 314 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4808 members Mstep: Class 2 contains 5856 members Entering Unmasked Estep Score: -2345094.750000 Penalty: 11361.419922 Iteration 6Q: 3 clusters Score -2345095 nChanged 280 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4746 members Mstep: Class 2 contains 5918 members Entering Unmasked Estep Score: -2345310.750000 Penalty: 11361.419922 Iteration 7Q: 3 clusters Score -2345311 nChanged 258 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4704 members Mstep: Class 2 contains 5960 members Entering Unmasked Estep Score: -2345503.500000 Penalty: 11361.419922 Iteration 8Q: 3 clusters Score -2345504 nChanged 254 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4662 members Mstep: Class 2 contains 6002 members Entering Unmasked Estep Score: -2345724.500000 Penalty: 11361.419922 Iteration 9Q: 3 clusters Score -2345724 nChanged 281 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4631 members Mstep: Class 2 contains 6033 members Entering Unmasked Estep Score: -2345929.500000 Penalty: 11361.419922 Iteration 10Q: 3 clusters Score -2345930 nChanged 265 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4610 members Mstep: Class 2 contains 6054 members Entering Unmasked Estep Score: -2346108.750000 Penalty: 11361.419922 Iteration 11Q: 3 clusters Score -2346109 nChanged 265 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4615 members Mstep: Class 2 contains 6049 members Entering Unmasked Estep Score: -2346279.750000 Penalty: 11361.419922 Iteration 12Q: 3 clusters Score -2346280 nChanged 245 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4628 members Mstep: Class 2 contains 6036 members Entering Unmasked Estep Score: -2346430.500000 Penalty: 11361.419922 Iteration 13Q: 3 clusters Score -2346430 nChanged 254 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4670 members Mstep: Class 2 contains 5994 members Entering Unmasked Estep Score: -2346595.000000 Penalty: 11361.419922 Iteration 14Q: 3 clusters Score -2346595 nChanged 253 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4717 members Mstep: Class 2 contains 5947 members Entering Unmasked Estep Score: -2346747.000000 Penalty: 11361.419922 Iteration 15Q: 3 clusters Score -2346747 nChanged 248 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4819 members Mstep: Class 2 contains 5845 members Entering Unmasked Estep Score: -2346884.250000 Penalty: 11361.419922 Iteration 16Q: 3 clusters Score -2346884 nChanged 245 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4926 members Mstep: Class 2 contains 5738 members Entering Unmasked Estep Score: -2347031.250000 Penalty: 11361.419922 Iteration 17Q: 3 clusters Score -2347031 nChanged 261 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5071 members Mstep: Class 2 contains 5593 members Entering Unmasked Estep Score: -2347208.750000 Penalty: 11361.419922 Iteration 18Q: 3 clusters Score -2347209 nChanged 326 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5259 members Mstep: Class 2 contains 5405 members Entering Unmasked Estep Score: -2347452.000000 Penalty: 11361.419922 Iteration 19Q: 3 clusters Score -2347452 nChanged 363 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5494 members Mstep: Class 2 contains 5170 members Entering Unmasked Estep Score: -2347752.250000 Penalty: 11361.419922 Iteration 20F: 3 clusters Score -2347752 nChanged 384 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5778 members Mstep: Class 2 contains 4886 members Entering Unmasked Estep Score: -2348075.500000 Penalty: 11361.419922 Iteration 21Q: 3 clusters Score -2348076 nChanged 339 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6011 members Mstep: Class 2 contains 4653 members Entering Unmasked Estep Score: -2348350.750000 Penalty: 11361.419922 Iteration 22Q: 3 clusters Score -2348351 nChanged 276 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6217 members Mstep: Class 2 contains 4447 members Entering Unmasked Estep Score: -2348563.750000 Penalty: 11361.419922 Iteration 23Q: 3 clusters Score -2348564 nChanged 217 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6384 members Mstep: Class 2 contains 4280 members Entering Unmasked Estep Score: -2348717.500000 Penalty: 11361.419922 Iteration 24Q: 3 clusters Score -2348718 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6520 members Mstep: Class 2 contains 4144 members Entering Unmasked Estep Score: -2348857.750000 Penalty: 11361.419922 Iteration 25Q: 3 clusters Score -2348858 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6658 members Mstep: Class 2 contains 4006 members Entering Unmasked Estep Score: -2348997.000000 Penalty: 11361.419922 Iteration 26Q: 3 clusters Score -2348997 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6763 members Mstep: Class 2 contains 3901 members Entering Unmasked Estep Score: -2349085.250000 Penalty: 11361.419922 Iteration 27Q: 3 clusters Score -2349085 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6845 members Mstep: Class 2 contains 3819 members Entering Unmasked Estep Score: -2349145.000000 Penalty: 11361.419922 Iteration 28Q: 3 clusters Score -2349145 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6900 members Mstep: Class 2 contains 3764 members Entering Unmasked Estep Score: -2349178.500000 Penalty: 11361.419922 Iteration 29Q: 3 clusters Score -2349178 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6937 members Mstep: Class 2 contains 3727 members Entering Unmasked Estep Score: -2349195.750000 Penalty: 11361.419922 Iteration 30Q: 3 clusters Score -2349196 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6971 members Mstep: Class 2 contains 3693 members Entering Unmasked Estep Score: -2349220.750000 Penalty: 11361.419922 Iteration 31Q: 3 clusters Score -2349221 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7006 members Mstep: Class 2 contains 3658 members Entering Unmasked Estep Score: -2349246.250000 Penalty: 11361.419922 Iteration 32Q: 3 clusters Score -2349246 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7047 members Mstep: Class 2 contains 3617 members Entering Unmasked Estep Score: -2349266.000000 Penalty: 11361.419922 Iteration 33Q: 3 clusters Score -2349266 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7074 members Mstep: Class 2 contains 3590 members Entering Unmasked Estep Score: -2349280.750000 Penalty: 11361.419922 Iteration 34Q: 3 clusters Score -2349281 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7090 members Mstep: Class 2 contains 3574 members Entering Unmasked Estep Score: -2349285.500000 Penalty: 11361.419922 Iteration 35Q: 3 clusters Score -2349286 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7109 members Mstep: Class 2 contains 3555 members Entering Unmasked Estep Score: -2349293.250000 Penalty: 11361.419922 Iteration 36Q: 3 clusters Score -2349293 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7128 members Mstep: Class 2 contains 3536 members Entering Unmasked Estep Score: -2349306.000000 Penalty: 11361.419922 Iteration 37Q: 3 clusters Score -2349306 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7140 members Mstep: Class 2 contains 3524 members Entering Unmasked Estep Score: -2349306.000000 Penalty: 11361.419922 Iteration 38Q: 3 clusters Score -2349306 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7148 members Mstep: Class 2 contains 3516 members Entering Unmasked Estep Score: -2349308.500000 Penalty: 11361.419922 Iteration 39Q: 3 clusters Score -2349308 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7150 members Mstep: Class 2 contains 3514 members Entering Unmasked Estep Score: -2349309.750000 Penalty: 11361.419922 Iteration 40F: 3 clusters Score -2349310 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7153 members Mstep: Class 2 contains 3511 members Entering Unmasked Estep Score: -2349309.500000 Penalty: 11361.419922 Iteration 41Q: 3 clusters Score -2349310 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7157 members Mstep: Class 2 contains 3507 members Entering Unmasked Estep Score: -2349312.500000 Penalty: 11361.419922 Iteration 42Q: 3 clusters Score -2349312 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7167 members Mstep: Class 2 contains 3497 members Entering Unmasked Estep Score: -2349315.500000 Penalty: 11361.419922 Iteration 43Q: 3 clusters Score -2349316 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7172 members Mstep: Class 2 contains 3492 members Entering Unmasked Estep Score: -2349319.250000 Penalty: 11361.419922 Iteration 44Q: 3 clusters Score -2349319 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7176 members Mstep: Class 2 contains 3488 members Entering Unmasked Estep Score: -2349321.250000 Penalty: 11361.419922 Iteration 45Q: 3 clusters Score -2349321 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7178 members Mstep: Class 2 contains 3486 members Entering Unmasked Estep Score: -2349320.250000 Penalty: 11361.419922 Iteration 46Q: 3 clusters Score -2349320 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7181 members Mstep: Class 2 contains 3483 members Entering Unmasked Estep Score: -2349325.250000 Penalty: 11361.419922 Iteration 47Q: 3 clusters Score -2349325 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7183 members Mstep: Class 2 contains 3481 members Entering Unmasked Estep Score: -2349326.250000 Penalty: 11361.419922 Iteration 48Q: 3 clusters Score -2349326 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7184 members Mstep: Class 2 contains 3480 members Entering Unmasked Estep Score: -2349326.750000 Penalty: 11361.419922 Iteration 49Q: 3 clusters Score -2349327 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7185 members Mstep: Class 2 contains 3479 members Entering Unmasked Estep Score: -2349327.500000 Penalty: 11361.419922 Iteration 50Q: 3 clusters Score -2349328 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7185 members Mstep: Class 2 contains 3479 members Entering Unmasked Estep Score: -2349327.500000 Penalty: 11361.419922 Iteration 51F: 3 clusters Score -2349328 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (1133 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1133 members Entering Unmasked Estep Score: -230081.781250 Penalty: 4307.482422 Iteration 0F: 2 clusters Score -230081.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 594 members Mstep: Class 2 contains 539 members Entering Unmasked Estep Score: -225867.968750 Penalty: 8614.964844 Iteration 0F: 3 clusters Score -225868 nChanged 183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 601 members Mstep: Class 2 contains 532 members Entering Unmasked Estep Score: -226243.390625 Penalty: 8614.964844 Iteration 1F: 3 clusters Score -226243.4 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 618 members Mstep: Class 2 contains 515 members Entering Unmasked Estep Score: -226397.250000 Penalty: 8614.964844 Iteration 2Q: 3 clusters Score -226397.2 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 629 members Mstep: Class 2 contains 504 members Entering Unmasked Estep Score: -226503.843750 Penalty: 8614.964844 Iteration 3Q: 3 clusters Score -226503.8 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 642 members Mstep: Class 2 contains 491 members Entering Unmasked Estep Score: -226607.250000 Penalty: 8614.964844 Iteration 4Q: 3 clusters Score -226607.2 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 639 members Mstep: Class 2 contains 494 members Entering Unmasked Estep Score: -226705.031250 Penalty: 8614.964844 Iteration 5Q: 3 clusters Score -226705 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 641 members Mstep: Class 2 contains 492 members Entering Unmasked Estep Score: -226819.328125 Penalty: 8614.964844 Iteration 6Q: 3 clusters Score -226819.3 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 637 members Mstep: Class 2 contains 496 members Entering Unmasked Estep Score: -226910.593750 Penalty: 8614.964844 Iteration 7Q: 3 clusters Score -226910.6 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 636 members Mstep: Class 2 contains 497 members Entering Unmasked Estep Score: -226978.031250 Penalty: 8614.964844 Iteration 8Q: 3 clusters Score -226978 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 634 members Mstep: Class 2 contains 499 members Entering Unmasked Estep Score: -227067.671875 Penalty: 8614.964844 Iteration 9Q: 3 clusters Score -227067.7 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 620 members Mstep: Class 2 contains 513 members Entering Unmasked Estep Score: -227207.343750 Penalty: 8614.964844 Iteration 10Q: 3 clusters Score -227207.3 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 602 members Mstep: Class 2 contains 531 members Entering Unmasked Estep Score: -227332.609375 Penalty: 8614.964844 Iteration 11Q: 3 clusters Score -227332.6 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 587 members Mstep: Class 2 contains 546 members Entering Unmasked Estep Score: -227450.281250 Penalty: 8614.964844 Iteration 12Q: 3 clusters Score -227450.3 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 573 members Mstep: Class 2 contains 560 members Entering Unmasked Estep Score: -227605.968750 Penalty: 8614.964844 Iteration 13Q: 3 clusters Score -227606 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 562 members Mstep: Class 2 contains 571 members Entering Unmasked Estep Score: -227719.421875 Penalty: 8614.964844 Iteration 14Q: 3 clusters Score -227719.4 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 556 members Mstep: Class 2 contains 577 members Entering Unmasked Estep Score: -227786.796875 Penalty: 8614.964844 Iteration 15Q: 3 clusters Score -227786.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 556 members Mstep: Class 2 contains 577 members Entering Unmasked Estep Score: -227819.296875 Penalty: 8614.964844 Iteration 16Q: 3 clusters Score -227819.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 558 members Mstep: Class 2 contains 575 members Entering Unmasked Estep Score: -227828.718750 Penalty: 8614.964844 Iteration 17Q: 3 clusters Score -227828.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 557 members Mstep: Class 2 contains 576 members Entering Unmasked Estep Score: -227830.125000 Penalty: 8614.964844 Iteration 18Q: 3 clusters Score -227830.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 557 members Mstep: Class 2 contains 576 members Entering Unmasked Estep Score: -227830.125000 Penalty: 8614.964844 Iteration 19F: 3 clusters Score -227830.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (309 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 309 members Entering Unmasked Estep Score: -55117.242188 Penalty: 3511.671387 Iteration 0F: 2 clusters Score -55117.24 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 161 members Mstep: Class 2 contains 148 members Entering Unmasked Estep Score: -52295.957031 Penalty: 7023.342773 Iteration 0F: 3 clusters Score -52295.96 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 166 members Mstep: Class 2 contains 143 members Entering Unmasked Estep Score: -52492.683594 Penalty: 7023.342773 Iteration 1F: 3 clusters Score -52492.68 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 175 members Mstep: Class 2 contains 134 members Entering Unmasked Estep Score: -52566.617188 Penalty: 7023.342773 Iteration 2Q: 3 clusters Score -52566.62 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 176 members Mstep: Class 2 contains 133 members Entering Unmasked Estep Score: -52592.457031 Penalty: 7023.342773 Iteration 3Q: 3 clusters Score -52592.46 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 176 members Mstep: Class 2 contains 133 members Entering Unmasked Estep Score: -52592.457031 Penalty: 7023.342773 Iteration 4F: 3 clusters Score -52592.46 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (33376 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33376 members Entering Unmasked Estep Score: -7357376.500000 Penalty: 6379.550293 Iteration 0F: 2 clusters Score -7357376 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16728 members Mstep: Class 2 contains 16648 members Entering Unmasked Estep Score: -7332344.000000 Penalty: 12759.100586 Iteration 0F: 3 clusters Score -7332344 nChanged 14242 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16842 members Mstep: Class 2 contains 16534 members Entering Unmasked Estep Score: -7339712.500000 Penalty: 12759.100586 Iteration 1F: 3 clusters Score -7339712 nChanged 1977 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16927 members Mstep: Class 2 contains 16449 members Entering Unmasked Estep Score: -7340563.000000 Penalty: 12759.100586 Iteration 2F: 3 clusters Score -7340563 nChanged 1558 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17013 members Mstep: Class 2 contains 16363 members Entering Unmasked Estep Score: -7341118.000000 Penalty: 12759.100586 Iteration 3Q: 3 clusters Score -7341118 nChanged 1217 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17136 members Mstep: Class 2 contains 16240 members Entering Unmasked Estep Score: -7341449.000000 Penalty: 12759.100586 Iteration 4Q: 3 clusters Score -7341449 nChanged 987 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17293 members Mstep: Class 2 contains 16083 members Entering Unmasked Estep Score: -7341746.000000 Penalty: 12759.100586 Iteration 5Q: 3 clusters Score -7341746 nChanged 838 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17459 members Mstep: Class 2 contains 15917 members Entering Unmasked Estep Score: -7341938.000000 Penalty: 12759.100586 Iteration 6Q: 3 clusters Score -7341938 nChanged 711 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17664 members Mstep: Class 2 contains 15712 members Entering Unmasked Estep Score: -7342116.500000 Penalty: 12759.100586 Iteration 7Q: 3 clusters Score -7342116 nChanged 630 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17898 members Mstep: Class 2 contains 15478 members Entering Unmasked Estep Score: -7342264.000000 Penalty: 12759.100586 Iteration 8Q: 3 clusters Score -7342264 nChanged 531 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18155 members Mstep: Class 2 contains 15221 members Entering Unmasked Estep Score: -7342405.500000 Penalty: 12759.100586 Iteration 9Q: 3 clusters Score -7342406 nChanged 537 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18470 members Mstep: Class 2 contains 14906 members Entering Unmasked Estep Score: -7342528.000000 Penalty: 12759.100586 Iteration 10Q: 3 clusters Score -7342528 nChanged 549 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18849 members Mstep: Class 2 contains 14527 members Entering Unmasked Estep Score: -7342651.500000 Penalty: 12759.100586 Iteration 11Q: 3 clusters Score -7342652 nChanged 593 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19304 members Mstep: Class 2 contains 14072 members Entering Unmasked Estep Score: -7342840.000000 Penalty: 12759.100586 Iteration 12Q: 3 clusters Score -7342840 nChanged 644 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19838 members Mstep: Class 2 contains 13538 members Entering Unmasked Estep Score: -7343034.500000 Penalty: 12759.100586 Iteration 13Q: 3 clusters Score -7343034 nChanged 686 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20424 members Mstep: Class 2 contains 12952 members Entering Unmasked Estep Score: -7343247.500000 Penalty: 12759.100586 Iteration 14Q: 3 clusters Score -7343248 nChanged 776 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21134 members Mstep: Class 2 contains 12242 members Entering Unmasked Estep Score: -7343481.500000 Penalty: 12759.100586 Iteration 15Q: 3 clusters Score -7343482 nChanged 934 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22010 members Mstep: Class 2 contains 11366 members Entering Unmasked Estep Score: -7343818.000000 Penalty: 12759.100586 Iteration 16Q: 3 clusters Score -7343818 nChanged 1091 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23077 members Mstep: Class 2 contains 10299 members Entering Unmasked Estep Score: -7344341.500000 Penalty: 12759.100586 Iteration 17Q: 3 clusters Score -7344342 nChanged 1316 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24365 members Mstep: Class 2 contains 9011 members Entering Unmasked Estep Score: -7345063.000000 Penalty: 12759.100586 Iteration 18Q: 3 clusters Score -7345063 nChanged 1464 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25799 members Mstep: Class 2 contains 7577 members Entering Unmasked Estep Score: -7345998.000000 Penalty: 12759.100586 Iteration 19Q: 3 clusters Score -7345998 nChanged 1583 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27364 members Mstep: Class 2 contains 6012 members Entering Unmasked Estep Score: -7347075.500000 Penalty: 12759.100586 Iteration 20F: 3 clusters Score -7347076 nChanged 1505 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28857 members Mstep: Class 2 contains 4519 members Entering Unmasked Estep Score: -7348296.000000 Penalty: 12759.100586 Iteration 21Q: 3 clusters Score -7348296 nChanged 1298 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30143 members Mstep: Class 2 contains 3233 members Entering Unmasked Estep Score: -7349387.500000 Penalty: 12759.100586 Iteration 22Q: 3 clusters Score -7349388 nChanged 936 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31065 members Mstep: Class 2 contains 2311 members Entering Unmasked Estep Score: -7350206.500000 Penalty: 12759.100586 Iteration 23Q: 3 clusters Score -7350206 nChanged 608 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31661 members Mstep: Class 2 contains 1715 members Entering Unmasked Estep Score: -7350698.500000 Penalty: 12759.100586 Iteration 24Q: 3 clusters Score -7350698 nChanged 353 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31996 members Mstep: Class 2 contains 1380 members Entering Unmasked Estep Score: -7350997.000000 Penalty: 12759.100586 Iteration 25Q: 3 clusters Score -7350997 nChanged 231 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32215 members Mstep: Class 2 contains 1161 members Entering Unmasked Estep Score: -7351220.000000 Penalty: 12759.100586 Iteration 26Q: 3 clusters Score -7351220 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32343 members Mstep: Class 2 contains 1033 members Entering Unmasked Estep Score: -7351357.000000 Penalty: 12759.100586 Iteration 27Q: 3 clusters Score -7351357 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32441 members Mstep: Class 2 contains 935 members Entering Unmasked Estep Score: -7351455.500000 Penalty: 12759.100586 Iteration 28Q: 3 clusters Score -7351456 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32498 members Mstep: Class 2 contains 878 members Entering Unmasked Estep Score: -7351510.000000 Penalty: 12759.100586 Iteration 29Q: 3 clusters Score -7351510 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32551 members Mstep: Class 2 contains 825 members Entering Unmasked Estep Score: -7351582.000000 Penalty: 12759.100586 Iteration 30Q: 3 clusters Score -7351582 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32585 members Mstep: Class 2 contains 791 members Entering Unmasked Estep Score: -7351615.000000 Penalty: 12759.100586 Iteration 31Q: 3 clusters Score -7351615 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32611 members Mstep: Class 2 contains 765 members Entering Unmasked Estep Score: -7351653.500000 Penalty: 12759.100586 Iteration 32Q: 3 clusters Score -7351654 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32621 members Mstep: Class 2 contains 755 members Entering Unmasked Estep Score: -7351663.500000 Penalty: 12759.100586 Iteration 33Q: 3 clusters Score -7351664 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32638 members Mstep: Class 2 contains 738 members Entering Unmasked Estep Score: -7351688.500000 Penalty: 12759.100586 Iteration 34Q: 3 clusters Score -7351688 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32648 members Mstep: Class 2 contains 728 members Entering Unmasked Estep Score: -7351704.000000 Penalty: 12759.100586 Iteration 35Q: 3 clusters Score -7351704 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32653 members Mstep: Class 2 contains 723 members Entering Unmasked Estep Score: -7351712.500000 Penalty: 12759.100586 Iteration 36Q: 3 clusters Score -7351712 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32661 members Mstep: Class 2 contains 715 members Entering Unmasked Estep Score: -7351728.500000 Penalty: 12759.100586 Iteration 37Q: 3 clusters Score -7351728 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32673 members Mstep: Class 2 contains 703 members Entering Unmasked Estep Score: -7351740.500000 Penalty: 12759.100586 Iteration 38Q: 3 clusters Score -7351740 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32680 members Mstep: Class 2 contains 696 members Entering Unmasked Estep Score: -7351755.500000 Penalty: 12759.100586 Iteration 39Q: 3 clusters Score -7351756 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32685 members Mstep: Class 2 contains 691 members Entering Unmasked Estep Score: -7351767.500000 Penalty: 12759.100586 Iteration 40F: 3 clusters Score -7351768 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32688 members Mstep: Class 2 contains 688 members Entering Unmasked Estep Score: -7351775.500000 Penalty: 12759.100586 Iteration 41Q: 3 clusters Score -7351776 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32691 members Mstep: Class 2 contains 685 members Entering Unmasked Estep Score: -7351780.500000 Penalty: 12759.100586 Iteration 42Q: 3 clusters Score -7351780 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32692 members Mstep: Class 2 contains 684 members Entering Unmasked Estep Score: -7351777.500000 Penalty: 12759.100586 Iteration 43Q: 3 clusters Score -7351778 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32695 members Mstep: Class 2 contains 681 members Entering Unmasked Estep Score: -7351776.000000 Penalty: 12759.100586 Iteration 44Q: 3 clusters Score -7351776 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32699 members Mstep: Class 2 contains 677 members Entering Unmasked Estep Score: -7351780.500000 Penalty: 12759.100586 Iteration 45Q: 3 clusters Score -7351780 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32700 members Mstep: Class 2 contains 676 members Entering Unmasked Estep Score: -7351785.500000 Penalty: 12759.100586 Iteration 46Q: 3 clusters Score -7351786 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32701 members Mstep: Class 2 contains 675 members Entering Unmasked Estep Score: -7351785.500000 Penalty: 12759.100586 Iteration 47Q: 3 clusters Score -7351786 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32702 members Mstep: Class 2 contains 674 members Entering Unmasked Estep Score: -7351782.500000 Penalty: 12759.100586 Iteration 48Q: 3 clusters Score -7351782 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32702 members Mstep: Class 2 contains 674 members Entering Unmasked Estep Score: -7351780.500000 Penalty: 12759.100586 Iteration 49Q: 3 clusters Score -7351780 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32701 members Mstep: Class 2 contains 675 members Entering Unmasked Estep Score: -7351791.000000 Penalty: 12759.100586 Iteration 50Q: 3 clusters Score -7351791 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32703 members Mstep: Class 2 contains 673 members Entering Unmasked Estep Score: -7351787.000000 Penalty: 12759.100586 Iteration 51Q: 3 clusters Score -7351787 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32706 members Mstep: Class 2 contains 670 members Entering Unmasked Estep Score: -7351788.500000 Penalty: 12759.100586 Iteration 52Q: 3 clusters Score -7351788 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32706 members Mstep: Class 2 contains 670 members Entering Unmasked Estep Score: -7351791.000000 Penalty: 12759.100586 Iteration 53Q: 3 clusters Score -7351791 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32707 members Mstep: Class 2 contains 669 members Entering Unmasked Estep Score: -7351798.000000 Penalty: 12759.100586 Iteration 54Q: 3 clusters Score -7351798 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32711 members Mstep: Class 2 contains 665 members Entering Unmasked Estep Score: -7351805.000000 Penalty: 12759.100586 Iteration 55Q: 3 clusters Score -7351805 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32714 members Mstep: Class 2 contains 662 members Entering Unmasked Estep Score: -7351815.000000 Penalty: 12759.100586 Iteration 56Q: 3 clusters Score -7351815 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32715 members Mstep: Class 2 contains 661 members Entering Unmasked Estep Score: -7351814.500000 Penalty: 12759.100586 Iteration 57Q: 3 clusters Score -7351814 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32715 members Mstep: Class 2 contains 661 members Entering Unmasked Estep Score: -7351814.500000 Penalty: 12759.100586 Iteration 58F: 3 clusters Score -7351814 nChanged 0 Entering ConstructFrom: Trying to split cluster 22 (748 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 748 members Entering Unmasked Estep Score: -150276.296875 Penalty: 4053.159424 Iteration 0F: 2 clusters Score -150276.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 364 members Mstep: Class 2 contains 384 members Entering Unmasked Estep Score: -146523.515625 Penalty: 8106.318848 Iteration 0F: 3 clusters Score -146523.5 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 381 members Mstep: Class 2 contains 367 members Entering Unmasked Estep Score: -146791.187500 Penalty: 8106.318848 Iteration 1F: 3 clusters Score -146791.2 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 383 members Mstep: Class 2 contains 365 members Entering Unmasked Estep Score: -146901.984375 Penalty: 8106.318848 Iteration 2Q: 3 clusters Score -146902 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 388 members Mstep: Class 2 contains 360 members Entering Unmasked Estep Score: -146985.406250 Penalty: 8106.318848 Iteration 3Q: 3 clusters Score -146985.4 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 392 members Mstep: Class 2 contains 356 members Entering Unmasked Estep Score: -147048.937500 Penalty: 8106.318848 Iteration 4Q: 3 clusters Score -147048.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 395 members Mstep: Class 2 contains 353 members Entering Unmasked Estep Score: -147090.875000 Penalty: 8106.318848 Iteration 5Q: 3 clusters Score -147090.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 401 members Mstep: Class 2 contains 347 members Entering Unmasked Estep Score: -147118.375000 Penalty: 8106.318848 Iteration 6Q: 3 clusters Score -147118.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 403 members Mstep: Class 2 contains 345 members Entering Unmasked Estep Score: -147127.796875 Penalty: 8106.318848 Iteration 7Q: 3 clusters Score -147127.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 405 members Mstep: Class 2 contains 343 members Entering Unmasked Estep Score: -147131.468750 Penalty: 8106.318848 Iteration 8Q: 3 clusters Score -147131.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 405 members Mstep: Class 2 contains 343 members Entering Unmasked Estep Score: -147131.468750 Penalty: 8106.318848 Iteration 9F: 3 clusters Score -147131.5 nChanged 0 --- Evaluating fit on full set of 2037116 points --- Entering Unmasked Estep Score: -445857344.000000 Penalty: 195751.937500 23->23 Clusters: Score -445857344.000000, best is -445885312.000000 Starting from 24 clusters... Entering ConstructFrom: --- Running on subset of 679038 points --- Entering CEM Assigned 24 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29412 members Mstep: Class 2 contains 29396 members Mstep: Class 3 contains 29249 members Mstep: Class 4 contains 29568 members Mstep: Class 5 contains 29626 members Mstep: Class 6 contains 29466 members Mstep: Class 7 contains 29389 members Mstep: Class 8 contains 29413 members Mstep: Class 9 contains 29599 members Mstep: Class 10 contains 29691 members Mstep: Class 11 contains 29748 members Mstep: Class 12 contains 29568 members Mstep: Class 13 contains 29430 members Mstep: Class 14 contains 29734 members Mstep: Class 15 contains 29629 members Mstep: Class 16 contains 29395 members Mstep: Class 17 contains 29542 members Mstep: Class 18 contains 29546 members Mstep: Class 19 contains 29303 members Mstep: Class 20 contains 29590 members Mstep: Class 21 contains 29561 members Mstep: Class 22 contains 29649 members Mstep: Class 23 contains 29534 members Entering Unmasked Estep ConsiderDeletion Deleting Class 6. Lose 198.283875 but Gain 8224.921875 Score: -139679664.000000 Penalty: 180948.125000 Iteration 0F: 23 clusters Score -1.396797e+08 nChanged 646850 Entering Unmasked Mstep Mstep: Class 0 contains 4123 members Mstep: Class 1 contains 15117 members Mstep: Class 2 contains 12655 members Mstep: Class 3 contains 3024 members Mstep: Class 4 contains 11253 members Mstep: Class 5 contains 8632 members Mstep: Class 7 contains 5094 members Mstep: Class 8 contains 4444 members Mstep: Class 9 contains 7992 members Mstep: Class 10 contains 129395 members Mstep: Class 11 contains 106177 members Mstep: Class 12 contains 12551 members Mstep: Class 13 contains 4702 members Mstep: Class 14 contains 71156 members Mstep: Class 15 contains 36747 members Mstep: Class 16 contains 48411 members Mstep: Class 17 contains 34903 members Mstep: Class 18 contains 21124 members Mstep: Class 19 contains 19157 members Mstep: Class 20 contains 14276 members Mstep: Class 21 contains 9790 members Mstep: Class 22 contains 11273 members Mstep: Class 23 contains 87042 members Entering Unmasked Estep ConsiderDeletion Deleting Class 7. Lose 2538.287842 but Gain 8224.906250 Score: -145135472.000000 Penalty: 172723.218750 Iteration 1F: 22 clusters Score -1.451355e+08 nChanged 260535 Entering Unmasked Mstep Mstep: Class 0 contains 3432 members Mstep: Class 1 contains 9037 members Mstep: Class 2 contains 19150 members Mstep: Class 3 contains 642 members Mstep: Class 4 contains 5776 members Mstep: Class 5 contains 9499 members Mstep: Class 8 contains 858 members Mstep: Class 9 contains 554 members Mstep: Class 10 contains 176567 members Mstep: Class 11 contains 137111 members Mstep: Class 12 contains 5400 members Mstep: Class 13 contains 2464 members Mstep: Class 14 contains 80674 members Mstep: Class 15 contains 34911 members Mstep: Class 16 contains 37638 members Mstep: Class 17 contains 28113 members Mstep: Class 18 contains 10641 members Mstep: Class 19 contains 10324 members Mstep: Class 20 contains 9488 members Mstep: Class 21 contains 1504 members Mstep: Class 22 contains 1590 members Mstep: Class 23 contains 93665 members Entering Unmasked Estep ConsiderDeletion Deleting Class 4. Lose 3360.238525 but Gain 8224.921875 Score: -146269088.000000 Penalty: 164498.296875 Iteration 2F: 21 clusters Score -1.462691e+08 nChanged 187973 Entering Unmasked Mstep Mstep: Class 0 contains 1338 members Mstep: Class 1 contains 4612 members Mstep: Class 2 contains 28814 members Mstep: Class 3 contains 1016 members Mstep: Class 5 contains 9588 members Mstep: Class 8 contains 1452 members Mstep: Class 9 contains 457 members Mstep: Class 10 contains 184564 members Mstep: Class 11 contains 140251 members Mstep: Class 12 contains 2976 members Mstep: Class 13 contains 2088 members Mstep: Class 14 contains 118330 members Mstep: Class 15 contains 27021 members Mstep: Class 16 contains 27764 members Mstep: Class 17 contains 16906 members Mstep: Class 18 contains 5771 members Mstep: Class 19 contains 7058 members Mstep: Class 20 contains 5272 members Mstep: Class 21 contains 651 members Mstep: Class 22 contains 1253 members Mstep: Class 23 contains 91856 members Entering Unmasked Estep ConsiderDeletion Deleting Class 1. Lose 3871.759033 but Gain 8224.921875 Score: -146759792.000000 Penalty: 156273.375000 Iteration 3F: 20 clusters Score -1.467598e+08 nChanged 127470 Entering Unmasked Mstep Mstep: Class 0 contains 841 members Mstep: Class 2 contains 32156 members Mstep: Class 3 contains 990 members Mstep: Class 5 contains 7758 members Mstep: Class 8 contains 1503 members Mstep: Class 9 contains 608 members Mstep: Class 10 contains 173703 members Mstep: Class 11 contains 136664 members Mstep: Class 12 contains 2644 members Mstep: Class 13 contains 2511 members Mstep: Class 14 contains 145263 members Mstep: Class 15 contains 20426 members Mstep: Class 16 contains 28210 members Mstep: Class 17 contains 9585 members Mstep: Class 18 contains 5132 members Mstep: Class 19 contains 4825 members Mstep: Class 20 contains 3511 members Mstep: Class 21 contains 531 members Mstep: Class 22 contains 1324 members Mstep: Class 23 contains 100853 members Entering Unmasked Estep ConsiderDeletion Deleting Class 20. Lose 3820.446045 but Gain 8224.906250 Score: -146998640.000000 Penalty: 148048.468750 Iteration 4F: 19 clusters Score -1.469986e+08 nChanged 93603 Entering Unmasked Mstep Mstep: Class 0 contains 501 members Mstep: Class 2 contains 31591 members Mstep: Class 3 contains 929 members Mstep: Class 5 contains 6672 members Mstep: Class 8 contains 1480 members Mstep: Class 9 contains 872 members Mstep: Class 10 contains 158506 members Mstep: Class 11 contains 130502 members Mstep: Class 12 contains 2394 members Mstep: Class 13 contains 2386 members Mstep: Class 14 contains 159251 members Mstep: Class 15 contains 15516 members Mstep: Class 16 contains 33849 members Mstep: Class 17 contains 5602 members Mstep: Class 18 contains 6357 members Mstep: Class 19 contains 5441 members Mstep: Class 21 contains 512 members Mstep: Class 22 contains 1329 members Mstep: Class 23 contains 115348 members Entering Unmasked Estep ConsiderDeletion Deleting Class 17. Lose 7660.606445 but Gain 8224.921875 Score: -147150576.000000 Penalty: 139823.546875 Iteration 5F: 18 clusters Score -1.471506e+08 nChanged 72986 Entering Unmasked Mstep Mstep: Class 0 contains 277 members Mstep: Class 2 contains 30592 members Mstep: Class 3 contains 878 members Mstep: Class 5 contains 6368 members Mstep: Class 8 contains 1476 members Mstep: Class 9 contains 1075 members Mstep: Class 10 contains 147545 members Mstep: Class 11 contains 122672 members Mstep: Class 12 contains 1900 members Mstep: Class 13 contains 1969 members Mstep: Class 14 contains 165338 members Mstep: Class 15 contains 13193 members Mstep: Class 16 contains 38290 members Mstep: Class 18 contains 7952 members Mstep: Class 19 contains 7329 members Mstep: Class 21 contains 528 members Mstep: Class 22 contains 1343 members Mstep: Class 23 contains 130313 members Entering Unmasked Estep ConsiderDeletion Score: -147253984.000000 Penalty: 139823.546875 Iteration 6F: 18 clusters Score -1.47254e+08 nChanged 53686 Entering Unmasked Mstep Mstep: Class 0 contains 158 members Mstep: Class 2 contains 30162 members Mstep: Class 3 contains 863 members Mstep: Class 5 contains 6449 members Mstep: Class 8 contains 1471 members Mstep: Class 9 contains 1189 members Mstep: Class 10 contains 140886 members Mstep: Class 11 contains 111996 members Mstep: Class 12 contains 1367 members Mstep: Class 13 contains 1783 members Mstep: Class 14 contains 166524 members Mstep: Class 15 contains 12177 members Mstep: Class 16 contains 40474 members Mstep: Class 18 contains 9176 members Mstep: Class 19 contains 9510 members Mstep: Class 21 contains 537 members Mstep: Class 22 contains 1345 members Mstep: Class 23 contains 142971 members Entering Unmasked Estep ConsiderDeletion Score: -147340336.000000 Penalty: 139823.546875 Iteration 7F: 18 clusters Score -1.473403e+08 nChanged 41342 Entering Unmasked Mstep Mstep: Class 0 contains 90 members Mstep: Class 2 contains 30487 members Mstep: Class 3 contains 859 members Mstep: Class 5 contains 6824 members Mstep: Class 8 contains 1468 members Mstep: Class 9 contains 1257 members Mstep: Class 10 contains 144573 members Mstep: Class 11 contains 99407 members Mstep: Class 12 contains 1054 members Mstep: Class 13 contains 1748 members Mstep: Class 14 contains 164790 members Mstep: Class 15 contains 11770 members Mstep: Class 16 contains 41273 members Mstep: Class 18 contains 9609 members Mstep: Class 19 contains 11570 members Mstep: Class 21 contains 566 members Mstep: Class 22 contains 1339 members Mstep: Class 23 contains 150354 members Entering Unmasked Estep ConsiderDeletion Score: -147376848.000000 Penalty: 139823.546875 Iteration 8F: 18 clusters Score -1.473768e+08 nChanged 31497 Entering Unmasked Mstep Mstep: Class 0 contains 61 members Mstep: Class 2 contains 31480 members Mstep: Class 3 contains 858 members Mstep: Class 5 contains 7307 members Mstep: Class 8 contains 1469 members Mstep: Class 9 contains 1286 members Mstep: Class 10 contains 147293 members Mstep: Class 11 contains 89160 members Mstep: Class 12 contains 903 members Mstep: Class 13 contains 1741 members Mstep: Class 14 contains 163730 members Mstep: Class 15 contains 11747 members Mstep: Class 16 contains 41885 members Mstep: Class 18 contains 9470 members Mstep: Class 19 contains 13447 members Mstep: Class 21 contains 591 members Mstep: Class 22 contains 1332 members Mstep: Class 23 contains 155278 members Entering Unmasked Estep ConsiderDeletion Score: -147396304.000000 Penalty: 139823.546875 Iteration 9Q: 18 clusters Score -1.473963e+08 nChanged 24363 Entering Unmasked Mstep Mstep: Class 0 contains 59 members Mstep: Class 2 contains 32815 members Mstep: Class 3 contains 857 members Mstep: Class 5 contains 7806 members Mstep: Class 8 contains 1474 members Mstep: Class 9 contains 1289 members Mstep: Class 10 contains 149022 members Mstep: Class 11 contains 80653 members Mstep: Class 12 contains 840 members Mstep: Class 13 contains 1738 members Mstep: Class 14 contains 163141 members Mstep: Class 15 contains 11777 members Mstep: Class 16 contains 42575 members Mstep: Class 18 contains 9189 members Mstep: Class 19 contains 15134 members Mstep: Class 21 contains 606 members Mstep: Class 22 contains 1331 members Mstep: Class 23 contains 158732 members Entering Unmasked Estep ConsiderDeletion Score: -147409552.000000 Penalty: 139823.546875 Iteration 10Q: 18 clusters Score -1.474096e+08 nChanged 20785 Entering Unmasked Mstep Mstep: Class 0 contains 60 members Mstep: Class 2 contains 34290 members Mstep: Class 3 contains 857 members Mstep: Class 5 contains 8529 members Mstep: Class 8 contains 1474 members Mstep: Class 9 contains 1289 members Mstep: Class 10 contains 150249 members Mstep: Class 11 contains 73578 members Mstep: Class 12 contains 813 members Mstep: Class 13 contains 1740 members Mstep: Class 14 contains 162799 members Mstep: Class 15 contains 11930 members Mstep: Class 16 contains 43422 members Mstep: Class 18 contains 8907 members Mstep: Class 19 contains 16559 members Mstep: Class 21 contains 613 members Mstep: Class 22 contains 1332 members Mstep: Class 23 contains 160597 members Entering Unmasked Estep ConsiderDeletion Score: -147422640.000000 Penalty: 139823.546875 Iteration 11Q: 18 clusters Score -1.474226e+08 nChanged 19616 Entering Unmasked Mstep Mstep: Class 0 contains 59 members Mstep: Class 2 contains 36009 members Mstep: Class 3 contains 857 members Mstep: Class 5 contains 9366 members Mstep: Class 8 contains 1474 members Mstep: Class 9 contains 1289 members Mstep: Class 10 contains 151017 members Mstep: Class 11 contains 67353 members Mstep: Class 12 contains 786 members Mstep: Class 13 contains 1739 members Mstep: Class 14 contains 162508 members Mstep: Class 15 contains 12240 members Mstep: Class 16 contains 44617 members Mstep: Class 18 contains 8625 members Mstep: Class 19 contains 17847 members Mstep: Class 21 contains 621 members Mstep: Class 22 contains 1329 members Mstep: Class 23 contains 161302 members Entering Unmasked Estep ConsiderDeletion Score: -147439184.000000 Penalty: 139823.546875 Iteration 12Q: 18 clusters Score -1.474392e+08 nChanged 19061 Entering Unmasked Mstep Mstep: Class 0 contains 59 members Mstep: Class 2 contains 38008 members Mstep: Class 3 contains 857 members Mstep: Class 5 contains 10403 members Mstep: Class 8 contains 1474 members Mstep: Class 9 contains 1289 members Mstep: Class 10 contains 151191 members Mstep: Class 11 contains 61397 members Mstep: Class 12 contains 772 members Mstep: Class 13 contains 1736 members Mstep: Class 14 contains 162287 members Mstep: Class 15 contains 12756 members Mstep: Class 16 contains 46216 members Mstep: Class 18 contains 8393 members Mstep: Class 19 contains 18899 members Mstep: Class 21 contains 623 members Mstep: Class 22 contains 1327 members Mstep: Class 23 contains 161351 members Entering Unmasked Estep ConsiderDeletion Score: -147458416.000000 Penalty: 139823.546875 Iteration 13Q: 18 clusters Score -1.474584e+08 nChanged 18077 Entering Unmasked Mstep Mstep: Class 0 contains 59 members Mstep: Class 2 contains 40475 members Mstep: Class 3 contains 857 members Mstep: Class 5 contains 11500 members Mstep: Class 8 contains 1474 members Mstep: Class 9 contains 1289 members Mstep: Class 10 contains 150526 members Mstep: Class 11 contains 55553 members Mstep: Class 12 contains 768 members Mstep: Class 13 contains 1731 members Mstep: Class 14 contains 162021 members Mstep: Class 15 contains 13271 members Mstep: Class 16 contains 48200 members Mstep: Class 18 contains 8201 members Mstep: Class 19 contains 19799 members Mstep: Class 21 contains 625 members Mstep: Class 22 contains 1326 members Mstep: Class 23 contains 161363 members Entering Unmasked Estep ConsiderDeletion Score: -147474560.000000 Penalty: 139823.546875 Iteration 14Q: 18 clusters Score -1.474746e+08 nChanged 15629 Entering Unmasked Mstep Mstep: Class 0 contains 59 members Mstep: Class 2 contains 42646 members Mstep: Class 3 contains 857 members Mstep: Class 5 contains 12615 members Mstep: Class 8 contains 1473 members Mstep: Class 9 contains 1289 members Mstep: Class 10 contains 149293 members Mstep: Class 11 contains 50763 members Mstep: Class 12 contains 783 members Mstep: Class 13 contains 1716 members Mstep: Class 14 contains 161821 members Mstep: Class 15 contains 13878 members Mstep: Class 16 contains 50038 members Mstep: Class 18 contains 8049 members Mstep: Class 19 contains 20531 members Mstep: Class 21 contains 625 members Mstep: Class 22 contains 1326 members Mstep: Class 23 contains 161276 members Entering Unmasked Estep ConsiderDeletion Score: -147486880.000000 Penalty: 139823.546875 Iteration 15Q: 18 clusters Score -1.474869e+08 nChanged 12388 Entering Unmasked Mstep Mstep: Class 0 contains 59 members Mstep: Class 2 contains 44159 members Mstep: Class 3 contains 857 members Mstep: Class 5 contains 13695 members Mstep: Class 8 contains 1471 members Mstep: Class 9 contains 1289 members Mstep: Class 10 contains 147931 members Mstep: Class 11 contains 48050 members Mstep: Class 12 contains 823 members Mstep: Class 13 contains 1681 members Mstep: Class 14 contains 161595 members Mstep: Class 15 contains 14471 members Mstep: Class 16 contains 51116 members Mstep: Class 18 contains 7970 members Mstep: Class 19 contains 21165 members Mstep: Class 21 contains 625 members Mstep: Class 22 contains 1326 members Mstep: Class 23 contains 160755 members Entering Unmasked Estep ConsiderDeletion Score: -147494624.000000 Penalty: 139823.546875 Iteration 16Q: 18 clusters Score -1.474946e+08 nChanged 9817 Entering Unmasked Mstep Mstep: Class 0 contains 59 members Mstep: Class 2 contains 45091 members Mstep: Class 3 contains 857 members Mstep: Class 5 contains 14611 members Mstep: Class 8 contains 1470 members Mstep: Class 9 contains 1289 members Mstep: Class 10 contains 146540 members Mstep: Class 11 contains 46201 members Mstep: Class 12 contains 870 members Mstep: Class 13 contains 1650 members Mstep: Class 14 contains 161330 members Mstep: Class 15 contains 14937 members Mstep: Class 16 contains 51770 members Mstep: Class 18 contains 7974 members Mstep: Class 19 contains 21695 members Mstep: Class 21 contains 625 members Mstep: Class 22 contains 1326 members Mstep: Class 23 contains 160743 members Entering Unmasked Estep ConsiderDeletion Score: -147500272.000000 Penalty: 139823.546875 Iteration 17Q: 18 clusters Score -1.475003e+08 nChanged 7950 Entering Unmasked Mstep Mstep: Class 0 contains 59 members Mstep: Class 2 contains 45605 members Mstep: Class 3 contains 857 members Mstep: Class 5 contains 15406 members Mstep: Class 8 contains 1470 members Mstep: Class 9 contains 1289 members Mstep: Class 10 contains 145218 members Mstep: Class 11 contains 44942 members Mstep: Class 12 contains 881 members Mstep: Class 13 contains 1628 members Mstep: Class 14 contains 161154 members Mstep: Class 15 contains 15340 members Mstep: Class 16 contains 52285 members Mstep: Class 18 contains 8009 members Mstep: Class 19 contains 22123 members Mstep: Class 21 contains 625 members Mstep: Class 22 contains 1326 members Mstep: Class 23 contains 160821 members Entering Unmasked Estep ConsiderDeletion Score: -147504432.000000 Penalty: 139823.546875 Iteration 18Q: 18 clusters Score -1.475044e+08 nChanged 6415 Entering Unmasked Mstep Mstep: Class 0 contains 59 members Mstep: Class 2 contains 45845 members Mstep: Class 3 contains 857 members Mstep: Class 5 contains 16084 members Mstep: Class 8 contains 1471 members Mstep: Class 9 contains 1289 members Mstep: Class 10 contains 144131 members Mstep: Class 11 contains 44310 members Mstep: Class 12 contains 873 members Mstep: Class 13 contains 1612 members Mstep: Class 14 contains 160985 members Mstep: Class 15 contains 15712 members Mstep: Class 16 contains 52665 members Mstep: Class 18 contains 8066 members Mstep: Class 19 contains 22480 members Mstep: Class 21 contains 625 members Mstep: Class 22 contains 1326 members Mstep: Class 23 contains 160648 members Entering Unmasked Estep ConsiderDeletion Score: -147506688.000000 Penalty: 139823.546875 Iteration 19Q: 18 clusters Score -1.475067e+08 nChanged 4972 Entering Unmasked Mstep Mstep: Class 0 contains 59 members Mstep: Class 2 contains 45998 members Mstep: Class 3 contains 857 members Mstep: Class 5 contains 16615 members Mstep: Class 8 contains 1471 members Mstep: Class 9 contains 1289 members Mstep: Class 10 contains 143274 members Mstep: Class 11 contains 44070 members Mstep: Class 12 contains 869 members Mstep: Class 13 contains 1595 members Mstep: Class 14 contains 160822 members Mstep: Class 15 contains 16003 members Mstep: Class 16 contains 52919 members Mstep: Class 18 contains 8110 members Mstep: Class 19 contains 22780 members Mstep: Class 21 contains 625 members Mstep: Class 22 contains 1326 members Mstep: Class 23 contains 160356 members Entering Unmasked Estep ConsiderDeletion Score: -147509568.000000 Penalty: 139823.546875 Iteration 20F: 18 clusters Score -1.475096e+08 nChanged 4587 Entering Unmasked Mstep Mstep: Class 0 contains 52 members Mstep: Class 2 contains 46116 members Mstep: Class 3 contains 857 members Mstep: Class 5 contains 17456 members Mstep: Class 8 contains 1474 members Mstep: Class 9 contains 1293 members Mstep: Class 10 contains 142610 members Mstep: Class 11 contains 43920 members Mstep: Class 12 contains 1293 members Mstep: Class 13 contains 1227 members Mstep: Class 14 contains 160598 members Mstep: Class 15 contains 16257 members Mstep: Class 16 contains 53095 members Mstep: Class 18 contains 8152 members Mstep: Class 19 contains 23015 members Mstep: Class 21 contains 626 members Mstep: Class 22 contains 1323 members Mstep: Class 23 contains 159674 members Entering Unmasked Estep ConsiderDeletion Score: -147514528.000000 Penalty: 139823.546875 Iteration 21Q: 18 clusters Score -1.475145e+08 nChanged 3965 Entering Unmasked Mstep Mstep: Class 0 contains 52 members Mstep: Class 2 contains 46172 members Mstep: Class 3 contains 857 members Mstep: Class 5 contains 18154 members Mstep: Class 8 contains 1476 members Mstep: Class 9 contains 1293 members Mstep: Class 10 contains 142068 members Mstep: Class 11 contains 43844 members Mstep: Class 12 contains 1735 members Mstep: Class 13 contains 837 members Mstep: Class 14 contains 160406 members Mstep: Class 15 contains 16521 members Mstep: Class 16 contains 53258 members Mstep: Class 18 contains 8237 members Mstep: Class 19 contains 23210 members Mstep: Class 21 contains 626 members Mstep: Class 22 contains 1322 members Mstep: Class 23 contains 158970 members Entering Unmasked Estep ConsiderDeletion Score: -147517408.000000 Penalty: 139823.546875 Iteration 22Q: 18 clusters Score -1.475174e+08 nChanged 3116 Entering Unmasked Mstep Mstep: Class 0 contains 52 members Mstep: Class 2 contains 46221 members Mstep: Class 3 contains 857 members Mstep: Class 5 contains 18736 members Mstep: Class 8 contains 1476 members Mstep: Class 9 contains 1293 members Mstep: Class 10 contains 141631 members Mstep: Class 11 contains 43832 members Mstep: Class 12 contains 1847 members Mstep: Class 13 contains 723 members Mstep: Class 14 contains 160232 members Mstep: Class 15 contains 16766 members Mstep: Class 16 contains 53401 members Mstep: Class 18 contains 8331 members Mstep: Class 19 contains 23387 members Mstep: Class 21 contains 627 members Mstep: Class 22 contains 1322 members Mstep: Class 23 contains 158304 members Entering Unmasked Estep ConsiderDeletion Score: -147518848.000000 Penalty: 139823.546875 Iteration 23Q: 18 clusters Score -1.475188e+08 nChanged 2640 Entering Unmasked Mstep Mstep: Class 0 contains 52 members Mstep: Class 2 contains 46214 members Mstep: Class 3 contains 857 members Mstep: Class 5 contains 19259 members Mstep: Class 8 contains 1476 members Mstep: Class 9 contains 1293 members Mstep: Class 10 contains 141279 members Mstep: Class 11 contains 43894 members Mstep: Class 12 contains 1896 members Mstep: Class 13 contains 654 members Mstep: Class 14 contains 160110 members Mstep: Class 15 contains 16997 members Mstep: Class 16 contains 53530 members Mstep: Class 18 contains 8433 members Mstep: Class 19 contains 23522 members Mstep: Class 21 contains 626 members Mstep: Class 22 contains 1322 members Mstep: Class 23 contains 157624 members Entering Unmasked Estep ConsiderDeletion Score: -147520496.000000 Penalty: 139823.546875 Iteration 24Q: 18 clusters Score -1.475205e+08 nChanged 2315 Entering Unmasked Mstep Mstep: Class 0 contains 52 members Mstep: Class 2 contains 46186 members Mstep: Class 3 contains 857 members Mstep: Class 5 contains 19680 members Mstep: Class 8 contains 1476 members Mstep: Class 9 contains 1293 members Mstep: Class 10 contains 140997 members Mstep: Class 11 contains 43983 members Mstep: Class 12 contains 1910 members Mstep: Class 13 contains 616 members Mstep: Class 14 contains 159994 members Mstep: Class 15 contains 17232 members Mstep: Class 16 contains 53635 members Mstep: Class 18 contains 8536 members Mstep: Class 19 contains 23648 members Mstep: Class 21 contains 626 members Mstep: Class 22 contains 1322 members Mstep: Class 23 contains 156995 members Entering Unmasked Estep ConsiderDeletion Score: -147520960.000000 Penalty: 139823.546875 Iteration 25Q: 18 clusters Score -1.47521e+08 nChanged 1953 Entering Unmasked Mstep Mstep: Class 0 contains 52 members Mstep: Class 2 contains 46154 members Mstep: Class 3 contains 857 members Mstep: Class 5 contains 20030 members Mstep: Class 8 contains 1476 members Mstep: Class 9 contains 1293 members Mstep: Class 10 contains 140738 members Mstep: Class 11 contains 44073 members Mstep: Class 12 contains 1928 members Mstep: Class 13 contains 595 members Mstep: Class 14 contains 159920 members Mstep: Class 15 contains 17424 members Mstep: Class 16 contains 53743 members Mstep: Class 18 contains 8618 members Mstep: Class 19 contains 23751 members Mstep: Class 21 contains 626 members Mstep: Class 22 contains 1322 members Mstep: Class 23 contains 156438 members Entering Unmasked Estep ConsiderDeletion Score: -147521280.000000 Penalty: 139823.546875 Iteration 26Q: 18 clusters Score -1.475213e+08 nChanged 1762 Entering Unmasked Mstep Mstep: Class 0 contains 52 members Mstep: Class 2 contains 46103 members Mstep: Class 3 contains 857 members Mstep: Class 5 contains 20353 members Mstep: Class 8 contains 1477 members Mstep: Class 9 contains 1293 members Mstep: Class 10 contains 140542 members Mstep: Class 11 contains 44179 members Mstep: Class 12 contains 1937 members Mstep: Class 13 contains 583 members Mstep: Class 14 contains 159881 members Mstep: Class 15 contains 17602 members Mstep: Class 16 contains 53856 members Mstep: Class 18 contains 8670 members Mstep: Class 19 contains 23813 members Mstep: Class 21 contains 626 members Mstep: Class 22 contains 1322 members Mstep: Class 23 contains 155892 members Entering Unmasked Estep ConsiderDeletion Score: -147521792.000000 Penalty: 139823.546875 Iteration 27Q: 18 clusters Score -1.475218e+08 nChanged 1594 Entering Unmasked Mstep Mstep: Class 0 contains 52 members Mstep: Class 2 contains 46027 members Mstep: Class 3 contains 857 members Mstep: Class 5 contains 20653 members Mstep: Class 8 contains 1477 members Mstep: Class 9 contains 1293 members Mstep: Class 10 contains 140366 members Mstep: Class 11 contains 44243 members Mstep: Class 12 contains 1942 members Mstep: Class 13 contains 582 members Mstep: Class 14 contains 159854 members Mstep: Class 15 contains 17791 members Mstep: Class 16 contains 53960 members Mstep: Class 18 contains 8721 members Mstep: Class 19 contains 23871 members Mstep: Class 21 contains 626 members Mstep: Class 22 contains 1322 members Mstep: Class 23 contains 155401 members Entering Unmasked Estep ConsiderDeletion Score: -147521392.000000 Penalty: 139823.546875 Iteration 28Q: 18 clusters Score -1.475214e+08 nChanged 1408 Entering Unmasked Mstep Mstep: Class 0 contains 52 members Mstep: Class 2 contains 45969 members Mstep: Class 3 contains 857 members Mstep: Class 5 contains 20897 members Mstep: Class 8 contains 1477 members Mstep: Class 9 contains 1293 members Mstep: Class 10 contains 140218 members Mstep: Class 11 contains 44311 members Mstep: Class 12 contains 1943 members Mstep: Class 13 contains 581 members Mstep: Class 14 contains 159828 members Mstep: Class 15 contains 17950 members Mstep: Class 16 contains 54068 members Mstep: Class 18 contains 8753 members Mstep: Class 19 contains 23945 members Mstep: Class 21 contains 626 members Mstep: Class 22 contains 1322 members Mstep: Class 23 contains 154948 members Entering Unmasked Estep ConsiderDeletion Score: -147521600.000000 Penalty: 139823.546875 Iteration 29Q: 18 clusters Score -1.475216e+08 nChanged 1288 Entering Unmasked Mstep Mstep: Class 0 contains 52 members Mstep: Class 2 contains 45902 members Mstep: Class 3 contains 857 members Mstep: Class 5 contains 21136 members Mstep: Class 8 contains 1477 members Mstep: Class 9 contains 1293 members Mstep: Class 10 contains 140088 members Mstep: Class 11 contains 44371 members Mstep: Class 12 contains 1941 members Mstep: Class 13 contains 581 members Mstep: Class 14 contains 159825 members Mstep: Class 15 contains 18105 members Mstep: Class 16 contains 54160 members Mstep: Class 18 contains 8792 members Mstep: Class 19 contains 23993 members Mstep: Class 21 contains 626 members Mstep: Class 22 contains 1322 members Mstep: Class 23 contains 154517 members Entering Unmasked Estep ConsiderDeletion Score: -147521600.000000 Penalty: 139823.546875 Iteration 30Q: 18 clusters Score -1.475216e+08 nChanged 1151 Entering Unmasked Mstep Mstep: Class 0 contains 52 members Mstep: Class 2 contains 45833 members Mstep: Class 3 contains 857 members Mstep: Class 5 contains 21357 members Mstep: Class 8 contains 1477 members Mstep: Class 9 contains 1293 members Mstep: Class 10 contains 139995 members Mstep: Class 11 contains 44485 members Mstep: Class 12 contains 1942 members Mstep: Class 13 contains 581 members Mstep: Class 14 contains 159828 members Mstep: Class 15 contains 18250 members Mstep: Class 16 contains 54249 members Mstep: Class 18 contains 8817 members Mstep: Class 19 contains 24023 members Mstep: Class 21 contains 626 members Mstep: Class 22 contains 1322 members Mstep: Class 23 contains 154051 members Entering Unmasked Estep ConsiderDeletion Score: -147521664.000000 Penalty: 139823.546875 Iteration 31Q: 18 clusters Score -1.475217e+08 nChanged 1063 Entering Unmasked Mstep Mstep: Class 0 contains 52 members Mstep: Class 2 contains 45787 members Mstep: Class 3 contains 857 members Mstep: Class 5 contains 21544 members Mstep: Class 8 contains 1477 members Mstep: Class 9 contains 1293 members Mstep: Class 10 contains 139888 members Mstep: Class 11 contains 44608 members Mstep: Class 12 contains 1942 members Mstep: Class 13 contains 581 members Mstep: Class 14 contains 159820 members Mstep: Class 15 contains 18386 members Mstep: Class 16 contains 54346 members Mstep: Class 18 contains 8833 members Mstep: Class 19 contains 24053 members Mstep: Class 21 contains 626 members Mstep: Class 22 contains 1322 members Mstep: Class 23 contains 153623 members Entering Unmasked Estep ConsiderDeletion Score: -147521632.000000 Penalty: 139823.546875 Iteration 32Q: 18 clusters Score -1.475216e+08 nChanged 967 Entering Unmasked Mstep Mstep: Class 0 contains 52 members Mstep: Class 2 contains 45740 members Mstep: Class 3 contains 857 members Mstep: Class 5 contains 21719 members Mstep: Class 8 contains 1477 members Mstep: Class 9 contains 1293 members Mstep: Class 10 contains 139811 members Mstep: Class 11 contains 44714 members Mstep: Class 12 contains 1942 members Mstep: Class 13 contains 581 members Mstep: Class 14 contains 159818 members Mstep: Class 15 contains 18493 members Mstep: Class 16 contains 54424 members Mstep: Class 18 contains 8847 members Mstep: Class 19 contains 24078 members Mstep: Class 21 contains 626 members Mstep: Class 22 contains 1322 members Mstep: Class 23 contains 153244 members Entering Unmasked Estep ConsiderDeletion Score: -147521824.000000 Penalty: 139823.546875 Iteration 33Q: 18 clusters Score -1.475218e+08 nChanged 949 Entering Unmasked Mstep Mstep: Class 0 contains 52 members Mstep: Class 2 contains 45697 members Mstep: Class 3 contains 857 members Mstep: Class 5 contains 21879 members Mstep: Class 8 contains 1477 members Mstep: Class 9 contains 1293 members Mstep: Class 10 contains 139738 members Mstep: Class 11 contains 44816 members Mstep: Class 12 contains 1942 members Mstep: Class 13 contains 581 members Mstep: Class 14 contains 159812 members Mstep: Class 15 contains 18625 members Mstep: Class 16 contains 54484 members Mstep: Class 18 contains 8860 members Mstep: Class 19 contains 24094 members Mstep: Class 21 contains 626 members Mstep: Class 22 contains 1322 members Mstep: Class 23 contains 152883 members Entering Unmasked Estep ConsiderDeletion Score: -147521776.000000 Penalty: 139823.546875 Iteration 34Q: 18 clusters Score -1.475218e+08 nChanged 895 Entering Unmasked Mstep Mstep: Class 0 contains 52 members Mstep: Class 2 contains 45653 members Mstep: Class 3 contains 857 members Mstep: Class 5 contains 22019 members Mstep: Class 8 contains 1477 members Mstep: Class 9 contains 1293 members Mstep: Class 10 contains 139676 members Mstep: Class 11 contains 44939 members Mstep: Class 12 contains 1941 members Mstep: Class 13 contains 581 members Mstep: Class 14 contains 159821 members Mstep: Class 15 contains 18731 members Mstep: Class 16 contains 54545 members Mstep: Class 18 contains 8875 members Mstep: Class 19 contains 24107 members Mstep: Class 21 contains 626 members Mstep: Class 22 contains 1322 members Mstep: Class 23 contains 152523 members Entering Unmasked Estep ConsiderDeletion Score: -147522016.000000 Penalty: 139823.546875 Iteration 35Q: 18 clusters Score -1.47522e+08 nChanged 894 Entering Unmasked Mstep Mstep: Class 0 contains 52 members Mstep: Class 2 contains 45603 members Mstep: Class 3 contains 857 members Mstep: Class 5 contains 22171 members Mstep: Class 8 contains 1477 members Mstep: Class 9 contains 1293 members Mstep: Class 10 contains 139621 members Mstep: Class 11 contains 45060 members Mstep: Class 12 contains 1942 members Mstep: Class 13 contains 581 members Mstep: Class 14 contains 159818 members Mstep: Class 15 contains 18864 members Mstep: Class 16 contains 54600 members Mstep: Class 18 contains 8888 members Mstep: Class 19 contains 24120 members Mstep: Class 21 contains 626 members Mstep: Class 22 contains 1322 members Mstep: Class 23 contains 152143 members Entering Unmasked Estep ConsiderDeletion Score: -147522080.000000 Penalty: 139823.546875 Iteration 36Q: 18 clusters Score -1.475221e+08 nChanged 901 Entering Unmasked Mstep Mstep: Class 0 contains 52 members Mstep: Class 2 contains 45563 members Mstep: Class 3 contains 857 members Mstep: Class 5 contains 22324 members Mstep: Class 8 contains 1477 members Mstep: Class 9 contains 1293 members Mstep: Class 10 contains 139555 members Mstep: Class 11 contains 45200 members Mstep: Class 12 contains 1944 members Mstep: Class 13 contains 580 members Mstep: Class 14 contains 159818 members Mstep: Class 15 contains 18981 members Mstep: Class 16 contains 54663 members Mstep: Class 18 contains 8898 members Mstep: Class 19 contains 24137 members Mstep: Class 21 contains 626 members Mstep: Class 22 contains 1322 members Mstep: Class 23 contains 151748 members Entering Unmasked Estep ConsiderDeletion Score: -147522320.000000 Penalty: 139823.546875 Iteration 37Q: 18 clusters Score -1.475223e+08 nChanged 872 Entering Unmasked Mstep Mstep: Class 0 contains 52 members Mstep: Class 2 contains 45503 members Mstep: Class 3 contains 857 members Mstep: Class 5 contains 22465 members Mstep: Class 8 contains 1477 members Mstep: Class 9 contains 1293 members Mstep: Class 10 contains 139511 members Mstep: Class 11 contains 45381 members Mstep: Class 12 contains 1944 members Mstep: Class 13 contains 580 members Mstep: Class 14 contains 159809 members Mstep: Class 15 contains 19106 members Mstep: Class 16 contains 54715 members Mstep: Class 18 contains 8908 members Mstep: Class 19 contains 24155 members Mstep: Class 21 contains 626 members Mstep: Class 22 contains 1322 members Mstep: Class 23 contains 151334 members Entering Unmasked Estep ConsiderDeletion Score: -147522304.000000 Penalty: 139823.546875 Iteration 38Q: 18 clusters Score -1.475223e+08 nChanged 852 Entering ConstructFrom: Score: -147522304.000000 Penalty: 139823.546875 Entering ConstructFrom: Trying to split cluster 2 (45447 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45447 members Entering Unmasked Estep Score: -9977216.000000 Penalty: 6568.635254 Iteration 0F: 2 clusters Score -9977216 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22612 members Mstep: Class 2 contains 22835 members Entering Unmasked Estep Score: -9944460.000000 Penalty: 13137.270508 Iteration 0F: 3 clusters Score -9944460 nChanged 19910 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22302 members Mstep: Class 2 contains 23145 members Entering Unmasked Estep Score: -9955300.000000 Penalty: 13137.270508 Iteration 1F: 3 clusters Score -9955300 nChanged 2562 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22050 members Mstep: Class 2 contains 23397 members Entering Unmasked Estep Score: -9956449.000000 Penalty: 13137.270508 Iteration 2F: 3 clusters Score -9956449 nChanged 2421 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21711 members Mstep: Class 2 contains 23736 members Entering Unmasked Estep Score: -9957871.000000 Penalty: 13137.270508 Iteration 3F: 3 clusters Score -9957871 nChanged 2527 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21328 members Mstep: Class 2 contains 24119 members Entering Unmasked Estep Score: -9959667.000000 Penalty: 13137.270508 Iteration 4F: 3 clusters Score -9959667 nChanged 2761 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20917 members Mstep: Class 2 contains 24530 members Entering Unmasked Estep Score: -9962205.000000 Penalty: 13137.270508 Iteration 5F: 3 clusters Score -9962205 nChanged 3066 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20259 members Mstep: Class 2 contains 25188 members Entering Unmasked Estep Score: -9964999.000000 Penalty: 13137.270508 Iteration 6F: 3 clusters Score -9964999 nChanged 3038 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19125 members Mstep: Class 2 contains 26322 members Entering Unmasked Estep Score: -9967274.000000 Penalty: 13137.270508 Iteration 7F: 3 clusters Score -9967274 nChanged 2640 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17655 members Mstep: Class 2 contains 27792 members Entering Unmasked Estep Score: -9969015.000000 Penalty: 13137.270508 Iteration 8F: 3 clusters Score -9969015 nChanged 2325 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15982 members Mstep: Class 2 contains 29465 members Entering Unmasked Estep Score: -9970526.000000 Penalty: 13137.270508 Iteration 9F: 3 clusters Score -9970526 nChanged 2009 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14293 members Mstep: Class 2 contains 31154 members Entering Unmasked Estep Score: -9971940.000000 Penalty: 13137.270508 Iteration 10Q: 3 clusters Score -9971940 nChanged 1823 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12616 members Mstep: Class 2 contains 32831 members Entering Unmasked Estep Score: -9973481.000000 Penalty: 13137.270508 Iteration 11Q: 3 clusters Score -9973481 nChanged 1668 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11098 members Mstep: Class 2 contains 34349 members Entering Unmasked Estep Score: -9975207.000000 Penalty: 13137.270508 Iteration 12Q: 3 clusters Score -9975207 nChanged 1324 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9888 members Mstep: Class 2 contains 35559 members Entering Unmasked Estep Score: -9976744.000000 Penalty: 13137.270508 Iteration 13Q: 3 clusters Score -9976744 nChanged 958 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8996 members Mstep: Class 2 contains 36451 members Entering Unmasked Estep Score: -9977703.000000 Penalty: 13137.270508 Iteration 14Q: 3 clusters Score -9977703 nChanged 659 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8383 members Mstep: Class 2 contains 37064 members Entering Unmasked Estep Score: -9978213.000000 Penalty: 13137.270508 Iteration 15Q: 3 clusters Score -9978213 nChanged 418 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7983 members Mstep: Class 2 contains 37464 members Entering Unmasked Estep Score: -9978480.000000 Penalty: 13137.270508 Iteration 16Q: 3 clusters Score -9978480 nChanged 242 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7741 members Mstep: Class 2 contains 37706 members Entering Unmasked Estep Score: -9978545.000000 Penalty: 13137.270508 Iteration 17Q: 3 clusters Score -9978545 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7572 members Mstep: Class 2 contains 37875 members Entering Unmasked Estep Score: -9978607.000000 Penalty: 13137.270508 Iteration 18Q: 3 clusters Score -9978607 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7471 members Mstep: Class 2 contains 37976 members Entering Unmasked Estep Score: -9978654.000000 Penalty: 13137.270508 Iteration 19Q: 3 clusters Score -9978654 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7403 members Mstep: Class 2 contains 38044 members Entering Unmasked Estep Score: -9978684.000000 Penalty: 13137.270508 Iteration 20F: 3 clusters Score -9978684 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7351 members Mstep: Class 2 contains 38096 members Entering Unmasked Estep Score: -9978715.000000 Penalty: 13137.270508 Iteration 21Q: 3 clusters Score -9978715 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7306 members Mstep: Class 2 contains 38141 members Entering Unmasked Estep Score: -9978716.000000 Penalty: 13137.270508 Iteration 22Q: 3 clusters Score -9978716 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7281 members Mstep: Class 2 contains 38166 members Entering Unmasked Estep Score: -9978726.000000 Penalty: 13137.270508 Iteration 23Q: 3 clusters Score -9978726 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7269 members Mstep: Class 2 contains 38178 members Entering Unmasked Estep Score: -9978722.000000 Penalty: 13137.270508 Iteration 24Q: 3 clusters Score -9978722 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7257 members Mstep: Class 2 contains 38190 members Entering Unmasked Estep Score: -9978702.000000 Penalty: 13137.270508 Iteration 25Q: 3 clusters Score -9978702 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7245 members Mstep: Class 2 contains 38202 members Entering Unmasked Estep Score: -9978716.000000 Penalty: 13137.270508 Iteration 26Q: 3 clusters Score -9978716 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7235 members Mstep: Class 2 contains 38212 members Entering Unmasked Estep Score: -9978720.000000 Penalty: 13137.270508 Iteration 27Q: 3 clusters Score -9978720 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7227 members Mstep: Class 2 contains 38220 members Entering Unmasked Estep Score: -9978724.000000 Penalty: 13137.270508 Iteration 28Q: 3 clusters Score -9978724 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7218 members Mstep: Class 2 contains 38229 members Entering Unmasked Estep Score: -9978725.000000 Penalty: 13137.270508 Iteration 29Q: 3 clusters Score -9978725 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7210 members Mstep: Class 2 contains 38237 members Entering Unmasked Estep Score: -9978729.000000 Penalty: 13137.270508 Iteration 30Q: 3 clusters Score -9978729 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7203 members Mstep: Class 2 contains 38244 members Entering Unmasked Estep Score: -9978723.000000 Penalty: 13137.270508 Iteration 31Q: 3 clusters Score -9978723 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7198 members Mstep: Class 2 contains 38249 members Entering Unmasked Estep Score: -9978718.000000 Penalty: 13137.270508 Iteration 32Q: 3 clusters Score -9978718 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7195 members Mstep: Class 2 contains 38252 members Entering Unmasked Estep Score: -9978725.000000 Penalty: 13137.270508 Iteration 33Q: 3 clusters Score -9978725 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7191 members Mstep: Class 2 contains 38256 members Entering Unmasked Estep Score: -9978714.000000 Penalty: 13137.270508 Iteration 34Q: 3 clusters Score -9978714 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7186 members Mstep: Class 2 contains 38261 members Entering Unmasked Estep Score: -9978715.000000 Penalty: 13137.270508 Iteration 35Q: 3 clusters Score -9978715 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7182 members Mstep: Class 2 contains 38265 members Entering Unmasked Estep Score: -9978723.000000 Penalty: 13137.270508 Iteration 36Q: 3 clusters Score -9978723 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7181 members Mstep: Class 2 contains 38266 members Entering Unmasked Estep Score: -9978718.000000 Penalty: 13137.270508 Iteration 37Q: 3 clusters Score -9978718 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7180 members Mstep: Class 2 contains 38267 members Entering Unmasked Estep Score: -9978718.000000 Penalty: 13137.270508 Iteration 38Q: 3 clusters Score -9978718 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7178 members Mstep: Class 2 contains 38269 members Entering Unmasked Estep Score: -9978720.000000 Penalty: 13137.270508 Iteration 39Q: 3 clusters Score -9978720 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7177 members Mstep: Class 2 contains 38270 members Entering Unmasked Estep Score: -9978720.000000 Penalty: 13137.270508 Iteration 40F: 3 clusters Score -9978720 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7176 members Mstep: Class 2 contains 38271 members Entering Unmasked Estep Score: -9978720.000000 Penalty: 13137.270508 Iteration 41Q: 3 clusters Score -9978720 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7176 members Mstep: Class 2 contains 38271 members Entering Unmasked Estep Score: -9978720.000000 Penalty: 13137.270508 Iteration 42F: 3 clusters Score -9978720 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 52 members Mstep: Class 1 contains 38271 members Mstep: Class 2 contains 7176 members Mstep: Class 3 contains 857 members Mstep: Class 5 contains 22614 members Mstep: Class 8 contains 1477 members Mstep: Class 9 contains 1293 members Mstep: Class 10 contains 139485 members Mstep: Class 11 contains 45550 members Mstep: Class 12 contains 1944 members Mstep: Class 13 contains 580 members Mstep: Class 14 contains 159807 members Mstep: Class 15 contains 19203 members Mstep: Class 16 contains 54774 members Mstep: Class 18 contains 8920 members Mstep: Class 19 contains 24170 members Mstep: Class 21 contains 626 members Mstep: Class 22 contains 1322 members Mstep: Class 23 contains 150917 members Entering Unmasked Estep Score: -147522032.000000 Penalty: 148048.468750 Splitting cluster 2 changes total score from -147522304.000000 to -147522032.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 3 (857 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 857 members Entering Unmasked Estep Score: -162396.812500 Penalty: 4136.480957 Iteration 0F: 2 clusters Score -162396.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 441 members Mstep: Class 2 contains 416 members Entering Unmasked Estep Score: -158840.156250 Penalty: 8272.961914 Iteration 0F: 3 clusters Score -158840.2 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 424 members Mstep: Class 2 contains 433 members Entering Unmasked Estep Score: -159771.093750 Penalty: 8272.961914 Iteration 1F: 3 clusters Score -159771.1 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 389 members Mstep: Class 2 contains 468 members Entering Unmasked Estep Score: -159967.500000 Penalty: 8272.961914 Iteration 2F: 3 clusters Score -159967.5 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 378 members Mstep: Class 2 contains 479 members Entering Unmasked Estep Score: -160036.484375 Penalty: 8272.961914 Iteration 3Q: 3 clusters Score -160036.5 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 367 members Mstep: Class 2 contains 490 members Entering Unmasked Estep Score: -160103.906250 Penalty: 8272.961914 Iteration 4Q: 3 clusters Score -160103.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 364 members Mstep: Class 2 contains 493 members Entering Unmasked Estep Score: -160192.875000 Penalty: 8272.961914 Iteration 5Q: 3 clusters Score -160192.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 358 members Mstep: Class 2 contains 499 members Entering Unmasked Estep Score: -160278.500000 Penalty: 8272.961914 Iteration 6Q: 3 clusters Score -160278.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 355 members Mstep: Class 2 contains 502 members Entering Unmasked Estep Score: -160339.390625 Penalty: 8272.961914 Iteration 7Q: 3 clusters Score -160339.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 352 members Mstep: Class 2 contains 505 members Entering Unmasked Estep Score: -160416.328125 Penalty: 8272.961914 Iteration 8Q: 3 clusters Score -160416.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 351 members Mstep: Class 2 contains 506 members Entering Unmasked Estep Score: -160455.718750 Penalty: 8272.961914 Iteration 9Q: 3 clusters Score -160455.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 348 members Mstep: Class 2 contains 509 members Entering Unmasked Estep Score: -160492.109375 Penalty: 8272.961914 Iteration 10Q: 3 clusters Score -160492.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 348 members Mstep: Class 2 contains 509 members Entering Unmasked Estep Score: -160529.562500 Penalty: 8272.961914 Iteration 11Q: 3 clusters Score -160529.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 353 members Mstep: Class 2 contains 504 members Entering Unmasked Estep Score: -160566.609375 Penalty: 8272.961914 Iteration 12Q: 3 clusters Score -160566.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 357 members Mstep: Class 2 contains 500 members Entering Unmasked Estep Score: -160591.953125 Penalty: 8272.961914 Iteration 13Q: 3 clusters Score -160592 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 357 members Mstep: Class 2 contains 500 members Entering Unmasked Estep Score: -160591.953125 Penalty: 8272.961914 Iteration 14F: 3 clusters Score -160592 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (22614 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22614 members Entering Unmasked Estep Score: -4802020.500000 Penalty: 6141.123535 Iteration 0F: 2 clusters Score -4802020 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11236 members Mstep: Class 2 contains 11378 members Entering Unmasked Estep Score: -4783799.000000 Penalty: 12282.247070 Iteration 0F: 3 clusters Score -4783799 nChanged 9338 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11140 members Mstep: Class 2 contains 11474 members Entering Unmasked Estep Score: -4788961.500000 Penalty: 12282.247070 Iteration 1F: 3 clusters Score -4788962 nChanged 1654 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11074 members Mstep: Class 2 contains 11540 members Entering Unmasked Estep Score: -4790035.000000 Penalty: 12282.247070 Iteration 2F: 3 clusters Score -4790035 nChanged 1491 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10999 members Mstep: Class 2 contains 11615 members Entering Unmasked Estep Score: -4791156.500000 Penalty: 12282.247070 Iteration 3F: 3 clusters Score -4791156 nChanged 1502 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10889 members Mstep: Class 2 contains 11725 members Entering Unmasked Estep Score: -4792513.500000 Penalty: 12282.247070 Iteration 4F: 3 clusters Score -4792514 nChanged 1555 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10610 members Mstep: Class 2 contains 12004 members Entering Unmasked Estep Score: -4794113.500000 Penalty: 12282.247070 Iteration 5F: 3 clusters Score -4794114 nChanged 1592 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10050 members Mstep: Class 2 contains 12564 members Entering Unmasked Estep Score: -4795736.000000 Penalty: 12282.247070 Iteration 6F: 3 clusters Score -4795736 nChanged 1519 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9315 members Mstep: Class 2 contains 13299 members Entering Unmasked Estep Score: -4797297.000000 Penalty: 12282.247070 Iteration 7F: 3 clusters Score -4797297 nChanged 1267 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8476 members Mstep: Class 2 contains 14138 members Entering Unmasked Estep Score: -4798641.500000 Penalty: 12282.247070 Iteration 8F: 3 clusters Score -4798642 nChanged 1027 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7671 members Mstep: Class 2 contains 14943 members Entering Unmasked Estep Score: -4799679.500000 Penalty: 12282.247070 Iteration 9Q: 3 clusters Score -4799680 nChanged 766 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7005 members Mstep: Class 2 contains 15609 members Entering Unmasked Estep Score: -4800374.500000 Penalty: 12282.247070 Iteration 10Q: 3 clusters Score -4800374 nChanged 563 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6500 members Mstep: Class 2 contains 16114 members Entering Unmasked Estep Score: -4800810.500000 Penalty: 12282.247070 Iteration 11Q: 3 clusters Score -4800810 nChanged 417 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6095 members Mstep: Class 2 contains 16519 members Entering Unmasked Estep Score: -4801133.000000 Penalty: 12282.247070 Iteration 12Q: 3 clusters Score -4801133 nChanged 337 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5764 members Mstep: Class 2 contains 16850 members Entering Unmasked Estep Score: -4801338.500000 Penalty: 12282.247070 Iteration 13Q: 3 clusters Score -4801338 nChanged 267 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5497 members Mstep: Class 2 contains 17117 members Entering Unmasked Estep Score: -4801502.000000 Penalty: 12282.247070 Iteration 14Q: 3 clusters Score -4801502 nChanged 233 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5266 members Mstep: Class 2 contains 17348 members Entering Unmasked Estep Score: -4801632.500000 Penalty: 12282.247070 Iteration 15Q: 3 clusters Score -4801632 nChanged 205 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5061 members Mstep: Class 2 contains 17553 members Entering Unmasked Estep Score: -4801769.500000 Penalty: 12282.247070 Iteration 16Q: 3 clusters Score -4801770 nChanged 188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4873 members Mstep: Class 2 contains 17741 members Entering Unmasked Estep Score: -4801892.000000 Penalty: 12282.247070 Iteration 17Q: 3 clusters Score -4801892 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4701 members Mstep: Class 2 contains 17913 members Entering Unmasked Estep Score: -4802024.500000 Penalty: 12282.247070 Iteration 18Q: 3 clusters Score -4802024 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4529 members Mstep: Class 2 contains 18085 members Entering Unmasked Estep Score: -4802160.000000 Penalty: 12282.247070 Iteration 19Q: 3 clusters Score -4802160 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4375 members Mstep: Class 2 contains 18239 members Entering Unmasked Estep Score: -4802311.500000 Penalty: 12282.247070 Iteration 20F: 3 clusters Score -4802312 nChanged 177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4202 members Mstep: Class 2 contains 18412 members Entering Unmasked Estep Score: -4802529.500000 Penalty: 12282.247070 Iteration 21Q: 3 clusters Score -4802530 nChanged 185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4021 members Mstep: Class 2 contains 18593 members Entering Unmasked Estep Score: -4802875.500000 Penalty: 12282.247070 Iteration 22Q: 3 clusters Score -4802876 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3868 members Mstep: Class 2 contains 18746 members Entering Unmasked Estep Score: -4803143.500000 Penalty: 12282.247070 Iteration 23Q: 3 clusters Score -4803144 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3757 members Mstep: Class 2 contains 18857 members Entering Unmasked Estep Score: -4803228.500000 Penalty: 12282.247070 Iteration 24Q: 3 clusters Score -4803228 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3686 members Mstep: Class 2 contains 18928 members Entering Unmasked Estep Score: -4803273.000000 Penalty: 12282.247070 Iteration 25Q: 3 clusters Score -4803273 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3639 members Mstep: Class 2 contains 18975 members Entering Unmasked Estep Score: -4803311.500000 Penalty: 12282.247070 Iteration 26Q: 3 clusters Score -4803312 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3606 members Mstep: Class 2 contains 19008 members Entering Unmasked Estep Score: -4803326.500000 Penalty: 12282.247070 Iteration 27Q: 3 clusters Score -4803326 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3580 members Mstep: Class 2 contains 19034 members Entering Unmasked Estep Score: -4803331.000000 Penalty: 12282.247070 Iteration 28Q: 3 clusters Score -4803331 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3567 members Mstep: Class 2 contains 19047 members Entering Unmasked Estep Score: -4803334.000000 Penalty: 12282.247070 Iteration 29Q: 3 clusters Score -4803334 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3560 members Mstep: Class 2 contains 19054 members Entering Unmasked Estep Score: -4803343.000000 Penalty: 12282.247070 Iteration 30Q: 3 clusters Score -4803343 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3548 members Mstep: Class 2 contains 19066 members Entering Unmasked Estep Score: -4803354.000000 Penalty: 12282.247070 Iteration 31Q: 3 clusters Score -4803354 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3533 members Mstep: Class 2 contains 19081 members Entering Unmasked Estep Score: -4803358.500000 Penalty: 12282.247070 Iteration 32Q: 3 clusters Score -4803358 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3526 members Mstep: Class 2 contains 19088 members Entering Unmasked Estep Score: -4803371.500000 Penalty: 12282.247070 Iteration 33Q: 3 clusters Score -4803372 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3523 members Mstep: Class 2 contains 19091 members Entering Unmasked Estep Score: -4803373.500000 Penalty: 12282.247070 Iteration 34Q: 3 clusters Score -4803374 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3521 members Mstep: Class 2 contains 19093 members Entering Unmasked Estep Score: -4803375.000000 Penalty: 12282.247070 Iteration 35Q: 3 clusters Score -4803375 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3520 members Mstep: Class 2 contains 19094 members Entering Unmasked Estep Score: -4803375.000000 Penalty: 12282.247070 Iteration 36Q: 3 clusters Score -4803375 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3517 members Mstep: Class 2 contains 19097 members Entering Unmasked Estep Score: -4803372.000000 Penalty: 12282.247070 Iteration 37Q: 3 clusters Score -4803372 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3516 members Mstep: Class 2 contains 19098 members Entering Unmasked Estep Score: -4803373.500000 Penalty: 12282.247070 Iteration 38Q: 3 clusters Score -4803374 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3515 members Mstep: Class 2 contains 19099 members Entering Unmasked Estep Score: -4803371.500000 Penalty: 12282.247070 Iteration 39Q: 3 clusters Score -4803372 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3513 members Mstep: Class 2 contains 19101 members Entering Unmasked Estep Score: -4803371.000000 Penalty: 12282.247070 Iteration 40F: 3 clusters Score -4803371 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3511 members Mstep: Class 2 contains 19103 members Entering Unmasked Estep Score: -4803379.000000 Penalty: 12282.247070 Iteration 41Q: 3 clusters Score -4803379 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3510 members Mstep: Class 2 contains 19104 members Entering Unmasked Estep Score: -4803369.000000 Penalty: 12282.247070 Iteration 42Q: 3 clusters Score -4803369 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3510 members Mstep: Class 2 contains 19104 members Entering Unmasked Estep Score: -4803369.000000 Penalty: 12282.247070 Iteration 43F: 3 clusters Score -4803369 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 52 members Mstep: Class 1 contains 19104 members Mstep: Class 2 contains 45447 members Mstep: Class 3 contains 857 members Mstep: Class 5 contains 3510 members Mstep: Class 8 contains 1477 members Mstep: Class 9 contains 1293 members Mstep: Class 10 contains 139485 members Mstep: Class 11 contains 45550 members Mstep: Class 12 contains 1944 members Mstep: Class 13 contains 580 members Mstep: Class 14 contains 159807 members Mstep: Class 15 contains 19203 members Mstep: Class 16 contains 54774 members Mstep: Class 18 contains 8920 members Mstep: Class 19 contains 24170 members Mstep: Class 21 contains 626 members Mstep: Class 22 contains 1322 members Mstep: Class 23 contains 150917 members Entering Unmasked Estep Score: -147521824.000000 Penalty: 148048.468750 Splitting cluster 5 changes total score from -147522304.000000 to -147521824.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 8 (1477 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1477 members Entering Unmasked Estep Score: -278026.281250 Penalty: 4469.882812 Iteration 0F: 2 clusters Score -278026.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 732 members Mstep: Class 2 contains 745 members Entering Unmasked Estep Score: -273952.843750 Penalty: 8939.765625 Iteration 0F: 3 clusters Score -273952.8 nChanged 349 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 821 members Mstep: Class 2 contains 656 members Entering Unmasked Estep Score: -275212.687500 Penalty: 8939.765625 Iteration 1F: 3 clusters Score -275212.7 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 928 members Mstep: Class 2 contains 549 members Entering Unmasked Estep Score: -275983.531250 Penalty: 8939.765625 Iteration 2F: 3 clusters Score -275983.5 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1043 members Mstep: Class 2 contains 434 members Entering Unmasked Estep Score: -276802.906250 Penalty: 8939.765625 Iteration 3F: 3 clusters Score -276802.9 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1122 members Mstep: Class 2 contains 355 members Entering Unmasked Estep Score: -277388.781250 Penalty: 8939.765625 Iteration 4F: 3 clusters Score -277388.8 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1156 members Mstep: Class 2 contains 321 members Entering Unmasked Estep Score: -277700.906250 Penalty: 8939.765625 Iteration 5Q: 3 clusters Score -277700.9 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1155 members Mstep: Class 2 contains 322 members Entering Unmasked Estep Score: -278175.187500 Penalty: 8939.765625 Iteration 6Q: 3 clusters Score -278175.2 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1148 members Mstep: Class 2 contains 329 members Entering Unmasked Estep Score: -278617.468750 Penalty: 8939.765625 Iteration 7Q: 3 clusters Score -278617.5 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1143 members Mstep: Class 2 contains 334 members Entering Unmasked Estep Score: -278863.093750 Penalty: 8939.765625 Iteration 8Q: 3 clusters Score -278863.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1149 members Mstep: Class 2 contains 328 members Entering Unmasked Estep Score: -278932.718750 Penalty: 8939.765625 Iteration 9Q: 3 clusters Score -278932.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1153 members Mstep: Class 2 contains 324 members Entering Unmasked Estep Score: -278967.937500 Penalty: 8939.765625 Iteration 10Q: 3 clusters Score -278967.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1156 members Mstep: Class 2 contains 321 members Entering Unmasked Estep Score: -278982.093750 Penalty: 8939.765625 Iteration 11Q: 3 clusters Score -278982.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1158 members Mstep: Class 2 contains 319 members Entering Unmasked Estep Score: -278986.312500 Penalty: 8939.765625 Iteration 12Q: 3 clusters Score -278986.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1160 members Mstep: Class 2 contains 317 members Entering Unmasked Estep Score: -278992.468750 Penalty: 8939.765625 Iteration 13Q: 3 clusters Score -278992.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1161 members Mstep: Class 2 contains 316 members Entering Unmasked Estep Score: -278993.375000 Penalty: 8939.765625 Iteration 14Q: 3 clusters Score -278993.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1161 members Mstep: Class 2 contains 316 members Entering Unmasked Estep Score: -278993.375000 Penalty: 8939.765625 Iteration 15F: 3 clusters Score -278993.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 52 members Mstep: Class 1 contains 316 members Mstep: Class 2 contains 45447 members Mstep: Class 3 contains 857 members Mstep: Class 5 contains 22614 members Mstep: Class 8 contains 1161 members Mstep: Class 9 contains 1293 members Mstep: Class 10 contains 139485 members Mstep: Class 11 contains 45550 members Mstep: Class 12 contains 1944 members Mstep: Class 13 contains 580 members Mstep: Class 14 contains 159807 members Mstep: Class 15 contains 19203 members Mstep: Class 16 contains 54774 members Mstep: Class 18 contains 8920 members Mstep: Class 19 contains 24170 members Mstep: Class 21 contains 626 members Mstep: Class 22 contains 1322 members Mstep: Class 23 contains 150917 members Entering Unmasked Estep Score: -147519392.000000 Penalty: 148048.468750 Splitting cluster 8 changes total score from -147522304.000000 to -147519392.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 9 (1293 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1293 members Entering Unmasked Estep Score: -189751.796875 Penalty: 4388.391113 Iteration 0F: 2 clusters Score -189751.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 645 members Mstep: Class 2 contains 648 members Entering Unmasked Estep Score: -186145.640625 Penalty: 8776.782227 Iteration 0F: 3 clusters Score -186145.6 nChanged 380 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 763 members Mstep: Class 2 contains 530 members Entering Unmasked Estep Score: -189086.734375 Penalty: 8776.782227 Iteration 1F: 3 clusters Score -189086.7 nChanged 235 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 860 members Mstep: Class 2 contains 433 members Entering Unmasked Estep Score: -194212.937500 Penalty: 8776.782227 Iteration 2F: 3 clusters Score -194212.9 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 876 members Mstep: Class 2 contains 417 members Entering Unmasked Estep Score: -197135.328125 Penalty: 8776.782227 Iteration 3F: 3 clusters Score -197135.3 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 861 members Mstep: Class 2 contains 432 members Entering Unmasked Estep Score: -198265.328125 Penalty: 8776.782227 Iteration 4Q: 3 clusters Score -198265.3 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 840 members Mstep: Class 2 contains 453 members Entering Unmasked Estep Score: -198810.843750 Penalty: 8776.782227 Iteration 5Q: 3 clusters Score -198810.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 827 members Mstep: Class 2 contains 466 members Entering Unmasked Estep Score: -199166.562500 Penalty: 8776.782227 Iteration 6Q: 3 clusters Score -199166.6 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 816 members Mstep: Class 2 contains 477 members Entering Unmasked Estep Score: -199408.062500 Penalty: 8776.782227 Iteration 7Q: 3 clusters Score -199408.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 807 members Mstep: Class 2 contains 486 members Entering Unmasked Estep Score: -199543.437500 Penalty: 8776.782227 Iteration 8Q: 3 clusters Score -199543.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 803 members Mstep: Class 2 contains 490 members Entering Unmasked Estep Score: -199570.968750 Penalty: 8776.782227 Iteration 9Q: 3 clusters Score -199571 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 801 members Mstep: Class 2 contains 492 members Entering Unmasked Estep Score: -199588.046875 Penalty: 8776.782227 Iteration 10Q: 3 clusters Score -199588 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 798 members Mstep: Class 2 contains 495 members Entering Unmasked Estep Score: -199620.406250 Penalty: 8776.782227 Iteration 11Q: 3 clusters Score -199620.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 795 members Mstep: Class 2 contains 498 members Entering Unmasked Estep Score: -199645.781250 Penalty: 8776.782227 Iteration 12Q: 3 clusters Score -199645.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 792 members Mstep: Class 2 contains 501 members Entering Unmasked Estep Score: -199657.328125 Penalty: 8776.782227 Iteration 13Q: 3 clusters Score -199657.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 792 members Mstep: Class 2 contains 501 members Entering Unmasked Estep Score: -199657.703125 Penalty: 8776.782227 Iteration 14F: 3 clusters Score -199657.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 791 members Mstep: Class 2 contains 502 members Entering Unmasked Estep Score: -199664.875000 Penalty: 8776.782227 Iteration 15Q: 3 clusters Score -199664.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 791 members Mstep: Class 2 contains 502 members Entering Unmasked Estep Score: -199664.875000 Penalty: 8776.782227 Iteration 16F: 3 clusters Score -199664.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 52 members Mstep: Class 1 contains 502 members Mstep: Class 2 contains 45447 members Mstep: Class 3 contains 857 members Mstep: Class 5 contains 22614 members Mstep: Class 8 contains 1477 members Mstep: Class 9 contains 791 members Mstep: Class 10 contains 139485 members Mstep: Class 11 contains 45550 members Mstep: Class 12 contains 1944 members Mstep: Class 13 contains 580 members Mstep: Class 14 contains 159807 members Mstep: Class 15 contains 19203 members Mstep: Class 16 contains 54774 members Mstep: Class 18 contains 8920 members Mstep: Class 19 contains 24170 members Mstep: Class 21 contains 626 members Mstep: Class 22 contains 1322 members Mstep: Class 23 contains 150917 members Entering Unmasked Estep Score: -147528448.000000 Penalty: 148048.468750 Splitting cluster 9 changes total score from -147522304.000000 to -147528448.000000 So it's getting split into cluster 1. Entering ConstructFrom: Trying to split cluster 10 (139485 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139485 members Entering Unmasked Estep Score: -31087924.000000 Penalty: 7255.499023 Iteration 0F: 2 clusters Score -3.108792e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70120 members Mstep: Class 2 contains 69365 members Entering Unmasked Estep Score: -30995278.000000 Penalty: 14510.998047 Iteration 0F: 3 clusters Score -3.099528e+07 nChanged 64828 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72448 members Mstep: Class 2 contains 67037 members Entering Unmasked Estep Score: -31031150.000000 Penalty: 14510.998047 Iteration 1F: 3 clusters Score -3.103115e+07 nChanged 5280 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74024 members Mstep: Class 2 contains 65461 members Entering Unmasked Estep Score: -31032522.000000 Penalty: 14510.998047 Iteration 2Q: 3 clusters Score -3.103252e+07 nChanged 5301 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 76281 members Mstep: Class 2 contains 63204 members Entering Unmasked Estep Score: -31034220.000000 Penalty: 14510.998047 Iteration 3Q: 3 clusters Score -3.103422e+07 nChanged 5820 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 79677 members Mstep: Class 2 contains 59808 members Entering Unmasked Estep Score: -31036558.000000 Penalty: 14510.998047 Iteration 4Q: 3 clusters Score -3.103656e+07 nChanged 6586 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 84379 members Mstep: Class 2 contains 55106 members Entering Unmasked Estep Score: -31039826.000000 Penalty: 14510.998047 Iteration 5Q: 3 clusters Score -3.103983e+07 nChanged 7792 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90741 members Mstep: Class 2 contains 48744 members Entering Unmasked Estep Score: -31044782.000000 Penalty: 14510.998047 Iteration 6F: 3 clusters Score -3.104478e+07 nChanged 8767 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98498 members Mstep: Class 2 contains 40987 members Entering Unmasked Estep Score: -31051310.000000 Penalty: 14510.998047 Iteration 7F: 3 clusters Score -3.105131e+07 nChanged 9385 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 107175 members Mstep: Class 2 contains 32310 members Entering Unmasked Estep Score: -31058522.000000 Penalty: 14510.998047 Iteration 8F: 3 clusters Score -3.105852e+07 nChanged 9059 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 115866 members Mstep: Class 2 contains 23619 members Entering Unmasked Estep Score: -31065756.000000 Penalty: 14510.998047 Iteration 9F: 3 clusters Score -3.106576e+07 nChanged 7839 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 123557 members Mstep: Class 2 contains 15928 members Entering Unmasked Estep Score: -31072232.000000 Penalty: 14510.998047 Iteration 10F: 3 clusters Score -3.107223e+07 nChanged 5814 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 129259 members Mstep: Class 2 contains 10226 members Entering Unmasked Estep Score: -31076566.000000 Penalty: 14510.998047 Iteration 11Q: 3 clusters Score -3.107657e+07 nChanged 3673 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 132836 members Mstep: Class 2 contains 6649 members Entering Unmasked Estep Score: -31079142.000000 Penalty: 14510.998047 Iteration 12Q: 3 clusters Score -3.107914e+07 nChanged 2133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 134887 members Mstep: Class 2 contains 4598 members Entering Unmasked Estep Score: -31080522.000000 Penalty: 14510.998047 Iteration 13Q: 3 clusters Score -3.108052e+07 nChanged 1200 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 136013 members Mstep: Class 2 contains 3472 members Entering Unmasked Estep Score: -31081304.000000 Penalty: 14510.998047 Iteration 14Q: 3 clusters Score -3.10813e+07 nChanged 729 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 136674 members Mstep: Class 2 contains 2811 members Entering Unmasked Estep Score: -31081732.000000 Penalty: 14510.998047 Iteration 15Q: 3 clusters Score -3.108173e+07 nChanged 403 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 137029 members Mstep: Class 2 contains 2456 members Entering Unmasked Estep Score: -31081962.000000 Penalty: 14510.998047 Iteration 16Q: 3 clusters Score -3.108196e+07 nChanged 272 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 137239 members Mstep: Class 2 contains 2246 members Entering Unmasked Estep Score: -31082106.000000 Penalty: 14510.998047 Iteration 17Q: 3 clusters Score -3.108211e+07 nChanged 196 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 137389 members Mstep: Class 2 contains 2096 members Entering Unmasked Estep Score: -31082164.000000 Penalty: 14510.998047 Iteration 18Q: 3 clusters Score -3.108216e+07 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 137506 members Mstep: Class 2 contains 1979 members Entering Unmasked Estep Score: -31082246.000000 Penalty: 14510.998047 Iteration 19Q: 3 clusters Score -3.108225e+07 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 137576 members Mstep: Class 2 contains 1909 members Entering Unmasked Estep Score: -31082260.000000 Penalty: 14510.998047 Iteration 20F: 3 clusters Score -3.108226e+07 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 137629 members Mstep: Class 2 contains 1856 members Entering Unmasked Estep Score: -31082306.000000 Penalty: 14510.998047 Iteration 21Q: 3 clusters Score -3.108231e+07 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 137678 members Mstep: Class 2 contains 1807 members Entering Unmasked Estep Score: -31082340.000000 Penalty: 14510.998047 Iteration 22Q: 3 clusters Score -3.108234e+07 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 137725 members Mstep: Class 2 contains 1760 members Entering Unmasked Estep Score: -31082360.000000 Penalty: 14510.998047 Iteration 23Q: 3 clusters Score -3.108236e+07 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 137761 members Mstep: Class 2 contains 1724 members Entering Unmasked Estep Score: -31082410.000000 Penalty: 14510.998047 Iteration 24Q: 3 clusters Score -3.108241e+07 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 137783 members Mstep: Class 2 contains 1702 members Entering Unmasked Estep Score: -31082416.000000 Penalty: 14510.998047 Iteration 25Q: 3 clusters Score -3.108242e+07 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 137810 members Mstep: Class 2 contains 1675 members Entering Unmasked Estep Score: -31082464.000000 Penalty: 14510.998047 Iteration 26Q: 3 clusters Score -3.108246e+07 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 137833 members Mstep: Class 2 contains 1652 members Entering Unmasked Estep Score: -31082490.000000 Penalty: 14510.998047 Iteration 27Q: 3 clusters Score -3.108249e+07 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 137849 members Mstep: Class 2 contains 1636 members Entering Unmasked Estep Score: -31082496.000000 Penalty: 14510.998047 Iteration 28Q: 3 clusters Score -3.10825e+07 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 137866 members Mstep: Class 2 contains 1619 members Entering Unmasked Estep Score: -31082504.000000 Penalty: 14510.998047 Iteration 29Q: 3 clusters Score -3.10825e+07 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 137877 members Mstep: Class 2 contains 1608 members Entering Unmasked Estep Score: -31082516.000000 Penalty: 14510.998047 Iteration 30Q: 3 clusters Score -3.108252e+07 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 137891 members Mstep: Class 2 contains 1594 members Entering Unmasked Estep Score: -31082526.000000 Penalty: 14510.998047 Iteration 31Q: 3 clusters Score -3.108253e+07 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 137898 members Mstep: Class 2 contains 1587 members Entering Unmasked Estep Score: -31082540.000000 Penalty: 14510.998047 Iteration 32Q: 3 clusters Score -3.108254e+07 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 137914 members Mstep: Class 2 contains 1571 members Entering Unmasked Estep Score: -31082564.000000 Penalty: 14510.998047 Iteration 33Q: 3 clusters Score -3.108256e+07 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 137920 members Mstep: Class 2 contains 1565 members Entering Unmasked Estep Score: -31082584.000000 Penalty: 14510.998047 Iteration 34Q: 3 clusters Score -3.108258e+07 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 137926 members Mstep: Class 2 contains 1559 members Entering Unmasked Estep Score: -31082598.000000 Penalty: 14510.998047 Iteration 35Q: 3 clusters Score -3.10826e+07 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 137939 members Mstep: Class 2 contains 1546 members Entering Unmasked Estep Score: -31082596.000000 Penalty: 14510.998047 Iteration 36Q: 3 clusters Score -3.10826e+07 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 137965 members Mstep: Class 2 contains 1520 members Entering Unmasked Estep Score: -31082640.000000 Penalty: 14510.998047 Iteration 37Q: 3 clusters Score -3.108264e+07 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 137987 members Mstep: Class 2 contains 1498 members Entering Unmasked Estep Score: -31082640.000000 Penalty: 14510.998047 Iteration 38Q: 3 clusters Score -3.108264e+07 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 138010 members Mstep: Class 2 contains 1475 members Entering Unmasked Estep Score: -31082694.000000 Penalty: 14510.998047 Iteration 39Q: 3 clusters Score -3.108269e+07 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 138023 members Mstep: Class 2 contains 1462 members Entering Unmasked Estep Score: -31082702.000000 Penalty: 14510.998047 Iteration 40F: 3 clusters Score -3.10827e+07 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 138033 members Mstep: Class 2 contains 1452 members Entering Unmasked Estep Score: -31082702.000000 Penalty: 14510.998047 Iteration 41Q: 3 clusters Score -3.10827e+07 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 138041 members Mstep: Class 2 contains 1444 members Entering Unmasked Estep Score: -31082716.000000 Penalty: 14510.998047 Iteration 42Q: 3 clusters Score -3.108272e+07 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 138047 members Mstep: Class 2 contains 1438 members Entering Unmasked Estep Score: -31082698.000000 Penalty: 14510.998047 Iteration 43Q: 3 clusters Score -3.10827e+07 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 138055 members Mstep: Class 2 contains 1430 members Entering Unmasked Estep Score: -31082734.000000 Penalty: 14510.998047 Iteration 44Q: 3 clusters Score -3.108273e+07 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 138055 members Mstep: Class 2 contains 1430 members Entering Unmasked Estep Score: -31082746.000000 Penalty: 14510.998047 Iteration 45Q: 3 clusters Score -3.108275e+07 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 138060 members Mstep: Class 2 contains 1425 members Entering Unmasked Estep Score: -31082740.000000 Penalty: 14510.998047 Iteration 46Q: 3 clusters Score -3.108274e+07 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 138066 members Mstep: Class 2 contains 1419 members Entering Unmasked Estep Score: -31082762.000000 Penalty: 14510.998047 Iteration 47Q: 3 clusters Score -3.108276e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 138066 members Mstep: Class 2 contains 1419 members Entering Unmasked Estep Score: -31082768.000000 Penalty: 14510.998047 Iteration 48Q: 3 clusters Score -3.108277e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 138067 members Mstep: Class 2 contains 1418 members Entering Unmasked Estep Score: -31082790.000000 Penalty: 14510.998047 Iteration 49Q: 3 clusters Score -3.108279e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 138075 members Mstep: Class 2 contains 1410 members Entering Unmasked Estep Score: -31082774.000000 Penalty: 14510.998047 Iteration 50Q: 3 clusters Score -3.108277e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 138078 members Mstep: Class 2 contains 1407 members Entering Unmasked Estep Score: -31082776.000000 Penalty: 14510.998047 Iteration 51Q: 3 clusters Score -3.108278e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 138082 members Mstep: Class 2 contains 1403 members Entering Unmasked Estep Score: -31082792.000000 Penalty: 14510.998047 Iteration 52Q: 3 clusters Score -3.108279e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 138079 members Mstep: Class 2 contains 1406 members Entering Unmasked Estep Score: -31082834.000000 Penalty: 14510.998047 Iteration 53Q: 3 clusters Score -3.108283e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 138083 members Mstep: Class 2 contains 1402 members Entering Unmasked Estep Score: -31082804.000000 Penalty: 14510.998047 Iteration 54Q: 3 clusters Score -3.10828e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 138086 members Mstep: Class 2 contains 1399 members Entering Unmasked Estep Score: -31082826.000000 Penalty: 14510.998047 Iteration 55Q: 3 clusters Score -3.108283e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 138085 members Mstep: Class 2 contains 1400 members Entering Unmasked Estep Score: -31082808.000000 Penalty: 14510.998047 Iteration 56Q: 3 clusters Score -3.108281e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 138085 members Mstep: Class 2 contains 1400 members Entering Unmasked Estep Score: -31082798.000000 Penalty: 14510.998047 Iteration 57Q: 3 clusters Score -3.10828e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 138086 members Mstep: Class 2 contains 1399 members Entering Unmasked Estep Score: -31082804.000000 Penalty: 14510.998047 Iteration 58Q: 3 clusters Score -3.10828e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 138086 members Mstep: Class 2 contains 1399 members Entering Unmasked Estep Score: -31082804.000000 Penalty: 14510.998047 Iteration 59F: 3 clusters Score -3.10828e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (45550 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45550 members Entering Unmasked Estep Score: -10109101.000000 Penalty: 6570.021973 Iteration 0F: 2 clusters Score -1.01091e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23000 members Mstep: Class 2 contains 22550 members Entering Unmasked Estep Score: -10076053.000000 Penalty: 13140.043945 Iteration 0F: 3 clusters Score -1.007605e+07 nChanged 19962 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24420 members Mstep: Class 2 contains 21130 members Entering Unmasked Estep Score: -10086827.000000 Penalty: 13140.043945 Iteration 1F: 3 clusters Score -1.008683e+07 nChanged 2503 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25371 members Mstep: Class 2 contains 20179 members Entering Unmasked Estep Score: -10087858.000000 Penalty: 13140.043945 Iteration 2F: 3 clusters Score -1.008786e+07 nChanged 2395 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26644 members Mstep: Class 2 contains 18906 members Entering Unmasked Estep Score: -10088975.000000 Penalty: 13140.043945 Iteration 3F: 3 clusters Score -1.008898e+07 nChanged 2462 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28310 members Mstep: Class 2 contains 17240 members Entering Unmasked Estep Score: -10090396.000000 Penalty: 13140.043945 Iteration 4F: 3 clusters Score -1.00904e+07 nChanged 2713 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30425 members Mstep: Class 2 contains 15125 members Entering Unmasked Estep Score: -10092153.000000 Penalty: 13140.043945 Iteration 5F: 3 clusters Score -1.009215e+07 nChanged 2987 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32884 members Mstep: Class 2 contains 12666 members Entering Unmasked Estep Score: -10094315.000000 Penalty: 13140.043945 Iteration 6F: 3 clusters Score -1.009432e+07 nChanged 3001 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35395 members Mstep: Class 2 contains 10155 members Entering Unmasked Estep Score: -10096780.000000 Penalty: 13140.043945 Iteration 7F: 3 clusters Score -1.009678e+07 nChanged 2576 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37537 members Mstep: Class 2 contains 8013 members Entering Unmasked Estep Score: -10098828.000000 Penalty: 13140.043945 Iteration 8F: 3 clusters Score -1.009883e+07 nChanged 1914 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39105 members Mstep: Class 2 contains 6445 members Entering Unmasked Estep Score: -10100367.000000 Penalty: 13140.043945 Iteration 9Q: 3 clusters Score -1.010037e+07 nChanged 1368 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40191 members Mstep: Class 2 contains 5359 members Entering Unmasked Estep Score: -10101420.000000 Penalty: 13140.043945 Iteration 10Q: 3 clusters Score -1.010142e+07 nChanged 896 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40847 members Mstep: Class 2 contains 4703 members Entering Unmasked Estep Score: -10102088.000000 Penalty: 13140.043945 Iteration 11Q: 3 clusters Score -1.010209e+07 nChanged 621 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41230 members Mstep: Class 2 contains 4320 members Entering Unmasked Estep Score: -10102525.000000 Penalty: 13140.043945 Iteration 12Q: 3 clusters Score -1.010252e+07 nChanged 485 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41485 members Mstep: Class 2 contains 4065 members Entering Unmasked Estep Score: -10102842.000000 Penalty: 13140.043945 Iteration 13Q: 3 clusters Score -1.010284e+07 nChanged 351 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41648 members Mstep: Class 2 contains 3902 members Entering Unmasked Estep Score: -10103052.000000 Penalty: 13140.043945 Iteration 14Q: 3 clusters Score -1.010305e+07 nChanged 257 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41751 members Mstep: Class 2 contains 3799 members Entering Unmasked Estep Score: -10103164.000000 Penalty: 13140.043945 Iteration 15Q: 3 clusters Score -1.010316e+07 nChanged 213 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41828 members Mstep: Class 2 contains 3722 members Entering Unmasked Estep Score: -10103320.000000 Penalty: 13140.043945 Iteration 16Q: 3 clusters Score -1.010332e+07 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41885 members Mstep: Class 2 contains 3665 members Entering Unmasked Estep Score: -10103372.000000 Penalty: 13140.043945 Iteration 17Q: 3 clusters Score -1.010337e+07 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41935 members Mstep: Class 2 contains 3615 members Entering Unmasked Estep Score: -10103405.000000 Penalty: 13140.043945 Iteration 18Q: 3 clusters Score -1.01034e+07 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41987 members Mstep: Class 2 contains 3563 members Entering Unmasked Estep Score: -10103455.000000 Penalty: 13140.043945 Iteration 19Q: 3 clusters Score -1.010346e+07 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42034 members Mstep: Class 2 contains 3516 members Entering Unmasked Estep Score: -10103477.000000 Penalty: 13140.043945 Iteration 20F: 3 clusters Score -1.010348e+07 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42066 members Mstep: Class 2 contains 3484 members Entering Unmasked Estep Score: -10103502.000000 Penalty: 13140.043945 Iteration 21Q: 3 clusters Score -1.01035e+07 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42091 members Mstep: Class 2 contains 3459 members Entering Unmasked Estep Score: -10103512.000000 Penalty: 13140.043945 Iteration 22Q: 3 clusters Score -1.010351e+07 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42107 members Mstep: Class 2 contains 3443 members Entering Unmasked Estep Score: -10103530.000000 Penalty: 13140.043945 Iteration 23Q: 3 clusters Score -1.010353e+07 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42128 members Mstep: Class 2 contains 3422 members Entering Unmasked Estep Score: -10103562.000000 Penalty: 13140.043945 Iteration 24Q: 3 clusters Score -1.010356e+07 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42154 members Mstep: Class 2 contains 3396 members Entering Unmasked Estep Score: -10103571.000000 Penalty: 13140.043945 Iteration 25Q: 3 clusters Score -1.010357e+07 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42178 members Mstep: Class 2 contains 3372 members Entering Unmasked Estep Score: -10103582.000000 Penalty: 13140.043945 Iteration 26Q: 3 clusters Score -1.010358e+07 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42191 members Mstep: Class 2 contains 3359 members Entering Unmasked Estep Score: -10103604.000000 Penalty: 13140.043945 Iteration 27Q: 3 clusters Score -1.01036e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42205 members Mstep: Class 2 contains 3345 members Entering Unmasked Estep Score: -10103575.000000 Penalty: 13140.043945 Iteration 28Q: 3 clusters Score -1.010358e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42217 members Mstep: Class 2 contains 3333 members Entering Unmasked Estep Score: -10103567.000000 Penalty: 13140.043945 Iteration 29Q: 3 clusters Score -1.010357e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42225 members Mstep: Class 2 contains 3325 members Entering Unmasked Estep Score: -10103572.000000 Penalty: 13140.043945 Iteration 30Q: 3 clusters Score -1.010357e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42231 members Mstep: Class 2 contains 3319 members Entering Unmasked Estep Score: -10103569.000000 Penalty: 13140.043945 Iteration 31Q: 3 clusters Score -1.010357e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42235 members Mstep: Class 2 contains 3315 members Entering Unmasked Estep Score: -10103567.000000 Penalty: 13140.043945 Iteration 32Q: 3 clusters Score -1.010357e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42239 members Mstep: Class 2 contains 3311 members Entering Unmasked Estep Score: -10103563.000000 Penalty: 13140.043945 Iteration 33Q: 3 clusters Score -1.010356e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42242 members Mstep: Class 2 contains 3308 members Entering Unmasked Estep Score: -10103574.000000 Penalty: 13140.043945 Iteration 34Q: 3 clusters Score -1.010357e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42246 members Mstep: Class 2 contains 3304 members Entering Unmasked Estep Score: -10103579.000000 Penalty: 13140.043945 Iteration 35Q: 3 clusters Score -1.010358e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42247 members Mstep: Class 2 contains 3303 members Entering Unmasked Estep Score: -10103578.000000 Penalty: 13140.043945 Iteration 36Q: 3 clusters Score -1.010358e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42250 members Mstep: Class 2 contains 3300 members Entering Unmasked Estep Score: -10103580.000000 Penalty: 13140.043945 Iteration 37Q: 3 clusters Score -1.010358e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42252 members Mstep: Class 2 contains 3298 members Entering Unmasked Estep Score: -10103579.000000 Penalty: 13140.043945 Iteration 38Q: 3 clusters Score -1.010358e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42253 members Mstep: Class 2 contains 3297 members Entering Unmasked Estep Score: -10103581.000000 Penalty: 13140.043945 Iteration 39Q: 3 clusters Score -1.010358e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42254 members Mstep: Class 2 contains 3296 members Entering Unmasked Estep Score: -10103579.000000 Penalty: 13140.043945 Iteration 40F: 3 clusters Score -1.010358e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (1944 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1944 members Entering Unmasked Estep Score: -416802.843750 Penalty: 4638.158203 Iteration 0F: 2 clusters Score -416802.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 941 members Mstep: Class 2 contains 1003 members Entering Unmasked Estep Score: -411898.031250 Penalty: 9276.316406 Iteration 0F: 3 clusters Score -411898 nChanged 449 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 902 members Mstep: Class 2 contains 1042 members Entering Unmasked Estep Score: -412508.500000 Penalty: 9276.316406 Iteration 1F: 3 clusters Score -412508.5 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 872 members Mstep: Class 2 contains 1072 members Entering Unmasked Estep Score: -412749.218750 Penalty: 9276.316406 Iteration 2F: 3 clusters Score -412749.2 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 853 members Mstep: Class 2 contains 1091 members Entering Unmasked Estep Score: -413052.375000 Penalty: 9276.316406 Iteration 3Q: 3 clusters Score -413052.4 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 817 members Mstep: Class 2 contains 1127 members Entering Unmasked Estep Score: -413502.843750 Penalty: 9276.316406 Iteration 4F: 3 clusters Score -413502.8 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 764 members Mstep: Class 2 contains 1180 members Entering Unmasked Estep Score: -414220.812500 Penalty: 9276.316406 Iteration 5F: 3 clusters Score -414220.8 nChanged 186 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 668 members Mstep: Class 2 contains 1276 members Entering Unmasked Estep Score: -415095.500000 Penalty: 9276.316406 Iteration 6F: 3 clusters Score -415095.5 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 594 members Mstep: Class 2 contains 1350 members Entering Unmasked Estep Score: -415898.531250 Penalty: 9276.316406 Iteration 7F: 3 clusters Score -415898.5 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 555 members Mstep: Class 2 contains 1389 members Entering Unmasked Estep Score: -416534.218750 Penalty: 9276.316406 Iteration 8F: 3 clusters Score -416534.2 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 548 members Mstep: Class 2 contains 1396 members Entering Unmasked Estep Score: -416917.312500 Penalty: 9276.316406 Iteration 9Q: 3 clusters Score -416917.3 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 535 members Mstep: Class 2 contains 1409 members Entering Unmasked Estep Score: -417041.656250 Penalty: 9276.316406 Iteration 10Q: 3 clusters Score -417041.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 534 members Mstep: Class 2 contains 1410 members Entering Unmasked Estep Score: -417063.593750 Penalty: 9276.316406 Iteration 11Q: 3 clusters Score -417063.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 532 members Mstep: Class 2 contains 1412 members Entering Unmasked Estep Score: -417070.562500 Penalty: 9276.316406 Iteration 12Q: 3 clusters Score -417070.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 530 members Mstep: Class 2 contains 1414 members Entering Unmasked Estep Score: -417076.343750 Penalty: 9276.316406 Iteration 13Q: 3 clusters Score -417076.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 530 members Mstep: Class 2 contains 1414 members Entering Unmasked Estep Score: -417076.343750 Penalty: 9276.316406 Iteration 14F: 3 clusters Score -417076.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 52 members Mstep: Class 1 contains 502 members Mstep: Class 2 contains 45447 members Mstep: Class 3 contains 857 members Mstep: Class 4 contains 1414 members Mstep: Class 5 contains 22614 members Mstep: Class 8 contains 1477 members Mstep: Class 9 contains 791 members Mstep: Class 10 contains 139485 members Mstep: Class 11 contains 45550 members Mstep: Class 12 contains 530 members Mstep: Class 13 contains 580 members Mstep: Class 14 contains 159807 members Mstep: Class 15 contains 19203 members Mstep: Class 16 contains 54774 members Mstep: Class 18 contains 8920 members Mstep: Class 19 contains 24170 members Mstep: Class 21 contains 626 members Mstep: Class 22 contains 1322 members Mstep: Class 23 contains 150917 members Entering Unmasked Estep Score: -147524816.000000 Penalty: 156273.375000 Splitting cluster 12 changes total score from -147522304.000000 to -147524816.000000 So it's getting split into cluster 4. Entering ConstructFrom: Trying to split cluster 13 (580 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 580 members Entering Unmasked Estep Score: -110338.945312 Penalty: 3897.354736 Iteration 0F: 2 clusters Score -110338.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 296 members Mstep: Class 2 contains 284 members Entering Unmasked Estep Score: -106833.867188 Penalty: 7794.709473 Iteration 0F: 3 clusters Score -106833.9 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 329 members Mstep: Class 2 contains 251 members Entering Unmasked Estep Score: -107239.046875 Penalty: 7794.709473 Iteration 1F: 3 clusters Score -107239 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 363 members Mstep: Class 2 contains 217 members Entering Unmasked Estep Score: -107941.703125 Penalty: 7794.709473 Iteration 2F: 3 clusters Score -107941.7 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 361 members Mstep: Class 2 contains 219 members Entering Unmasked Estep Score: -108990.546875 Penalty: 7794.709473 Iteration 3F: 3 clusters Score -108990.5 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 364 members Mstep: Class 2 contains 216 members Entering Unmasked Estep Score: -109870.664062 Penalty: 7794.709473 Iteration 4F: 3 clusters Score -109870.7 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 361 members Mstep: Class 2 contains 219 members Entering Unmasked Estep Score: -110457.679688 Penalty: 7794.709473 Iteration 5F: 3 clusters Score -110457.7 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 358 members Mstep: Class 2 contains 222 members Entering Unmasked Estep Score: -110743.992188 Penalty: 7794.709473 Iteration 6Q: 3 clusters Score -110744 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 352 members Mstep: Class 2 contains 228 members Entering Unmasked Estep Score: -110891.414062 Penalty: 7794.709473 Iteration 7Q: 3 clusters Score -110891.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 350 members Mstep: Class 2 contains 230 members Entering Unmasked Estep Score: -110911.539062 Penalty: 7794.709473 Iteration 8Q: 3 clusters Score -110911.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 349 members Mstep: Class 2 contains 231 members Entering Unmasked Estep Score: -110919.679688 Penalty: 7794.709473 Iteration 9Q: 3 clusters Score -110919.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 348 members Mstep: Class 2 contains 232 members Entering Unmasked Estep Score: -110927.695312 Penalty: 7794.709473 Iteration 10Q: 3 clusters Score -110927.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 348 members Mstep: Class 2 contains 232 members Entering Unmasked Estep Score: -110927.695312 Penalty: 7794.709473 Iteration 11F: 3 clusters Score -110927.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 52 members Mstep: Class 1 contains 502 members Mstep: Class 2 contains 45447 members Mstep: Class 3 contains 857 members Mstep: Class 4 contains 1414 members Mstep: Class 5 contains 22614 members Mstep: Class 6 contains 232 members Mstep: Class 8 contains 1477 members Mstep: Class 9 contains 791 members Mstep: Class 10 contains 139485 members Mstep: Class 11 contains 45550 members Mstep: Class 12 contains 530 members Mstep: Class 13 contains 348 members Mstep: Class 14 contains 159807 members Mstep: Class 15 contains 19203 members Mstep: Class 16 contains 54774 members Mstep: Class 18 contains 8920 members Mstep: Class 19 contains 24170 members Mstep: Class 21 contains 626 members Mstep: Class 22 contains 1322 members Mstep: Class 23 contains 150917 members Entering Unmasked Estep Score: -147521184.000000 Penalty: 164498.296875 Splitting cluster 13 changes total score from -147522304.000000 to -147521184.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 14 (159807 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 159807 members Entering Unmasked Estep Score: -35082064.000000 Penalty: 7338.804688 Iteration 0F: 2 clusters Score -3.508206e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80082 members Mstep: Class 2 contains 79725 members Entering Unmasked Estep Score: -34974024.000000 Penalty: 14677.609375 Iteration 0F: 3 clusters Score -3.497402e+07 nChanged 74388 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80846 members Mstep: Class 2 contains 78961 members Entering Unmasked Estep Score: -35015776.000000 Penalty: 14677.609375 Iteration 1F: 3 clusters Score -3.501578e+07 nChanged 5153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81463 members Mstep: Class 2 contains 78344 members Entering Unmasked Estep Score: -35016884.000000 Penalty: 14677.609375 Iteration 2Q: 3 clusters Score -3.501688e+07 nChanged 4828 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 82377 members Mstep: Class 2 contains 77430 members Entering Unmasked Estep Score: -35018048.000000 Penalty: 14677.609375 Iteration 3Q: 3 clusters Score -3.501805e+07 nChanged 4643 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 83728 members Mstep: Class 2 contains 76079 members Entering Unmasked Estep Score: -35019232.000000 Penalty: 14677.609375 Iteration 4Q: 3 clusters Score -3.501923e+07 nChanged 4608 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 85692 members Mstep: Class 2 contains 74115 members Entering Unmasked Estep Score: -35020316.000000 Penalty: 14677.609375 Iteration 5Q: 3 clusters Score -3.502032e+07 nChanged 4781 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 88489 members Mstep: Class 2 contains 71318 members Entering Unmasked Estep Score: -35021540.000000 Penalty: 14677.609375 Iteration 6Q: 3 clusters Score -3.502154e+07 nChanged 5414 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 92547 members Mstep: Class 2 contains 67260 members Entering Unmasked Estep Score: -35023360.000000 Penalty: 14677.609375 Iteration 7Q: 3 clusters Score -3.502336e+07 nChanged 6478 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98151 members Mstep: Class 2 contains 61656 members Entering Unmasked Estep Score: -35026024.000000 Penalty: 14677.609375 Iteration 8Q: 3 clusters Score -3.502602e+07 nChanged 8081 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 105734 members Mstep: Class 2 contains 54073 members Entering Unmasked Estep Score: -35030248.000000 Penalty: 14677.609375 Iteration 9F: 3 clusters Score -3.503025e+07 nChanged 9978 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 115422 members Mstep: Class 2 contains 44385 members Entering Unmasked Estep Score: -35036868.000000 Penalty: 14677.609375 Iteration 10F: 3 clusters Score -3.503687e+07 nChanged 11364 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 126686 members Mstep: Class 2 contains 33121 members Entering Unmasked Estep Score: -35045584.000000 Penalty: 14677.609375 Iteration 11F: 3 clusters Score -3.504558e+07 nChanged 11349 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 137997 members Mstep: Class 2 contains 21810 members Entering Unmasked Estep Score: -35055448.000000 Penalty: 14677.609375 Iteration 12F: 3 clusters Score -3.505545e+07 nChanged 9286 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 147277 members Mstep: Class 2 contains 12530 members Entering Unmasked Estep Score: -35063776.000000 Penalty: 14677.609375 Iteration 13F: 3 clusters Score -3.506378e+07 nChanged 6367 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 153642 members Mstep: Class 2 contains 6165 members Entering Unmasked Estep Score: -35069876.000000 Penalty: 14677.609375 Iteration 14Q: 3 clusters Score -3.506988e+07 nChanged 3346 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 156984 members Mstep: Class 2 contains 2823 members Entering Unmasked Estep Score: -35073016.000000 Penalty: 14677.609375 Iteration 15Q: 3 clusters Score -3.507302e+07 nChanged 1392 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 158358 members Mstep: Class 2 contains 1449 members Entering Unmasked Estep Score: -35074416.000000 Penalty: 14677.609375 Iteration 16Q: 3 clusters Score -3.507442e+07 nChanged 506 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 158834 members Mstep: Class 2 contains 973 members Entering Unmasked Estep Score: -35074988.000000 Penalty: 14677.609375 Iteration 17Q: 3 clusters Score -3.507499e+07 nChanged 221 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 159029 members Mstep: Class 2 contains 778 members Entering Unmasked Estep Score: -35075160.000000 Penalty: 14677.609375 Iteration 18Q: 3 clusters Score -3.507516e+07 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 159129 members Mstep: Class 2 contains 678 members Entering Unmasked Estep Score: -35075336.000000 Penalty: 14677.609375 Iteration 19Q: 3 clusters Score -3.507534e+07 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 159174 members Mstep: Class 2 contains 633 members Entering Unmasked Estep Score: -35075448.000000 Penalty: 14677.609375 Iteration 20F: 3 clusters Score -3.507545e+07 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 159196 members Mstep: Class 2 contains 611 members Entering Unmasked Estep Score: -35075428.000000 Penalty: 14677.609375 Iteration 21Q: 3 clusters Score -3.507543e+07 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 159212 members Mstep: Class 2 contains 595 members Entering Unmasked Estep Score: -35075480.000000 Penalty: 14677.609375 Iteration 22Q: 3 clusters Score -3.507548e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 159223 members Mstep: Class 2 contains 584 members Entering Unmasked Estep Score: -35075496.000000 Penalty: 14677.609375 Iteration 23Q: 3 clusters Score -3.50755e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 159228 members Mstep: Class 2 contains 579 members Entering Unmasked Estep Score: -35075488.000000 Penalty: 14677.609375 Iteration 24Q: 3 clusters Score -3.507549e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 159230 members Mstep: Class 2 contains 577 members Entering Unmasked Estep Score: -35075488.000000 Penalty: 14677.609375 Iteration 25Q: 3 clusters Score -3.507549e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 159234 members Mstep: Class 2 contains 573 members Entering Unmasked Estep Score: -35075484.000000 Penalty: 14677.609375 Iteration 26Q: 3 clusters Score -3.507548e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 159236 members Mstep: Class 2 contains 571 members Entering Unmasked Estep Score: -35075508.000000 Penalty: 14677.609375 Iteration 27Q: 3 clusters Score -3.507551e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 159238 members Mstep: Class 2 contains 569 members Entering Unmasked Estep Score: -35075516.000000 Penalty: 14677.609375 Iteration 28Q: 3 clusters Score -3.507552e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 159238 members Mstep: Class 2 contains 569 members Entering Unmasked Estep Score: -35075516.000000 Penalty: 14677.609375 Iteration 29F: 3 clusters Score -3.507552e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (19203 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19203 members Entering Unmasked Estep Score: -4062899.250000 Penalty: 6040.978027 Iteration 0F: 2 clusters Score -4062899 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9656 members Mstep: Class 2 contains 9547 members Entering Unmasked Estep Score: -4046998.500000 Penalty: 12081.956055 Iteration 0F: 3 clusters Score -4046998 nChanged 7791 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9825 members Mstep: Class 2 contains 9378 members Entering Unmasked Estep Score: -4051233.500000 Penalty: 12081.956055 Iteration 1F: 3 clusters Score -4051234 nChanged 1303 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9958 members Mstep: Class 2 contains 9245 members Entering Unmasked Estep Score: -4051862.250000 Penalty: 12081.956055 Iteration 2F: 3 clusters Score -4051862 nChanged 975 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10145 members Mstep: Class 2 contains 9058 members Entering Unmasked Estep Score: -4052298.500000 Penalty: 12081.956055 Iteration 3F: 3 clusters Score -4052298 nChanged 729 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10370 members Mstep: Class 2 contains 8833 members Entering Unmasked Estep Score: -4052617.250000 Penalty: 12081.956055 Iteration 4Q: 3 clusters Score -4052617 nChanged 619 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10651 members Mstep: Class 2 contains 8552 members Entering Unmasked Estep Score: -4052868.250000 Penalty: 12081.956055 Iteration 5Q: 3 clusters Score -4052868 nChanged 554 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10963 members Mstep: Class 2 contains 8240 members Entering Unmasked Estep Score: -4053120.500000 Penalty: 12081.956055 Iteration 6Q: 3 clusters Score -4053120 nChanged 518 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11281 members Mstep: Class 2 contains 7922 members Entering Unmasked Estep Score: -4053350.250000 Penalty: 12081.956055 Iteration 7Q: 3 clusters Score -4053350 nChanged 518 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11635 members Mstep: Class 2 contains 7568 members Entering Unmasked Estep Score: -4053617.250000 Penalty: 12081.956055 Iteration 8Q: 3 clusters Score -4053617 nChanged 559 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12036 members Mstep: Class 2 contains 7167 members Entering Unmasked Estep Score: -4053899.250000 Penalty: 12081.956055 Iteration 9Q: 3 clusters Score -4053899 nChanged 601 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12487 members Mstep: Class 2 contains 6716 members Entering Unmasked Estep Score: -4054233.000000 Penalty: 12081.956055 Iteration 10Q: 3 clusters Score -4054233 nChanged 626 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12981 members Mstep: Class 2 contains 6222 members Entering Unmasked Estep Score: -4054595.750000 Penalty: 12081.956055 Iteration 11Q: 3 clusters Score -4054596 nChanged 628 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13507 members Mstep: Class 2 contains 5696 members Entering Unmasked Estep Score: -4054955.000000 Penalty: 12081.956055 Iteration 12Q: 3 clusters Score -4054955 nChanged 613 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14042 members Mstep: Class 2 contains 5161 members Entering Unmasked Estep Score: -4055359.250000 Penalty: 12081.956055 Iteration 13Q: 3 clusters Score -4055359 nChanged 583 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14557 members Mstep: Class 2 contains 4646 members Entering Unmasked Estep Score: -4055707.250000 Penalty: 12081.956055 Iteration 14Q: 3 clusters Score -4055707 nChanged 526 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15041 members Mstep: Class 2 contains 4162 members Entering Unmasked Estep Score: -4056036.750000 Penalty: 12081.956055 Iteration 15Q: 3 clusters Score -4056037 nChanged 462 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15463 members Mstep: Class 2 contains 3740 members Entering Unmasked Estep Score: -4056339.000000 Penalty: 12081.956055 Iteration 16Q: 3 clusters Score -4056339 nChanged 380 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15815 members Mstep: Class 2 contains 3388 members Entering Unmasked Estep Score: -4056567.250000 Penalty: 12081.956055 Iteration 17Q: 3 clusters Score -4056567 nChanged 344 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16139 members Mstep: Class 2 contains 3064 members Entering Unmasked Estep Score: -4056800.250000 Penalty: 12081.956055 Iteration 18Q: 3 clusters Score -4056800 nChanged 304 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16415 members Mstep: Class 2 contains 2788 members Entering Unmasked Estep Score: -4056988.750000 Penalty: 12081.956055 Iteration 19Q: 3 clusters Score -4056989 nChanged 243 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16642 members Mstep: Class 2 contains 2561 members Entering Unmasked Estep Score: -4057133.750000 Penalty: 12081.956055 Iteration 20F: 3 clusters Score -4057134 nChanged 208 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16830 members Mstep: Class 2 contains 2373 members Entering Unmasked Estep Score: -4057276.250000 Penalty: 12081.956055 Iteration 21Q: 3 clusters Score -4057276 nChanged 191 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17015 members Mstep: Class 2 contains 2188 members Entering Unmasked Estep Score: -4057409.250000 Penalty: 12081.956055 Iteration 22Q: 3 clusters Score -4057409 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17154 members Mstep: Class 2 contains 2049 members Entering Unmasked Estep Score: -4057502.500000 Penalty: 12081.956055 Iteration 23Q: 3 clusters Score -4057502 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17259 members Mstep: Class 2 contains 1944 members Entering Unmasked Estep Score: -4057571.000000 Penalty: 12081.956055 Iteration 24Q: 3 clusters Score -4057571 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17350 members Mstep: Class 2 contains 1853 members Entering Unmasked Estep Score: -4057621.500000 Penalty: 12081.956055 Iteration 25Q: 3 clusters Score -4057622 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17411 members Mstep: Class 2 contains 1792 members Entering Unmasked Estep Score: -4057671.500000 Penalty: 12081.956055 Iteration 26Q: 3 clusters Score -4057672 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17457 members Mstep: Class 2 contains 1746 members Entering Unmasked Estep Score: -4057695.000000 Penalty: 12081.956055 Iteration 27Q: 3 clusters Score -4057695 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17494 members Mstep: Class 2 contains 1709 members Entering Unmasked Estep Score: -4057725.750000 Penalty: 12081.956055 Iteration 28Q: 3 clusters Score -4057726 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17525 members Mstep: Class 2 contains 1678 members Entering Unmasked Estep Score: -4057751.250000 Penalty: 12081.956055 Iteration 29Q: 3 clusters Score -4057751 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17551 members Mstep: Class 2 contains 1652 members Entering Unmasked Estep Score: -4057760.000000 Penalty: 12081.956055 Iteration 30Q: 3 clusters Score -4057760 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17570 members Mstep: Class 2 contains 1633 members Entering Unmasked Estep Score: -4057783.750000 Penalty: 12081.956055 Iteration 31Q: 3 clusters Score -4057784 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17589 members Mstep: Class 2 contains 1614 members Entering Unmasked Estep Score: -4057793.500000 Penalty: 12081.956055 Iteration 32Q: 3 clusters Score -4057794 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17598 members Mstep: Class 2 contains 1605 members Entering Unmasked Estep Score: -4057800.750000 Penalty: 12081.956055 Iteration 33Q: 3 clusters Score -4057801 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17612 members Mstep: Class 2 contains 1591 members Entering Unmasked Estep Score: -4057819.500000 Penalty: 12081.956055 Iteration 34Q: 3 clusters Score -4057820 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17627 members Mstep: Class 2 contains 1576 members Entering Unmasked Estep Score: -4057820.500000 Penalty: 12081.956055 Iteration 35Q: 3 clusters Score -4057820 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17642 members Mstep: Class 2 contains 1561 members Entering Unmasked Estep Score: -4057834.250000 Penalty: 12081.956055 Iteration 36Q: 3 clusters Score -4057834 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17655 members Mstep: Class 2 contains 1548 members Entering Unmasked Estep Score: -4057843.750000 Penalty: 12081.956055 Iteration 37Q: 3 clusters Score -4057844 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17665 members Mstep: Class 2 contains 1538 members Entering Unmasked Estep Score: -4057846.250000 Penalty: 12081.956055 Iteration 38Q: 3 clusters Score -4057846 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17679 members Mstep: Class 2 contains 1524 members Entering Unmasked Estep Score: -4057857.500000 Penalty: 12081.956055 Iteration 39Q: 3 clusters Score -4057858 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17688 members Mstep: Class 2 contains 1515 members Entering Unmasked Estep Score: -4057866.750000 Penalty: 12081.956055 Iteration 40F: 3 clusters Score -4057867 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17701 members Mstep: Class 2 contains 1502 members Entering Unmasked Estep Score: -4057870.750000 Penalty: 12081.956055 Iteration 41Q: 3 clusters Score -4057871 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17708 members Mstep: Class 2 contains 1495 members Entering Unmasked Estep Score: -4057876.750000 Penalty: 12081.956055 Iteration 42Q: 3 clusters Score -4057877 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17713 members Mstep: Class 2 contains 1490 members Entering Unmasked Estep Score: -4057885.250000 Penalty: 12081.956055 Iteration 43Q: 3 clusters Score -4057885 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17715 members Mstep: Class 2 contains 1488 members Entering Unmasked Estep Score: -4057905.250000 Penalty: 12081.956055 Iteration 44Q: 3 clusters Score -4057905 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17722 members Mstep: Class 2 contains 1481 members Entering Unmasked Estep Score: -4057913.000000 Penalty: 12081.956055 Iteration 45Q: 3 clusters Score -4057913 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17727 members Mstep: Class 2 contains 1476 members Entering Unmasked Estep Score: -4057915.250000 Penalty: 12081.956055 Iteration 46Q: 3 clusters Score -4057915 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17729 members Mstep: Class 2 contains 1474 members Entering Unmasked Estep Score: -4057919.250000 Penalty: 12081.956055 Iteration 47Q: 3 clusters Score -4057919 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17736 members Mstep: Class 2 contains 1467 members Entering Unmasked Estep Score: -4057930.250000 Penalty: 12081.956055 Iteration 48Q: 3 clusters Score -4057930 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17741 members Mstep: Class 2 contains 1462 members Entering Unmasked Estep Score: -4057928.250000 Penalty: 12081.956055 Iteration 49Q: 3 clusters Score -4057928 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17747 members Mstep: Class 2 contains 1456 members Entering Unmasked Estep Score: -4057941.250000 Penalty: 12081.956055 Iteration 50Q: 3 clusters Score -4057941 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17751 members Mstep: Class 2 contains 1452 members Entering Unmasked Estep Score: -4057938.000000 Penalty: 12081.956055 Iteration 51Q: 3 clusters Score -4057938 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17753 members Mstep: Class 2 contains 1450 members Entering Unmasked Estep Score: -4057941.750000 Penalty: 12081.956055 Iteration 52Q: 3 clusters Score -4057942 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17754 members Mstep: Class 2 contains 1449 members Entering Unmasked Estep Score: -4057947.500000 Penalty: 12081.956055 Iteration 53Q: 3 clusters Score -4057948 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17758 members Mstep: Class 2 contains 1445 members Entering Unmasked Estep Score: -4057949.750000 Penalty: 12081.956055 Iteration 54Q: 3 clusters Score -4057950 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17762 members Mstep: Class 2 contains 1441 members Entering Unmasked Estep Score: -4057954.750000 Penalty: 12081.956055 Iteration 55Q: 3 clusters Score -4057955 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17766 members Mstep: Class 2 contains 1437 members Entering Unmasked Estep Score: -4057956.000000 Penalty: 12081.956055 Iteration 56Q: 3 clusters Score -4057956 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17768 members Mstep: Class 2 contains 1435 members Entering Unmasked Estep Score: -4057962.000000 Penalty: 12081.956055 Iteration 57Q: 3 clusters Score -4057962 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17771 members Mstep: Class 2 contains 1432 members Entering Unmasked Estep Score: -4057963.750000 Penalty: 12081.956055 Iteration 58Q: 3 clusters Score -4057964 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17772 members Mstep: Class 2 contains 1431 members Entering Unmasked Estep Score: -4057964.750000 Penalty: 12081.956055 Iteration 59Q: 3 clusters Score -4057965 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17773 members Mstep: Class 2 contains 1430 members Entering Unmasked Estep Score: -4057964.000000 Penalty: 12081.956055 Iteration 60F: 3 clusters Score -4057964 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17774 members Mstep: Class 2 contains 1429 members Entering Unmasked Estep Score: -4057959.000000 Penalty: 12081.956055 Iteration 61Q: 3 clusters Score -4057959 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17775 members Mstep: Class 2 contains 1428 members Entering Unmasked Estep Score: -4057965.000000 Penalty: 12081.956055 Iteration 62Q: 3 clusters Score -4057965 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17775 members Mstep: Class 2 contains 1428 members Entering Unmasked Estep Score: -4057965.000000 Penalty: 12081.956055 Iteration 63F: 3 clusters Score -4057965 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (54774 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54774 members Entering Unmasked Estep Score: -12068063.000000 Penalty: 6682.969727 Iteration 0F: 2 clusters Score -1.206806e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27425 members Mstep: Class 2 contains 27349 members Entering Unmasked Estep Score: -12029522.000000 Penalty: 13365.939453 Iteration 0F: 3 clusters Score -1.202952e+07 nChanged 24180 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27401 members Mstep: Class 2 contains 27373 members Entering Unmasked Estep Score: -12042676.000000 Penalty: 13365.939453 Iteration 1F: 3 clusters Score -1.204268e+07 nChanged 2844 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27341 members Mstep: Class 2 contains 27433 members Entering Unmasked Estep Score: -12043742.000000 Penalty: 13365.939453 Iteration 2F: 3 clusters Score -1.204374e+07 nChanged 2491 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27150 members Mstep: Class 2 contains 27624 members Entering Unmasked Estep Score: -12044795.000000 Penalty: 13365.939453 Iteration 3Q: 3 clusters Score -1.20448e+07 nChanged 2418 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26978 members Mstep: Class 2 contains 27796 members Entering Unmasked Estep Score: -12046050.000000 Penalty: 13365.939453 Iteration 4Q: 3 clusters Score -1.204605e+07 nChanged 2489 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26849 members Mstep: Class 2 contains 27925 members Entering Unmasked Estep Score: -12047250.000000 Penalty: 13365.939453 Iteration 5Q: 3 clusters Score -1.204725e+07 nChanged 2529 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26928 members Mstep: Class 2 contains 27846 members Entering Unmasked Estep Score: -12048489.000000 Penalty: 13365.939453 Iteration 6Q: 3 clusters Score -1.204849e+07 nChanged 2546 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27202 members Mstep: Class 2 contains 27572 members Entering Unmasked Estep Score: -12049784.000000 Penalty: 13365.939453 Iteration 7Q: 3 clusters Score -1.204978e+07 nChanged 2458 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27698 members Mstep: Class 2 contains 27076 members Entering Unmasked Estep Score: -12050808.000000 Penalty: 13365.939453 Iteration 8Q: 3 clusters Score -1.205081e+07 nChanged 2473 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28547 members Mstep: Class 2 contains 26227 members Entering Unmasked Estep Score: -12052022.000000 Penalty: 13365.939453 Iteration 9Q: 3 clusters Score -1.205202e+07 nChanged 2618 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29773 members Mstep: Class 2 contains 25001 members Entering Unmasked Estep Score: -12053664.000000 Penalty: 13365.939453 Iteration 10Q: 3 clusters Score -1.205366e+07 nChanged 2746 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31257 members Mstep: Class 2 contains 23517 members Entering Unmasked Estep Score: -12055544.000000 Penalty: 13365.939453 Iteration 11F: 3 clusters Score -1.205554e+07 nChanged 2833 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32848 members Mstep: Class 2 contains 21926 members Entering Unmasked Estep Score: -12057575.000000 Penalty: 13365.939453 Iteration 12F: 3 clusters Score -1.205758e+07 nChanged 2724 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34172 members Mstep: Class 2 contains 20602 members Entering Unmasked Estep Score: -12059700.000000 Penalty: 13365.939453 Iteration 13Q: 3 clusters Score -1.20597e+07 nChanged 2396 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35170 members Mstep: Class 2 contains 19604 members Entering Unmasked Estep Score: -12061724.000000 Penalty: 13365.939453 Iteration 14Q: 3 clusters Score -1.206172e+07 nChanged 2069 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35779 members Mstep: Class 2 contains 18995 members Entering Unmasked Estep Score: -12063619.000000 Penalty: 13365.939453 Iteration 15Q: 3 clusters Score -1.206362e+07 nChanged 1809 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36134 members Mstep: Class 2 contains 18640 members Entering Unmasked Estep Score: -12065228.000000 Penalty: 13365.939453 Iteration 16Q: 3 clusters Score -1.206523e+07 nChanged 1456 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36238 members Mstep: Class 2 contains 18536 members Entering Unmasked Estep Score: -12066601.000000 Penalty: 13365.939453 Iteration 17Q: 3 clusters Score -1.20666e+07 nChanged 1253 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36121 members Mstep: Class 2 contains 18653 members Entering Unmasked Estep Score: -12067587.000000 Penalty: 13365.939453 Iteration 18Q: 3 clusters Score -1.206759e+07 nChanged 974 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35979 members Mstep: Class 2 contains 18795 members Entering Unmasked Estep Score: -12068084.000000 Penalty: 13365.939453 Iteration 19Q: 3 clusters Score -1.206808e+07 nChanged 666 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35827 members Mstep: Class 2 contains 18947 members Entering Unmasked Estep Score: -12068223.000000 Penalty: 13365.939453 Iteration 20F: 3 clusters Score -1.206822e+07 nChanged 448 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35675 members Mstep: Class 2 contains 19099 members Entering Unmasked Estep Score: -12068372.000000 Penalty: 13365.939453 Iteration 21Q: 3 clusters Score -1.206837e+07 nChanged 298 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35543 members Mstep: Class 2 contains 19231 members Entering Unmasked Estep Score: -12068453.000000 Penalty: 13365.939453 Iteration 22Q: 3 clusters Score -1.206845e+07 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35426 members Mstep: Class 2 contains 19348 members Entering Unmasked Estep Score: -12068467.000000 Penalty: 13365.939453 Iteration 23Q: 3 clusters Score -1.206847e+07 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35339 members Mstep: Class 2 contains 19435 members Entering Unmasked Estep Score: -12068480.000000 Penalty: 13365.939453 Iteration 24Q: 3 clusters Score -1.206848e+07 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35275 members Mstep: Class 2 contains 19499 members Entering Unmasked Estep Score: -12068511.000000 Penalty: 13365.939453 Iteration 25Q: 3 clusters Score -1.206851e+07 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35238 members Mstep: Class 2 contains 19536 members Entering Unmasked Estep Score: -12068510.000000 Penalty: 13365.939453 Iteration 26Q: 3 clusters Score -1.206851e+07 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35200 members Mstep: Class 2 contains 19574 members Entering Unmasked Estep Score: -12068501.000000 Penalty: 13365.939453 Iteration 27Q: 3 clusters Score -1.20685e+07 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35176 members Mstep: Class 2 contains 19598 members Entering Unmasked Estep Score: -12068531.000000 Penalty: 13365.939453 Iteration 28Q: 3 clusters Score -1.206853e+07 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35155 members Mstep: Class 2 contains 19619 members Entering Unmasked Estep Score: -12068508.000000 Penalty: 13365.939453 Iteration 29Q: 3 clusters Score -1.206851e+07 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35134 members Mstep: Class 2 contains 19640 members Entering Unmasked Estep Score: -12068519.000000 Penalty: 13365.939453 Iteration 30Q: 3 clusters Score -1.206852e+07 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35112 members Mstep: Class 2 contains 19662 members Entering Unmasked Estep Score: -12068523.000000 Penalty: 13365.939453 Iteration 31Q: 3 clusters Score -1.206852e+07 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35093 members Mstep: Class 2 contains 19681 members Entering Unmasked Estep Score: -12068518.000000 Penalty: 13365.939453 Iteration 32Q: 3 clusters Score -1.206852e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35078 members Mstep: Class 2 contains 19696 members Entering Unmasked Estep Score: -12068527.000000 Penalty: 13365.939453 Iteration 33Q: 3 clusters Score -1.206853e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35061 members Mstep: Class 2 contains 19713 members Entering Unmasked Estep Score: -12068521.000000 Penalty: 13365.939453 Iteration 34Q: 3 clusters Score -1.206852e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35050 members Mstep: Class 2 contains 19724 members Entering Unmasked Estep Score: -12068531.000000 Penalty: 13365.939453 Iteration 35Q: 3 clusters Score -1.206853e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35038 members Mstep: Class 2 contains 19736 members Entering Unmasked Estep Score: -12068546.000000 Penalty: 13365.939453 Iteration 36Q: 3 clusters Score -1.206855e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35027 members Mstep: Class 2 contains 19747 members Entering Unmasked Estep Score: -12068547.000000 Penalty: 13365.939453 Iteration 37Q: 3 clusters Score -1.206855e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35024 members Mstep: Class 2 contains 19750 members Entering Unmasked Estep Score: -12068543.000000 Penalty: 13365.939453 Iteration 38Q: 3 clusters Score -1.206854e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35023 members Mstep: Class 2 contains 19751 members Entering Unmasked Estep Score: -12068541.000000 Penalty: 13365.939453 Iteration 39Q: 3 clusters Score -1.206854e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35023 members Mstep: Class 2 contains 19751 members Entering Unmasked Estep Score: -12068541.000000 Penalty: 13365.939453 Iteration 40F: 3 clusters Score -1.206854e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 52 members Mstep: Class 1 contains 502 members Mstep: Class 2 contains 45447 members Mstep: Class 3 contains 857 members Mstep: Class 4 contains 1414 members Mstep: Class 5 contains 22614 members Mstep: Class 6 contains 19751 members Mstep: Class 8 contains 1477 members Mstep: Class 9 contains 791 members Mstep: Class 10 contains 139485 members Mstep: Class 11 contains 45550 members Mstep: Class 12 contains 530 members Mstep: Class 13 contains 580 members Mstep: Class 14 contains 159807 members Mstep: Class 15 contains 19203 members Mstep: Class 16 contains 35023 members Mstep: Class 18 contains 8920 members Mstep: Class 19 contains 24170 members Mstep: Class 21 contains 626 members Mstep: Class 22 contains 1322 members Mstep: Class 23 contains 150917 members Entering Unmasked Estep Score: -147523504.000000 Penalty: 164498.296875 Splitting cluster 16 changes total score from -147522304.000000 to -147523504.000000 So it's getting split into cluster 6. Entering ConstructFrom: Trying to split cluster 18 (8920 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8920 members Entering Unmasked Estep Score: -1879876.375000 Penalty: 5571.331543 Iteration 0F: 2 clusters Score -1879876 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4447 members Mstep: Class 2 contains 4473 members Entering Unmasked Estep Score: -1870276.375000 Penalty: 11142.663086 Iteration 0F: 3 clusters Score -1870276 nChanged 3241 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4414 members Mstep: Class 2 contains 4506 members Entering Unmasked Estep Score: -1872302.875000 Penalty: 11142.663086 Iteration 1F: 3 clusters Score -1872303 nChanged 695 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4405 members Mstep: Class 2 contains 4515 members Entering Unmasked Estep Score: -1872782.875000 Penalty: 11142.663086 Iteration 2F: 3 clusters Score -1872783 nChanged 458 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4441 members Mstep: Class 2 contains 4479 members Entering Unmasked Estep Score: -1873096.375000 Penalty: 11142.663086 Iteration 3F: 3 clusters Score -1873096 nChanged 312 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4427 members Mstep: Class 2 contains 4493 members Entering Unmasked Estep Score: -1873308.375000 Penalty: 11142.663086 Iteration 4Q: 3 clusters Score -1873308 nChanged 250 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4437 members Mstep: Class 2 contains 4483 members Entering Unmasked Estep Score: -1873456.250000 Penalty: 11142.663086 Iteration 5Q: 3 clusters Score -1873456 nChanged 202 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4437 members Mstep: Class 2 contains 4483 members Entering Unmasked Estep Score: -1873560.375000 Penalty: 11142.663086 Iteration 6Q: 3 clusters Score -1873560 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4438 members Mstep: Class 2 contains 4482 members Entering Unmasked Estep Score: -1873638.000000 Penalty: 11142.663086 Iteration 7Q: 3 clusters Score -1873638 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4453 members Mstep: Class 2 contains 4467 members Entering Unmasked Estep Score: -1873703.750000 Penalty: 11142.663086 Iteration 8Q: 3 clusters Score -1873704 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4454 members Mstep: Class 2 contains 4466 members Entering Unmasked Estep Score: -1873752.625000 Penalty: 11142.663086 Iteration 9Q: 3 clusters Score -1873753 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4460 members Mstep: Class 2 contains 4460 members Entering Unmasked Estep Score: -1873802.500000 Penalty: 11142.663086 Iteration 10Q: 3 clusters Score -1873802 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4461 members Mstep: Class 2 contains 4459 members Entering Unmasked Estep Score: -1873843.000000 Penalty: 11142.663086 Iteration 11Q: 3 clusters Score -1873843 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4467 members Mstep: Class 2 contains 4453 members Entering Unmasked Estep Score: -1873873.125000 Penalty: 11142.663086 Iteration 12Q: 3 clusters Score -1873873 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4474 members Mstep: Class 2 contains 4446 members Entering Unmasked Estep Score: -1873894.500000 Penalty: 11142.663086 Iteration 13Q: 3 clusters Score -1873894 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4478 members Mstep: Class 2 contains 4442 members Entering Unmasked Estep Score: -1873911.125000 Penalty: 11142.663086 Iteration 14Q: 3 clusters Score -1873911 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4487 members Mstep: Class 2 contains 4433 members Entering Unmasked Estep Score: -1873942.375000 Penalty: 11142.663086 Iteration 15Q: 3 clusters Score -1873942 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4497 members Mstep: Class 2 contains 4423 members Entering Unmasked Estep Score: -1873962.000000 Penalty: 11142.663086 Iteration 16Q: 3 clusters Score -1873962 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4524 members Mstep: Class 2 contains 4396 members Entering Unmasked Estep Score: -1873986.125000 Penalty: 11142.663086 Iteration 17Q: 3 clusters Score -1873986 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4551 members Mstep: Class 2 contains 4369 members Entering Unmasked Estep Score: -1874020.375000 Penalty: 11142.663086 Iteration 18Q: 3 clusters Score -1874020 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4565 members Mstep: Class 2 contains 4355 members Entering Unmasked Estep Score: -1874045.625000 Penalty: 11142.663086 Iteration 19Q: 3 clusters Score -1874046 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4585 members Mstep: Class 2 contains 4335 members Entering Unmasked Estep Score: -1874071.125000 Penalty: 11142.663086 Iteration 20F: 3 clusters Score -1874071 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4603 members Mstep: Class 2 contains 4317 members Entering Unmasked Estep Score: -1874097.250000 Penalty: 11142.663086 Iteration 21Q: 3 clusters Score -1874097 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4630 members Mstep: Class 2 contains 4290 members Entering Unmasked Estep Score: -1874125.500000 Penalty: 11142.663086 Iteration 22Q: 3 clusters Score -1874126 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4660 members Mstep: Class 2 contains 4260 members Entering Unmasked Estep Score: -1874146.250000 Penalty: 11142.663086 Iteration 23Q: 3 clusters Score -1874146 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4666 members Mstep: Class 2 contains 4254 members Entering Unmasked Estep Score: -1874170.375000 Penalty: 11142.663086 Iteration 24Q: 3 clusters Score -1874170 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4680 members Mstep: Class 2 contains 4240 members Entering Unmasked Estep Score: -1874196.375000 Penalty: 11142.663086 Iteration 25Q: 3 clusters Score -1874196 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4693 members Mstep: Class 2 contains 4227 members Entering Unmasked Estep Score: -1874219.500000 Penalty: 11142.663086 Iteration 26Q: 3 clusters Score -1874220 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4696 members Mstep: Class 2 contains 4224 members Entering Unmasked Estep Score: -1874237.125000 Penalty: 11142.663086 Iteration 27Q: 3 clusters Score -1874237 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4717 members Mstep: Class 2 contains 4203 members Entering Unmasked Estep Score: -1874268.250000 Penalty: 11142.663086 Iteration 28Q: 3 clusters Score -1874268 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4728 members Mstep: Class 2 contains 4192 members Entering Unmasked Estep Score: -1874291.500000 Penalty: 11142.663086 Iteration 29Q: 3 clusters Score -1874292 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4740 members Mstep: Class 2 contains 4180 members Entering Unmasked Estep Score: -1874312.125000 Penalty: 11142.663086 Iteration 30Q: 3 clusters Score -1874312 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4750 members Mstep: Class 2 contains 4170 members Entering Unmasked Estep Score: -1874338.375000 Penalty: 11142.663086 Iteration 31Q: 3 clusters Score -1874338 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4751 members Mstep: Class 2 contains 4169 members Entering Unmasked Estep Score: -1874367.000000 Penalty: 11142.663086 Iteration 32Q: 3 clusters Score -1874367 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4762 members Mstep: Class 2 contains 4158 members Entering Unmasked Estep Score: -1874388.875000 Penalty: 11142.663086 Iteration 33Q: 3 clusters Score -1874389 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4777 members Mstep: Class 2 contains 4143 members Entering Unmasked Estep Score: -1874412.500000 Penalty: 11142.663086 Iteration 34Q: 3 clusters Score -1874412 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4776 members Mstep: Class 2 contains 4144 members Entering Unmasked Estep Score: -1874448.250000 Penalty: 11142.663086 Iteration 35Q: 3 clusters Score -1874448 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4784 members Mstep: Class 2 contains 4136 members Entering Unmasked Estep Score: -1874485.000000 Penalty: 11142.663086 Iteration 36Q: 3 clusters Score -1874485 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4804 members Mstep: Class 2 contains 4116 members Entering Unmasked Estep Score: -1874530.750000 Penalty: 11142.663086 Iteration 37Q: 3 clusters Score -1874531 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4825 members Mstep: Class 2 contains 4095 members Entering Unmasked Estep Score: -1874578.750000 Penalty: 11142.663086 Iteration 38Q: 3 clusters Score -1874579 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4850 members Mstep: Class 2 contains 4070 members Entering Unmasked Estep Score: -1874629.375000 Penalty: 11142.663086 Iteration 39Q: 3 clusters Score -1874629 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4858 members Mstep: Class 2 contains 4062 members Entering Unmasked Estep Score: -1874670.750000 Penalty: 11142.663086 Iteration 40F: 3 clusters Score -1874671 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4868 members Mstep: Class 2 contains 4052 members Entering Unmasked Estep Score: -1874709.125000 Penalty: 11142.663086 Iteration 41Q: 3 clusters Score -1874709 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4875 members Mstep: Class 2 contains 4045 members Entering Unmasked Estep Score: -1874748.125000 Penalty: 11142.663086 Iteration 42Q: 3 clusters Score -1874748 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4872 members Mstep: Class 2 contains 4048 members Entering Unmasked Estep Score: -1874798.625000 Penalty: 11142.663086 Iteration 43Q: 3 clusters Score -1874799 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4865 members Mstep: Class 2 contains 4055 members Entering Unmasked Estep Score: -1874859.250000 Penalty: 11142.663086 Iteration 44Q: 3 clusters Score -1874859 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4868 members Mstep: Class 2 contains 4052 members Entering Unmasked Estep Score: -1874912.875000 Penalty: 11142.663086 Iteration 45Q: 3 clusters Score -1874913 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4874 members Mstep: Class 2 contains 4046 members Entering Unmasked Estep Score: -1874962.250000 Penalty: 11142.663086 Iteration 46Q: 3 clusters Score -1874962 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4865 members Mstep: Class 2 contains 4055 members Entering Unmasked Estep Score: -1875009.375000 Penalty: 11142.663086 Iteration 47Q: 3 clusters Score -1875009 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4855 members Mstep: Class 2 contains 4065 members Entering Unmasked Estep Score: -1875039.125000 Penalty: 11142.663086 Iteration 48Q: 3 clusters Score -1875039 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4840 members Mstep: Class 2 contains 4080 members Entering Unmasked Estep Score: -1875066.750000 Penalty: 11142.663086 Iteration 49Q: 3 clusters Score -1875067 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4838 members Mstep: Class 2 contains 4082 members Entering Unmasked Estep Score: -1875087.625000 Penalty: 11142.663086 Iteration 50Q: 3 clusters Score -1875088 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4829 members Mstep: Class 2 contains 4091 members Entering Unmasked Estep Score: -1875111.125000 Penalty: 11142.663086 Iteration 51Q: 3 clusters Score -1875111 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4831 members Mstep: Class 2 contains 4089 members Entering Unmasked Estep Score: -1875144.250000 Penalty: 11142.663086 Iteration 52Q: 3 clusters Score -1875144 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4818 members Mstep: Class 2 contains 4102 members Entering Unmasked Estep Score: -1875177.250000 Penalty: 11142.663086 Iteration 53Q: 3 clusters Score -1875177 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4807 members Mstep: Class 2 contains 4113 members Entering Unmasked Estep Score: -1875207.625000 Penalty: 11142.663086 Iteration 54Q: 3 clusters Score -1875208 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4797 members Mstep: Class 2 contains 4123 members Entering Unmasked Estep Score: -1875243.125000 Penalty: 11142.663086 Iteration 55Q: 3 clusters Score -1875243 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4797 members Mstep: Class 2 contains 4123 members Entering Unmasked Estep Score: -1875282.750000 Penalty: 11142.663086 Iteration 56Q: 3 clusters Score -1875283 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4787 members Mstep: Class 2 contains 4133 members Entering Unmasked Estep Score: -1875313.750000 Penalty: 11142.663086 Iteration 57Q: 3 clusters Score -1875314 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4774 members Mstep: Class 2 contains 4146 members Entering Unmasked Estep Score: -1875341.500000 Penalty: 11142.663086 Iteration 58Q: 3 clusters Score -1875342 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4764 members Mstep: Class 2 contains 4156 members Entering Unmasked Estep Score: -1875377.125000 Penalty: 11142.663086 Iteration 59Q: 3 clusters Score -1875377 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4748 members Mstep: Class 2 contains 4172 members Entering Unmasked Estep Score: -1875405.750000 Penalty: 11142.663086 Iteration 60F: 3 clusters Score -1875406 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4722 members Mstep: Class 2 contains 4198 members Entering Unmasked Estep Score: -1875429.125000 Penalty: 11142.663086 Iteration 61Q: 3 clusters Score -1875429 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4714 members Mstep: Class 2 contains 4206 members Entering Unmasked Estep Score: -1875455.875000 Penalty: 11142.663086 Iteration 62Q: 3 clusters Score -1875456 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4696 members Mstep: Class 2 contains 4224 members Entering Unmasked Estep Score: -1875474.750000 Penalty: 11142.663086 Iteration 63Q: 3 clusters Score -1875475 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4676 members Mstep: Class 2 contains 4244 members Entering Unmasked Estep Score: -1875498.500000 Penalty: 11142.663086 Iteration 64Q: 3 clusters Score -1875498 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4662 members Mstep: Class 2 contains 4258 members Entering Unmasked Estep Score: -1875525.875000 Penalty: 11142.663086 Iteration 65Q: 3 clusters Score -1875526 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4654 members Mstep: Class 2 contains 4266 members Entering Unmasked Estep Score: -1875550.000000 Penalty: 11142.663086 Iteration 66Q: 3 clusters Score -1875550 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4655 members Mstep: Class 2 contains 4265 members Entering Unmasked Estep Score: -1875575.125000 Penalty: 11142.663086 Iteration 67Q: 3 clusters Score -1875575 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4656 members Mstep: Class 2 contains 4264 members Entering Unmasked Estep Score: -1875613.000000 Penalty: 11142.663086 Iteration 68Q: 3 clusters Score -1875613 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4658 members Mstep: Class 2 contains 4262 members Entering Unmasked Estep Score: -1875641.375000 Penalty: 11142.663086 Iteration 69Q: 3 clusters Score -1875641 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4659 members Mstep: Class 2 contains 4261 members Entering Unmasked Estep Score: -1875673.375000 Penalty: 11142.663086 Iteration 70Q: 3 clusters Score -1875673 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4652 members Mstep: Class 2 contains 4268 members Entering Unmasked Estep Score: -1875714.125000 Penalty: 11142.663086 Iteration 71Q: 3 clusters Score -1875714 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4647 members Mstep: Class 2 contains 4273 members Entering Unmasked Estep Score: -1875751.250000 Penalty: 11142.663086 Iteration 72Q: 3 clusters Score -1875751 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4664 members Mstep: Class 2 contains 4256 members Entering Unmasked Estep Score: -1875830.375000 Penalty: 11142.663086 Iteration 73Q: 3 clusters Score -1875830 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4684 members Mstep: Class 2 contains 4236 members Entering Unmasked Estep Score: -1875993.125000 Penalty: 11142.663086 Iteration 74Q: 3 clusters Score -1875993 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4711 members Mstep: Class 2 contains 4209 members Entering Unmasked Estep Score: -1876351.000000 Penalty: 11142.663086 Iteration 75Q: 3 clusters Score -1876351 nChanged 200 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4743 members Mstep: Class 2 contains 4177 members Entering Unmasked Estep Score: -1876566.375000 Penalty: 11142.663086 Iteration 76Q: 3 clusters Score -1876566 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4725 members Mstep: Class 2 contains 4195 members Entering Unmasked Estep Score: -1876679.625000 Penalty: 11142.663086 Iteration 77Q: 3 clusters Score -1876680 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4672 members Mstep: Class 2 contains 4248 members Entering Unmasked Estep Score: -1876760.125000 Penalty: 11142.663086 Iteration 78Q: 3 clusters Score -1876760 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4640 members Mstep: Class 2 contains 4280 members Entering Unmasked Estep Score: -1876817.375000 Penalty: 11142.663086 Iteration 79Q: 3 clusters Score -1876817 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4611 members Mstep: Class 2 contains 4309 members Entering Unmasked Estep Score: -1876862.125000 Penalty: 11142.663086 Iteration 80F: 3 clusters Score -1876862 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4596 members Mstep: Class 2 contains 4324 members Entering Unmasked Estep Score: -1876897.125000 Penalty: 11142.663086 Iteration 81Q: 3 clusters Score -1876897 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4582 members Mstep: Class 2 contains 4338 members Entering Unmasked Estep Score: -1876935.000000 Penalty: 11142.663086 Iteration 82Q: 3 clusters Score -1876935 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4567 members Mstep: Class 2 contains 4353 members Entering Unmasked Estep Score: -1876960.500000 Penalty: 11142.663086 Iteration 83Q: 3 clusters Score -1876960 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4558 members Mstep: Class 2 contains 4362 members Entering Unmasked Estep Score: -1877003.375000 Penalty: 11142.663086 Iteration 84Q: 3 clusters Score -1877003 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4545 members Mstep: Class 2 contains 4375 members Entering Unmasked Estep Score: -1877029.875000 Penalty: 11142.663086 Iteration 85Q: 3 clusters Score -1877030 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4532 members Mstep: Class 2 contains 4388 members Entering Unmasked Estep Score: -1877049.625000 Penalty: 11142.663086 Iteration 86Q: 3 clusters Score -1877050 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4508 members Mstep: Class 2 contains 4412 members Entering Unmasked Estep Score: -1877069.500000 Penalty: 11142.663086 Iteration 87Q: 3 clusters Score -1877070 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4498 members Mstep: Class 2 contains 4422 members Entering Unmasked Estep Score: -1877084.625000 Penalty: 11142.663086 Iteration 88Q: 3 clusters Score -1877085 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4494 members Mstep: Class 2 contains 4426 members Entering Unmasked Estep Score: -1877099.125000 Penalty: 11142.663086 Iteration 89Q: 3 clusters Score -1877099 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4488 members Mstep: Class 2 contains 4432 members Entering Unmasked Estep Score: -1877104.500000 Penalty: 11142.663086 Iteration 90Q: 3 clusters Score -1877104 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4482 members Mstep: Class 2 contains 4438 members Entering Unmasked Estep Score: -1877112.375000 Penalty: 11142.663086 Iteration 91Q: 3 clusters Score -1877112 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4469 members Mstep: Class 2 contains 4451 members Entering Unmasked Estep Score: -1877119.750000 Penalty: 11142.663086 Iteration 92Q: 3 clusters Score -1877120 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4461 members Mstep: Class 2 contains 4459 members Entering Unmasked Estep Score: -1877122.375000 Penalty: 11142.663086 Iteration 93Q: 3 clusters Score -1877122 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4458 members Mstep: Class 2 contains 4462 members Entering Unmasked Estep Score: -1877127.500000 Penalty: 11142.663086 Iteration 94Q: 3 clusters Score -1877128 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4455 members Mstep: Class 2 contains 4465 members Entering Unmasked Estep Score: -1877139.125000 Penalty: 11142.663086 Iteration 95Q: 3 clusters Score -1877139 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4449 members Mstep: Class 2 contains 4471 members Entering Unmasked Estep Score: -1877144.500000 Penalty: 11142.663086 Iteration 96Q: 3 clusters Score -1877144 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4444 members Mstep: Class 2 contains 4476 members Entering Unmasked Estep Score: -1877149.500000 Penalty: 11142.663086 Iteration 97Q: 3 clusters Score -1877150 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4440 members Mstep: Class 2 contains 4480 members Entering Unmasked Estep Score: -1877155.000000 Penalty: 11142.663086 Iteration 98Q: 3 clusters Score -1877155 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4438 members Mstep: Class 2 contains 4482 members Entering Unmasked Estep Score: -1877153.375000 Penalty: 11142.663086 Iteration 99Q: 3 clusters Score -1877153 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4436 members Mstep: Class 2 contains 4484 members Entering Unmasked Estep Score: -1877162.000000 Penalty: 11142.663086 Iteration 100F: 3 clusters Score -1877162 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4424 members Mstep: Class 2 contains 4496 members Entering Unmasked Estep Score: -1877171.500000 Penalty: 11142.663086 Iteration 101Q: 3 clusters Score -1877172 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4415 members Mstep: Class 2 contains 4505 members Entering Unmasked Estep Score: -1877179.375000 Penalty: 11142.663086 Iteration 102Q: 3 clusters Score -1877179 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4409 members Mstep: Class 2 contains 4511 members Entering Unmasked Estep Score: -1877182.125000 Penalty: 11142.663086 Iteration 103Q: 3 clusters Score -1877182 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4402 members Mstep: Class 2 contains 4518 members Entering Unmasked Estep Score: -1877192.375000 Penalty: 11142.663086 Iteration 104Q: 3 clusters Score -1877192 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4401 members Mstep: Class 2 contains 4519 members Entering Unmasked Estep Score: -1877194.375000 Penalty: 11142.663086 Iteration 105Q: 3 clusters Score -1877194 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4393 members Mstep: Class 2 contains 4527 members Entering Unmasked Estep Score: -1877201.750000 Penalty: 11142.663086 Iteration 106Q: 3 clusters Score -1877202 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4381 members Mstep: Class 2 contains 4539 members Entering Unmasked Estep Score: -1877205.500000 Penalty: 11142.663086 Iteration 107Q: 3 clusters Score -1877206 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4370 members Mstep: Class 2 contains 4550 members Entering Unmasked Estep Score: -1877212.500000 Penalty: 11142.663086 Iteration 108Q: 3 clusters Score -1877212 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4363 members Mstep: Class 2 contains 4557 members Entering Unmasked Estep Score: -1877220.875000 Penalty: 11142.663086 Iteration 109Q: 3 clusters Score -1877221 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4355 members Mstep: Class 2 contains 4565 members Entering Unmasked Estep Score: -1877225.000000 Penalty: 11142.663086 Iteration 110Q: 3 clusters Score -1877225 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4343 members Mstep: Class 2 contains 4577 members Entering Unmasked Estep Score: -1877236.500000 Penalty: 11142.663086 Iteration 111Q: 3 clusters Score -1877236 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4327 members Mstep: Class 2 contains 4593 members Entering Unmasked Estep Score: -1877243.875000 Penalty: 11142.663086 Iteration 112Q: 3 clusters Score -1877244 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4315 members Mstep: Class 2 contains 4605 members Entering Unmasked Estep Score: -1877247.125000 Penalty: 11142.663086 Iteration 113Q: 3 clusters Score -1877247 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4303 members Mstep: Class 2 contains 4617 members Entering Unmasked Estep Score: -1877257.000000 Penalty: 11142.663086 Iteration 114Q: 3 clusters Score -1877257 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4295 members Mstep: Class 2 contains 4625 members Entering Unmasked Estep Score: -1877266.625000 Penalty: 11142.663086 Iteration 115Q: 3 clusters Score -1877267 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4288 members Mstep: Class 2 contains 4632 members Entering Unmasked Estep Score: -1877259.750000 Penalty: 11142.663086 Iteration 116Q: 3 clusters Score -1877260 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4280 members Mstep: Class 2 contains 4640 members Entering Unmasked Estep Score: -1877271.000000 Penalty: 11142.663086 Iteration 117Q: 3 clusters Score -1877271 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4278 members Mstep: Class 2 contains 4642 members Entering Unmasked Estep Score: -1877270.625000 Penalty: 11142.663086 Iteration 118Q: 3 clusters Score -1877271 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4272 members Mstep: Class 2 contains 4648 members Entering Unmasked Estep Score: -1877275.000000 Penalty: 11142.663086 Iteration 119Q: 3 clusters Score -1877275 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4269 members Mstep: Class 2 contains 4651 members Entering Unmasked Estep Score: -1877273.500000 Penalty: 11142.663086 Iteration 120F: 3 clusters Score -1877274 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4267 members Mstep: Class 2 contains 4653 members Entering Unmasked Estep Score: -1877278.375000 Penalty: 11142.663086 Iteration 121Q: 3 clusters Score -1877278 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4266 members Mstep: Class 2 contains 4654 members Entering Unmasked Estep Score: -1877278.375000 Penalty: 11142.663086 Iteration 122Q: 3 clusters Score -1877278 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4265 members Mstep: Class 2 contains 4655 members Entering Unmasked Estep Score: -1877278.875000 Penalty: 11142.663086 Iteration 123Q: 3 clusters Score -1877279 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4265 members Mstep: Class 2 contains 4655 members Entering Unmasked Estep Score: -1877278.500000 Penalty: 11142.663086 Iteration 124Q: 3 clusters Score -1877278 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4264 members Mstep: Class 2 contains 4656 members Entering Unmasked Estep Score: -1877279.000000 Penalty: 11142.663086 Iteration 125Q: 3 clusters Score -1877279 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4263 members Mstep: Class 2 contains 4657 members Entering Unmasked Estep Score: -1877280.000000 Penalty: 11142.663086 Iteration 126Q: 3 clusters Score -1877280 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4263 members Mstep: Class 2 contains 4657 members Entering Unmasked Estep Score: -1877280.000000 Penalty: 11142.663086 Iteration 127F: 3 clusters Score -1877280 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (24170 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24170 members Entering Unmasked Estep Score: -5225435.000000 Penalty: 6181.881348 Iteration 0F: 2 clusters Score -5225435 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12045 members Mstep: Class 2 contains 12125 members Entering Unmasked Estep Score: -5206453.000000 Penalty: 12363.762695 Iteration 0F: 3 clusters Score -5206453 nChanged 9949 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11838 members Mstep: Class 2 contains 12332 members Entering Unmasked Estep Score: -5211581.000000 Penalty: 12363.762695 Iteration 1F: 3 clusters Score -5211581 nChanged 1537 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11643 members Mstep: Class 2 contains 12527 members Entering Unmasked Estep Score: -5212376.500000 Penalty: 12363.762695 Iteration 2F: 3 clusters Score -5212376 nChanged 1295 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11302 members Mstep: Class 2 contains 12868 members Entering Unmasked Estep Score: -5213163.000000 Penalty: 12363.762695 Iteration 3F: 3 clusters Score -5213163 nChanged 1250 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10824 members Mstep: Class 2 contains 13346 members Entering Unmasked Estep Score: -5214239.000000 Penalty: 12363.762695 Iteration 4F: 3 clusters Score -5214239 nChanged 1510 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10044 members Mstep: Class 2 contains 14126 members Entering Unmasked Estep Score: -5215647.500000 Penalty: 12363.762695 Iteration 5F: 3 clusters Score -5215648 nChanged 1795 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8981 members Mstep: Class 2 contains 15189 members Entering Unmasked Estep Score: -5217224.500000 Penalty: 12363.762695 Iteration 6F: 3 clusters Score -5217224 nChanged 1772 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7775 members Mstep: Class 2 contains 16395 members Entering Unmasked Estep Score: -5218789.000000 Penalty: 12363.762695 Iteration 7F: 3 clusters Score -5218789 nChanged 1631 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6582 members Mstep: Class 2 contains 17588 members Entering Unmasked Estep Score: -5220119.500000 Penalty: 12363.762695 Iteration 8F: 3 clusters Score -5220120 nChanged 1319 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5501 members Mstep: Class 2 contains 18669 members Entering Unmasked Estep Score: -5221146.000000 Penalty: 12363.762695 Iteration 9F: 3 clusters Score -5221146 nChanged 970 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4651 members Mstep: Class 2 contains 19519 members Entering Unmasked Estep Score: -5221836.500000 Penalty: 12363.762695 Iteration 10Q: 3 clusters Score -5221836 nChanged 663 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4044 members Mstep: Class 2 contains 20126 members Entering Unmasked Estep Score: -5222272.000000 Penalty: 12363.762695 Iteration 11Q: 3 clusters Score -5222272 nChanged 498 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3576 members Mstep: Class 2 contains 20594 members Entering Unmasked Estep Score: -5222589.500000 Penalty: 12363.762695 Iteration 12Q: 3 clusters Score -5222590 nChanged 371 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3217 members Mstep: Class 2 contains 20953 members Entering Unmasked Estep Score: -5222803.500000 Penalty: 12363.762695 Iteration 13Q: 3 clusters Score -5222804 nChanged 310 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2923 members Mstep: Class 2 contains 21247 members Entering Unmasked Estep Score: -5223003.500000 Penalty: 12363.762695 Iteration 14Q: 3 clusters Score -5223004 nChanged 245 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2682 members Mstep: Class 2 contains 21488 members Entering Unmasked Estep Score: -5223140.000000 Penalty: 12363.762695 Iteration 15Q: 3 clusters Score -5223140 nChanged 215 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2467 members Mstep: Class 2 contains 21703 members Entering Unmasked Estep Score: -5223278.500000 Penalty: 12363.762695 Iteration 16Q: 3 clusters Score -5223278 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2301 members Mstep: Class 2 contains 21869 members Entering Unmasked Estep Score: -5223353.000000 Penalty: 12363.762695 Iteration 17Q: 3 clusters Score -5223353 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2190 members Mstep: Class 2 contains 21980 members Entering Unmasked Estep Score: -5223398.500000 Penalty: 12363.762695 Iteration 18Q: 3 clusters Score -5223398 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2104 members Mstep: Class 2 contains 22066 members Entering Unmasked Estep Score: -5223427.000000 Penalty: 12363.762695 Iteration 19Q: 3 clusters Score -5223427 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2029 members Mstep: Class 2 contains 22141 members Entering Unmasked Estep Score: -5223464.000000 Penalty: 12363.762695 Iteration 20F: 3 clusters Score -5223464 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1983 members Mstep: Class 2 contains 22187 members Entering Unmasked Estep Score: -5223494.500000 Penalty: 12363.762695 Iteration 21Q: 3 clusters Score -5223494 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1946 members Mstep: Class 2 contains 22224 members Entering Unmasked Estep Score: -5223501.000000 Penalty: 12363.762695 Iteration 22Q: 3 clusters Score -5223501 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1921 members Mstep: Class 2 contains 22249 members Entering Unmasked Estep Score: -5223515.000000 Penalty: 12363.762695 Iteration 23Q: 3 clusters Score -5223515 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1896 members Mstep: Class 2 contains 22274 members Entering Unmasked Estep Score: -5223511.000000 Penalty: 12363.762695 Iteration 24Q: 3 clusters Score -5223511 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1876 members Mstep: Class 2 contains 22294 members Entering Unmasked Estep Score: -5223530.000000 Penalty: 12363.762695 Iteration 25Q: 3 clusters Score -5223530 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1858 members Mstep: Class 2 contains 22312 members Entering Unmasked Estep Score: -5223530.500000 Penalty: 12363.762695 Iteration 26Q: 3 clusters Score -5223530 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1836 members Mstep: Class 2 contains 22334 members Entering Unmasked Estep Score: -5223529.500000 Penalty: 12363.762695 Iteration 27Q: 3 clusters Score -5223530 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1823 members Mstep: Class 2 contains 22347 members Entering Unmasked Estep Score: -5223537.500000 Penalty: 12363.762695 Iteration 28Q: 3 clusters Score -5223538 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1812 members Mstep: Class 2 contains 22358 members Entering Unmasked Estep Score: -5223549.500000 Penalty: 12363.762695 Iteration 29Q: 3 clusters Score -5223550 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1806 members Mstep: Class 2 contains 22364 members Entering Unmasked Estep Score: -5223557.500000 Penalty: 12363.762695 Iteration 30Q: 3 clusters Score -5223558 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1804 members Mstep: Class 2 contains 22366 members Entering Unmasked Estep Score: -5223559.000000 Penalty: 12363.762695 Iteration 31Q: 3 clusters Score -5223559 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1803 members Mstep: Class 2 contains 22367 members Entering Unmasked Estep Score: -5223555.500000 Penalty: 12363.762695 Iteration 32Q: 3 clusters Score -5223556 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1802 members Mstep: Class 2 contains 22368 members Entering Unmasked Estep Score: -5223556.500000 Penalty: 12363.762695 Iteration 33Q: 3 clusters Score -5223556 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1802 members Mstep: Class 2 contains 22368 members Entering Unmasked Estep Score: -5223556.500000 Penalty: 12363.762695 Iteration 34F: 3 clusters Score -5223556 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (626 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 626 members Entering Unmasked Estep Score: -125232.109375 Penalty: 3944.102051 Iteration 0F: 2 clusters Score -125232.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 318 members Mstep: Class 2 contains 308 members Entering Unmasked Estep Score: -121581.117188 Penalty: 7888.204102 Iteration 0F: 3 clusters Score -121581.1 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 308 members Mstep: Class 2 contains 318 members Entering Unmasked Estep Score: -121832.453125 Penalty: 7888.204102 Iteration 1F: 3 clusters Score -121832.5 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 308 members Mstep: Class 2 contains 318 members Entering Unmasked Estep Score: -121918.781250 Penalty: 7888.204102 Iteration 2Q: 3 clusters Score -121918.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 303 members Mstep: Class 2 contains 323 members Entering Unmasked Estep Score: -121966.109375 Penalty: 7888.204102 Iteration 3Q: 3 clusters Score -121966.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 303 members Mstep: Class 2 contains 323 members Entering Unmasked Estep Score: -121984.398438 Penalty: 7888.204102 Iteration 4Q: 3 clusters Score -121984.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 303 members Mstep: Class 2 contains 323 members Entering Unmasked Estep Score: -121989.554688 Penalty: 7888.204102 Iteration 5Q: 3 clusters Score -121989.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 302 members Mstep: Class 2 contains 324 members Entering Unmasked Estep Score: -121993.046875 Penalty: 7888.204102 Iteration 6Q: 3 clusters Score -121993 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 300 members Mstep: Class 2 contains 326 members Entering Unmasked Estep Score: -122002.031250 Penalty: 7888.204102 Iteration 7Q: 3 clusters Score -122002 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 299 members Mstep: Class 2 contains 327 members Entering Unmasked Estep Score: -122005.132812 Penalty: 7888.204102 Iteration 8Q: 3 clusters Score -122005.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 299 members Mstep: Class 2 contains 327 members Entering Unmasked Estep Score: -122005.132812 Penalty: 7888.204102 Iteration 9F: 3 clusters Score -122005.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 22 (1322 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1322 members Entering Unmasked Estep Score: -250730.562500 Penalty: 4401.977051 Iteration 0F: 2 clusters Score -250730.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 664 members Mstep: Class 2 contains 658 members Entering Unmasked Estep Score: -246478.312500 Penalty: 8803.954102 Iteration 0F: 3 clusters Score -246478.3 nChanged 282 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 718 members Mstep: Class 2 contains 604 members Entering Unmasked Estep Score: -247576.296875 Penalty: 8803.954102 Iteration 1F: 3 clusters Score -247576.3 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 764 members Mstep: Class 2 contains 558 members Entering Unmasked Estep Score: -248938.671875 Penalty: 8803.954102 Iteration 2F: 3 clusters Score -248938.7 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 833 members Mstep: Class 2 contains 489 members Entering Unmasked Estep Score: -250307.546875 Penalty: 8803.954102 Iteration 3F: 3 clusters Score -250307.5 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 865 members Mstep: Class 2 contains 457 members Entering Unmasked Estep Score: -251037.609375 Penalty: 8803.954102 Iteration 4F: 3 clusters Score -251037.6 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 867 members Mstep: Class 2 contains 455 members Entering Unmasked Estep Score: -251980.953125 Penalty: 8803.954102 Iteration 5Q: 3 clusters Score -251981 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 837 members Mstep: Class 2 contains 485 members Entering Unmasked Estep Score: -252120.859375 Penalty: 8803.954102 Iteration 6Q: 3 clusters Score -252120.9 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 811 members Mstep: Class 2 contains 511 members Entering Unmasked Estep Score: -252249.781250 Penalty: 8803.954102 Iteration 7Q: 3 clusters Score -252249.8 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 781 members Mstep: Class 2 contains 541 members Entering Unmasked Estep Score: -252498.156250 Penalty: 8803.954102 Iteration 8Q: 3 clusters Score -252498.2 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 756 members Mstep: Class 2 contains 566 members Entering Unmasked Estep Score: -252853.062500 Penalty: 8803.954102 Iteration 9Q: 3 clusters Score -252853.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 747 members Mstep: Class 2 contains 575 members Entering Unmasked Estep Score: -252937.921875 Penalty: 8803.954102 Iteration 10Q: 3 clusters Score -252937.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 745 members Mstep: Class 2 contains 577 members Entering Unmasked Estep Score: -252944.031250 Penalty: 8803.954102 Iteration 11Q: 3 clusters Score -252944 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 743 members Mstep: Class 2 contains 579 members Entering Unmasked Estep Score: -252948.906250 Penalty: 8803.954102 Iteration 12Q: 3 clusters Score -252948.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 742 members Mstep: Class 2 contains 580 members Entering Unmasked Estep Score: -252951.359375 Penalty: 8803.954102 Iteration 13Q: 3 clusters Score -252951.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 742 members Mstep: Class 2 contains 580 members Entering Unmasked Estep Score: -252951.359375 Penalty: 8803.954102 Iteration 14F: 3 clusters Score -252951.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 52 members Mstep: Class 1 contains 502 members Mstep: Class 2 contains 45447 members Mstep: Class 3 contains 857 members Mstep: Class 4 contains 1414 members Mstep: Class 5 contains 22614 members Mstep: Class 6 contains 19751 members Mstep: Class 7 contains 580 members Mstep: Class 8 contains 1477 members Mstep: Class 9 contains 791 members Mstep: Class 10 contains 139485 members Mstep: Class 11 contains 45550 members Mstep: Class 12 contains 530 members Mstep: Class 13 contains 580 members Mstep: Class 14 contains 159807 members Mstep: Class 15 contains 19203 members Mstep: Class 16 contains 35023 members Mstep: Class 18 contains 8920 members Mstep: Class 19 contains 24170 members Mstep: Class 21 contains 626 members Mstep: Class 22 contains 742 members Mstep: Class 23 contains 150917 members Entering Unmasked Estep Score: -147521824.000000 Penalty: 172723.218750 Splitting cluster 22 changes total score from -147522304.000000 to -147521824.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 23 (150917 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 150917 members Entering Unmasked Estep Score: -33090252.000000 Penalty: 7303.747070 Iteration 0F: 2 clusters Score -3.309025e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 75238 members Mstep: Class 2 contains 75679 members Entering Unmasked Estep Score: -32991576.000000 Penalty: 14607.494141 Iteration 0F: 3 clusters Score -3.299158e+07 nChanged 70035 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73367 members Mstep: Class 2 contains 77550 members Entering Unmasked Estep Score: -33030966.000000 Penalty: 14607.494141 Iteration 1F: 3 clusters Score -3.303097e+07 nChanged 6159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71740 members Mstep: Class 2 contains 79177 members Entering Unmasked Estep Score: -33033034.000000 Penalty: 14607.494141 Iteration 2Q: 3 clusters Score -3.303303e+07 nChanged 6473 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 69233 members Mstep: Class 2 contains 81684 members Entering Unmasked Estep Score: -33035686.000000 Penalty: 14607.494141 Iteration 3Q: 3 clusters Score -3.303569e+07 nChanged 7439 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65430 members Mstep: Class 2 contains 85487 members Entering Unmasked Estep Score: -33038992.000000 Penalty: 14607.494141 Iteration 4Q: 3 clusters Score -3.303899e+07 nChanged 8645 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59953 members Mstep: Class 2 contains 90964 members Entering Unmasked Estep Score: -33043400.000000 Penalty: 14607.494141 Iteration 5F: 3 clusters Score -3.30434e+07 nChanged 9688 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52763 members Mstep: Class 2 contains 98154 members Entering Unmasked Estep Score: -33049016.000000 Penalty: 14607.494141 Iteration 6F: 3 clusters Score -3.304902e+07 nChanged 9983 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44536 members Mstep: Class 2 contains 106381 members Entering Unmasked Estep Score: -33055342.000000 Penalty: 14607.494141 Iteration 7F: 3 clusters Score -3.305534e+07 nChanged 9228 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36460 members Mstep: Class 2 contains 114457 members Entering Unmasked Estep Score: -33061292.000000 Penalty: 14607.494141 Iteration 8F: 3 clusters Score -3.306129e+07 nChanged 8065 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28949 members Mstep: Class 2 contains 121968 members Entering Unmasked Estep Score: -33066224.000000 Penalty: 14607.494141 Iteration 9F: 3 clusters Score -3.306622e+07 nChanged 6764 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22407 members Mstep: Class 2 contains 128510 members Entering Unmasked Estep Score: -33070118.000000 Penalty: 14607.494141 Iteration 10Q: 3 clusters Score -3.307012e+07 nChanged 5797 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16666 members Mstep: Class 2 contains 134251 members Entering Unmasked Estep Score: -33073718.000000 Penalty: 14607.494141 Iteration 11Q: 3 clusters Score -3.307372e+07 nChanged 4889 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11801 members Mstep: Class 2 contains 139116 members Entering Unmasked Estep Score: -33076708.000000 Penalty: 14607.494141 Iteration 12Q: 3 clusters Score -3.307671e+07 nChanged 3833 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7986 members Mstep: Class 2 contains 142931 members Entering Unmasked Estep Score: -33079360.000000 Penalty: 14607.494141 Iteration 13Q: 3 clusters Score -3.307936e+07 nChanged 2742 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5262 members Mstep: Class 2 contains 145655 members Entering Unmasked Estep Score: -33081236.000000 Penalty: 14607.494141 Iteration 14Q: 3 clusters Score -3.308124e+07 nChanged 1701 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3587 members Mstep: Class 2 contains 147330 members Entering Unmasked Estep Score: -33082254.000000 Penalty: 14607.494141 Iteration 15Q: 3 clusters Score -3.308225e+07 nChanged 1039 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2580 members Mstep: Class 2 contains 148337 members Entering Unmasked Estep Score: -33083070.000000 Penalty: 14607.494141 Iteration 16Q: 3 clusters Score -3.308307e+07 nChanged 603 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2047 members Mstep: Class 2 contains 148870 members Entering Unmasked Estep Score: -33083532.000000 Penalty: 14607.494141 Iteration 17Q: 3 clusters Score -3.308353e+07 nChanged 365 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1742 members Mstep: Class 2 contains 149175 members Entering Unmasked Estep Score: -33083842.000000 Penalty: 14607.494141 Iteration 18Q: 3 clusters Score -3.308384e+07 nChanged 247 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1547 members Mstep: Class 2 contains 149370 members Entering Unmasked Estep Score: -33083984.000000 Penalty: 14607.494141 Iteration 19Q: 3 clusters Score -3.308398e+07 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1443 members Mstep: Class 2 contains 149474 members Entering Unmasked Estep Score: -33084152.000000 Penalty: 14607.494141 Iteration 20F: 3 clusters Score -3.308415e+07 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1380 members Mstep: Class 2 contains 149537 members Entering Unmasked Estep Score: -33084218.000000 Penalty: 14607.494141 Iteration 21Q: 3 clusters Score -3.308422e+07 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1341 members Mstep: Class 2 contains 149576 members Entering Unmasked Estep Score: -33084290.000000 Penalty: 14607.494141 Iteration 22Q: 3 clusters Score -3.308429e+07 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1291 members Mstep: Class 2 contains 149626 members Entering Unmasked Estep Score: -33084366.000000 Penalty: 14607.494141 Iteration 23Q: 3 clusters Score -3.308437e+07 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1258 members Mstep: Class 2 contains 149659 members Entering Unmasked Estep Score: -33084408.000000 Penalty: 14607.494141 Iteration 24Q: 3 clusters Score -3.308441e+07 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1227 members Mstep: Class 2 contains 149690 members Entering Unmasked Estep Score: -33084532.000000 Penalty: 14607.494141 Iteration 25Q: 3 clusters Score -3.308453e+07 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1202 members Mstep: Class 2 contains 149715 members Entering Unmasked Estep Score: -33084698.000000 Penalty: 14607.494141 Iteration 26Q: 3 clusters Score -3.30847e+07 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1186 members Mstep: Class 2 contains 149731 members Entering Unmasked Estep Score: -33084936.000000 Penalty: 14607.494141 Iteration 27Q: 3 clusters Score -3.308494e+07 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1167 members Mstep: Class 2 contains 149750 members Entering Unmasked Estep Score: -33085178.000000 Penalty: 14607.494141 Iteration 28Q: 3 clusters Score -3.308518e+07 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1203 members Mstep: Class 2 contains 149714 members Entering Unmasked Estep Score: -33085468.000000 Penalty: 14607.494141 Iteration 29Q: 3 clusters Score -3.308547e+07 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1269 members Mstep: Class 2 contains 149648 members Entering Unmasked Estep Score: -33085660.000000 Penalty: 14607.494141 Iteration 30Q: 3 clusters Score -3.308566e+07 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1351 members Mstep: Class 2 contains 149566 members Entering Unmasked Estep Score: -33085848.000000 Penalty: 14607.494141 Iteration 31Q: 3 clusters Score -3.308585e+07 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1440 members Mstep: Class 2 contains 149477 members Entering Unmasked Estep Score: -33085994.000000 Penalty: 14607.494141 Iteration 32Q: 3 clusters Score -3.308599e+07 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1535 members Mstep: Class 2 contains 149382 members Entering Unmasked Estep Score: -33086098.000000 Penalty: 14607.494141 Iteration 33Q: 3 clusters Score -3.30861e+07 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1619 members Mstep: Class 2 contains 149298 members Entering Unmasked Estep Score: -33086216.000000 Penalty: 14607.494141 Iteration 34Q: 3 clusters Score -3.308622e+07 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1695 members Mstep: Class 2 contains 149222 members Entering Unmasked Estep Score: -33086340.000000 Penalty: 14607.494141 Iteration 35Q: 3 clusters Score -3.308634e+07 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1767 members Mstep: Class 2 contains 149150 members Entering Unmasked Estep Score: -33086352.000000 Penalty: 14607.494141 Iteration 36Q: 3 clusters Score -3.308635e+07 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1827 members Mstep: Class 2 contains 149090 members Entering Unmasked Estep Score: -33086418.000000 Penalty: 14607.494141 Iteration 37Q: 3 clusters Score -3.308642e+07 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1873 members Mstep: Class 2 contains 149044 members Entering Unmasked Estep Score: -33086420.000000 Penalty: 14607.494141 Iteration 38Q: 3 clusters Score -3.308642e+07 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1911 members Mstep: Class 2 contains 149006 members Entering Unmasked Estep Score: -33086488.000000 Penalty: 14607.494141 Iteration 39Q: 3 clusters Score -3.308649e+07 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1929 members Mstep: Class 2 contains 148988 members Entering Unmasked Estep Score: -33086490.000000 Penalty: 14607.494141 Iteration 40F: 3 clusters Score -3.308649e+07 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1969 members Mstep: Class 2 contains 148948 members Entering Unmasked Estep Score: -33086540.000000 Penalty: 14607.494141 Iteration 41Q: 3 clusters Score -3.308654e+07 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2016 members Mstep: Class 2 contains 148901 members Entering Unmasked Estep Score: -33086582.000000 Penalty: 14607.494141 Iteration 42Q: 3 clusters Score -3.308658e+07 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2061 members Mstep: Class 2 contains 148856 members Entering Unmasked Estep Score: -33086592.000000 Penalty: 14607.494141 Iteration 43Q: 3 clusters Score -3.308659e+07 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2109 members Mstep: Class 2 contains 148808 members Entering Unmasked Estep Score: -33086652.000000 Penalty: 14607.494141 Iteration 44Q: 3 clusters Score -3.308665e+07 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2152 members Mstep: Class 2 contains 148765 members Entering Unmasked Estep Score: -33086714.000000 Penalty: 14607.494141 Iteration 45Q: 3 clusters Score -3.308671e+07 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2184 members Mstep: Class 2 contains 148733 members Entering Unmasked Estep Score: -33086752.000000 Penalty: 14607.494141 Iteration 46Q: 3 clusters Score -3.308675e+07 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2214 members Mstep: Class 2 contains 148703 members Entering Unmasked Estep Score: -33086776.000000 Penalty: 14607.494141 Iteration 47Q: 3 clusters Score -3.308678e+07 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2236 members Mstep: Class 2 contains 148681 members Entering Unmasked Estep Score: -33086822.000000 Penalty: 14607.494141 Iteration 48Q: 3 clusters Score -3.308682e+07 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2269 members Mstep: Class 2 contains 148648 members Entering Unmasked Estep Score: -33086864.000000 Penalty: 14607.494141 Iteration 49Q: 3 clusters Score -3.308686e+07 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2297 members Mstep: Class 2 contains 148620 members Entering Unmasked Estep Score: -33086908.000000 Penalty: 14607.494141 Iteration 50Q: 3 clusters Score -3.308691e+07 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2325 members Mstep: Class 2 contains 148592 members Entering Unmasked Estep Score: -33086900.000000 Penalty: 14607.494141 Iteration 51Q: 3 clusters Score -3.30869e+07 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2348 members Mstep: Class 2 contains 148569 members Entering Unmasked Estep Score: -33086898.000000 Penalty: 14607.494141 Iteration 52Q: 3 clusters Score -3.30869e+07 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2366 members Mstep: Class 2 contains 148551 members Entering Unmasked Estep Score: -33086880.000000 Penalty: 14607.494141 Iteration 53Q: 3 clusters Score -3.308688e+07 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2382 members Mstep: Class 2 contains 148535 members Entering Unmasked Estep Score: -33086908.000000 Penalty: 14607.494141 Iteration 54Q: 3 clusters Score -3.308691e+07 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2402 members Mstep: Class 2 contains 148515 members Entering Unmasked Estep Score: -33086926.000000 Penalty: 14607.494141 Iteration 55Q: 3 clusters Score -3.308693e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2411 members Mstep: Class 2 contains 148506 members Entering Unmasked Estep Score: -33086918.000000 Penalty: 14607.494141 Iteration 56Q: 3 clusters Score -3.308692e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2421 members Mstep: Class 2 contains 148496 members Entering Unmasked Estep Score: -33086942.000000 Penalty: 14607.494141 Iteration 57Q: 3 clusters Score -3.308694e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2433 members Mstep: Class 2 contains 148484 members Entering Unmasked Estep Score: -33086926.000000 Penalty: 14607.494141 Iteration 58Q: 3 clusters Score -3.308693e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2441 members Mstep: Class 2 contains 148476 members Entering Unmasked Estep Score: -33086900.000000 Penalty: 14607.494141 Iteration 59Q: 3 clusters Score -3.30869e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2452 members Mstep: Class 2 contains 148465 members Entering Unmasked Estep Score: -33086936.000000 Penalty: 14607.494141 Iteration 60F: 3 clusters Score -3.308694e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2464 members Mstep: Class 2 contains 148453 members Entering Unmasked Estep Score: -33086958.000000 Penalty: 14607.494141 Iteration 61Q: 3 clusters Score -3.308696e+07 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2480 members Mstep: Class 2 contains 148437 members Entering Unmasked Estep Score: -33086984.000000 Penalty: 14607.494141 Iteration 62Q: 3 clusters Score -3.308698e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2487 members Mstep: Class 2 contains 148430 members Entering Unmasked Estep Score: -33086974.000000 Penalty: 14607.494141 Iteration 63Q: 3 clusters Score -3.308697e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2491 members Mstep: Class 2 contains 148426 members Entering Unmasked Estep Score: -33087008.000000 Penalty: 14607.494141 Iteration 64Q: 3 clusters Score -3.308701e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2495 members Mstep: Class 2 contains 148422 members Entering Unmasked Estep Score: -33087012.000000 Penalty: 14607.494141 Iteration 65Q: 3 clusters Score -3.308701e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2498 members Mstep: Class 2 contains 148419 members Entering Unmasked Estep Score: -33087016.000000 Penalty: 14607.494141 Iteration 66Q: 3 clusters Score -3.308702e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2499 members Mstep: Class 2 contains 148418 members Entering Unmasked Estep Score: -33087014.000000 Penalty: 14607.494141 Iteration 67Q: 3 clusters Score -3.308701e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2499 members Mstep: Class 2 contains 148418 members Entering Unmasked Estep Score: -33087014.000000 Penalty: 14607.494141 Iteration 68F: 3 clusters Score -3.308701e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 52 members Mstep: Class 2 contains 45447 members Mstep: Class 3 contains 857 members Mstep: Class 5 contains 22614 members Mstep: Class 8 contains 1477 members Mstep: Class 9 contains 791 members Mstep: Class 10 contains 139485 members Mstep: Class 11 contains 45550 members Mstep: Class 12 contains 530 members Mstep: Class 13 contains 580 members Mstep: Class 14 contains 159807 members Mstep: Class 15 contains 19203 members Mstep: Class 16 contains 35023 members Mstep: Class 18 contains 8920 members Mstep: Class 19 contains 24170 members Mstep: Class 21 contains 626 members Mstep: Class 22 contains 1322 members Mstep: Class 23 contains 150917 members Entering Unmasked Estep ConsiderDeletion Score: -147525440.000000 Penalty: 164498.296875 Iteration 39Q: 21 clusters Score -1.475254e+08 nChanged 4409 Entering Unmasked Mstep Mstep: Class 0 contains 52 members Mstep: Class 1 contains 502 members Mstep: Class 2 contains 45536 members Mstep: Class 3 contains 857 members Mstep: Class 4 contains 1397 members Mstep: Class 5 contains 22734 members Mstep: Class 6 contains 19065 members Mstep: Class 8 contains 1477 members Mstep: Class 9 contains 791 members Mstep: Class 10 contains 140180 members Mstep: Class 11 contains 45739 members Mstep: Class 12 contains 522 members Mstep: Class 13 contains 580 members Mstep: Class 14 contains 160001 members Mstep: Class 15 contains 19393 members Mstep: Class 16 contains 34712 members Mstep: Class 18 contains 8897 members Mstep: Class 19 contains 24180 members Mstep: Class 21 contains 626 members Mstep: Class 22 contains 1322 members Mstep: Class 23 contains 150475 members Entering Unmasked Estep ConsiderDeletion Score: -147528944.000000 Penalty: 164498.296875 Iteration 40F: 21 clusters Score -1.475289e+08 nChanged 3949 Entering Unmasked Mstep Mstep: Class 0 contains 39 members Mstep: Class 1 contains 515 members Mstep: Class 2 contains 45412 members Mstep: Class 3 contains 857 members Mstep: Class 4 contains 1541 members Mstep: Class 5 contains 22572 members Mstep: Class 6 contains 20265 members Mstep: Class 8 contains 1476 members Mstep: Class 9 contains 792 members Mstep: Class 10 contains 140358 members Mstep: Class 11 contains 45923 members Mstep: Class 12 contains 530 members Mstep: Class 13 contains 469 members Mstep: Class 14 contains 159898 members Mstep: Class 15 contains 19497 members Mstep: Class 16 contains 34503 members Mstep: Class 18 contains 8864 members Mstep: Class 19 contains 24208 members Mstep: Class 21 contains 625 members Mstep: Class 22 contains 1321 members Mstep: Class 23 contains 149373 members Entering Unmasked Estep ConsiderDeletion Score: -147532048.000000 Penalty: 164498.296875 Iteration 41Q: 21 clusters Score -1.47532e+08 nChanged 2857 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 517 members Mstep: Class 2 contains 45316 members Mstep: Class 3 contains 857 members Mstep: Class 4 contains 1554 members Mstep: Class 5 contains 22573 members Mstep: Class 6 contains 21192 members Mstep: Class 8 contains 1477 members Mstep: Class 9 contains 793 members Mstep: Class 10 contains 140493 members Mstep: Class 11 contains 46124 members Mstep: Class 12 contains 528 members Mstep: Class 13 contains 461 members Mstep: Class 14 contains 159815 members Mstep: Class 15 contains 19636 members Mstep: Class 16 contains 34380 members Mstep: Class 18 contains 8839 members Mstep: Class 19 contains 24245 members Mstep: Class 21 contains 625 members Mstep: Class 22 contains 1321 members Mstep: Class 23 contains 148256 members Entering Unmasked Estep ConsiderDeletion Score: -147533440.000000 Penalty: 164498.296875 Iteration 42Q: 21 clusters Score -1.475334e+08 nChanged 2537 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 517 members Mstep: Class 2 contains 45231 members Mstep: Class 3 contains 857 members Mstep: Class 4 contains 1557 members Mstep: Class 5 contains 22599 members Mstep: Class 6 contains 21952 members Mstep: Class 8 contains 1476 members Mstep: Class 9 contains 793 members Mstep: Class 10 contains 140581 members Mstep: Class 11 contains 46319 members Mstep: Class 12 contains 528 members Mstep: Class 13 contains 459 members Mstep: Class 14 contains 159774 members Mstep: Class 15 contains 19749 members Mstep: Class 16 contains 34320 members Mstep: Class 18 contains 8836 members Mstep: Class 19 contains 24262 members Mstep: Class 21 contains 625 members Mstep: Class 22 contains 1321 members Mstep: Class 23 contains 147246 members Entering Unmasked Estep ConsiderDeletion Score: -147534240.000000 Penalty: 164498.296875 Iteration 43Q: 21 clusters Score -1.475342e+08 nChanged 2390 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 517 members Mstep: Class 2 contains 45143 members Mstep: Class 3 contains 857 members Mstep: Class 4 contains 1557 members Mstep: Class 5 contains 22626 members Mstep: Class 6 contains 22628 members Mstep: Class 8 contains 1476 members Mstep: Class 9 contains 793 members Mstep: Class 10 contains 140611 members Mstep: Class 11 contains 46608 members Mstep: Class 12 contains 527 members Mstep: Class 13 contains 459 members Mstep: Class 14 contains 159730 members Mstep: Class 15 contains 19902 members Mstep: Class 16 contains 34300 members Mstep: Class 18 contains 8838 members Mstep: Class 19 contains 24273 members Mstep: Class 21 contains 625 members Mstep: Class 22 contains 1321 members Mstep: Class 23 contains 146211 members Entering Unmasked Estep ConsiderDeletion Score: -147535008.000000 Penalty: 164498.296875 Iteration 44Q: 21 clusters Score -1.47535e+08 nChanged 2284 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 517 members Mstep: Class 2 contains 45052 members Mstep: Class 3 contains 857 members Mstep: Class 4 contains 1557 members Mstep: Class 5 contains 22666 members Mstep: Class 6 contains 23219 members Mstep: Class 8 contains 1476 members Mstep: Class 9 contains 793 members Mstep: Class 10 contains 140612 members Mstep: Class 11 contains 46972 members Mstep: Class 12 contains 524 members Mstep: Class 13 contains 458 members Mstep: Class 14 contains 159696 members Mstep: Class 15 contains 20053 members Mstep: Class 16 contains 34296 members Mstep: Class 18 contains 8844 members Mstep: Class 19 contains 24284 members Mstep: Class 21 contains 625 members Mstep: Class 22 contains 1321 members Mstep: Class 23 contains 145180 members Entering Unmasked Estep ConsiderDeletion Score: -147535152.000000 Penalty: 164498.296875 Iteration 45Q: 21 clusters Score -1.475352e+08 nChanged 2205 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 517 members Mstep: Class 2 contains 44962 members Mstep: Class 3 contains 857 members Mstep: Class 4 contains 1557 members Mstep: Class 5 contains 22723 members Mstep: Class 6 contains 23701 members Mstep: Class 8 contains 1476 members Mstep: Class 9 contains 793 members Mstep: Class 10 contains 140611 members Mstep: Class 11 contains 47449 members Mstep: Class 12 contains 523 members Mstep: Class 13 contains 458 members Mstep: Class 14 contains 159668 members Mstep: Class 15 contains 20204 members Mstep: Class 16 contains 34284 members Mstep: Class 18 contains 8851 members Mstep: Class 19 contains 24298 members Mstep: Class 21 contains 625 members Mstep: Class 22 contains 1321 members Mstep: Class 23 contains 144124 members Entering Unmasked Estep ConsiderDeletion Score: -147535680.000000 Penalty: 164498.296875 Iteration 46Q: 21 clusters Score -1.475357e+08 nChanged 2127 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 517 members Mstep: Class 2 contains 44866 members Mstep: Class 3 contains 857 members Mstep: Class 4 contains 1557 members Mstep: Class 5 contains 22780 members Mstep: Class 6 contains 24116 members Mstep: Class 8 contains 1476 members Mstep: Class 9 contains 793 members Mstep: Class 10 contains 140597 members Mstep: Class 11 contains 48023 members Mstep: Class 12 contains 523 members Mstep: Class 13 contains 458 members Mstep: Class 14 contains 159662 members Mstep: Class 15 contains 20363 members Mstep: Class 16 contains 34275 members Mstep: Class 18 contains 8845 members Mstep: Class 19 contains 24311 members Mstep: Class 21 contains 625 members Mstep: Class 22 contains 1321 members Mstep: Class 23 contains 143037 members Entering Unmasked Estep ConsiderDeletion Score: -147536240.000000 Penalty: 164498.296875 Iteration 47Q: 21 clusters Score -1.475362e+08 nChanged 2106 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 517 members Mstep: Class 2 contains 44780 members Mstep: Class 3 contains 857 members Mstep: Class 4 contains 1557 members Mstep: Class 5 contains 22862 members Mstep: Class 6 contains 24454 members Mstep: Class 8 contains 1476 members Mstep: Class 9 contains 793 members Mstep: Class 10 contains 140580 members Mstep: Class 11 contains 48657 members Mstep: Class 12 contains 523 members Mstep: Class 13 contains 458 members Mstep: Class 14 contains 159659 members Mstep: Class 15 contains 20496 members Mstep: Class 16 contains 34266 members Mstep: Class 18 contains 8850 members Mstep: Class 19 contains 24324 members Mstep: Class 21 contains 625 members Mstep: Class 22 contains 1321 members Mstep: Class 23 contains 141947 members Entering Unmasked Estep ConsiderDeletion Score: -147536928.000000 Penalty: 164498.296875 Iteration 48Q: 21 clusters Score -1.475369e+08 nChanged 2062 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 517 members Mstep: Class 2 contains 44682 members Mstep: Class 3 contains 857 members Mstep: Class 4 contains 1557 members Mstep: Class 5 contains 22937 members Mstep: Class 6 contains 24718 members Mstep: Class 8 contains 1476 members Mstep: Class 9 contains 793 members Mstep: Class 10 contains 140567 members Mstep: Class 11 contains 49412 members Mstep: Class 12 contains 523 members Mstep: Class 13 contains 458 members Mstep: Class 14 contains 159667 members Mstep: Class 15 contains 20627 members Mstep: Class 16 contains 34264 members Mstep: Class 18 contains 8858 members Mstep: Class 19 contains 24341 members Mstep: Class 21 contains 625 members Mstep: Class 22 contains 1321 members Mstep: Class 23 contains 140802 members Entering Unmasked Estep ConsiderDeletion Score: -147537600.000000 Penalty: 164498.296875 Iteration 49Q: 21 clusters Score -1.475376e+08 nChanged 1961 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 517 members Mstep: Class 2 contains 44584 members Mstep: Class 3 contains 857 members Mstep: Class 4 contains 1557 members Mstep: Class 5 contains 22965 members Mstep: Class 6 contains 24909 members Mstep: Class 8 contains 1476 members Mstep: Class 9 contains 793 members Mstep: Class 10 contains 140597 members Mstep: Class 11 contains 50187 members Mstep: Class 12 contains 523 members Mstep: Class 13 contains 458 members Mstep: Class 14 contains 159664 members Mstep: Class 15 contains 20767 members Mstep: Class 16 contains 34262 members Mstep: Class 18 contains 8879 members Mstep: Class 19 contains 24348 members Mstep: Class 21 contains 625 members Mstep: Class 22 contains 1321 members Mstep: Class 23 contains 139713 members Entering Unmasked Estep ConsiderDeletion Score: -147538560.000000 Penalty: 164498.296875 Iteration 50Q: 21 clusters Score -1.475386e+08 nChanged 1895 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 517 members Mstep: Class 2 contains 44513 members Mstep: Class 3 contains 857 members Mstep: Class 4 contains 1557 members Mstep: Class 5 contains 22973 members Mstep: Class 6 contains 25068 members Mstep: Class 8 contains 1476 members Mstep: Class 9 contains 793 members Mstep: Class 10 contains 140593 members Mstep: Class 11 contains 50967 members Mstep: Class 12 contains 523 members Mstep: Class 13 contains 458 members Mstep: Class 14 contains 159665 members Mstep: Class 15 contains 20909 members Mstep: Class 16 contains 34252 members Mstep: Class 18 contains 8890 members Mstep: Class 19 contains 24357 members Mstep: Class 21 contains 625 members Mstep: Class 22 contains 1321 members Mstep: Class 23 contains 138688 members Entering Unmasked Estep ConsiderDeletion Score: -147538688.000000 Penalty: 164498.296875 Iteration 51Q: 21 clusters Score -1.475387e+08 nChanged 1803 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 517 members Mstep: Class 2 contains 44435 members Mstep: Class 3 contains 857 members Mstep: Class 4 contains 1557 members Mstep: Class 5 contains 22957 members Mstep: Class 6 contains 25232 members Mstep: Class 8 contains 1476 members Mstep: Class 9 contains 793 members Mstep: Class 10 contains 140578 members Mstep: Class 11 contains 51746 members Mstep: Class 12 contains 523 members Mstep: Class 13 contains 458 members Mstep: Class 14 contains 159666 members Mstep: Class 15 contains 21052 members Mstep: Class 16 contains 34242 members Mstep: Class 18 contains 8892 members Mstep: Class 19 contains 24362 members Mstep: Class 21 contains 625 members Mstep: Class 22 contains 1321 members Mstep: Class 23 contains 137713 members Entering Unmasked Estep ConsiderDeletion Score: -147538992.000000 Penalty: 164498.296875 Iteration 52Q: 21 clusters Score -1.47539e+08 nChanged 1706 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 517 members Mstep: Class 2 contains 44344 members Mstep: Class 3 contains 857 members Mstep: Class 4 contains 1557 members Mstep: Class 5 contains 22934 members Mstep: Class 6 contains 25362 members Mstep: Class 8 contains 1476 members Mstep: Class 9 contains 793 members Mstep: Class 10 contains 140591 members Mstep: Class 11 contains 52540 members Mstep: Class 12 contains 523 members Mstep: Class 13 contains 457 members Mstep: Class 14 contains 159645 members Mstep: Class 15 contains 21190 members Mstep: Class 16 contains 34235 members Mstep: Class 18 contains 8912 members Mstep: Class 19 contains 24366 members Mstep: Class 21 contains 625 members Mstep: Class 22 contains 1321 members Mstep: Class 23 contains 136757 members Entering Unmasked Estep ConsiderDeletion Score: -147539328.000000 Penalty: 164498.296875 Iteration 53Q: 21 clusters Score -1.475393e+08 nChanged 1566 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 517 members Mstep: Class 2 contains 44261 members Mstep: Class 3 contains 857 members Mstep: Class 4 contains 1557 members Mstep: Class 5 contains 22943 members Mstep: Class 6 contains 25452 members Mstep: Class 8 contains 1476 members Mstep: Class 9 contains 793 members Mstep: Class 10 contains 140611 members Mstep: Class 11 contains 53290 members Mstep: Class 12 contains 523 members Mstep: Class 13 contains 457 members Mstep: Class 14 contains 159634 members Mstep: Class 15 contains 21293 members Mstep: Class 16 contains 34234 members Mstep: Class 18 contains 8914 members Mstep: Class 19 contains 24370 members Mstep: Class 21 contains 625 members Mstep: Class 22 contains 1321 members Mstep: Class 23 contains 135874 members Entering Unmasked Estep ConsiderDeletion Score: -147539712.000000 Penalty: 164498.296875 Iteration 54Q: 21 clusters Score -1.475397e+08 nChanged 1411 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 517 members Mstep: Class 2 contains 44184 members Mstep: Class 3 contains 857 members Mstep: Class 4 contains 1557 members Mstep: Class 5 contains 22943 members Mstep: Class 6 contains 25544 members Mstep: Class 8 contains 1476 members Mstep: Class 9 contains 793 members Mstep: Class 10 contains 140622 members Mstep: Class 11 contains 53993 members Mstep: Class 12 contains 523 members Mstep: Class 13 contains 457 members Mstep: Class 14 contains 159620 members Mstep: Class 15 contains 21410 members Mstep: Class 16 contains 34237 members Mstep: Class 18 contains 8912 members Mstep: Class 19 contains 24374 members Mstep: Class 21 contains 625 members Mstep: Class 22 contains 1321 members Mstep: Class 23 contains 135037 members Entering Unmasked Estep ConsiderDeletion Score: -147539824.000000 Penalty: 164498.296875 Iteration 55Q: 21 clusters Score -1.475398e+08 nChanged 1306 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 517 members Mstep: Class 2 contains 44087 members Mstep: Class 3 contains 857 members Mstep: Class 4 contains 1557 members Mstep: Class 5 contains 22958 members Mstep: Class 6 contains 25592 members Mstep: Class 8 contains 1476 members Mstep: Class 9 contains 793 members Mstep: Class 10 contains 140632 members Mstep: Class 11 contains 54661 members Mstep: Class 12 contains 523 members Mstep: Class 13 contains 457 members Mstep: Class 14 contains 159613 members Mstep: Class 15 contains 21532 members Mstep: Class 16 contains 34240 members Mstep: Class 18 contains 8915 members Mstep: Class 19 contains 24379 members Mstep: Class 21 contains 625 members Mstep: Class 22 contains 1321 members Mstep: Class 23 contains 134267 members Entering Unmasked Estep ConsiderDeletion Score: -147540096.000000 Penalty: 164498.296875 Iteration 56Q: 21 clusters Score -1.475401e+08 nChanged 1151 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 517 members Mstep: Class 2 contains 43994 members Mstep: Class 3 contains 857 members Mstep: Class 4 contains 1557 members Mstep: Class 5 contains 22964 members Mstep: Class 6 contains 25623 members Mstep: Class 8 contains 1476 members Mstep: Class 9 contains 793 members Mstep: Class 10 contains 140633 members Mstep: Class 11 contains 55270 members Mstep: Class 12 contains 523 members Mstep: Class 13 contains 457 members Mstep: Class 14 contains 159613 members Mstep: Class 15 contains 21650 members Mstep: Class 16 contains 34238 members Mstep: Class 18 contains 8927 members Mstep: Class 19 contains 24384 members Mstep: Class 21 contains 625 members Mstep: Class 22 contains 1321 members Mstep: Class 23 contains 133580 members Entering Unmasked Estep ConsiderDeletion Score: -147540048.000000 Penalty: 164498.296875 Iteration 57Q: 21 clusters Score -1.4754e+08 nChanged 1089 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 517 members Mstep: Class 2 contains 43903 members Mstep: Class 3 contains 857 members Mstep: Class 4 contains 1557 members Mstep: Class 5 contains 22972 members Mstep: Class 6 contains 25661 members Mstep: Class 8 contains 1476 members Mstep: Class 9 contains 793 members Mstep: Class 10 contains 140623 members Mstep: Class 11 contains 55862 members Mstep: Class 12 contains 523 members Mstep: Class 13 contains 457 members Mstep: Class 14 contains 159616 members Mstep: Class 15 contains 21776 members Mstep: Class 16 contains 34232 members Mstep: Class 18 contains 8928 members Mstep: Class 19 contains 24386 members Mstep: Class 21 contains 625 members Mstep: Class 22 contains 1321 members Mstep: Class 23 contains 132917 members Entering Unmasked Estep ConsiderDeletion Score: -147540240.000000 Penalty: 164498.296875 Iteration 58Q: 21 clusters Score -1.475402e+08 nChanged 1023 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 517 members Mstep: Class 2 contains 43819 members Mstep: Class 3 contains 857 members Mstep: Class 4 contains 1557 members Mstep: Class 5 contains 22977 members Mstep: Class 6 contains 25701 members Mstep: Class 8 contains 1476 members Mstep: Class 9 contains 793 members Mstep: Class 10 contains 140615 members Mstep: Class 11 contains 56408 members Mstep: Class 12 contains 523 members Mstep: Class 13 contains 457 members Mstep: Class 14 contains 159631 members Mstep: Class 15 contains 21883 members Mstep: Class 16 contains 34232 members Mstep: Class 18 contains 8929 members Mstep: Class 19 contains 24387 members Mstep: Class 21 contains 625 members Mstep: Class 22 contains 1321 members Mstep: Class 23 contains 132294 members Entering Unmasked Estep ConsiderDeletion Score: -147540576.000000 Penalty: 164498.296875 Iteration 59Q: 21 clusters Score -1.475406e+08 nChanged 943 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 517 members Mstep: Class 2 contains 43745 members Mstep: Class 3 contains 857 members Mstep: Class 4 contains 1557 members Mstep: Class 5 contains 23002 members Mstep: Class 6 contains 25740 members Mstep: Class 8 contains 1476 members Mstep: Class 9 contains 793 members Mstep: Class 10 contains 140597 members Mstep: Class 11 contains 56917 members Mstep: Class 12 contains 523 members Mstep: Class 13 contains 457 members Mstep: Class 14 contains 159643 members Mstep: Class 15 contains 21972 members Mstep: Class 16 contains 34229 members Mstep: Class 18 contains 8925 members Mstep: Class 19 contains 24393 members Mstep: Class 21 contains 625 members Mstep: Class 22 contains 1321 members Mstep: Class 23 contains 131713 members Entering Unmasked Estep ConsiderDeletion Score: -147540800.000000 Penalty: 164498.296875 Iteration 60F: 21 clusters Score -1.475408e+08 nChanged 882 Entering Unmasked Mstep Mstep: Class 0 contains 32 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 43664 members Mstep: Class 3 contains 857 members Mstep: Class 4 contains 1557 members Mstep: Class 5 contains 22998 members Mstep: Class 6 contains 25780 members Mstep: Class 8 contains 1476 members Mstep: Class 9 contains 793 members Mstep: Class 10 contains 140598 members Mstep: Class 11 contains 57424 members Mstep: Class 12 contains 523 members Mstep: Class 13 contains 457 members Mstep: Class 14 contains 159655 members Mstep: Class 15 contains 22052 members Mstep: Class 16 contains 34222 members Mstep: Class 18 contains 8925 members Mstep: Class 19 contains 24397 members Mstep: Class 21 contains 625 members Mstep: Class 22 contains 1321 members Mstep: Class 23 contains 131161 members Entering Unmasked Estep ConsiderDeletion Score: -147541104.000000 Penalty: 164498.296875 Iteration 61Q: 21 clusters Score -1.475411e+08 nChanged 837 Entering Unmasked Mstep Mstep: Class 0 contains 32 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 43596 members Mstep: Class 3 contains 857 members Mstep: Class 4 contains 1557 members Mstep: Class 5 contains 23010 members Mstep: Class 6 contains 25818 members Mstep: Class 8 contains 1476 members Mstep: Class 9 contains 793 members Mstep: Class 10 contains 140586 members Mstep: Class 11 contains 57890 members Mstep: Class 12 contains 523 members Mstep: Class 13 contains 457 members Mstep: Class 14 contains 159649 members Mstep: Class 15 contains 22142 members Mstep: Class 16 contains 34225 members Mstep: Class 18 contains 8922 members Mstep: Class 19 contains 24402 members Mstep: Class 21 contains 625 members Mstep: Class 22 contains 1321 members Mstep: Class 23 contains 130636 members Entering Unmasked Estep ConsiderDeletion Score: -147541152.000000 Penalty: 164498.296875 Iteration 62Q: 21 clusters Score -1.475412e+08 nChanged 778 Entering Unmasked Mstep Mstep: Class 0 contains 32 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 43509 members Mstep: Class 3 contains 857 members Mstep: Class 4 contains 1557 members Mstep: Class 5 contains 23014 members Mstep: Class 6 contains 25847 members Mstep: Class 8 contains 1476 members Mstep: Class 9 contains 793 members Mstep: Class 10 contains 140590 members Mstep: Class 11 contains 58315 members Mstep: Class 12 contains 523 members Mstep: Class 13 contains 457 members Mstep: Class 14 contains 159642 members Mstep: Class 15 contains 22232 members Mstep: Class 16 contains 34226 members Mstep: Class 18 contains 8930 members Mstep: Class 19 contains 24406 members Mstep: Class 21 contains 625 members Mstep: Class 22 contains 1321 members Mstep: Class 23 contains 130165 members Entering Unmasked Estep ConsiderDeletion Score: -147541072.000000 Penalty: 164498.296875 Iteration 63Q: 21 clusters Score -1.475411e+08 nChanged 709 Entering Unmasked Mstep Mstep: Class 0 contains 32 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 43427 members Mstep: Class 3 contains 857 members Mstep: Class 4 contains 1557 members Mstep: Class 5 contains 23029 members Mstep: Class 6 contains 25859 members Mstep: Class 8 contains 1476 members Mstep: Class 9 contains 793 members Mstep: Class 10 contains 140584 members Mstep: Class 11 contains 58719 members Mstep: Class 12 contains 523 members Mstep: Class 13 contains 457 members Mstep: Class 14 contains 159636 members Mstep: Class 15 contains 22344 members Mstep: Class 16 contains 34221 members Mstep: Class 18 contains 8937 members Mstep: Class 19 contains 24412 members Mstep: Class 21 contains 625 members Mstep: Class 22 contains 1321 members Mstep: Class 23 contains 129708 members Entering Unmasked Estep ConsiderDeletion Score: -147541312.000000 Penalty: 164498.296875 Iteration 64Q: 21 clusters Score -1.475413e+08 nChanged 671 Entering Unmasked Mstep Mstep: Class 0 contains 32 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 43352 members Mstep: Class 3 contains 857 members Mstep: Class 4 contains 1557 members Mstep: Class 5 contains 23056 members Mstep: Class 6 contains 25871 members Mstep: Class 8 contains 1476 members Mstep: Class 9 contains 793 members Mstep: Class 10 contains 140572 members Mstep: Class 11 contains 59075 members Mstep: Class 12 contains 523 members Mstep: Class 13 contains 457 members Mstep: Class 14 contains 159636 members Mstep: Class 15 contains 22443 members Mstep: Class 16 contains 34218 members Mstep: Class 18 contains 8939 members Mstep: Class 19 contains 24417 members Mstep: Class 21 contains 625 members Mstep: Class 22 contains 1321 members Mstep: Class 23 contains 129297 members Entering Unmasked Estep ConsiderDeletion Score: -147541088.000000 Penalty: 164498.296875 Iteration 65Q: 21 clusters Score -1.475411e+08 nChanged 602 Entering Unmasked Mstep Mstep: Class 0 contains 32 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 43275 members Mstep: Class 3 contains 857 members Mstep: Class 4 contains 1557 members Mstep: Class 5 contains 23065 members Mstep: Class 6 contains 25893 members Mstep: Class 8 contains 1476 members Mstep: Class 9 contains 793 members Mstep: Class 10 contains 140564 members Mstep: Class 11 contains 59389 members Mstep: Class 12 contains 523 members Mstep: Class 13 contains 457 members Mstep: Class 14 contains 159642 members Mstep: Class 15 contains 22533 members Mstep: Class 16 contains 34218 members Mstep: Class 18 contains 8943 members Mstep: Class 19 contains 24419 members Mstep: Class 21 contains 625 members Mstep: Class 22 contains 1321 members Mstep: Class 23 contains 128935 members Entering Unmasked Estep ConsiderDeletion Score: -147541184.000000 Penalty: 164498.296875 Iteration 66Q: 21 clusters Score -1.475412e+08 nChanged 611 Entering Unmasked Mstep Mstep: Class 0 contains 32 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 43196 members Mstep: Class 3 contains 857 members Mstep: Class 4 contains 1557 members Mstep: Class 5 contains 23089 members Mstep: Class 6 contains 25917 members Mstep: Class 8 contains 1476 members Mstep: Class 9 contains 793 members Mstep: Class 10 contains 140556 members Mstep: Class 11 contains 59698 members Mstep: Class 12 contains 523 members Mstep: Class 13 contains 457 members Mstep: Class 14 contains 159646 members Mstep: Class 15 contains 22624 members Mstep: Class 16 contains 34219 members Mstep: Class 18 contains 8942 members Mstep: Class 19 contains 24421 members Mstep: Class 21 contains 625 members Mstep: Class 22 contains 1321 members Mstep: Class 23 contains 128568 members Entering Unmasked Estep ConsiderDeletion Score: -147541328.000000 Penalty: 164498.296875 Iteration 67Q: 21 clusters Score -1.475413e+08 nChanged 583 Entering Unmasked Mstep Mstep: Class 0 contains 32 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 43096 members Mstep: Class 3 contains 857 members Mstep: Class 4 contains 1557 members Mstep: Class 5 contains 23105 members Mstep: Class 6 contains 25935 members Mstep: Class 8 contains 1476 members Mstep: Class 9 contains 793 members Mstep: Class 10 contains 140559 members Mstep: Class 11 contains 59999 members Mstep: Class 12 contains 523 members Mstep: Class 13 contains 457 members Mstep: Class 14 contains 159657 members Mstep: Class 15 contains 22721 members Mstep: Class 16 contains 34215 members Mstep: Class 18 contains 8946 members Mstep: Class 19 contains 24422 members Mstep: Class 21 contains 625 members Mstep: Class 22 contains 1321 members Mstep: Class 23 contains 128221 members Entering Unmasked Estep ConsiderDeletion Score: -147541344.000000 Penalty: 164498.296875 Iteration 68Q: 21 clusters Score -1.475413e+08 nChanged 563 Entering Unmasked Mstep Mstep: Class 0 contains 32 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 42993 members Mstep: Class 3 contains 857 members Mstep: Class 4 contains 1557 members Mstep: Class 5 contains 23113 members Mstep: Class 6 contains 25951 members Mstep: Class 8 contains 1476 members Mstep: Class 9 contains 793 members Mstep: Class 10 contains 140556 members Mstep: Class 11 contains 60283 members Mstep: Class 12 contains 523 members Mstep: Class 13 contains 457 members Mstep: Class 14 contains 159660 members Mstep: Class 15 contains 22820 members Mstep: Class 16 contains 34211 members Mstep: Class 18 contains 8948 members Mstep: Class 19 contains 24424 members Mstep: Class 21 contains 625 members Mstep: Class 22 contains 1321 members Mstep: Class 23 contains 127917 members Entering Unmasked Estep ConsiderDeletion Score: -147541328.000000 Penalty: 164498.296875 Iteration 69Q: 21 clusters Score -1.475413e+08 nChanged 504 Entering Unmasked Mstep Mstep: Class 0 contains 32 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 42901 members Mstep: Class 3 contains 857 members Mstep: Class 4 contains 1557 members Mstep: Class 5 contains 23127 members Mstep: Class 6 contains 25976 members Mstep: Class 8 contains 1476 members Mstep: Class 9 contains 793 members Mstep: Class 10 contains 140560 members Mstep: Class 11 contains 60525 members Mstep: Class 12 contains 523 members Mstep: Class 13 contains 457 members Mstep: Class 14 contains 159663 members Mstep: Class 15 contains 22906 members Mstep: Class 16 contains 34208 members Mstep: Class 18 contains 8948 members Mstep: Class 19 contains 24424 members Mstep: Class 21 contains 625 members Mstep: Class 22 contains 1321 members Mstep: Class 23 contains 127638 members Entering Unmasked Estep ConsiderDeletion Score: -147541360.000000 Penalty: 164498.296875 Iteration 70Q: 21 clusters Score -1.475414e+08 nChanged 485 Entering Unmasked Mstep Mstep: Class 0 contains 32 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 42805 members Mstep: Class 3 contains 857 members Mstep: Class 4 contains 1557 members Mstep: Class 5 contains 23137 members Mstep: Class 6 contains 25987 members Mstep: Class 8 contains 1477 members Mstep: Class 9 contains 793 members Mstep: Class 10 contains 140552 members Mstep: Class 11 contains 60747 members Mstep: Class 12 contains 523 members Mstep: Class 13 contains 457 members Mstep: Class 14 contains 159673 members Mstep: Class 15 contains 23017 members Mstep: Class 16 contains 34206 members Mstep: Class 18 contains 8948 members Mstep: Class 19 contains 24425 members Mstep: Class 21 contains 625 members Mstep: Class 22 contains 1321 members Mstep: Class 23 contains 127378 members Entering Unmasked Estep ConsiderDeletion Score: -147541344.000000 Penalty: 164498.296875 Iteration 71Q: 21 clusters Score -1.475413e+08 nChanged 435 Entering Unmasked Mstep Mstep: Class 0 contains 32 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 42707 members Mstep: Class 3 contains 857 members Mstep: Class 4 contains 1557 members Mstep: Class 5 contains 23137 members Mstep: Class 6 contains 26011 members Mstep: Class 8 contains 1477 members Mstep: Class 9 contains 793 members Mstep: Class 10 contains 140546 members Mstep: Class 11 contains 60933 members Mstep: Class 12 contains 523 members Mstep: Class 13 contains 457 members Mstep: Class 14 contains 159672 members Mstep: Class 15 contains 23122 members Mstep: Class 16 contains 34204 members Mstep: Class 18 contains 8949 members Mstep: Class 19 contains 24430 members Mstep: Class 21 contains 625 members Mstep: Class 22 contains 1321 members Mstep: Class 23 contains 127164 members Entering Unmasked Estep ConsiderDeletion Score: -147541392.000000 Penalty: 164498.296875 Iteration 72Q: 21 clusters Score -1.475414e+08 nChanged 439 Entering Unmasked Mstep Mstep: Class 0 contains 32 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 42603 members Mstep: Class 3 contains 857 members Mstep: Class 4 contains 1557 members Mstep: Class 5 contains 23144 members Mstep: Class 6 contains 26033 members Mstep: Class 8 contains 1477 members Mstep: Class 9 contains 793 members Mstep: Class 10 contains 140534 members Mstep: Class 11 contains 61109 members Mstep: Class 12 contains 523 members Mstep: Class 13 contains 457 members Mstep: Class 14 contains 159675 members Mstep: Class 15 contains 23234 members Mstep: Class 16 contains 34201 members Mstep: Class 18 contains 8954 members Mstep: Class 19 contains 24432 members Mstep: Class 21 contains 625 members Mstep: Class 22 contains 1321 members Mstep: Class 23 contains 126956 members Entering Unmasked Estep ConsiderDeletion Score: -147541616.000000 Penalty: 164498.296875 Iteration 73Q: 21 clusters Score -1.475416e+08 nChanged 417 Entering Unmasked Mstep Mstep: Class 0 contains 32 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 42501 members Mstep: Class 3 contains 857 members Mstep: Class 4 contains 1557 members Mstep: Class 5 contains 23150 members Mstep: Class 6 contains 26046 members Mstep: Class 8 contains 1477 members Mstep: Class 9 contains 793 members Mstep: Class 10 contains 140535 members Mstep: Class 11 contains 61279 members Mstep: Class 12 contains 523 members Mstep: Class 13 contains 457 members Mstep: Class 14 contains 159686 members Mstep: Class 15 contains 23340 members Mstep: Class 16 contains 34195 members Mstep: Class 18 contains 8957 members Mstep: Class 19 contains 24432 members Mstep: Class 21 contains 625 members Mstep: Class 22 contains 1321 members Mstep: Class 23 contains 126754 members Entering Unmasked Estep ConsiderDeletion Score: -147541632.000000 Penalty: 164498.296875 Iteration 74Q: 21 clusters Score -1.475416e+08 nChanged 430 Entering Unmasked Mstep Mstep: Class 0 contains 32 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 42416 members Mstep: Class 3 contains 857 members Mstep: Class 4 contains 1557 members Mstep: Class 5 contains 23152 members Mstep: Class 6 contains 26053 members Mstep: Class 8 contains 1477 members Mstep: Class 9 contains 793 members Mstep: Class 10 contains 140528 members Mstep: Class 11 contains 61462 members Mstep: Class 12 contains 523 members Mstep: Class 13 contains 457 members Mstep: Class 14 contains 159696 members Mstep: Class 15 contains 23436 members Mstep: Class 16 contains 34195 members Mstep: Class 18 contains 8956 members Mstep: Class 19 contains 24434 members Mstep: Class 21 contains 625 members Mstep: Class 22 contains 1321 members Mstep: Class 23 contains 126547 members Entering Unmasked Estep ConsiderDeletion Score: -147541392.000000 Penalty: 164498.296875 Iteration 75Q: 21 clusters Score -1.475414e+08 nChanged 451 Entering Unmasked Mstep Mstep: Class 0 contains 32 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 42306 members Mstep: Class 3 contains 857 members Mstep: Class 4 contains 1557 members Mstep: Class 5 contains 23152 members Mstep: Class 6 contains 26065 members Mstep: Class 8 contains 1477 members Mstep: Class 9 contains 793 members Mstep: Class 10 contains 140525 members Mstep: Class 11 contains 61666 members Mstep: Class 12 contains 523 members Mstep: Class 13 contains 457 members Mstep: Class 14 contains 159701 members Mstep: Class 15 contains 23539 members Mstep: Class 16 contains 34194 members Mstep: Class 18 contains 8953 members Mstep: Class 19 contains 24436 members Mstep: Class 21 contains 625 members Mstep: Class 22 contains 1321 members Mstep: Class 23 contains 126338 members Entering Unmasked Estep ConsiderDeletion Score: -147541440.000000 Penalty: 164498.296875 Iteration 76Q: 21 clusters Score -1.475414e+08 nChanged 487 Entering Unmasked Mstep Mstep: Class 0 contains 32 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 42192 members Mstep: Class 3 contains 857 members Mstep: Class 4 contains 1557 members Mstep: Class 5 contains 23156 members Mstep: Class 6 contains 26073 members Mstep: Class 8 contains 1477 members Mstep: Class 9 contains 793 members Mstep: Class 10 contains 140520 members Mstep: Class 11 contains 61864 members Mstep: Class 12 contains 523 members Mstep: Class 13 contains 457 members Mstep: Class 14 contains 159705 members Mstep: Class 15 contains 23650 members Mstep: Class 16 contains 34191 members Mstep: Class 18 contains 8958 members Mstep: Class 19 contains 24438 members Mstep: Class 21 contains 625 members Mstep: Class 22 contains 1321 members Mstep: Class 23 contains 126128 members Entering Unmasked Estep ConsiderDeletion Score: -147541328.000000 Penalty: 164498.296875 Iteration 77Q: 21 clusters Score -1.475413e+08 nChanged 466 Entering Unmasked Mstep Mstep: Class 0 contains 32 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 42070 members Mstep: Class 3 contains 857 members Mstep: Class 4 contains 1557 members Mstep: Class 5 contains 23155 members Mstep: Class 6 contains 26081 members Mstep: Class 8 contains 1477 members Mstep: Class 9 contains 793 members Mstep: Class 10 contains 140513 members Mstep: Class 11 contains 62039 members Mstep: Class 12 contains 523 members Mstep: Class 13 contains 457 members Mstep: Class 14 contains 159712 members Mstep: Class 15 contains 23783 members Mstep: Class 16 contains 34188 members Mstep: Class 18 contains 8963 members Mstep: Class 19 contains 24440 members Mstep: Class 21 contains 625 members Mstep: Class 22 contains 1321 members Mstep: Class 23 contains 125931 members Entering Unmasked Estep ConsiderDeletion Score: -147541472.000000 Penalty: 164498.296875 Iteration 78Q: 21 clusters Score -1.475415e+08 nChanged 456 Entering ConstructFrom: Score: -147541472.000000 Penalty: 164498.296875 Entering ConstructFrom: Trying to split cluster 1 (521 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 521 members Entering Unmasked Estep Score: -67923.984375 Penalty: 3831.646973 Iteration 0F: 2 clusters Score -67923.98 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 263 members Mstep: Class 2 contains 258 members Entering Unmasked Estep Score: -64932.144531 Penalty: 7663.293945 Iteration 0F: 3 clusters Score -64932.14 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 308 members Mstep: Class 2 contains 213 members Entering Unmasked Estep Score: -65772.343750 Penalty: 7663.293945 Iteration 1F: 3 clusters Score -65772.34 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 339 members Mstep: Class 2 contains 182 members Entering Unmasked Estep Score: -66530.421875 Penalty: 7663.293945 Iteration 2F: 3 clusters Score -66530.42 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 355 members Mstep: Class 2 contains 166 members Entering Unmasked Estep Score: -67358.968750 Penalty: 7663.293945 Iteration 3F: 3 clusters Score -67358.97 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 364 members Mstep: Class 2 contains 157 members Entering Unmasked Estep Score: -67887.484375 Penalty: 7663.293945 Iteration 4F: 3 clusters Score -67887.48 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 359 members Mstep: Class 2 contains 162 members Entering Unmasked Estep Score: -68264.539062 Penalty: 7663.293945 Iteration 5Q: 3 clusters Score -68264.54 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 355 members Mstep: Class 2 contains 166 members Entering Unmasked Estep Score: -68300.281250 Penalty: 7663.293945 Iteration 6Q: 3 clusters Score -68300.28 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 352 members Mstep: Class 2 contains 169 members Entering Unmasked Estep Score: -68315.429688 Penalty: 7663.293945 Iteration 7Q: 3 clusters Score -68315.43 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 349 members Mstep: Class 2 contains 172 members Entering Unmasked Estep Score: -68358.742188 Penalty: 7663.293945 Iteration 8Q: 3 clusters Score -68358.74 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 344 members Mstep: Class 2 contains 177 members Entering Unmasked Estep Score: -68390.820312 Penalty: 7663.293945 Iteration 9Q: 3 clusters Score -68390.82 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 343 members Mstep: Class 2 contains 178 members Entering Unmasked Estep Score: -68436.968750 Penalty: 7663.293945 Iteration 10Q: 3 clusters Score -68436.97 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 342 members Mstep: Class 2 contains 179 members Entering Unmasked Estep Score: -68440.781250 Penalty: 7663.293945 Iteration 11Q: 3 clusters Score -68440.78 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 341 members Mstep: Class 2 contains 180 members Entering Unmasked Estep Score: -68484.773438 Penalty: 7663.293945 Iteration 12Q: 3 clusters Score -68484.77 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 341 members Mstep: Class 2 contains 180 members Entering Unmasked Estep Score: -68484.773438 Penalty: 7663.293945 Iteration 13F: 3 clusters Score -68484.77 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 32 members Mstep: Class 1 contains 341 members Mstep: Class 2 contains 41951 members Mstep: Class 3 contains 857 members Mstep: Class 4 contains 1557 members Mstep: Class 5 contains 23137 members Mstep: Class 6 contains 26088 members Mstep: Class 7 contains 180 members Mstep: Class 8 contains 1477 members Mstep: Class 9 contains 793 members Mstep: Class 10 contains 140506 members Mstep: Class 11 contains 62209 members Mstep: Class 12 contains 523 members Mstep: Class 13 contains 457 members Mstep: Class 14 contains 159716 members Mstep: Class 15 contains 23924 members Mstep: Class 16 contains 34186 members Mstep: Class 18 contains 8961 members Mstep: Class 19 contains 24443 members Mstep: Class 21 contains 625 members Mstep: Class 22 contains 1321 members Mstep: Class 23 contains 125754 members Entering Unmasked Estep Score: -147537568.000000 Penalty: 172723.218750 Splitting cluster 1 changes total score from -147541472.000000 to -147537568.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 2 (41951 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41951 members Entering Unmasked Estep Score: -9222150.000000 Penalty: 6519.607910 Iteration 0F: 2 clusters Score -9222150 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20867 members Mstep: Class 2 contains 21084 members Entering Unmasked Estep Score: -9191884.000000 Penalty: 13039.215820 Iteration 0F: 3 clusters Score -9191884 nChanged 18165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20498 members Mstep: Class 2 contains 21453 members Entering Unmasked Estep Score: -9201631.000000 Penalty: 13039.215820 Iteration 1F: 3 clusters Score -9201631 nChanged 2470 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20232 members Mstep: Class 2 contains 21719 members Entering Unmasked Estep Score: -9202787.000000 Penalty: 13039.215820 Iteration 2F: 3 clusters Score -9202787 nChanged 2272 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19914 members Mstep: Class 2 contains 22037 members Entering Unmasked Estep Score: -9204015.000000 Penalty: 13039.215820 Iteration 3F: 3 clusters Score -9204015 nChanged 2236 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19492 members Mstep: Class 2 contains 22459 members Entering Unmasked Estep Score: -9205475.000000 Penalty: 13039.215820 Iteration 4F: 3 clusters Score -9205475 nChanged 2434 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18804 members Mstep: Class 2 contains 23147 members Entering Unmasked Estep Score: -9207373.000000 Penalty: 13039.215820 Iteration 5F: 3 clusters Score -9207373 nChanged 2736 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17652 members Mstep: Class 2 contains 24299 members Entering Unmasked Estep Score: -9209549.000000 Penalty: 13039.215820 Iteration 6F: 3 clusters Score -9209549 nChanged 2809 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15951 members Mstep: Class 2 contains 26000 members Entering Unmasked Estep Score: -9211778.000000 Penalty: 13039.215820 Iteration 7F: 3 clusters Score -9211778 nChanged 2808 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13775 members Mstep: Class 2 contains 28176 members Entering Unmasked Estep Score: -9214325.000000 Penalty: 13039.215820 Iteration 8F: 3 clusters Score -9214325 nChanged 2547 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11562 members Mstep: Class 2 contains 30389 members Entering Unmasked Estep Score: -9217161.000000 Penalty: 13039.215820 Iteration 9F: 3 clusters Score -9217161 nChanged 2004 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9794 members Mstep: Class 2 contains 32157 members Entering Unmasked Estep Score: -9219762.000000 Penalty: 13039.215820 Iteration 10Q: 3 clusters Score -9219762 nChanged 1236 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8718 members Mstep: Class 2 contains 33233 members Entering Unmasked Estep Score: -9221467.000000 Penalty: 13039.215820 Iteration 11Q: 3 clusters Score -9221467 nChanged 765 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8037 members Mstep: Class 2 contains 33914 members Entering Unmasked Estep Score: -9222223.000000 Penalty: 13039.215820 Iteration 12Q: 3 clusters Score -9222223 nChanged 443 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7628 members Mstep: Class 2 contains 34323 members Entering Unmasked Estep Score: -9222472.000000 Penalty: 13039.215820 Iteration 13Q: 3 clusters Score -9222472 nChanged 269 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7379 members Mstep: Class 2 contains 34572 members Entering Unmasked Estep Score: -9222596.000000 Penalty: 13039.215820 Iteration 14Q: 3 clusters Score -9222596 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7221 members Mstep: Class 2 contains 34730 members Entering Unmasked Estep Score: -9222681.000000 Penalty: 13039.215820 Iteration 15Q: 3 clusters Score -9222681 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7127 members Mstep: Class 2 contains 34824 members Entering Unmasked Estep Score: -9222687.000000 Penalty: 13039.215820 Iteration 16Q: 3 clusters Score -9222687 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7062 members Mstep: Class 2 contains 34889 members Entering Unmasked Estep Score: -9222705.000000 Penalty: 13039.215820 Iteration 17Q: 3 clusters Score -9222705 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7021 members Mstep: Class 2 contains 34930 members Entering Unmasked Estep Score: -9222739.000000 Penalty: 13039.215820 Iteration 18Q: 3 clusters Score -9222739 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7002 members Mstep: Class 2 contains 34949 members Entering Unmasked Estep Score: -9222714.000000 Penalty: 13039.215820 Iteration 19Q: 3 clusters Score -9222714 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6990 members Mstep: Class 2 contains 34961 members Entering Unmasked Estep Score: -9222733.000000 Penalty: 13039.215820 Iteration 20F: 3 clusters Score -9222733 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6985 members Mstep: Class 2 contains 34966 members Entering Unmasked Estep Score: -9222742.000000 Penalty: 13039.215820 Iteration 21Q: 3 clusters Score -9222742 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6975 members Mstep: Class 2 contains 34976 members Entering Unmasked Estep Score: -9222751.000000 Penalty: 13039.215820 Iteration 22Q: 3 clusters Score -9222751 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6966 members Mstep: Class 2 contains 34985 members Entering Unmasked Estep Score: -9222735.000000 Penalty: 13039.215820 Iteration 23Q: 3 clusters Score -9222735 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6961 members Mstep: Class 2 contains 34990 members Entering Unmasked Estep Score: -9222730.000000 Penalty: 13039.215820 Iteration 24Q: 3 clusters Score -9222730 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6954 members Mstep: Class 2 contains 34997 members Entering Unmasked Estep Score: -9222728.000000 Penalty: 13039.215820 Iteration 25Q: 3 clusters Score -9222728 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6946 members Mstep: Class 2 contains 35005 members Entering Unmasked Estep Score: -9222741.000000 Penalty: 13039.215820 Iteration 26Q: 3 clusters Score -9222741 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6943 members Mstep: Class 2 contains 35008 members Entering Unmasked Estep Score: -9222736.000000 Penalty: 13039.215820 Iteration 27Q: 3 clusters Score -9222736 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6941 members Mstep: Class 2 contains 35010 members Entering Unmasked Estep Score: -9222732.000000 Penalty: 13039.215820 Iteration 28Q: 3 clusters Score -9222732 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6939 members Mstep: Class 2 contains 35012 members Entering Unmasked Estep Score: -9222730.000000 Penalty: 13039.215820 Iteration 29Q: 3 clusters Score -9222730 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6938 members Mstep: Class 2 contains 35013 members Entering Unmasked Estep Score: -9222731.000000 Penalty: 13039.215820 Iteration 30Q: 3 clusters Score -9222731 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6937 members Mstep: Class 2 contains 35014 members Entering Unmasked Estep Score: -9222731.000000 Penalty: 13039.215820 Iteration 31Q: 3 clusters Score -9222731 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6937 members Mstep: Class 2 contains 35014 members Entering Unmasked Estep Score: -9222731.000000 Penalty: 13039.215820 Iteration 32F: 3 clusters Score -9222731 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 32 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 6937 members Mstep: Class 3 contains 857 members Mstep: Class 4 contains 1557 members Mstep: Class 5 contains 23137 members Mstep: Class 6 contains 26088 members Mstep: Class 7 contains 35014 members Mstep: Class 8 contains 1477 members Mstep: Class 9 contains 793 members Mstep: Class 10 contains 140506 members Mstep: Class 11 contains 62209 members Mstep: Class 12 contains 523 members Mstep: Class 13 contains 457 members Mstep: Class 14 contains 159716 members Mstep: Class 15 contains 23924 members Mstep: Class 16 contains 34186 members Mstep: Class 18 contains 8961 members Mstep: Class 19 contains 24443 members Mstep: Class 21 contains 625 members Mstep: Class 22 contains 1321 members Mstep: Class 23 contains 125754 members Entering Unmasked Estep Score: -147540320.000000 Penalty: 172723.218750 Splitting cluster 2 changes total score from -147541472.000000 to -147540320.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 3 (857 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 857 members Entering Unmasked Estep Score: -162396.812500 Penalty: 4136.480957 Iteration 0F: 2 clusters Score -162396.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 458 members Mstep: Class 2 contains 399 members Entering Unmasked Estep Score: -158504.187500 Penalty: 8272.961914 Iteration 0F: 3 clusters Score -158504.2 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 455 members Mstep: Class 2 contains 402 members Entering Unmasked Estep Score: -159064.140625 Penalty: 8272.961914 Iteration 1F: 3 clusters Score -159064.1 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 461 members Mstep: Class 2 contains 396 members Entering Unmasked Estep Score: -159486.625000 Penalty: 8272.961914 Iteration 2F: 3 clusters Score -159486.6 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 454 members Mstep: Class 2 contains 403 members Entering Unmasked Estep Score: -159646.015625 Penalty: 8272.961914 Iteration 3Q: 3 clusters Score -159646 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 454 members Mstep: Class 2 contains 403 members Entering Unmasked Estep Score: -159777.890625 Penalty: 8272.961914 Iteration 4Q: 3 clusters Score -159777.9 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 457 members Mstep: Class 2 contains 400 members Entering Unmasked Estep Score: -159908.031250 Penalty: 8272.961914 Iteration 5Q: 3 clusters Score -159908 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 468 members Mstep: Class 2 contains 389 members Entering Unmasked Estep Score: -159977.031250 Penalty: 8272.961914 Iteration 6Q: 3 clusters Score -159977 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 473 members Mstep: Class 2 contains 384 members Entering Unmasked Estep Score: -160018.046875 Penalty: 8272.961914 Iteration 7Q: 3 clusters Score -160018 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 480 members Mstep: Class 2 contains 377 members Entering Unmasked Estep Score: -160035.953125 Penalty: 8272.961914 Iteration 8Q: 3 clusters Score -160036 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 483 members Mstep: Class 2 contains 374 members Entering Unmasked Estep Score: -160059.000000 Penalty: 8272.961914 Iteration 9Q: 3 clusters Score -160059 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 484 members Mstep: Class 2 contains 373 members Entering Unmasked Estep Score: -160072.562500 Penalty: 8272.961914 Iteration 10Q: 3 clusters Score -160072.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 488 members Mstep: Class 2 contains 369 members Entering Unmasked Estep Score: -160085.640625 Penalty: 8272.961914 Iteration 11Q: 3 clusters Score -160085.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 494 members Mstep: Class 2 contains 363 members Entering Unmasked Estep Score: -160108.484375 Penalty: 8272.961914 Iteration 12Q: 3 clusters Score -160108.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 500 members Mstep: Class 2 contains 357 members Entering Unmasked Estep Score: -160130.593750 Penalty: 8272.961914 Iteration 13Q: 3 clusters Score -160130.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 504 members Mstep: Class 2 contains 353 members Entering Unmasked Estep Score: -160143.218750 Penalty: 8272.961914 Iteration 14Q: 3 clusters Score -160143.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 508 members Mstep: Class 2 contains 349 members Entering Unmasked Estep Score: -160156.031250 Penalty: 8272.961914 Iteration 15Q: 3 clusters Score -160156 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 510 members Mstep: Class 2 contains 347 members Entering Unmasked Estep Score: -160164.609375 Penalty: 8272.961914 Iteration 16Q: 3 clusters Score -160164.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 510 members Mstep: Class 2 contains 347 members Entering Unmasked Estep Score: -160184.640625 Penalty: 8272.961914 Iteration 17Q: 3 clusters Score -160184.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 512 members Mstep: Class 2 contains 345 members Entering Unmasked Estep Score: -160196.703125 Penalty: 8272.961914 Iteration 18Q: 3 clusters Score -160196.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 514 members Mstep: Class 2 contains 343 members Entering Unmasked Estep Score: -160202.203125 Penalty: 8272.961914 Iteration 19Q: 3 clusters Score -160202.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 515 members Mstep: Class 2 contains 342 members Entering Unmasked Estep Score: -160204.343750 Penalty: 8272.961914 Iteration 20F: 3 clusters Score -160204.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 516 members Mstep: Class 2 contains 341 members Entering Unmasked Estep Score: -160208.140625 Penalty: 8272.961914 Iteration 21Q: 3 clusters Score -160208.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 516 members Mstep: Class 2 contains 341 members Entering Unmasked Estep Score: -160208.140625 Penalty: 8272.961914 Iteration 22F: 3 clusters Score -160208.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (1557 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1557 members Entering Unmasked Estep Score: -338508.718750 Penalty: 4502.191406 Iteration 0F: 2 clusters Score -338508.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 794 members Mstep: Class 2 contains 763 members Entering Unmasked Estep Score: -333836.531250 Penalty: 9004.382812 Iteration 0F: 3 clusters Score -333836.5 nChanged 290 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 804 members Mstep: Class 2 contains 753 members Entering Unmasked Estep Score: -334291.062500 Penalty: 9004.382812 Iteration 1F: 3 clusters Score -334291.1 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 814 members Mstep: Class 2 contains 743 members Entering Unmasked Estep Score: -334427.156250 Penalty: 9004.382812 Iteration 2Q: 3 clusters Score -334427.2 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 821 members Mstep: Class 2 contains 736 members Entering Unmasked Estep Score: -334497.468750 Penalty: 9004.382812 Iteration 3Q: 3 clusters Score -334497.5 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 824 members Mstep: Class 2 contains 733 members Entering Unmasked Estep Score: -334542.593750 Penalty: 9004.382812 Iteration 4Q: 3 clusters Score -334542.6 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 835 members Mstep: Class 2 contains 722 members Entering Unmasked Estep Score: -334569.718750 Penalty: 9004.382812 Iteration 5Q: 3 clusters Score -334569.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 836 members Mstep: Class 2 contains 721 members Entering Unmasked Estep Score: -334584.625000 Penalty: 9004.382812 Iteration 6Q: 3 clusters Score -334584.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 834 members Mstep: Class 2 contains 723 members Entering Unmasked Estep Score: -334590.218750 Penalty: 9004.382812 Iteration 7Q: 3 clusters Score -334590.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 837 members Mstep: Class 2 contains 720 members Entering Unmasked Estep Score: -334593.843750 Penalty: 9004.382812 Iteration 8Q: 3 clusters Score -334593.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 837 members Mstep: Class 2 contains 720 members Entering Unmasked Estep Score: -334596.437500 Penalty: 9004.382812 Iteration 9Q: 3 clusters Score -334596.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 837 members Mstep: Class 2 contains 720 members Entering Unmasked Estep Score: -334596.437500 Penalty: 9004.382812 Iteration 10F: 3 clusters Score -334596.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (23137 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23137 members Entering Unmasked Estep Score: -4913646.000000 Penalty: 6155.127930 Iteration 0F: 2 clusters Score -4913646 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11555 members Mstep: Class 2 contains 11582 members Entering Unmasked Estep Score: -4895203.500000 Penalty: 12310.255859 Iteration 0F: 3 clusters Score -4895204 nChanged 9532 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11483 members Mstep: Class 2 contains 11654 members Entering Unmasked Estep Score: -4900339.500000 Penalty: 12310.255859 Iteration 1F: 3 clusters Score -4900340 nChanged 1594 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11443 members Mstep: Class 2 contains 11694 members Entering Unmasked Estep Score: -4901235.000000 Penalty: 12310.255859 Iteration 2F: 3 clusters Score -4901235 nChanged 1364 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11359 members Mstep: Class 2 contains 11778 members Entering Unmasked Estep Score: -4902207.500000 Penalty: 12310.255859 Iteration 3F: 3 clusters Score -4902208 nChanged 1390 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11303 members Mstep: Class 2 contains 11834 members Entering Unmasked Estep Score: -4903453.000000 Penalty: 12310.255859 Iteration 4F: 3 clusters Score -4903453 nChanged 1436 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11431 members Mstep: Class 2 contains 11706 members Entering Unmasked Estep Score: -4904740.000000 Penalty: 12310.255859 Iteration 5F: 3 clusters Score -4904740 nChanged 1447 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11830 members Mstep: Class 2 contains 11307 members Entering Unmasked Estep Score: -4905932.500000 Penalty: 12310.255859 Iteration 6F: 3 clusters Score -4905932 nChanged 1302 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12474 members Mstep: Class 2 contains 10663 members Entering Unmasked Estep Score: -4906952.000000 Penalty: 12310.255859 Iteration 7F: 3 clusters Score -4906952 nChanged 1176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13316 members Mstep: Class 2 contains 9821 members Entering Unmasked Estep Score: -4908002.000000 Penalty: 12310.255859 Iteration 8F: 3 clusters Score -4908002 nChanged 1215 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14333 members Mstep: Class 2 contains 8804 members Entering Unmasked Estep Score: -4909213.000000 Penalty: 12310.255859 Iteration 9F: 3 clusters Score -4909213 nChanged 1161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15370 members Mstep: Class 2 contains 7767 members Entering Unmasked Estep Score: -4910505.500000 Penalty: 12310.255859 Iteration 10F: 3 clusters Score -4910506 nChanged 1059 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16353 members Mstep: Class 2 contains 6784 members Entering Unmasked Estep Score: -4911675.500000 Penalty: 12310.255859 Iteration 11Q: 3 clusters Score -4911676 nChanged 821 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17122 members Mstep: Class 2 contains 6015 members Entering Unmasked Estep Score: -4912541.000000 Penalty: 12310.255859 Iteration 12Q: 3 clusters Score -4912541 nChanged 583 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17689 members Mstep: Class 2 contains 5448 members Entering Unmasked Estep Score: -4913111.500000 Penalty: 12310.255859 Iteration 13Q: 3 clusters Score -4913112 nChanged 449 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18130 members Mstep: Class 2 contains 5007 members Entering Unmasked Estep Score: -4913495.500000 Penalty: 12310.255859 Iteration 14Q: 3 clusters Score -4913496 nChanged 360 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18490 members Mstep: Class 2 contains 4647 members Entering Unmasked Estep Score: -4913821.500000 Penalty: 12310.255859 Iteration 15Q: 3 clusters Score -4913822 nChanged 302 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18792 members Mstep: Class 2 contains 4345 members Entering Unmasked Estep Score: -4914110.500000 Penalty: 12310.255859 Iteration 16Q: 3 clusters Score -4914110 nChanged 236 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19028 members Mstep: Class 2 contains 4109 members Entering Unmasked Estep Score: -4914310.500000 Penalty: 12310.255859 Iteration 17Q: 3 clusters Score -4914310 nChanged 207 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19235 members Mstep: Class 2 contains 3902 members Entering Unmasked Estep Score: -4914460.500000 Penalty: 12310.255859 Iteration 18Q: 3 clusters Score -4914460 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19385 members Mstep: Class 2 contains 3752 members Entering Unmasked Estep Score: -4914586.500000 Penalty: 12310.255859 Iteration 19Q: 3 clusters Score -4914586 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19488 members Mstep: Class 2 contains 3649 members Entering Unmasked Estep Score: -4914655.000000 Penalty: 12310.255859 Iteration 20F: 3 clusters Score -4914655 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19577 members Mstep: Class 2 contains 3560 members Entering Unmasked Estep Score: -4914710.500000 Penalty: 12310.255859 Iteration 21Q: 3 clusters Score -4914710 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19647 members Mstep: Class 2 contains 3490 members Entering Unmasked Estep Score: -4914743.000000 Penalty: 12310.255859 Iteration 22Q: 3 clusters Score -4914743 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19699 members Mstep: Class 2 contains 3438 members Entering Unmasked Estep Score: -4914783.000000 Penalty: 12310.255859 Iteration 23Q: 3 clusters Score -4914783 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19741 members Mstep: Class 2 contains 3396 members Entering Unmasked Estep Score: -4914785.000000 Penalty: 12310.255859 Iteration 24Q: 3 clusters Score -4914785 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19776 members Mstep: Class 2 contains 3361 members Entering Unmasked Estep Score: -4914804.500000 Penalty: 12310.255859 Iteration 25Q: 3 clusters Score -4914804 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19802 members Mstep: Class 2 contains 3335 members Entering Unmasked Estep Score: -4914825.500000 Penalty: 12310.255859 Iteration 26Q: 3 clusters Score -4914826 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19819 members Mstep: Class 2 contains 3318 members Entering Unmasked Estep Score: -4914828.500000 Penalty: 12310.255859 Iteration 27Q: 3 clusters Score -4914828 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19832 members Mstep: Class 2 contains 3305 members Entering Unmasked Estep Score: -4914834.500000 Penalty: 12310.255859 Iteration 28Q: 3 clusters Score -4914834 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19841 members Mstep: Class 2 contains 3296 members Entering Unmasked Estep Score: -4914835.500000 Penalty: 12310.255859 Iteration 29Q: 3 clusters Score -4914836 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19848 members Mstep: Class 2 contains 3289 members Entering Unmasked Estep Score: -4914845.500000 Penalty: 12310.255859 Iteration 30Q: 3 clusters Score -4914846 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19855 members Mstep: Class 2 contains 3282 members Entering Unmasked Estep Score: -4914854.000000 Penalty: 12310.255859 Iteration 31Q: 3 clusters Score -4914854 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19858 members Mstep: Class 2 contains 3279 members Entering Unmasked Estep Score: -4914858.000000 Penalty: 12310.255859 Iteration 32Q: 3 clusters Score -4914858 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19862 members Mstep: Class 2 contains 3275 members Entering Unmasked Estep Score: -4914854.500000 Penalty: 12310.255859 Iteration 33Q: 3 clusters Score -4914854 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19867 members Mstep: Class 2 contains 3270 members Entering Unmasked Estep Score: -4914856.500000 Penalty: 12310.255859 Iteration 34Q: 3 clusters Score -4914856 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19869 members Mstep: Class 2 contains 3268 members Entering Unmasked Estep Score: -4914855.000000 Penalty: 12310.255859 Iteration 35Q: 3 clusters Score -4914855 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19875 members Mstep: Class 2 contains 3262 members Entering Unmasked Estep Score: -4914865.500000 Penalty: 12310.255859 Iteration 36Q: 3 clusters Score -4914866 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19877 members Mstep: Class 2 contains 3260 members Entering Unmasked Estep Score: -4914860.500000 Penalty: 12310.255859 Iteration 37Q: 3 clusters Score -4914860 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19879 members Mstep: Class 2 contains 3258 members Entering Unmasked Estep Score: -4914867.000000 Penalty: 12310.255859 Iteration 38Q: 3 clusters Score -4914867 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19882 members Mstep: Class 2 contains 3255 members Entering Unmasked Estep Score: -4914867.500000 Penalty: 12310.255859 Iteration 39Q: 3 clusters Score -4914868 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19882 members Mstep: Class 2 contains 3255 members Entering Unmasked Estep Score: -4914867.500000 Penalty: 12310.255859 Iteration 40F: 3 clusters Score -4914868 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 32 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 41951 members Mstep: Class 3 contains 857 members Mstep: Class 4 contains 1557 members Mstep: Class 5 contains 19882 members Mstep: Class 6 contains 26088 members Mstep: Class 7 contains 3255 members Mstep: Class 8 contains 1477 members Mstep: Class 9 contains 793 members Mstep: Class 10 contains 140506 members Mstep: Class 11 contains 62209 members Mstep: Class 12 contains 523 members Mstep: Class 13 contains 457 members Mstep: Class 14 contains 159716 members Mstep: Class 15 contains 23924 members Mstep: Class 16 contains 34186 members Mstep: Class 18 contains 8961 members Mstep: Class 19 contains 24443 members Mstep: Class 21 contains 625 members Mstep: Class 22 contains 1321 members Mstep: Class 23 contains 125754 members Entering Unmasked Estep Score: -147540880.000000 Penalty: 172723.218750 Splitting cluster 5 changes total score from -147541472.000000 to -147540880.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 6 (26088 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26088 members Entering Unmasked Estep Score: -5728248.500000 Penalty: 6228.653809 Iteration 0F: 2 clusters Score -5728248 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13068 members Mstep: Class 2 contains 13020 members Entering Unmasked Estep Score: -5707915.500000 Penalty: 12457.307617 Iteration 0F: 3 clusters Score -5707916 nChanged 10805 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13191 members Mstep: Class 2 contains 12897 members Entering Unmasked Estep Score: -5713618.500000 Penalty: 12457.307617 Iteration 1F: 3 clusters Score -5713618 nChanged 1621 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13308 members Mstep: Class 2 contains 12780 members Entering Unmasked Estep Score: -5714373.500000 Penalty: 12457.307617 Iteration 2F: 3 clusters Score -5714374 nChanged 1274 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13468 members Mstep: Class 2 contains 12620 members Entering Unmasked Estep Score: -5714929.500000 Penalty: 12457.307617 Iteration 3Q: 3 clusters Score -5714930 nChanged 1078 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13654 members Mstep: Class 2 contains 12434 members Entering Unmasked Estep Score: -5715428.500000 Penalty: 12457.307617 Iteration 4Q: 3 clusters Score -5715428 nChanged 932 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13892 members Mstep: Class 2 contains 12196 members Entering Unmasked Estep Score: -5715806.000000 Penalty: 12457.307617 Iteration 5Q: 3 clusters Score -5715806 nChanged 905 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14195 members Mstep: Class 2 contains 11893 members Entering Unmasked Estep Score: -5716175.000000 Penalty: 12457.307617 Iteration 6Q: 3 clusters Score -5716175 nChanged 873 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14580 members Mstep: Class 2 contains 11508 members Entering Unmasked Estep Score: -5716522.500000 Penalty: 12457.307617 Iteration 7Q: 3 clusters Score -5716522 nChanged 892 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15094 members Mstep: Class 2 contains 10994 members Entering Unmasked Estep Score: -5716938.000000 Penalty: 12457.307617 Iteration 8Q: 3 clusters Score -5716938 nChanged 918 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15726 members Mstep: Class 2 contains 10362 members Entering Unmasked Estep Score: -5717364.500000 Penalty: 12457.307617 Iteration 9Q: 3 clusters Score -5717364 nChanged 922 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16428 members Mstep: Class 2 contains 9660 members Entering Unmasked Estep Score: -5717827.500000 Penalty: 12457.307617 Iteration 10Q: 3 clusters Score -5717828 nChanged 1003 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17219 members Mstep: Class 2 contains 8869 members Entering Unmasked Estep Score: -5718342.500000 Penalty: 12457.307617 Iteration 11Q: 3 clusters Score -5718342 nChanged 996 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18061 members Mstep: Class 2 contains 8027 members Entering Unmasked Estep Score: -5718880.500000 Penalty: 12457.307617 Iteration 12Q: 3 clusters Score -5718880 nChanged 975 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18918 members Mstep: Class 2 contains 7170 members Entering Unmasked Estep Score: -5719435.500000 Penalty: 12457.307617 Iteration 13Q: 3 clusters Score -5719436 nChanged 933 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19769 members Mstep: Class 2 contains 6319 members Entering Unmasked Estep Score: -5719978.000000 Penalty: 12457.307617 Iteration 14Q: 3 clusters Score -5719978 nChanged 891 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20590 members Mstep: Class 2 contains 5498 members Entering Unmasked Estep Score: -5720547.000000 Penalty: 12457.307617 Iteration 15Q: 3 clusters Score -5720547 nChanged 855 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21405 members Mstep: Class 2 contains 4683 members Entering Unmasked Estep Score: -5721066.500000 Penalty: 12457.307617 Iteration 16Q: 3 clusters Score -5721066 nChanged 687 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22052 members Mstep: Class 2 contains 4036 members Entering Unmasked Estep Score: -5721522.000000 Penalty: 12457.307617 Iteration 17Q: 3 clusters Score -5721522 nChanged 586 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22616 members Mstep: Class 2 contains 3472 members Entering Unmasked Estep Score: -5721932.000000 Penalty: 12457.307617 Iteration 18Q: 3 clusters Score -5721932 nChanged 516 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23116 members Mstep: Class 2 contains 2972 members Entering Unmasked Estep Score: -5722319.500000 Penalty: 12457.307617 Iteration 19Q: 3 clusters Score -5722320 nChanged 427 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23525 members Mstep: Class 2 contains 2563 members Entering Unmasked Estep Score: -5722653.000000 Penalty: 12457.307617 Iteration 20F: 3 clusters Score -5722653 nChanged 339 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23854 members Mstep: Class 2 contains 2234 members Entering Unmasked Estep Score: -5722935.500000 Penalty: 12457.307617 Iteration 21Q: 3 clusters Score -5722936 nChanged 268 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24096 members Mstep: Class 2 contains 1992 members Entering Unmasked Estep Score: -5723184.000000 Penalty: 12457.307617 Iteration 22Q: 3 clusters Score -5723184 nChanged 209 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24289 members Mstep: Class 2 contains 1799 members Entering Unmasked Estep Score: -5723375.000000 Penalty: 12457.307617 Iteration 23Q: 3 clusters Score -5723375 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24411 members Mstep: Class 2 contains 1677 members Entering Unmasked Estep Score: -5723500.500000 Penalty: 12457.307617 Iteration 24Q: 3 clusters Score -5723500 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24498 members Mstep: Class 2 contains 1590 members Entering Unmasked Estep Score: -5723595.500000 Penalty: 12457.307617 Iteration 25Q: 3 clusters Score -5723596 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24579 members Mstep: Class 2 contains 1509 members Entering Unmasked Estep Score: -5723687.500000 Penalty: 12457.307617 Iteration 26Q: 3 clusters Score -5723688 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24634 members Mstep: Class 2 contains 1454 members Entering Unmasked Estep Score: -5723732.500000 Penalty: 12457.307617 Iteration 27Q: 3 clusters Score -5723732 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24671 members Mstep: Class 2 contains 1417 members Entering Unmasked Estep Score: -5723778.000000 Penalty: 12457.307617 Iteration 28Q: 3 clusters Score -5723778 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24710 members Mstep: Class 2 contains 1378 members Entering Unmasked Estep Score: -5723818.000000 Penalty: 12457.307617 Iteration 29Q: 3 clusters Score -5723818 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24738 members Mstep: Class 2 contains 1350 members Entering Unmasked Estep Score: -5723851.000000 Penalty: 12457.307617 Iteration 30Q: 3 clusters Score -5723851 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24757 members Mstep: Class 2 contains 1331 members Entering Unmasked Estep Score: -5723866.000000 Penalty: 12457.307617 Iteration 31Q: 3 clusters Score -5723866 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24764 members Mstep: Class 2 contains 1324 members Entering Unmasked Estep Score: -5723881.500000 Penalty: 12457.307617 Iteration 32Q: 3 clusters Score -5723882 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24773 members Mstep: Class 2 contains 1315 members Entering Unmasked Estep Score: -5723888.000000 Penalty: 12457.307617 Iteration 33Q: 3 clusters Score -5723888 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24789 members Mstep: Class 2 contains 1299 members Entering Unmasked Estep Score: -5723912.000000 Penalty: 12457.307617 Iteration 34Q: 3 clusters Score -5723912 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24800 members Mstep: Class 2 contains 1288 members Entering Unmasked Estep Score: -5723932.500000 Penalty: 12457.307617 Iteration 35Q: 3 clusters Score -5723932 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24802 members Mstep: Class 2 contains 1286 members Entering Unmasked Estep Score: -5723931.500000 Penalty: 12457.307617 Iteration 36Q: 3 clusters Score -5723932 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24805 members Mstep: Class 2 contains 1283 members Entering Unmasked Estep Score: -5723945.500000 Penalty: 12457.307617 Iteration 37Q: 3 clusters Score -5723946 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24807 members Mstep: Class 2 contains 1281 members Entering Unmasked Estep Score: -5723942.000000 Penalty: 12457.307617 Iteration 38Q: 3 clusters Score -5723942 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24811 members Mstep: Class 2 contains 1277 members Entering Unmasked Estep Score: -5723948.000000 Penalty: 12457.307617 Iteration 39Q: 3 clusters Score -5723948 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24812 members Mstep: Class 2 contains 1276 members Entering Unmasked Estep Score: -5723949.500000 Penalty: 12457.307617 Iteration 40F: 3 clusters Score -5723950 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (1477 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1477 members Entering Unmasked Estep Score: -278024.281250 Penalty: 4469.882812 Iteration 0F: 2 clusters Score -278024.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 724 members Mstep: Class 2 contains 753 members Entering Unmasked Estep Score: -273774.000000 Penalty: 8939.765625 Iteration 0F: 3 clusters Score -273774 nChanged 340 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 658 members Mstep: Class 2 contains 819 members Entering Unmasked Estep Score: -274721.625000 Penalty: 8939.765625 Iteration 1F: 3 clusters Score -274721.6 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 586 members Mstep: Class 2 contains 891 members Entering Unmasked Estep Score: -275549.437500 Penalty: 8939.765625 Iteration 2F: 3 clusters Score -275549.4 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 484 members Mstep: Class 2 contains 993 members Entering Unmasked Estep Score: -276198.468750 Penalty: 8939.765625 Iteration 3F: 3 clusters Score -276198.5 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 406 members Mstep: Class 2 contains 1071 members Entering Unmasked Estep Score: -277400.468750 Penalty: 8939.765625 Iteration 4F: 3 clusters Score -277400.5 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 347 members Mstep: Class 2 contains 1130 members Entering Unmasked Estep Score: -278395.906250 Penalty: 8939.765625 Iteration 5F: 3 clusters Score -278395.9 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 316 members Mstep: Class 2 contains 1161 members Entering Unmasked Estep Score: -278788.531250 Penalty: 8939.765625 Iteration 6Q: 3 clusters Score -278788.5 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 313 members Mstep: Class 2 contains 1164 members Entering Unmasked Estep Score: -279129.437500 Penalty: 8939.765625 Iteration 7Q: 3 clusters Score -279129.4 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 316 members Mstep: Class 2 contains 1161 members Entering Unmasked Estep Score: -279429.406250 Penalty: 8939.765625 Iteration 8Q: 3 clusters Score -279429.4 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 322 members Mstep: Class 2 contains 1155 members Entering Unmasked Estep Score: -279767.531250 Penalty: 8939.765625 Iteration 9Q: 3 clusters Score -279767.5 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 325 members Mstep: Class 2 contains 1152 members Entering Unmasked Estep Score: -279893.187500 Penalty: 8939.765625 Iteration 10Q: 3 clusters Score -279893.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 325 members Mstep: Class 2 contains 1152 members Entering Unmasked Estep Score: -279911.343750 Penalty: 8939.765625 Iteration 11Q: 3 clusters Score -279911.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 324 members Mstep: Class 2 contains 1153 members Entering Unmasked Estep Score: -279914.843750 Penalty: 8939.765625 Iteration 12Q: 3 clusters Score -279914.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 324 members Mstep: Class 2 contains 1153 members Entering Unmasked Estep Score: -279914.843750 Penalty: 8939.765625 Iteration 13F: 3 clusters Score -279914.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 32 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 41951 members Mstep: Class 3 contains 857 members Mstep: Class 4 contains 1557 members Mstep: Class 5 contains 23137 members Mstep: Class 6 contains 26088 members Mstep: Class 7 contains 1153 members Mstep: Class 8 contains 324 members Mstep: Class 9 contains 793 members Mstep: Class 10 contains 140506 members Mstep: Class 11 contains 62209 members Mstep: Class 12 contains 523 members Mstep: Class 13 contains 457 members Mstep: Class 14 contains 159716 members Mstep: Class 15 contains 23924 members Mstep: Class 16 contains 34186 members Mstep: Class 18 contains 8961 members Mstep: Class 19 contains 24443 members Mstep: Class 21 contains 625 members Mstep: Class 22 contains 1321 members Mstep: Class 23 contains 125754 members Entering Unmasked Estep Score: -147539344.000000 Penalty: 172723.218750 Splitting cluster 8 changes total score from -147541472.000000 to -147539344.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 9 (793 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 793 members Entering Unmasked Estep Score: -134891.921875 Penalty: 4088.941650 Iteration 0F: 2 clusters Score -134891.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 389 members Mstep: Class 2 contains 404 members Entering Unmasked Estep Score: -131300.328125 Penalty: 8177.883301 Iteration 0F: 3 clusters Score -131300.3 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 437 members Mstep: Class 2 contains 356 members Entering Unmasked Estep Score: -132193.281250 Penalty: 8177.883301 Iteration 1F: 3 clusters Score -132193.3 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 525 members Mstep: Class 2 contains 268 members Entering Unmasked Estep Score: -133942.406250 Penalty: 8177.883301 Iteration 2F: 3 clusters Score -133942.4 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 523 members Mstep: Class 2 contains 270 members Entering Unmasked Estep Score: -135390.093750 Penalty: 8177.883301 Iteration 3F: 3 clusters Score -135390.1 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 504 members Mstep: Class 2 contains 289 members Entering Unmasked Estep Score: -135892.078125 Penalty: 8177.883301 Iteration 4Q: 3 clusters Score -135892.1 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 485 members Mstep: Class 2 contains 308 members Entering Unmasked Estep Score: -136137.078125 Penalty: 8177.883301 Iteration 5Q: 3 clusters Score -136137.1 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 471 members Mstep: Class 2 contains 322 members Entering Unmasked Estep Score: -136368.140625 Penalty: 8177.883301 Iteration 6Q: 3 clusters Score -136368.1 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 451 members Mstep: Class 2 contains 342 members Entering Unmasked Estep Score: -136680.625000 Penalty: 8177.883301 Iteration 7Q: 3 clusters Score -136680.6 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 434 members Mstep: Class 2 contains 359 members Entering Unmasked Estep Score: -136995.625000 Penalty: 8177.883301 Iteration 8Q: 3 clusters Score -136995.6 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 419 members Mstep: Class 2 contains 374 members Entering Unmasked Estep Score: -137262.718750 Penalty: 8177.883301 Iteration 9Q: 3 clusters Score -137262.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 409 members Mstep: Class 2 contains 384 members Entering Unmasked Estep Score: -137361.562500 Penalty: 8177.883301 Iteration 10Q: 3 clusters Score -137361.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 402 members Mstep: Class 2 contains 391 members Entering Unmasked Estep Score: -137424.703125 Penalty: 8177.883301 Iteration 11Q: 3 clusters Score -137424.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 396 members Mstep: Class 2 contains 397 members Entering Unmasked Estep Score: -137500.703125 Penalty: 8177.883301 Iteration 12Q: 3 clusters Score -137500.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 388 members Mstep: Class 2 contains 405 members Entering Unmasked Estep Score: -137609.828125 Penalty: 8177.883301 Iteration 13Q: 3 clusters Score -137609.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 380 members Mstep: Class 2 contains 413 members Entering Unmasked Estep Score: -137756.578125 Penalty: 8177.883301 Iteration 14Q: 3 clusters Score -137756.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 373 members Mstep: Class 2 contains 420 members Entering Unmasked Estep Score: -137882.000000 Penalty: 8177.883301 Iteration 15Q: 3 clusters Score -137882 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 368 members Mstep: Class 2 contains 425 members Entering Unmasked Estep Score: -138042.671875 Penalty: 8177.883301 Iteration 16Q: 3 clusters Score -138042.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 363 members Mstep: Class 2 contains 430 members Entering Unmasked Estep Score: -138179.640625 Penalty: 8177.883301 Iteration 17Q: 3 clusters Score -138179.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 361 members Mstep: Class 2 contains 432 members Entering Unmasked Estep Score: -138196.578125 Penalty: 8177.883301 Iteration 18Q: 3 clusters Score -138196.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 360 members Mstep: Class 2 contains 433 members Entering Unmasked Estep Score: -138209.640625 Penalty: 8177.883301 Iteration 19Q: 3 clusters Score -138209.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 359 members Mstep: Class 2 contains 434 members Entering Unmasked Estep Score: -138221.531250 Penalty: 8177.883301 Iteration 20F: 3 clusters Score -138221.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 357 members Mstep: Class 2 contains 436 members Entering Unmasked Estep Score: -138273.984375 Penalty: 8177.883301 Iteration 21Q: 3 clusters Score -138274 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 354 members Mstep: Class 2 contains 439 members Entering Unmasked Estep Score: -138311.031250 Penalty: 8177.883301 Iteration 22Q: 3 clusters Score -138311 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 352 members Mstep: Class 2 contains 441 members Entering Unmasked Estep Score: -138333.671875 Penalty: 8177.883301 Iteration 23Q: 3 clusters Score -138333.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 351 members Mstep: Class 2 contains 442 members Entering Unmasked Estep Score: -138342.343750 Penalty: 8177.883301 Iteration 24Q: 3 clusters Score -138342.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 350 members Mstep: Class 2 contains 443 members Entering Unmasked Estep Score: -138350.953125 Penalty: 8177.883301 Iteration 25Q: 3 clusters Score -138351 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 350 members Mstep: Class 2 contains 443 members Entering Unmasked Estep Score: -138350.953125 Penalty: 8177.883301 Iteration 26F: 3 clusters Score -138351 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 32 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 41951 members Mstep: Class 3 contains 857 members Mstep: Class 4 contains 1557 members Mstep: Class 5 contains 23137 members Mstep: Class 6 contains 26088 members Mstep: Class 7 contains 443 members Mstep: Class 8 contains 1477 members Mstep: Class 9 contains 350 members Mstep: Class 10 contains 140506 members Mstep: Class 11 contains 62209 members Mstep: Class 12 contains 523 members Mstep: Class 13 contains 457 members Mstep: Class 14 contains 159716 members Mstep: Class 15 contains 23924 members Mstep: Class 16 contains 34186 members Mstep: Class 18 contains 8961 members Mstep: Class 19 contains 24443 members Mstep: Class 21 contains 625 members Mstep: Class 22 contains 1321 members Mstep: Class 23 contains 125754 members Entering Unmasked Estep Score: -147540992.000000 Penalty: 172723.218750 Splitting cluster 9 changes total score from -147541472.000000 to -147540992.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 10 (140506 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 140506 members Entering Unmasked Estep Score: -31317744.000000 Penalty: 7259.965820 Iteration 0F: 2 clusters Score -3.131774e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70010 members Mstep: Class 2 contains 70496 members Entering Unmasked Estep Score: -31224726.000000 Penalty: 14519.931641 Iteration 0F: 3 clusters Score -3.122473e+07 nChanged 65220 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66908 members Mstep: Class 2 contains 73598 members Entering Unmasked Estep Score: -31261678.000000 Penalty: 14519.931641 Iteration 1F: 3 clusters Score -3.126168e+07 nChanged 6445 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64701 members Mstep: Class 2 contains 75805 members Entering Unmasked Estep Score: -31264078.000000 Penalty: 14519.931641 Iteration 2Q: 3 clusters Score -3.126408e+07 nChanged 7145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61424 members Mstep: Class 2 contains 79082 members Entering Unmasked Estep Score: -31267608.000000 Penalty: 14519.931641 Iteration 3F: 3 clusters Score -3.126761e+07 nChanged 8403 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56773 members Mstep: Class 2 contains 83733 members Entering Unmasked Estep Score: -31272514.000000 Penalty: 14519.931641 Iteration 4F: 3 clusters Score -3.127251e+07 nChanged 9835 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50652 members Mstep: Class 2 contains 89854 members Entering Unmasked Estep Score: -31279138.000000 Penalty: 14519.931641 Iteration 5F: 3 clusters Score -3.127914e+07 nChanged 10599 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43413 members Mstep: Class 2 contains 97093 members Entering Unmasked Estep Score: -31287232.000000 Penalty: 14519.931641 Iteration 6F: 3 clusters Score -3.128723e+07 nChanged 9954 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36059 members Mstep: Class 2 contains 104447 members Entering Unmasked Estep Score: -31295542.000000 Penalty: 14519.931641 Iteration 7F: 3 clusters Score -3.129554e+07 nChanged 7912 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30273 members Mstep: Class 2 contains 110233 members Entering Unmasked Estep Score: -31302206.000000 Penalty: 14519.931641 Iteration 8F: 3 clusters Score -3.130221e+07 nChanged 5826 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26165 members Mstep: Class 2 contains 114341 members Entering Unmasked Estep Score: -31307654.000000 Penalty: 14519.931641 Iteration 9Q: 3 clusters Score -3.130765e+07 nChanged 3941 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23758 members Mstep: Class 2 contains 116748 members Entering Unmasked Estep Score: -31310144.000000 Penalty: 14519.931641 Iteration 10Q: 3 clusters Score -3.131014e+07 nChanged 2617 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22193 members Mstep: Class 2 contains 118313 members Entering Unmasked Estep Score: -31311438.000000 Penalty: 14519.931641 Iteration 11Q: 3 clusters Score -3.131144e+07 nChanged 1665 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21072 members Mstep: Class 2 contains 119434 members Entering Unmasked Estep Score: -31312056.000000 Penalty: 14519.931641 Iteration 12Q: 3 clusters Score -3.131206e+07 nChanged 1172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20136 members Mstep: Class 2 contains 120370 members Entering Unmasked Estep Score: -31312326.000000 Penalty: 14519.931641 Iteration 13Q: 3 clusters Score -3.131233e+07 nChanged 875 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19333 members Mstep: Class 2 contains 121173 members Entering Unmasked Estep Score: -31312492.000000 Penalty: 14519.931641 Iteration 14Q: 3 clusters Score -3.131249e+07 nChanged 712 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18651 members Mstep: Class 2 contains 121855 members Entering Unmasked Estep Score: -31312628.000000 Penalty: 14519.931641 Iteration 15Q: 3 clusters Score -3.131263e+07 nChanged 608 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18059 members Mstep: Class 2 contains 122447 members Entering Unmasked Estep Score: -31312644.000000 Penalty: 14519.931641 Iteration 16Q: 3 clusters Score -3.131264e+07 nChanged 541 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17524 members Mstep: Class 2 contains 122982 members Entering Unmasked Estep Score: -31312790.000000 Penalty: 14519.931641 Iteration 17Q: 3 clusters Score -3.131279e+07 nChanged 493 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17031 members Mstep: Class 2 contains 123475 members Entering Unmasked Estep Score: -31312868.000000 Penalty: 14519.931641 Iteration 18Q: 3 clusters Score -3.131287e+07 nChanged 404 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16631 members Mstep: Class 2 contains 123875 members Entering Unmasked Estep Score: -31312922.000000 Penalty: 14519.931641 Iteration 19Q: 3 clusters Score -3.131292e+07 nChanged 399 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16234 members Mstep: Class 2 contains 124272 members Entering Unmasked Estep Score: -31313000.000000 Penalty: 14519.931641 Iteration 20F: 3 clusters Score -3.1313e+07 nChanged 402 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15836 members Mstep: Class 2 contains 124670 members Entering Unmasked Estep Score: -31313030.000000 Penalty: 14519.931641 Iteration 21Q: 3 clusters Score -3.131303e+07 nChanged 398 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15442 members Mstep: Class 2 contains 125064 members Entering Unmasked Estep Score: -31313124.000000 Penalty: 14519.931641 Iteration 22Q: 3 clusters Score -3.131312e+07 nChanged 397 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15049 members Mstep: Class 2 contains 125457 members Entering Unmasked Estep Score: -31313204.000000 Penalty: 14519.931641 Iteration 23Q: 3 clusters Score -3.13132e+07 nChanged 373 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14682 members Mstep: Class 2 contains 125824 members Entering Unmasked Estep Score: -31313218.000000 Penalty: 14519.931641 Iteration 24Q: 3 clusters Score -3.131322e+07 nChanged 372 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14322 members Mstep: Class 2 contains 126184 members Entering Unmasked Estep Score: -31313198.000000 Penalty: 14519.931641 Iteration 25Q: 3 clusters Score -3.13132e+07 nChanged 332 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14002 members Mstep: Class 2 contains 126504 members Entering Unmasked Estep Score: -31313226.000000 Penalty: 14519.931641 Iteration 26Q: 3 clusters Score -3.131323e+07 nChanged 366 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13638 members Mstep: Class 2 contains 126868 members Entering Unmasked Estep Score: -31313326.000000 Penalty: 14519.931641 Iteration 27Q: 3 clusters Score -3.131333e+07 nChanged 380 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13266 members Mstep: Class 2 contains 127240 members Entering Unmasked Estep Score: -31313394.000000 Penalty: 14519.931641 Iteration 28Q: 3 clusters Score -3.131339e+07 nChanged 406 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12868 members Mstep: Class 2 contains 127638 members Entering Unmasked Estep Score: -31313450.000000 Penalty: 14519.931641 Iteration 29Q: 3 clusters Score -3.131345e+07 nChanged 429 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12471 members Mstep: Class 2 contains 128035 members Entering Unmasked Estep Score: -31313660.000000 Penalty: 14519.931641 Iteration 30Q: 3 clusters Score -3.131366e+07 nChanged 430 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12063 members Mstep: Class 2 contains 128443 members Entering Unmasked Estep Score: -31313886.000000 Penalty: 14519.931641 Iteration 31Q: 3 clusters Score -3.131389e+07 nChanged 477 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11632 members Mstep: Class 2 contains 128874 members Entering Unmasked Estep Score: -31314140.000000 Penalty: 14519.931641 Iteration 32Q: 3 clusters Score -3.131414e+07 nChanged 589 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11143 members Mstep: Class 2 contains 129363 members Entering Unmasked Estep Score: -31314478.000000 Penalty: 14519.931641 Iteration 33Q: 3 clusters Score -3.131448e+07 nChanged 643 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10626 members Mstep: Class 2 contains 129880 members Entering Unmasked Estep Score: -31314950.000000 Penalty: 14519.931641 Iteration 34Q: 3 clusters Score -3.131495e+07 nChanged 754 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10088 members Mstep: Class 2 contains 130418 members Entering Unmasked Estep Score: -31315658.000000 Penalty: 14519.931641 Iteration 35Q: 3 clusters Score -3.131566e+07 nChanged 758 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9726 members Mstep: Class 2 contains 130780 members Entering Unmasked Estep Score: -31316296.000000 Penalty: 14519.931641 Iteration 36Q: 3 clusters Score -3.13163e+07 nChanged 609 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9513 members Mstep: Class 2 contains 130993 members Entering Unmasked Estep Score: -31316466.000000 Penalty: 14519.931641 Iteration 37Q: 3 clusters Score -3.131647e+07 nChanged 468 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9387 members Mstep: Class 2 contains 131119 members Entering Unmasked Estep Score: -31316504.000000 Penalty: 14519.931641 Iteration 38Q: 3 clusters Score -3.13165e+07 nChanged 251 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9324 members Mstep: Class 2 contains 131182 members Entering Unmasked Estep Score: -31316558.000000 Penalty: 14519.931641 Iteration 39Q: 3 clusters Score -3.131656e+07 nChanged 168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9318 members Mstep: Class 2 contains 131188 members Entering Unmasked Estep Score: -31316612.000000 Penalty: 14519.931641 Iteration 40F: 3 clusters Score -3.131661e+07 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9326 members Mstep: Class 2 contains 131180 members Entering Unmasked Estep Score: -31316618.000000 Penalty: 14519.931641 Iteration 41Q: 3 clusters Score -3.131662e+07 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9337 members Mstep: Class 2 contains 131169 members Entering Unmasked Estep Score: -31316624.000000 Penalty: 14519.931641 Iteration 42Q: 3 clusters Score -3.131662e+07 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9339 members Mstep: Class 2 contains 131167 members Entering Unmasked Estep Score: -31316620.000000 Penalty: 14519.931641 Iteration 43Q: 3 clusters Score -3.131662e+07 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9337 members Mstep: Class 2 contains 131169 members Entering Unmasked Estep Score: -31316638.000000 Penalty: 14519.931641 Iteration 44Q: 3 clusters Score -3.131664e+07 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9342 members Mstep: Class 2 contains 131164 members Entering Unmasked Estep Score: -31316620.000000 Penalty: 14519.931641 Iteration 45Q: 3 clusters Score -3.131662e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9349 members Mstep: Class 2 contains 131157 members Entering Unmasked Estep Score: -31316624.000000 Penalty: 14519.931641 Iteration 46Q: 3 clusters Score -3.131662e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9356 members Mstep: Class 2 contains 131150 members Entering Unmasked Estep Score: -31316628.000000 Penalty: 14519.931641 Iteration 47Q: 3 clusters Score -3.131663e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9362 members Mstep: Class 2 contains 131144 members Entering Unmasked Estep Score: -31316662.000000 Penalty: 14519.931641 Iteration 48Q: 3 clusters Score -3.131666e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9360 members Mstep: Class 2 contains 131146 members Entering Unmasked Estep Score: -31316638.000000 Penalty: 14519.931641 Iteration 49Q: 3 clusters Score -3.131664e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9365 members Mstep: Class 2 contains 131141 members Entering Unmasked Estep Score: -31316648.000000 Penalty: 14519.931641 Iteration 50Q: 3 clusters Score -3.131665e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9366 members Mstep: Class 2 contains 131140 members Entering Unmasked Estep Score: -31316650.000000 Penalty: 14519.931641 Iteration 51Q: 3 clusters Score -3.131665e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9367 members Mstep: Class 2 contains 131139 members Entering Unmasked Estep Score: -31316664.000000 Penalty: 14519.931641 Iteration 52Q: 3 clusters Score -3.131666e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9367 members Mstep: Class 2 contains 131139 members Entering Unmasked Estep Score: -31316664.000000 Penalty: 14519.931641 Iteration 53F: 3 clusters Score -3.131666e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (62209 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62209 members Entering Unmasked Estep Score: -13765086.000000 Penalty: 6760.931152 Iteration 0F: 2 clusters Score -1.376509e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30983 members Mstep: Class 2 contains 31226 members Entering Unmasked Estep Score: -13721597.000000 Penalty: 13521.862305 Iteration 0F: 3 clusters Score -1.37216e+07 nChanged 27650 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30459 members Mstep: Class 2 contains 31750 members Entering Unmasked Estep Score: -13736288.000000 Penalty: 13521.862305 Iteration 1F: 3 clusters Score -1.373629e+07 nChanged 2895 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30114 members Mstep: Class 2 contains 32095 members Entering Unmasked Estep Score: -13737151.000000 Penalty: 13521.862305 Iteration 2Q: 3 clusters Score -1.373715e+07 nChanged 2465 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29621 members Mstep: Class 2 contains 32588 members Entering Unmasked Estep Score: -13737887.000000 Penalty: 13521.862305 Iteration 3Q: 3 clusters Score -1.373789e+07 nChanged 2183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28936 members Mstep: Class 2 contains 33273 members Entering Unmasked Estep Score: -13738490.000000 Penalty: 13521.862305 Iteration 4Q: 3 clusters Score -1.373849e+07 nChanged 2013 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28029 members Mstep: Class 2 contains 34180 members Entering Unmasked Estep Score: -13739089.000000 Penalty: 13521.862305 Iteration 5Q: 3 clusters Score -1.373909e+07 nChanged 1940 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26819 members Mstep: Class 2 contains 35390 members Entering Unmasked Estep Score: -13739612.000000 Penalty: 13521.862305 Iteration 6Q: 3 clusters Score -1.373961e+07 nChanged 2055 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25232 members Mstep: Class 2 contains 36977 members Entering Unmasked Estep Score: -13740365.000000 Penalty: 13521.862305 Iteration 7Q: 3 clusters Score -1.374036e+07 nChanged 2480 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23086 members Mstep: Class 2 contains 39123 members Entering Unmasked Estep Score: -13741550.000000 Penalty: 13521.862305 Iteration 8Q: 3 clusters Score -1.374155e+07 nChanged 3066 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20322 members Mstep: Class 2 contains 41887 members Entering Unmasked Estep Score: -13743146.000000 Penalty: 13521.862305 Iteration 9Q: 3 clusters Score -1.374315e+07 nChanged 3684 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16904 members Mstep: Class 2 contains 45305 members Entering Unmasked Estep Score: -13745565.000000 Penalty: 13521.862305 Iteration 10F: 3 clusters Score -1.374556e+07 nChanged 4155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12971 members Mstep: Class 2 contains 49238 members Entering Unmasked Estep Score: -13748933.000000 Penalty: 13521.862305 Iteration 11F: 3 clusters Score -1.374893e+07 nChanged 3942 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9195 members Mstep: Class 2 contains 53014 members Entering Unmasked Estep Score: -13752353.000000 Penalty: 13521.862305 Iteration 12F: 3 clusters Score -1.375235e+07 nChanged 3059 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6354 members Mstep: Class 2 contains 55855 members Entering Unmasked Estep Score: -13755116.000000 Penalty: 13521.862305 Iteration 13Q: 3 clusters Score -1.375512e+07 nChanged 1945 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4605 members Mstep: Class 2 contains 57604 members Entering Unmasked Estep Score: -13756831.000000 Penalty: 13521.862305 Iteration 14Q: 3 clusters Score -1.375683e+07 nChanged 1173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3608 members Mstep: Class 2 contains 58601 members Entering Unmasked Estep Score: -13757845.000000 Penalty: 13521.862305 Iteration 15Q: 3 clusters Score -1.375784e+07 nChanged 706 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3112 members Mstep: Class 2 contains 59097 members Entering Unmasked Estep Score: -13758410.000000 Penalty: 13521.862305 Iteration 16Q: 3 clusters Score -1.375841e+07 nChanged 482 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2822 members Mstep: Class 2 contains 59387 members Entering Unmasked Estep Score: -13758846.000000 Penalty: 13521.862305 Iteration 17Q: 3 clusters Score -1.375885e+07 nChanged 332 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2684 members Mstep: Class 2 contains 59525 members Entering Unmasked Estep Score: -13759094.000000 Penalty: 13521.862305 Iteration 18Q: 3 clusters Score -1.375909e+07 nChanged 191 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2603 members Mstep: Class 2 contains 59606 members Entering Unmasked Estep Score: -13759180.000000 Penalty: 13521.862305 Iteration 19Q: 3 clusters Score -1.375918e+07 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2545 members Mstep: Class 2 contains 59664 members Entering Unmasked Estep Score: -13759271.000000 Penalty: 13521.862305 Iteration 20F: 3 clusters Score -1.375927e+07 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2496 members Mstep: Class 2 contains 59713 members Entering Unmasked Estep Score: -13759293.000000 Penalty: 13521.862305 Iteration 21Q: 3 clusters Score -1.375929e+07 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2469 members Mstep: Class 2 contains 59740 members Entering Unmasked Estep Score: -13759336.000000 Penalty: 13521.862305 Iteration 22Q: 3 clusters Score -1.375934e+07 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2447 members Mstep: Class 2 contains 59762 members Entering Unmasked Estep Score: -13759363.000000 Penalty: 13521.862305 Iteration 23Q: 3 clusters Score -1.375936e+07 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2415 members Mstep: Class 2 contains 59794 members Entering Unmasked Estep Score: -13759402.000000 Penalty: 13521.862305 Iteration 24Q: 3 clusters Score -1.37594e+07 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2395 members Mstep: Class 2 contains 59814 members Entering Unmasked Estep Score: -13759456.000000 Penalty: 13521.862305 Iteration 25Q: 3 clusters Score -1.375946e+07 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2371 members Mstep: Class 2 contains 59838 members Entering Unmasked Estep Score: -13759482.000000 Penalty: 13521.862305 Iteration 26Q: 3 clusters Score -1.375948e+07 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2365 members Mstep: Class 2 contains 59844 members Entering Unmasked Estep Score: -13759502.000000 Penalty: 13521.862305 Iteration 27Q: 3 clusters Score -1.37595e+07 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2360 members Mstep: Class 2 contains 59849 members Entering Unmasked Estep Score: -13759527.000000 Penalty: 13521.862305 Iteration 28Q: 3 clusters Score -1.375953e+07 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2358 members Mstep: Class 2 contains 59851 members Entering Unmasked Estep Score: -13759567.000000 Penalty: 13521.862305 Iteration 29Q: 3 clusters Score -1.375957e+07 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2353 members Mstep: Class 2 contains 59856 members Entering Unmasked Estep Score: -13759554.000000 Penalty: 13521.862305 Iteration 30Q: 3 clusters Score -1.375955e+07 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2340 members Mstep: Class 2 contains 59869 members Entering Unmasked Estep Score: -13759545.000000 Penalty: 13521.862305 Iteration 31Q: 3 clusters Score -1.375954e+07 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2329 members Mstep: Class 2 contains 59880 members Entering Unmasked Estep Score: -13759563.000000 Penalty: 13521.862305 Iteration 32Q: 3 clusters Score -1.375956e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2325 members Mstep: Class 2 contains 59884 members Entering Unmasked Estep Score: -13759552.000000 Penalty: 13521.862305 Iteration 33Q: 3 clusters Score -1.375955e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2320 members Mstep: Class 2 contains 59889 members Entering Unmasked Estep Score: -13759552.000000 Penalty: 13521.862305 Iteration 34Q: 3 clusters Score -1.375955e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2317 members Mstep: Class 2 contains 59892 members Entering Unmasked Estep Score: -13759568.000000 Penalty: 13521.862305 Iteration 35Q: 3 clusters Score -1.375957e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2314 members Mstep: Class 2 contains 59895 members Entering Unmasked Estep Score: -13759556.000000 Penalty: 13521.862305 Iteration 36Q: 3 clusters Score -1.375956e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2314 members Mstep: Class 2 contains 59895 members Entering Unmasked Estep Score: -13759559.000000 Penalty: 13521.862305 Iteration 37Q: 3 clusters Score -1.375956e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2311 members Mstep: Class 2 contains 59898 members Entering Unmasked Estep Score: -13759563.000000 Penalty: 13521.862305 Iteration 38Q: 3 clusters Score -1.375956e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2309 members Mstep: Class 2 contains 59900 members Entering Unmasked Estep Score: -13759571.000000 Penalty: 13521.862305 Iteration 39Q: 3 clusters Score -1.375957e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2309 members Mstep: Class 2 contains 59900 members Entering Unmasked Estep Score: -13759558.000000 Penalty: 13521.862305 Iteration 40F: 3 clusters Score -1.375956e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2309 members Mstep: Class 2 contains 59900 members Entering Unmasked Estep Score: -13759559.000000 Penalty: 13521.862305 Iteration 41Q: 3 clusters Score -1.375956e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2310 members Mstep: Class 2 contains 59899 members Entering Unmasked Estep Score: -13759579.000000 Penalty: 13521.862305 Iteration 42Q: 3 clusters Score -1.375958e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2310 members Mstep: Class 2 contains 59899 members Entering Unmasked Estep Score: -13759579.000000 Penalty: 13521.862305 Iteration 43Q: 3 clusters Score -1.375958e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2308 members Mstep: Class 2 contains 59901 members Entering Unmasked Estep Score: -13759592.000000 Penalty: 13521.862305 Iteration 44Q: 3 clusters Score -1.375959e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2307 members Mstep: Class 2 contains 59902 members Entering Unmasked Estep Score: -13759591.000000 Penalty: 13521.862305 Iteration 45Q: 3 clusters Score -1.375959e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2308 members Mstep: Class 2 contains 59901 members Entering Unmasked Estep Score: -13759596.000000 Penalty: 13521.862305 Iteration 46Q: 3 clusters Score -1.37596e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2308 members Mstep: Class 2 contains 59901 members Entering Unmasked Estep Score: -13759596.000000 Penalty: 13521.862305 Iteration 47F: 3 clusters Score -1.37596e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (523 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 523 members Entering Unmasked Estep Score: -110806.507812 Penalty: 3833.993652 Iteration 0F: 2 clusters Score -110806.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 274 members Mstep: Class 2 contains 249 members Entering Unmasked Estep Score: -107327.437500 Penalty: 7667.987305 Iteration 0F: 3 clusters Score -107327.4 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 276 members Mstep: Class 2 contains 247 members Entering Unmasked Estep Score: -107508.093750 Penalty: 7667.987305 Iteration 1F: 3 clusters Score -107508.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 274 members Mstep: Class 2 contains 249 members Entering Unmasked Estep Score: -107556.437500 Penalty: 7667.987305 Iteration 2Q: 3 clusters Score -107556.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 275 members Mstep: Class 2 contains 248 members Entering Unmasked Estep Score: -107578.593750 Penalty: 7667.987305 Iteration 3Q: 3 clusters Score -107578.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 276 members Mstep: Class 2 contains 247 members Entering Unmasked Estep Score: -107585.140625 Penalty: 7667.987305 Iteration 4Q: 3 clusters Score -107585.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 276 members Mstep: Class 2 contains 247 members Entering Unmasked Estep Score: -107585.140625 Penalty: 7667.987305 Iteration 5F: 3 clusters Score -107585.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (457 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 457 members Entering Unmasked Estep Score: -86134.164062 Penalty: 3751.368652 Iteration 0F: 2 clusters Score -86134.16 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 218 members Mstep: Class 2 contains 239 members Entering Unmasked Estep Score: -82901.179688 Penalty: 7502.737305 Iteration 0F: 3 clusters Score -82901.18 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 210 members Mstep: Class 2 contains 247 members Entering Unmasked Estep Score: -83112.023438 Penalty: 7502.737305 Iteration 1F: 3 clusters Score -83112.02 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 197 members Mstep: Class 2 contains 260 members Entering Unmasked Estep Score: -83211.906250 Penalty: 7502.737305 Iteration 2Q: 3 clusters Score -83211.91 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 190 members Mstep: Class 2 contains 267 members Entering Unmasked Estep Score: -83283.445312 Penalty: 7502.737305 Iteration 3Q: 3 clusters Score -83283.45 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 184 members Mstep: Class 2 contains 273 members Entering Unmasked Estep Score: -83367.148438 Penalty: 7502.737305 Iteration 4Q: 3 clusters Score -83367.15 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 180 members Mstep: Class 2 contains 277 members Entering Unmasked Estep Score: -83462.195312 Penalty: 7502.737305 Iteration 5Q: 3 clusters Score -83462.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 168 members Mstep: Class 2 contains 289 members Entering Unmasked Estep Score: -83555.687500 Penalty: 7502.737305 Iteration 6Q: 3 clusters Score -83555.69 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 161 members Mstep: Class 2 contains 296 members Entering Unmasked Estep Score: -83626.531250 Penalty: 7502.737305 Iteration 7Q: 3 clusters Score -83626.53 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 160 members Mstep: Class 2 contains 297 members Entering Unmasked Estep Score: -83636.609375 Penalty: 7502.737305 Iteration 8Q: 3 clusters Score -83636.61 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 157 members Mstep: Class 2 contains 300 members Entering Unmasked Estep Score: -83658.609375 Penalty: 7502.737305 Iteration 9Q: 3 clusters Score -83658.61 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 156 members Mstep: Class 2 contains 301 members Entering Unmasked Estep Score: -83664.523438 Penalty: 7502.737305 Iteration 10Q: 3 clusters Score -83664.52 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 156 members Mstep: Class 2 contains 301 members Entering Unmasked Estep Score: -83664.523438 Penalty: 7502.737305 Iteration 11F: 3 clusters Score -83664.52 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (159716 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 159716 members Entering Unmasked Estep Score: -35063788.000000 Penalty: 7338.456055 Iteration 0F: 2 clusters Score -3.506379e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 79559 members Mstep: Class 2 contains 80157 members Entering Unmasked Estep Score: -34955516.000000 Penalty: 14676.912109 Iteration 0F: 3 clusters Score -3.495552e+07 nChanged 74338 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 76861 members Mstep: Class 2 contains 82855 members Entering Unmasked Estep Score: -34997028.000000 Penalty: 14676.912109 Iteration 1F: 3 clusters Score -3.499703e+07 nChanged 5355 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 75000 members Mstep: Class 2 contains 84716 members Entering Unmasked Estep Score: -34998304.000000 Penalty: 14676.912109 Iteration 2Q: 3 clusters Score -3.49983e+07 nChanged 5246 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72218 members Mstep: Class 2 contains 87498 members Entering Unmasked Estep Score: -34999376.000000 Penalty: 14676.912109 Iteration 3Q: 3 clusters Score -3.499938e+07 nChanged 5488 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 68274 members Mstep: Class 2 contains 91442 members Entering Unmasked Estep Score: -35000964.000000 Penalty: 14676.912109 Iteration 4Q: 3 clusters Score -3.500096e+07 nChanged 6706 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62424 members Mstep: Class 2 contains 97292 members Entering Unmasked Estep Score: -35004112.000000 Penalty: 14676.912109 Iteration 5Q: 3 clusters Score -3.500411e+07 nChanged 8601 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54157 members Mstep: Class 2 contains 105559 members Entering Unmasked Estep Score: -35008844.000000 Penalty: 14676.912109 Iteration 6F: 3 clusters Score -3.500884e+07 nChanged 11137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43154 members Mstep: Class 2 contains 116562 members Entering Unmasked Estep Score: -35016540.000000 Penalty: 14676.912109 Iteration 7F: 3 clusters Score -3.501654e+07 nChanged 13488 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29696 members Mstep: Class 2 contains 130020 members Entering Unmasked Estep Score: -35028096.000000 Penalty: 14676.912109 Iteration 8F: 3 clusters Score -3.50281e+07 nChanged 13236 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16474 members Mstep: Class 2 contains 143242 members Entering Unmasked Estep Score: -35041320.000000 Penalty: 14676.912109 Iteration 9F: 3 clusters Score -3.504132e+07 nChanged 9248 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7230 members Mstep: Class 2 contains 152486 members Entering Unmasked Estep Score: -35050496.000000 Penalty: 14676.912109 Iteration 10F: 3 clusters Score -3.50505e+07 nChanged 4377 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2855 members Mstep: Class 2 contains 156861 members Entering Unmasked Estep Score: -35054784.000000 Penalty: 14676.912109 Iteration 11Q: 3 clusters Score -3.505478e+07 nChanged 1533 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1340 members Mstep: Class 2 contains 158376 members Entering Unmasked Estep Score: -35056256.000000 Penalty: 14676.912109 Iteration 12Q: 3 clusters Score -3.505626e+07 nChanged 499 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 873 members Mstep: Class 2 contains 158843 members Entering Unmasked Estep Score: -35056812.000000 Penalty: 14676.912109 Iteration 13Q: 3 clusters Score -3.505681e+07 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 723 members Mstep: Class 2 contains 158993 members Entering Unmasked Estep Score: -35057064.000000 Penalty: 14676.912109 Iteration 14Q: 3 clusters Score -3.505706e+07 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 657 members Mstep: Class 2 contains 159059 members Entering Unmasked Estep Score: -35057156.000000 Penalty: 14676.912109 Iteration 15Q: 3 clusters Score -3.505716e+07 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 622 members Mstep: Class 2 contains 159094 members Entering Unmasked Estep Score: -35057216.000000 Penalty: 14676.912109 Iteration 16Q: 3 clusters Score -3.505722e+07 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 602 members Mstep: Class 2 contains 159114 members Entering Unmasked Estep Score: -35057228.000000 Penalty: 14676.912109 Iteration 17Q: 3 clusters Score -3.505723e+07 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 590 members Mstep: Class 2 contains 159126 members Entering Unmasked Estep Score: -35057268.000000 Penalty: 14676.912109 Iteration 18Q: 3 clusters Score -3.505727e+07 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 582 members Mstep: Class 2 contains 159134 members Entering Unmasked Estep Score: -35057284.000000 Penalty: 14676.912109 Iteration 19Q: 3 clusters Score -3.505728e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 574 members Mstep: Class 2 contains 159142 members Entering Unmasked Estep Score: -35057316.000000 Penalty: 14676.912109 Iteration 20F: 3 clusters Score -3.505732e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 568 members Mstep: Class 2 contains 159148 members Entering Unmasked Estep Score: -35057356.000000 Penalty: 14676.912109 Iteration 21Q: 3 clusters Score -3.505736e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 562 members Mstep: Class 2 contains 159154 members Entering Unmasked Estep Score: -35057344.000000 Penalty: 14676.912109 Iteration 22Q: 3 clusters Score -3.505734e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 558 members Mstep: Class 2 contains 159158 members Entering Unmasked Estep Score: -35057356.000000 Penalty: 14676.912109 Iteration 23Q: 3 clusters Score -3.505736e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 555 members Mstep: Class 2 contains 159161 members Entering Unmasked Estep Score: -35057352.000000 Penalty: 14676.912109 Iteration 24Q: 3 clusters Score -3.505735e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 553 members Mstep: Class 2 contains 159163 members Entering Unmasked Estep Score: -35057356.000000 Penalty: 14676.912109 Iteration 25Q: 3 clusters Score -3.505736e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 551 members Mstep: Class 2 contains 159165 members Entering Unmasked Estep Score: -35057348.000000 Penalty: 14676.912109 Iteration 26Q: 3 clusters Score -3.505735e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 548 members Mstep: Class 2 contains 159168 members Entering Unmasked Estep Score: -35057372.000000 Penalty: 14676.912109 Iteration 27Q: 3 clusters Score -3.505737e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 547 members Mstep: Class 2 contains 159169 members Entering Unmasked Estep Score: -35057368.000000 Penalty: 14676.912109 Iteration 28Q: 3 clusters Score -3.505737e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 545 members Mstep: Class 2 contains 159171 members Entering Unmasked Estep Score: -35057376.000000 Penalty: 14676.912109 Iteration 29Q: 3 clusters Score -3.505738e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 543 members Mstep: Class 2 contains 159173 members Entering Unmasked Estep Score: -35057372.000000 Penalty: 14676.912109 Iteration 30Q: 3 clusters Score -3.505737e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 542 members Mstep: Class 2 contains 159174 members Entering Unmasked Estep Score: -35057372.000000 Penalty: 14676.912109 Iteration 31Q: 3 clusters Score -3.505737e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 542 members Mstep: Class 2 contains 159174 members Entering Unmasked Estep Score: -35057372.000000 Penalty: 14676.912109 Iteration 32F: 3 clusters Score -3.505737e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (23924 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23924 members Entering Unmasked Estep Score: -5082705.500000 Penalty: 6175.615723 Iteration 0F: 2 clusters Score -5082706 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11968 members Mstep: Class 2 contains 11956 members Entering Unmasked Estep Score: -5063702.500000 Penalty: 12351.231445 Iteration 0F: 3 clusters Score -5063702 nChanged 9885 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11933 members Mstep: Class 2 contains 11991 members Entering Unmasked Estep Score: -5069017.000000 Penalty: 12351.231445 Iteration 1F: 3 clusters Score -5069017 nChanged 1591 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11900 members Mstep: Class 2 contains 12024 members Entering Unmasked Estep Score: -5069742.500000 Penalty: 12351.231445 Iteration 2F: 3 clusters Score -5069742 nChanged 1172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11884 members Mstep: Class 2 contains 12040 members Entering Unmasked Estep Score: -5070264.500000 Penalty: 12351.231445 Iteration 3Q: 3 clusters Score -5070264 nChanged 931 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11911 members Mstep: Class 2 contains 12013 members Entering Unmasked Estep Score: -5070607.500000 Penalty: 12351.231445 Iteration 4Q: 3 clusters Score -5070608 nChanged 718 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11931 members Mstep: Class 2 contains 11993 members Entering Unmasked Estep Score: -5070846.000000 Penalty: 12351.231445 Iteration 5Q: 3 clusters Score -5070846 nChanged 582 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11975 members Mstep: Class 2 contains 11949 members Entering Unmasked Estep Score: -5071023.000000 Penalty: 12351.231445 Iteration 6Q: 3 clusters Score -5071023 nChanged 542 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12019 members Mstep: Class 2 contains 11905 members Entering Unmasked Estep Score: -5071213.500000 Penalty: 12351.231445 Iteration 7Q: 3 clusters Score -5071214 nChanged 527 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12048 members Mstep: Class 2 contains 11876 members Entering Unmasked Estep Score: -5071408.000000 Penalty: 12351.231445 Iteration 8Q: 3 clusters Score -5071408 nChanged 510 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12104 members Mstep: Class 2 contains 11820 members Entering Unmasked Estep Score: -5071583.000000 Penalty: 12351.231445 Iteration 9Q: 3 clusters Score -5071583 nChanged 508 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12176 members Mstep: Class 2 contains 11748 members Entering Unmasked Estep Score: -5071737.000000 Penalty: 12351.231445 Iteration 10Q: 3 clusters Score -5071737 nChanged 496 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12300 members Mstep: Class 2 contains 11624 members Entering Unmasked Estep Score: -5071900.000000 Penalty: 12351.231445 Iteration 11Q: 3 clusters Score -5071900 nChanged 481 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12445 members Mstep: Class 2 contains 11479 members Entering Unmasked Estep Score: -5072062.500000 Penalty: 12351.231445 Iteration 12Q: 3 clusters Score -5072062 nChanged 466 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12585 members Mstep: Class 2 contains 11339 members Entering Unmasked Estep Score: -5072218.500000 Penalty: 12351.231445 Iteration 13Q: 3 clusters Score -5072218 nChanged 501 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12756 members Mstep: Class 2 contains 11168 members Entering Unmasked Estep Score: -5072422.500000 Penalty: 12351.231445 Iteration 14Q: 3 clusters Score -5072422 nChanged 536 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12916 members Mstep: Class 2 contains 11008 members Entering Unmasked Estep Score: -5072608.000000 Penalty: 12351.231445 Iteration 15Q: 3 clusters Score -5072608 nChanged 555 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13089 members Mstep: Class 2 contains 10835 members Entering Unmasked Estep Score: -5072864.000000 Penalty: 12351.231445 Iteration 16Q: 3 clusters Score -5072864 nChanged 598 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13283 members Mstep: Class 2 contains 10641 members Entering Unmasked Estep Score: -5073100.500000 Penalty: 12351.231445 Iteration 17Q: 3 clusters Score -5073100 nChanged 633 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13498 members Mstep: Class 2 contains 10426 members Entering Unmasked Estep Score: -5073385.000000 Penalty: 12351.231445 Iteration 18Q: 3 clusters Score -5073385 nChanged 639 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13713 members Mstep: Class 2 contains 10211 members Entering Unmasked Estep Score: -5073682.500000 Penalty: 12351.231445 Iteration 19Q: 3 clusters Score -5073682 nChanged 683 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13902 members Mstep: Class 2 contains 10022 members Entering Unmasked Estep Score: -5073999.000000 Penalty: 12351.231445 Iteration 20F: 3 clusters Score -5073999 nChanged 646 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14056 members Mstep: Class 2 contains 9868 members Entering Unmasked Estep Score: -5074315.000000 Penalty: 12351.231445 Iteration 21Q: 3 clusters Score -5074315 nChanged 626 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14184 members Mstep: Class 2 contains 9740 members Entering Unmasked Estep Score: -5074675.000000 Penalty: 12351.231445 Iteration 22Q: 3 clusters Score -5074675 nChanged 651 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14315 members Mstep: Class 2 contains 9609 members Entering Unmasked Estep Score: -5074976.000000 Penalty: 12351.231445 Iteration 23Q: 3 clusters Score -5074976 nChanged 632 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14385 members Mstep: Class 2 contains 9539 members Entering Unmasked Estep Score: -5075288.500000 Penalty: 12351.231445 Iteration 24Q: 3 clusters Score -5075288 nChanged 535 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14424 members Mstep: Class 2 contains 9500 members Entering Unmasked Estep Score: -5075601.500000 Penalty: 12351.231445 Iteration 25Q: 3 clusters Score -5075602 nChanged 517 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14413 members Mstep: Class 2 contains 9511 members Entering Unmasked Estep Score: -5075842.500000 Penalty: 12351.231445 Iteration 26Q: 3 clusters Score -5075842 nChanged 490 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14397 members Mstep: Class 2 contains 9527 members Entering Unmasked Estep Score: -5076069.000000 Penalty: 12351.231445 Iteration 27Q: 3 clusters Score -5076069 nChanged 398 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14373 members Mstep: Class 2 contains 9551 members Entering Unmasked Estep Score: -5076201.000000 Penalty: 12351.231445 Iteration 28Q: 3 clusters Score -5076201 nChanged 302 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14327 members Mstep: Class 2 contains 9597 members Entering Unmasked Estep Score: -5076346.500000 Penalty: 12351.231445 Iteration 29Q: 3 clusters Score -5076346 nChanged 284 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14269 members Mstep: Class 2 contains 9655 members Entering Unmasked Estep Score: -5076419.000000 Penalty: 12351.231445 Iteration 30Q: 3 clusters Score -5076419 nChanged 238 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14205 members Mstep: Class 2 contains 9719 members Entering Unmasked Estep Score: -5076494.500000 Penalty: 12351.231445 Iteration 31Q: 3 clusters Score -5076494 nChanged 194 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14133 members Mstep: Class 2 contains 9791 members Entering Unmasked Estep Score: -5076536.000000 Penalty: 12351.231445 Iteration 32Q: 3 clusters Score -5076536 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14065 members Mstep: Class 2 contains 9859 members Entering Unmasked Estep Score: -5076539.000000 Penalty: 12351.231445 Iteration 33Q: 3 clusters Score -5076539 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14008 members Mstep: Class 2 contains 9916 members Entering Unmasked Estep Score: -5076587.000000 Penalty: 12351.231445 Iteration 34Q: 3 clusters Score -5076587 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13966 members Mstep: Class 2 contains 9958 members Entering Unmasked Estep Score: -5076609.500000 Penalty: 12351.231445 Iteration 35Q: 3 clusters Score -5076610 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13938 members Mstep: Class 2 contains 9986 members Entering Unmasked Estep Score: -5076629.500000 Penalty: 12351.231445 Iteration 36Q: 3 clusters Score -5076630 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13909 members Mstep: Class 2 contains 10015 members Entering Unmasked Estep Score: -5076647.000000 Penalty: 12351.231445 Iteration 37Q: 3 clusters Score -5076647 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13880 members Mstep: Class 2 contains 10044 members Entering Unmasked Estep Score: -5076664.500000 Penalty: 12351.231445 Iteration 38Q: 3 clusters Score -5076664 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13849 members Mstep: Class 2 contains 10075 members Entering Unmasked Estep Score: -5076683.000000 Penalty: 12351.231445 Iteration 39Q: 3 clusters Score -5076683 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13819 members Mstep: Class 2 contains 10105 members Entering Unmasked Estep Score: -5076686.000000 Penalty: 12351.231445 Iteration 40F: 3 clusters Score -5076686 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13791 members Mstep: Class 2 contains 10133 members Entering Unmasked Estep Score: -5076687.500000 Penalty: 12351.231445 Iteration 41Q: 3 clusters Score -5076688 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13763 members Mstep: Class 2 contains 10161 members Entering Unmasked Estep Score: -5076689.500000 Penalty: 12351.231445 Iteration 42Q: 3 clusters Score -5076690 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13747 members Mstep: Class 2 contains 10177 members Entering Unmasked Estep Score: -5076699.000000 Penalty: 12351.231445 Iteration 43Q: 3 clusters Score -5076699 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13730 members Mstep: Class 2 contains 10194 members Entering Unmasked Estep Score: -5076700.000000 Penalty: 12351.231445 Iteration 44Q: 3 clusters Score -5076700 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13711 members Mstep: Class 2 contains 10213 members Entering Unmasked Estep Score: -5076720.500000 Penalty: 12351.231445 Iteration 45Q: 3 clusters Score -5076720 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13685 members Mstep: Class 2 contains 10239 members Entering Unmasked Estep Score: -5076729.500000 Penalty: 12351.231445 Iteration 46Q: 3 clusters Score -5076730 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13659 members Mstep: Class 2 contains 10265 members Entering Unmasked Estep Score: -5076749.500000 Penalty: 12351.231445 Iteration 47Q: 3 clusters Score -5076750 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13638 members Mstep: Class 2 contains 10286 members Entering Unmasked Estep Score: -5076750.000000 Penalty: 12351.231445 Iteration 48Q: 3 clusters Score -5076750 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13628 members Mstep: Class 2 contains 10296 members Entering Unmasked Estep Score: -5076746.500000 Penalty: 12351.231445 Iteration 49Q: 3 clusters Score -5076746 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13609 members Mstep: Class 2 contains 10315 members Entering Unmasked Estep Score: -5076750.500000 Penalty: 12351.231445 Iteration 50Q: 3 clusters Score -5076750 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13590 members Mstep: Class 2 contains 10334 members Entering Unmasked Estep Score: -5076752.000000 Penalty: 12351.231445 Iteration 51Q: 3 clusters Score -5076752 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13572 members Mstep: Class 2 contains 10352 members Entering Unmasked Estep Score: -5076766.500000 Penalty: 12351.231445 Iteration 52Q: 3 clusters Score -5076766 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13560 members Mstep: Class 2 contains 10364 members Entering Unmasked Estep Score: -5076768.000000 Penalty: 12351.231445 Iteration 53Q: 3 clusters Score -5076768 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13549 members Mstep: Class 2 contains 10375 members Entering Unmasked Estep Score: -5076768.500000 Penalty: 12351.231445 Iteration 54Q: 3 clusters Score -5076768 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13540 members Mstep: Class 2 contains 10384 members Entering Unmasked Estep Score: -5076762.000000 Penalty: 12351.231445 Iteration 55Q: 3 clusters Score -5076762 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13534 members Mstep: Class 2 contains 10390 members Entering Unmasked Estep Score: -5076761.500000 Penalty: 12351.231445 Iteration 56Q: 3 clusters Score -5076762 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13528 members Mstep: Class 2 contains 10396 members Entering Unmasked Estep Score: -5076765.500000 Penalty: 12351.231445 Iteration 57Q: 3 clusters Score -5076766 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13529 members Mstep: Class 2 contains 10395 members Entering Unmasked Estep Score: -5076761.000000 Penalty: 12351.231445 Iteration 58Q: 3 clusters Score -5076761 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13528 members Mstep: Class 2 contains 10396 members Entering Unmasked Estep Score: -5076764.500000 Penalty: 12351.231445 Iteration 59Q: 3 clusters Score -5076764 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13526 members Mstep: Class 2 contains 10398 members Entering Unmasked Estep Score: -5076765.500000 Penalty: 12351.231445 Iteration 60F: 3 clusters Score -5076766 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (34186 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34186 members Entering Unmasked Estep Score: -7573921.000000 Penalty: 6394.237305 Iteration 0F: 2 clusters Score -7573921 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17138 members Mstep: Class 2 contains 17048 members Entering Unmasked Estep Score: -7548457.500000 Penalty: 12788.474609 Iteration 0F: 3 clusters Score -7548458 nChanged 14655 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17095 members Mstep: Class 2 contains 17091 members Entering Unmasked Estep Score: -7556276.500000 Penalty: 12788.474609 Iteration 1F: 3 clusters Score -7556276 nChanged 2031 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17092 members Mstep: Class 2 contains 17094 members Entering Unmasked Estep Score: -7557084.500000 Penalty: 12788.474609 Iteration 2F: 3 clusters Score -7557084 nChanged 1587 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17097 members Mstep: Class 2 contains 17089 members Entering Unmasked Estep Score: -7557687.500000 Penalty: 12788.474609 Iteration 3Q: 3 clusters Score -7557688 nChanged 1338 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17125 members Mstep: Class 2 contains 17061 members Entering Unmasked Estep Score: -7558184.000000 Penalty: 12788.474609 Iteration 4Q: 3 clusters Score -7558184 nChanged 1228 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17097 members Mstep: Class 2 contains 17089 members Entering Unmasked Estep Score: -7558640.000000 Penalty: 12788.474609 Iteration 5Q: 3 clusters Score -7558640 nChanged 1156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17003 members Mstep: Class 2 contains 17183 members Entering Unmasked Estep Score: -7559098.000000 Penalty: 12788.474609 Iteration 6Q: 3 clusters Score -7559098 nChanged 1146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16947 members Mstep: Class 2 contains 17239 members Entering Unmasked Estep Score: -7559530.000000 Penalty: 12788.474609 Iteration 7Q: 3 clusters Score -7559530 nChanged 1086 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16921 members Mstep: Class 2 contains 17265 members Entering Unmasked Estep Score: -7560005.000000 Penalty: 12788.474609 Iteration 8Q: 3 clusters Score -7560005 nChanged 1096 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16899 members Mstep: Class 2 contains 17287 members Entering Unmasked Estep Score: -7560417.000000 Penalty: 12788.474609 Iteration 9Q: 3 clusters Score -7560417 nChanged 1091 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16872 members Mstep: Class 2 contains 17314 members Entering Unmasked Estep Score: -7560909.000000 Penalty: 12788.474609 Iteration 10Q: 3 clusters Score -7560909 nChanged 1074 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16892 members Mstep: Class 2 contains 17294 members Entering Unmasked Estep Score: -7561305.000000 Penalty: 12788.474609 Iteration 11Q: 3 clusters Score -7561305 nChanged 1054 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16960 members Mstep: Class 2 contains 17226 members Entering Unmasked Estep Score: -7561775.000000 Penalty: 12788.474609 Iteration 12Q: 3 clusters Score -7561775 nChanged 985 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17081 members Mstep: Class 2 contains 17105 members Entering Unmasked Estep Score: -7562177.000000 Penalty: 12788.474609 Iteration 13Q: 3 clusters Score -7562177 nChanged 924 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17259 members Mstep: Class 2 contains 16927 members Entering Unmasked Estep Score: -7562478.500000 Penalty: 12788.474609 Iteration 14Q: 3 clusters Score -7562478 nChanged 804 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17419 members Mstep: Class 2 contains 16767 members Entering Unmasked Estep Score: -7562767.500000 Penalty: 12788.474609 Iteration 15Q: 3 clusters Score -7562768 nChanged 755 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17618 members Mstep: Class 2 contains 16568 members Entering Unmasked Estep Score: -7562984.500000 Penalty: 12788.474609 Iteration 16Q: 3 clusters Score -7562984 nChanged 623 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17839 members Mstep: Class 2 contains 16347 members Entering Unmasked Estep Score: -7563141.000000 Penalty: 12788.474609 Iteration 17Q: 3 clusters Score -7563141 nChanged 557 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18110 members Mstep: Class 2 contains 16076 members Entering Unmasked Estep Score: -7563308.500000 Penalty: 12788.474609 Iteration 18Q: 3 clusters Score -7563308 nChanged 489 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18389 members Mstep: Class 2 contains 15797 members Entering Unmasked Estep Score: -7563424.500000 Penalty: 12788.474609 Iteration 19Q: 3 clusters Score -7563424 nChanged 414 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18697 members Mstep: Class 2 contains 15489 members Entering Unmasked Estep Score: -7563527.500000 Penalty: 12788.474609 Iteration 20F: 3 clusters Score -7563528 nChanged 395 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19030 members Mstep: Class 2 contains 15156 members Entering Unmasked Estep Score: -7563632.500000 Penalty: 12788.474609 Iteration 21Q: 3 clusters Score -7563632 nChanged 400 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19356 members Mstep: Class 2 contains 14830 members Entering Unmasked Estep Score: -7563695.000000 Penalty: 12788.474609 Iteration 22Q: 3 clusters Score -7563695 nChanged 392 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19686 members Mstep: Class 2 contains 14500 members Entering Unmasked Estep Score: -7563812.500000 Penalty: 12788.474609 Iteration 23Q: 3 clusters Score -7563812 nChanged 386 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20036 members Mstep: Class 2 contains 14150 members Entering Unmasked Estep Score: -7563908.000000 Penalty: 12788.474609 Iteration 24Q: 3 clusters Score -7563908 nChanged 415 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20425 members Mstep: Class 2 contains 13761 members Entering Unmasked Estep Score: -7564030.000000 Penalty: 12788.474609 Iteration 25Q: 3 clusters Score -7564030 nChanged 403 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20792 members Mstep: Class 2 contains 13394 members Entering Unmasked Estep Score: -7564146.000000 Penalty: 12788.474609 Iteration 26Q: 3 clusters Score -7564146 nChanged 397 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21173 members Mstep: Class 2 contains 13013 members Entering Unmasked Estep Score: -7564216.000000 Penalty: 12788.474609 Iteration 27Q: 3 clusters Score -7564216 nChanged 389 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21544 members Mstep: Class 2 contains 12642 members Entering Unmasked Estep Score: -7564282.000000 Penalty: 12788.474609 Iteration 28Q: 3 clusters Score -7564282 nChanged 413 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21935 members Mstep: Class 2 contains 12251 members Entering Unmasked Estep Score: -7564392.500000 Penalty: 12788.474609 Iteration 29Q: 3 clusters Score -7564392 nChanged 417 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22344 members Mstep: Class 2 contains 11842 members Entering Unmasked Estep Score: -7564538.500000 Penalty: 12788.474609 Iteration 30Q: 3 clusters Score -7564538 nChanged 418 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22754 members Mstep: Class 2 contains 11432 members Entering Unmasked Estep Score: -7564643.500000 Penalty: 12788.474609 Iteration 31Q: 3 clusters Score -7564644 nChanged 409 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23159 members Mstep: Class 2 contains 11027 members Entering Unmasked Estep Score: -7564763.000000 Penalty: 12788.474609 Iteration 32Q: 3 clusters Score -7564763 nChanged 444 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23601 members Mstep: Class 2 contains 10585 members Entering Unmasked Estep Score: -7564899.500000 Penalty: 12788.474609 Iteration 33Q: 3 clusters Score -7564900 nChanged 451 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24046 members Mstep: Class 2 contains 10140 members Entering Unmasked Estep Score: -7565003.500000 Penalty: 12788.474609 Iteration 34Q: 3 clusters Score -7565004 nChanged 463 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24505 members Mstep: Class 2 contains 9681 members Entering Unmasked Estep Score: -7565133.000000 Penalty: 12788.474609 Iteration 35Q: 3 clusters Score -7565133 nChanged 478 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24977 members Mstep: Class 2 contains 9209 members Entering Unmasked Estep Score: -7565283.000000 Penalty: 12788.474609 Iteration 36Q: 3 clusters Score -7565283 nChanged 487 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25460 members Mstep: Class 2 contains 8726 members Entering Unmasked Estep Score: -7565443.000000 Penalty: 12788.474609 Iteration 37Q: 3 clusters Score -7565443 nChanged 471 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25923 members Mstep: Class 2 contains 8263 members Entering Unmasked Estep Score: -7565623.000000 Penalty: 12788.474609 Iteration 38Q: 3 clusters Score -7565623 nChanged 506 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26419 members Mstep: Class 2 contains 7767 members Entering Unmasked Estep Score: -7565813.000000 Penalty: 12788.474609 Iteration 39Q: 3 clusters Score -7565813 nChanged 501 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26914 members Mstep: Class 2 contains 7272 members Entering Unmasked Estep Score: -7565970.000000 Penalty: 12788.474609 Iteration 40F: 3 clusters Score -7565970 nChanged 491 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27397 members Mstep: Class 2 contains 6789 members Entering Unmasked Estep Score: -7566173.000000 Penalty: 12788.474609 Iteration 41Q: 3 clusters Score -7566173 nChanged 481 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27868 members Mstep: Class 2 contains 6318 members Entering Unmasked Estep Score: -7566405.000000 Penalty: 12788.474609 Iteration 42Q: 3 clusters Score -7566405 nChanged 465 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28329 members Mstep: Class 2 contains 5857 members Entering Unmasked Estep Score: -7566575.500000 Penalty: 12788.474609 Iteration 43Q: 3 clusters Score -7566576 nChanged 423 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28748 members Mstep: Class 2 contains 5438 members Entering Unmasked Estep Score: -7566746.000000 Penalty: 12788.474609 Iteration 44Q: 3 clusters Score -7566746 nChanged 407 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29149 members Mstep: Class 2 contains 5037 members Entering Unmasked Estep Score: -7566890.000000 Penalty: 12788.474609 Iteration 45Q: 3 clusters Score -7566890 nChanged 376 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29517 members Mstep: Class 2 contains 4669 members Entering Unmasked Estep Score: -7567051.500000 Penalty: 12788.474609 Iteration 46Q: 3 clusters Score -7567052 nChanged 342 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29855 members Mstep: Class 2 contains 4331 members Entering Unmasked Estep Score: -7567179.000000 Penalty: 12788.474609 Iteration 47Q: 3 clusters Score -7567179 nChanged 286 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30129 members Mstep: Class 2 contains 4057 members Entering Unmasked Estep Score: -7567301.500000 Penalty: 12788.474609 Iteration 48Q: 3 clusters Score -7567302 nChanged 276 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30401 members Mstep: Class 2 contains 3785 members Entering Unmasked Estep Score: -7567419.000000 Penalty: 12788.474609 Iteration 49Q: 3 clusters Score -7567419 nChanged 252 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30647 members Mstep: Class 2 contains 3539 members Entering Unmasked Estep Score: -7567525.500000 Penalty: 12788.474609 Iteration 50Q: 3 clusters Score -7567526 nChanged 207 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30854 members Mstep: Class 2 contains 3332 members Entering Unmasked Estep Score: -7567614.000000 Penalty: 12788.474609 Iteration 51Q: 3 clusters Score -7567614 nChanged 183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31033 members Mstep: Class 2 contains 3153 members Entering Unmasked Estep Score: -7567673.000000 Penalty: 12788.474609 Iteration 52Q: 3 clusters Score -7567673 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31186 members Mstep: Class 2 contains 3000 members Entering Unmasked Estep Score: -7567735.500000 Penalty: 12788.474609 Iteration 53Q: 3 clusters Score -7567736 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31312 members Mstep: Class 2 contains 2874 members Entering Unmasked Estep Score: -7567797.000000 Penalty: 12788.474609 Iteration 54Q: 3 clusters Score -7567797 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31430 members Mstep: Class 2 contains 2756 members Entering Unmasked Estep Score: -7567832.000000 Penalty: 12788.474609 Iteration 55Q: 3 clusters Score -7567832 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31540 members Mstep: Class 2 contains 2646 members Entering Unmasked Estep Score: -7567902.500000 Penalty: 12788.474609 Iteration 56Q: 3 clusters Score -7567902 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31645 members Mstep: Class 2 contains 2541 members Entering Unmasked Estep Score: -7567968.500000 Penalty: 12788.474609 Iteration 57Q: 3 clusters Score -7567968 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31738 members Mstep: Class 2 contains 2448 members Entering Unmasked Estep Score: -7568023.500000 Penalty: 12788.474609 Iteration 58Q: 3 clusters Score -7568024 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31833 members Mstep: Class 2 contains 2353 members Entering Unmasked Estep Score: -7568081.500000 Penalty: 12788.474609 Iteration 59Q: 3 clusters Score -7568082 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31926 members Mstep: Class 2 contains 2260 members Entering Unmasked Estep Score: -7568132.000000 Penalty: 12788.474609 Iteration 60F: 3 clusters Score -7568132 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32007 members Mstep: Class 2 contains 2179 members Entering Unmasked Estep Score: -7568174.500000 Penalty: 12788.474609 Iteration 61Q: 3 clusters Score -7568174 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32070 members Mstep: Class 2 contains 2116 members Entering Unmasked Estep Score: -7568231.500000 Penalty: 12788.474609 Iteration 62Q: 3 clusters Score -7568232 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32132 members Mstep: Class 2 contains 2054 members Entering Unmasked Estep Score: -7568269.500000 Penalty: 12788.474609 Iteration 63Q: 3 clusters Score -7568270 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32174 members Mstep: Class 2 contains 2012 members Entering Unmasked Estep Score: -7568271.000000 Penalty: 12788.474609 Iteration 64Q: 3 clusters Score -7568271 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32222 members Mstep: Class 2 contains 1964 members Entering Unmasked Estep Score: -7568293.000000 Penalty: 12788.474609 Iteration 65Q: 3 clusters Score -7568293 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32257 members Mstep: Class 2 contains 1929 members Entering Unmasked Estep Score: -7568302.500000 Penalty: 12788.474609 Iteration 66Q: 3 clusters Score -7568302 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32281 members Mstep: Class 2 contains 1905 members Entering Unmasked Estep Score: -7568332.500000 Penalty: 12788.474609 Iteration 67Q: 3 clusters Score -7568332 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32302 members Mstep: Class 2 contains 1884 members Entering Unmasked Estep Score: -7568335.500000 Penalty: 12788.474609 Iteration 68Q: 3 clusters Score -7568336 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32328 members Mstep: Class 2 contains 1858 members Entering Unmasked Estep Score: -7568355.000000 Penalty: 12788.474609 Iteration 69Q: 3 clusters Score -7568355 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32352 members Mstep: Class 2 contains 1834 members Entering Unmasked Estep Score: -7568371.500000 Penalty: 12788.474609 Iteration 70Q: 3 clusters Score -7568372 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32376 members Mstep: Class 2 contains 1810 members Entering Unmasked Estep Score: -7568388.000000 Penalty: 12788.474609 Iteration 71Q: 3 clusters Score -7568388 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32400 members Mstep: Class 2 contains 1786 members Entering Unmasked Estep Score: -7568396.000000 Penalty: 12788.474609 Iteration 72Q: 3 clusters Score -7568396 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32419 members Mstep: Class 2 contains 1767 members Entering Unmasked Estep Score: -7568418.500000 Penalty: 12788.474609 Iteration 73Q: 3 clusters Score -7568418 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32432 members Mstep: Class 2 contains 1754 members Entering Unmasked Estep Score: -7568424.000000 Penalty: 12788.474609 Iteration 74Q: 3 clusters Score -7568424 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32442 members Mstep: Class 2 contains 1744 members Entering Unmasked Estep Score: -7568429.500000 Penalty: 12788.474609 Iteration 75Q: 3 clusters Score -7568430 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32451 members Mstep: Class 2 contains 1735 members Entering Unmasked Estep Score: -7568433.000000 Penalty: 12788.474609 Iteration 76Q: 3 clusters Score -7568433 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32462 members Mstep: Class 2 contains 1724 members Entering Unmasked Estep Score: -7568444.000000 Penalty: 12788.474609 Iteration 77Q: 3 clusters Score -7568444 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32482 members Mstep: Class 2 contains 1704 members Entering Unmasked Estep Score: -7568456.000000 Penalty: 12788.474609 Iteration 78Q: 3 clusters Score -7568456 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32497 members Mstep: Class 2 contains 1689 members Entering Unmasked Estep Score: -7568467.500000 Penalty: 12788.474609 Iteration 79Q: 3 clusters Score -7568468 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32506 members Mstep: Class 2 contains 1680 members Entering Unmasked Estep Score: -7568466.000000 Penalty: 12788.474609 Iteration 80F: 3 clusters Score -7568466 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32513 members Mstep: Class 2 contains 1673 members Entering Unmasked Estep Score: -7568461.000000 Penalty: 12788.474609 Iteration 81Q: 3 clusters Score -7568461 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32520 members Mstep: Class 2 contains 1666 members Entering Unmasked Estep Score: -7568471.000000 Penalty: 12788.474609 Iteration 82Q: 3 clusters Score -7568471 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32529 members Mstep: Class 2 contains 1657 members Entering Unmasked Estep Score: -7568475.000000 Penalty: 12788.474609 Iteration 83Q: 3 clusters Score -7568475 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32533 members Mstep: Class 2 contains 1653 members Entering Unmasked Estep Score: -7568481.500000 Penalty: 12788.474609 Iteration 84Q: 3 clusters Score -7568482 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32538 members Mstep: Class 2 contains 1648 members Entering Unmasked Estep Score: -7568486.000000 Penalty: 12788.474609 Iteration 85Q: 3 clusters Score -7568486 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32543 members Mstep: Class 2 contains 1643 members Entering Unmasked Estep Score: -7568491.500000 Penalty: 12788.474609 Iteration 86Q: 3 clusters Score -7568492 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32547 members Mstep: Class 2 contains 1639 members Entering Unmasked Estep Score: -7568485.500000 Penalty: 12788.474609 Iteration 87Q: 3 clusters Score -7568486 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32551 members Mstep: Class 2 contains 1635 members Entering Unmasked Estep Score: -7568489.000000 Penalty: 12788.474609 Iteration 88Q: 3 clusters Score -7568489 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32556 members Mstep: Class 2 contains 1630 members Entering Unmasked Estep Score: -7568491.500000 Penalty: 12788.474609 Iteration 89Q: 3 clusters Score -7568492 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32560 members Mstep: Class 2 contains 1626 members Entering Unmasked Estep Score: -7568488.500000 Penalty: 12788.474609 Iteration 90Q: 3 clusters Score -7568488 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32566 members Mstep: Class 2 contains 1620 members Entering Unmasked Estep Score: -7568498.500000 Penalty: 12788.474609 Iteration 91Q: 3 clusters Score -7568498 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32569 members Mstep: Class 2 contains 1617 members Entering Unmasked Estep Score: -7568497.500000 Penalty: 12788.474609 Iteration 92Q: 3 clusters Score -7568498 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32568 members Mstep: Class 2 contains 1618 members Entering Unmasked Estep Score: -7568501.000000 Penalty: 12788.474609 Iteration 93Q: 3 clusters Score -7568501 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32570 members Mstep: Class 2 contains 1616 members Entering Unmasked Estep Score: -7568508.000000 Penalty: 12788.474609 Iteration 94Q: 3 clusters Score -7568508 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32570 members Mstep: Class 2 contains 1616 members Entering Unmasked Estep Score: -7568503.000000 Penalty: 12788.474609 Iteration 95Q: 3 clusters Score -7568503 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32574 members Mstep: Class 2 contains 1612 members Entering Unmasked Estep Score: -7568510.500000 Penalty: 12788.474609 Iteration 96Q: 3 clusters Score -7568510 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32580 members Mstep: Class 2 contains 1606 members Entering Unmasked Estep Score: -7568519.000000 Penalty: 12788.474609 Iteration 97Q: 3 clusters Score -7568519 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32587 members Mstep: Class 2 contains 1599 members Entering Unmasked Estep Score: -7568528.500000 Penalty: 12788.474609 Iteration 98Q: 3 clusters Score -7568528 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32595 members Mstep: Class 2 contains 1591 members Entering Unmasked Estep Score: -7568523.000000 Penalty: 12788.474609 Iteration 99Q: 3 clusters Score -7568523 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32600 members Mstep: Class 2 contains 1586 members Entering Unmasked Estep Score: -7568528.500000 Penalty: 12788.474609 Iteration 100F: 3 clusters Score -7568528 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32606 members Mstep: Class 2 contains 1580 members Entering Unmasked Estep Score: -7568538.000000 Penalty: 12788.474609 Iteration 101Q: 3 clusters Score -7568538 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32612 members Mstep: Class 2 contains 1574 members Entering Unmasked Estep Score: -7568551.500000 Penalty: 12788.474609 Iteration 102Q: 3 clusters Score -7568552 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32613 members Mstep: Class 2 contains 1573 members Entering Unmasked Estep Score: -7568549.500000 Penalty: 12788.474609 Iteration 103Q: 3 clusters Score -7568550 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32615 members Mstep: Class 2 contains 1571 members Entering Unmasked Estep Score: -7568558.500000 Penalty: 12788.474609 Iteration 104Q: 3 clusters Score -7568558 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32621 members Mstep: Class 2 contains 1565 members Entering Unmasked Estep Score: -7568542.000000 Penalty: 12788.474609 Iteration 105Q: 3 clusters Score -7568542 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32624 members Mstep: Class 2 contains 1562 members Entering Unmasked Estep Score: -7568554.500000 Penalty: 12788.474609 Iteration 106Q: 3 clusters Score -7568554 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32628 members Mstep: Class 2 contains 1558 members Entering Unmasked Estep Score: -7568564.500000 Penalty: 12788.474609 Iteration 107Q: 3 clusters Score -7568564 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32631 members Mstep: Class 2 contains 1555 members Entering Unmasked Estep Score: -7568566.500000 Penalty: 12788.474609 Iteration 108Q: 3 clusters Score -7568566 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32630 members Mstep: Class 2 contains 1556 members Entering Unmasked Estep Score: -7568569.500000 Penalty: 12788.474609 Iteration 109Q: 3 clusters Score -7568570 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32632 members Mstep: Class 2 contains 1554 members Entering Unmasked Estep Score: -7568568.000000 Penalty: 12788.474609 Iteration 110Q: 3 clusters Score -7568568 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32632 members Mstep: Class 2 contains 1554 members Entering Unmasked Estep Score: -7568568.000000 Penalty: 12788.474609 Iteration 111F: 3 clusters Score -7568568 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (8961 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8961 members Entering Unmasked Estep Score: -1885894.875000 Penalty: 5574.140625 Iteration 0F: 2 clusters Score -1885895 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4461 members Mstep: Class 2 contains 4500 members Entering Unmasked Estep Score: -1876314.875000 Penalty: 11148.281250 Iteration 0F: 3 clusters Score -1876315 nChanged 3241 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4412 members Mstep: Class 2 contains 4549 members Entering Unmasked Estep Score: -1878222.125000 Penalty: 11148.281250 Iteration 1F: 3 clusters Score -1878222 nChanged 669 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4405 members Mstep: Class 2 contains 4556 members Entering Unmasked Estep Score: -1878727.625000 Penalty: 11148.281250 Iteration 2F: 3 clusters Score -1878728 nChanged 499 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4408 members Mstep: Class 2 contains 4553 members Entering Unmasked Estep Score: -1879099.250000 Penalty: 11148.281250 Iteration 3F: 3 clusters Score -1879099 nChanged 349 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4421 members Mstep: Class 2 contains 4540 members Entering Unmasked Estep Score: -1879382.750000 Penalty: 11148.281250 Iteration 4Q: 3 clusters Score -1879383 nChanged 318 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4411 members Mstep: Class 2 contains 4550 members Entering Unmasked Estep Score: -1879639.750000 Penalty: 11148.281250 Iteration 5Q: 3 clusters Score -1879640 nChanged 295 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4436 members Mstep: Class 2 contains 4525 members Entering Unmasked Estep Score: -1879874.000000 Penalty: 11148.281250 Iteration 6Q: 3 clusters Score -1879874 nChanged 292 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4482 members Mstep: Class 2 contains 4479 members Entering Unmasked Estep Score: -1880088.375000 Penalty: 11148.281250 Iteration 7Q: 3 clusters Score -1880088 nChanged 289 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4551 members Mstep: Class 2 contains 4410 members Entering Unmasked Estep Score: -1880326.250000 Penalty: 11148.281250 Iteration 8Q: 3 clusters Score -1880326 nChanged 289 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4630 members Mstep: Class 2 contains 4331 members Entering Unmasked Estep Score: -1880533.500000 Penalty: 11148.281250 Iteration 9Q: 3 clusters Score -1880534 nChanged 268 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4728 members Mstep: Class 2 contains 4233 members Entering Unmasked Estep Score: -1880720.125000 Penalty: 11148.281250 Iteration 10Q: 3 clusters Score -1880720 nChanged 268 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4840 members Mstep: Class 2 contains 4121 members Entering Unmasked Estep Score: -1880900.750000 Penalty: 11148.281250 Iteration 11Q: 3 clusters Score -1880901 nChanged 257 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4957 members Mstep: Class 2 contains 4004 members Entering Unmasked Estep Score: -1881092.375000 Penalty: 11148.281250 Iteration 12Q: 3 clusters Score -1881092 nChanged 292 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5079 members Mstep: Class 2 contains 3882 members Entering Unmasked Estep Score: -1881335.500000 Penalty: 11148.281250 Iteration 13Q: 3 clusters Score -1881336 nChanged 306 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5227 members Mstep: Class 2 contains 3734 members Entering Unmasked Estep Score: -1881593.375000 Penalty: 11148.281250 Iteration 14Q: 3 clusters Score -1881593 nChanged 295 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5376 members Mstep: Class 2 contains 3585 members Entering Unmasked Estep Score: -1881858.125000 Penalty: 11148.281250 Iteration 15Q: 3 clusters Score -1881858 nChanged 272 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5486 members Mstep: Class 2 contains 3475 members Entering Unmasked Estep Score: -1882081.000000 Penalty: 11148.281250 Iteration 16Q: 3 clusters Score -1882081 nChanged 216 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5574 members Mstep: Class 2 contains 3387 members Entering Unmasked Estep Score: -1882269.250000 Penalty: 11148.281250 Iteration 17Q: 3 clusters Score -1882269 nChanged 194 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5656 members Mstep: Class 2 contains 3305 members Entering Unmasked Estep Score: -1882426.500000 Penalty: 11148.281250 Iteration 18Q: 3 clusters Score -1882426 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5710 members Mstep: Class 2 contains 3251 members Entering Unmasked Estep Score: -1882542.375000 Penalty: 11148.281250 Iteration 19Q: 3 clusters Score -1882542 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5762 members Mstep: Class 2 contains 3199 members Entering Unmasked Estep Score: -1882643.625000 Penalty: 11148.281250 Iteration 20F: 3 clusters Score -1882644 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5776 members Mstep: Class 2 contains 3185 members Entering Unmasked Estep Score: -1882710.375000 Penalty: 11148.281250 Iteration 21Q: 3 clusters Score -1882710 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5789 members Mstep: Class 2 contains 3172 members Entering Unmasked Estep Score: -1882764.375000 Penalty: 11148.281250 Iteration 22Q: 3 clusters Score -1882764 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5796 members Mstep: Class 2 contains 3165 members Entering Unmasked Estep Score: -1882811.750000 Penalty: 11148.281250 Iteration 23Q: 3 clusters Score -1882812 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5796 members Mstep: Class 2 contains 3165 members Entering Unmasked Estep Score: -1882854.875000 Penalty: 11148.281250 Iteration 24Q: 3 clusters Score -1882855 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5794 members Mstep: Class 2 contains 3167 members Entering Unmasked Estep Score: -1882893.750000 Penalty: 11148.281250 Iteration 25Q: 3 clusters Score -1882894 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5781 members Mstep: Class 2 contains 3180 members Entering Unmasked Estep Score: -1882937.875000 Penalty: 11148.281250 Iteration 26Q: 3 clusters Score -1882938 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5757 members Mstep: Class 2 contains 3204 members Entering Unmasked Estep Score: -1882998.000000 Penalty: 11148.281250 Iteration 27Q: 3 clusters Score -1882998 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5723 members Mstep: Class 2 contains 3238 members Entering Unmasked Estep Score: -1883049.625000 Penalty: 11148.281250 Iteration 28Q: 3 clusters Score -1883050 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5705 members Mstep: Class 2 contains 3256 members Entering Unmasked Estep Score: -1883116.000000 Penalty: 11148.281250 Iteration 29Q: 3 clusters Score -1883116 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5694 members Mstep: Class 2 contains 3267 members Entering Unmasked Estep Score: -1883190.375000 Penalty: 11148.281250 Iteration 30Q: 3 clusters Score -1883190 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5685 members Mstep: Class 2 contains 3276 members Entering Unmasked Estep Score: -1883295.000000 Penalty: 11148.281250 Iteration 31Q: 3 clusters Score -1883295 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5658 members Mstep: Class 2 contains 3303 members Entering Unmasked Estep Score: -1883383.375000 Penalty: 11148.281250 Iteration 32Q: 3 clusters Score -1883383 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5608 members Mstep: Class 2 contains 3353 members Entering Unmasked Estep Score: -1883475.000000 Penalty: 11148.281250 Iteration 33Q: 3 clusters Score -1883475 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5584 members Mstep: Class 2 contains 3377 members Entering Unmasked Estep Score: -1883536.500000 Penalty: 11148.281250 Iteration 34Q: 3 clusters Score -1883536 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5556 members Mstep: Class 2 contains 3405 members Entering Unmasked Estep Score: -1883596.625000 Penalty: 11148.281250 Iteration 35Q: 3 clusters Score -1883597 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5525 members Mstep: Class 2 contains 3436 members Entering Unmasked Estep Score: -1883635.875000 Penalty: 11148.281250 Iteration 36Q: 3 clusters Score -1883636 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5508 members Mstep: Class 2 contains 3453 members Entering Unmasked Estep Score: -1883660.250000 Penalty: 11148.281250 Iteration 37Q: 3 clusters Score -1883660 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5488 members Mstep: Class 2 contains 3473 members Entering Unmasked Estep Score: -1883675.625000 Penalty: 11148.281250 Iteration 38Q: 3 clusters Score -1883676 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5471 members Mstep: Class 2 contains 3490 members Entering Unmasked Estep Score: -1883688.000000 Penalty: 11148.281250 Iteration 39Q: 3 clusters Score -1883688 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5457 members Mstep: Class 2 contains 3504 members Entering Unmasked Estep Score: -1883695.500000 Penalty: 11148.281250 Iteration 40F: 3 clusters Score -1883696 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5449 members Mstep: Class 2 contains 3512 members Entering Unmasked Estep Score: -1883698.500000 Penalty: 11148.281250 Iteration 41Q: 3 clusters Score -1883698 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5443 members Mstep: Class 2 contains 3518 members Entering Unmasked Estep Score: -1883703.250000 Penalty: 11148.281250 Iteration 42Q: 3 clusters Score -1883703 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5436 members Mstep: Class 2 contains 3525 members Entering Unmasked Estep Score: -1883702.000000 Penalty: 11148.281250 Iteration 43Q: 3 clusters Score -1883702 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5427 members Mstep: Class 2 contains 3534 members Entering Unmasked Estep Score: -1883715.250000 Penalty: 11148.281250 Iteration 44Q: 3 clusters Score -1883715 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5417 members Mstep: Class 2 contains 3544 members Entering Unmasked Estep Score: -1883713.625000 Penalty: 11148.281250 Iteration 45Q: 3 clusters Score -1883714 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5407 members Mstep: Class 2 contains 3554 members Entering Unmasked Estep Score: -1883721.125000 Penalty: 11148.281250 Iteration 46Q: 3 clusters Score -1883721 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5400 members Mstep: Class 2 contains 3561 members Entering Unmasked Estep Score: -1883727.375000 Penalty: 11148.281250 Iteration 47Q: 3 clusters Score -1883727 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5393 members Mstep: Class 2 contains 3568 members Entering Unmasked Estep Score: -1883730.500000 Penalty: 11148.281250 Iteration 48Q: 3 clusters Score -1883730 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5389 members Mstep: Class 2 contains 3572 members Entering Unmasked Estep Score: -1883731.125000 Penalty: 11148.281250 Iteration 49Q: 3 clusters Score -1883731 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5381 members Mstep: Class 2 contains 3580 members Entering Unmasked Estep Score: -1883737.000000 Penalty: 11148.281250 Iteration 50Q: 3 clusters Score -1883737 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5375 members Mstep: Class 2 contains 3586 members Entering Unmasked Estep Score: -1883732.500000 Penalty: 11148.281250 Iteration 51Q: 3 clusters Score -1883732 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5371 members Mstep: Class 2 contains 3590 members Entering Unmasked Estep Score: -1883730.750000 Penalty: 11148.281250 Iteration 52Q: 3 clusters Score -1883731 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5369 members Mstep: Class 2 contains 3592 members Entering Unmasked Estep Score: -1883734.500000 Penalty: 11148.281250 Iteration 53Q: 3 clusters Score -1883734 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5364 members Mstep: Class 2 contains 3597 members Entering Unmasked Estep Score: -1883738.500000 Penalty: 11148.281250 Iteration 54Q: 3 clusters Score -1883738 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5363 members Mstep: Class 2 contains 3598 members Entering Unmasked Estep Score: -1883737.750000 Penalty: 11148.281250 Iteration 55Q: 3 clusters Score -1883738 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5362 members Mstep: Class 2 contains 3599 members Entering Unmasked Estep Score: -1883738.500000 Penalty: 11148.281250 Iteration 56Q: 3 clusters Score -1883738 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5360 members Mstep: Class 2 contains 3601 members Entering Unmasked Estep Score: -1883738.250000 Penalty: 11148.281250 Iteration 57Q: 3 clusters Score -1883738 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5357 members Mstep: Class 2 contains 3604 members Entering Unmasked Estep Score: -1883734.875000 Penalty: 11148.281250 Iteration 58Q: 3 clusters Score -1883735 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5357 members Mstep: Class 2 contains 3604 members Entering Unmasked Estep Score: -1883734.875000 Penalty: 11148.281250 Iteration 59F: 3 clusters Score -1883735 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (24443 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24443 members Entering Unmasked Estep Score: -5285516.500000 Penalty: 6188.760742 Iteration 0F: 2 clusters Score -5285516 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12229 members Mstep: Class 2 contains 12214 members Entering Unmasked Estep Score: -5266387.500000 Penalty: 12377.521484 Iteration 0F: 3 clusters Score -5266388 nChanged 10180 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12659 members Mstep: Class 2 contains 11784 members Entering Unmasked Estep Score: -5272509.500000 Penalty: 12377.521484 Iteration 1F: 3 clusters Score -5272510 nChanged 2015 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13330 members Mstep: Class 2 contains 11113 members Entering Unmasked Estep Score: -5274328.000000 Penalty: 12377.521484 Iteration 2F: 3 clusters Score -5274328 nChanged 2062 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14394 members Mstep: Class 2 contains 10049 members Entering Unmasked Estep Score: -5276185.000000 Penalty: 12377.521484 Iteration 3F: 3 clusters Score -5276185 nChanged 2095 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15701 members Mstep: Class 2 contains 8742 members Entering Unmasked Estep Score: -5277854.000000 Penalty: 12377.521484 Iteration 4F: 3 clusters Score -5277854 nChanged 1823 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17060 members Mstep: Class 2 contains 7383 members Entering Unmasked Estep Score: -5279374.000000 Penalty: 12377.521484 Iteration 5F: 3 clusters Score -5279374 nChanged 1551 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18335 members Mstep: Class 2 contains 6108 members Entering Unmasked Estep Score: -5280642.000000 Penalty: 12377.521484 Iteration 6F: 3 clusters Score -5280642 nChanged 1166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19349 members Mstep: Class 2 contains 5094 members Entering Unmasked Estep Score: -5281529.500000 Penalty: 12377.521484 Iteration 7Q: 3 clusters Score -5281530 nChanged 865 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20144 members Mstep: Class 2 contains 4299 members Entering Unmasked Estep Score: -5282143.500000 Penalty: 12377.521484 Iteration 8Q: 3 clusters Score -5282144 nChanged 630 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20734 members Mstep: Class 2 contains 3709 members Entering Unmasked Estep Score: -5282551.500000 Penalty: 12377.521484 Iteration 9Q: 3 clusters Score -5282552 nChanged 467 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21181 members Mstep: Class 2 contains 3262 members Entering Unmasked Estep Score: -5282828.500000 Penalty: 12377.521484 Iteration 10Q: 3 clusters Score -5282828 nChanged 354 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21519 members Mstep: Class 2 contains 2924 members Entering Unmasked Estep Score: -5283069.000000 Penalty: 12377.521484 Iteration 11Q: 3 clusters Score -5283069 nChanged 284 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21793 members Mstep: Class 2 contains 2650 members Entering Unmasked Estep Score: -5283243.500000 Penalty: 12377.521484 Iteration 12Q: 3 clusters Score -5283244 nChanged 202 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21989 members Mstep: Class 2 contains 2454 members Entering Unmasked Estep Score: -5283367.000000 Penalty: 12377.521484 Iteration 13Q: 3 clusters Score -5283367 nChanged 169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22156 members Mstep: Class 2 contains 2287 members Entering Unmasked Estep Score: -5283449.000000 Penalty: 12377.521484 Iteration 14Q: 3 clusters Score -5283449 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22285 members Mstep: Class 2 contains 2158 members Entering Unmasked Estep Score: -5283518.500000 Penalty: 12377.521484 Iteration 15Q: 3 clusters Score -5283518 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22395 members Mstep: Class 2 contains 2048 members Entering Unmasked Estep Score: -5283556.500000 Penalty: 12377.521484 Iteration 16Q: 3 clusters Score -5283556 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22475 members Mstep: Class 2 contains 1968 members Entering Unmasked Estep Score: -5283599.000000 Penalty: 12377.521484 Iteration 17Q: 3 clusters Score -5283599 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22540 members Mstep: Class 2 contains 1903 members Entering Unmasked Estep Score: -5283620.500000 Penalty: 12377.521484 Iteration 18Q: 3 clusters Score -5283620 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22590 members Mstep: Class 2 contains 1853 members Entering Unmasked Estep Score: -5283649.000000 Penalty: 12377.521484 Iteration 19Q: 3 clusters Score -5283649 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22616 members Mstep: Class 2 contains 1827 members Entering Unmasked Estep Score: -5283649.000000 Penalty: 12377.521484 Iteration 20F: 3 clusters Score -5283649 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22644 members Mstep: Class 2 contains 1799 members Entering Unmasked Estep Score: -5283667.500000 Penalty: 12377.521484 Iteration 21Q: 3 clusters Score -5283668 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22663 members Mstep: Class 2 contains 1780 members Entering Unmasked Estep Score: -5283673.500000 Penalty: 12377.521484 Iteration 22Q: 3 clusters Score -5283674 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22674 members Mstep: Class 2 contains 1769 members Entering Unmasked Estep Score: -5283673.000000 Penalty: 12377.521484 Iteration 23Q: 3 clusters Score -5283673 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22686 members Mstep: Class 2 contains 1757 members Entering Unmasked Estep Score: -5283679.500000 Penalty: 12377.521484 Iteration 24Q: 3 clusters Score -5283680 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22698 members Mstep: Class 2 contains 1745 members Entering Unmasked Estep Score: -5283685.000000 Penalty: 12377.521484 Iteration 25Q: 3 clusters Score -5283685 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22708 members Mstep: Class 2 contains 1735 members Entering Unmasked Estep Score: -5283677.500000 Penalty: 12377.521484 Iteration 26Q: 3 clusters Score -5283678 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22718 members Mstep: Class 2 contains 1725 members Entering Unmasked Estep Score: -5283688.000000 Penalty: 12377.521484 Iteration 27Q: 3 clusters Score -5283688 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22727 members Mstep: Class 2 contains 1716 members Entering Unmasked Estep Score: -5283696.000000 Penalty: 12377.521484 Iteration 28Q: 3 clusters Score -5283696 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22732 members Mstep: Class 2 contains 1711 members Entering Unmasked Estep Score: -5283701.500000 Penalty: 12377.521484 Iteration 29Q: 3 clusters Score -5283702 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22733 members Mstep: Class 2 contains 1710 members Entering Unmasked Estep Score: -5283698.500000 Penalty: 12377.521484 Iteration 30Q: 3 clusters Score -5283698 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22735 members Mstep: Class 2 contains 1708 members Entering Unmasked Estep Score: -5283702.500000 Penalty: 12377.521484 Iteration 31Q: 3 clusters Score -5283702 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22739 members Mstep: Class 2 contains 1704 members Entering Unmasked Estep Score: -5283696.000000 Penalty: 12377.521484 Iteration 32Q: 3 clusters Score -5283696 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22740 members Mstep: Class 2 contains 1703 members Entering Unmasked Estep Score: -5283695.500000 Penalty: 12377.521484 Iteration 33Q: 3 clusters Score -5283696 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22740 members Mstep: Class 2 contains 1703 members Entering Unmasked Estep Score: -5283695.500000 Penalty: 12377.521484 Iteration 34F: 3 clusters Score -5283696 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (625 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 625 members Entering Unmasked Estep Score: -125030.453125 Penalty: 3943.123047 Iteration 0F: 2 clusters Score -125030.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 307 members Mstep: Class 2 contains 318 members Entering Unmasked Estep Score: -121437.656250 Penalty: 7886.246094 Iteration 0F: 3 clusters Score -121437.7 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 303 members Mstep: Class 2 contains 322 members Entering Unmasked Estep Score: -121596.671875 Penalty: 7886.246094 Iteration 1F: 3 clusters Score -121596.7 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 301 members Mstep: Class 2 contains 324 members Entering Unmasked Estep Score: -121677.507812 Penalty: 7886.246094 Iteration 2Q: 3 clusters Score -121677.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 308 members Mstep: Class 2 contains 317 members Entering Unmasked Estep Score: -121726.531250 Penalty: 7886.246094 Iteration 3Q: 3 clusters Score -121726.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 308 members Mstep: Class 2 contains 317 members Entering Unmasked Estep Score: -121747.101562 Penalty: 7886.246094 Iteration 4Q: 3 clusters Score -121747.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 306 members Mstep: Class 2 contains 319 members Entering Unmasked Estep Score: -121773.625000 Penalty: 7886.246094 Iteration 5Q: 3 clusters Score -121773.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 307 members Mstep: Class 2 contains 318 members Entering Unmasked Estep Score: -121780.585938 Penalty: 7886.246094 Iteration 6Q: 3 clusters Score -121780.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 308 members Mstep: Class 2 contains 317 members Entering Unmasked Estep Score: -121785.226562 Penalty: 7886.246094 Iteration 7Q: 3 clusters Score -121785.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 309 members Mstep: Class 2 contains 316 members Entering Unmasked Estep Score: -121792.867188 Penalty: 7886.246094 Iteration 8Q: 3 clusters Score -121792.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 310 members Mstep: Class 2 contains 315 members Entering Unmasked Estep Score: -121802.671875 Penalty: 7886.246094 Iteration 9Q: 3 clusters Score -121802.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 313 members Mstep: Class 2 contains 312 members Entering Unmasked Estep Score: -121843.210938 Penalty: 7886.246094 Iteration 10Q: 3 clusters Score -121843.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 317 members Mstep: Class 2 contains 308 members Entering Unmasked Estep Score: -121878.203125 Penalty: 7886.246094 Iteration 11Q: 3 clusters Score -121878.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 317 members Mstep: Class 2 contains 308 members Entering Unmasked Estep Score: -121882.960938 Penalty: 7886.246094 Iteration 12Q: 3 clusters Score -121883 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 319 members Mstep: Class 2 contains 306 members Entering Unmasked Estep Score: -121890.554688 Penalty: 7886.246094 Iteration 13Q: 3 clusters Score -121890.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 321 members Mstep: Class 2 contains 304 members Entering Unmasked Estep Score: -121903.007812 Penalty: 7886.246094 Iteration 14Q: 3 clusters Score -121903 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 320 members Mstep: Class 2 contains 305 members Entering Unmasked Estep Score: -121908.250000 Penalty: 7886.246094 Iteration 15Q: 3 clusters Score -121908.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 320 members Mstep: Class 2 contains 305 members Entering Unmasked Estep Score: -121908.250000 Penalty: 7886.246094 Iteration 16F: 3 clusters Score -121908.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 22 (1321 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1321 members Entering Unmasked Estep Score: -250604.734375 Penalty: 4401.513184 Iteration 0F: 2 clusters Score -250604.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 673 members Mstep: Class 2 contains 648 members Entering Unmasked Estep Score: -246602.281250 Penalty: 8803.026367 Iteration 0F: 3 clusters Score -246602.3 nChanged 318 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 773 members Mstep: Class 2 contains 548 members Entering Unmasked Estep Score: -247699.890625 Penalty: 8803.026367 Iteration 1F: 3 clusters Score -247699.9 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 850 members Mstep: Class 2 contains 471 members Entering Unmasked Estep Score: -248353.203125 Penalty: 8803.026367 Iteration 2F: 3 clusters Score -248353.2 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 926 members Mstep: Class 2 contains 395 members Entering Unmasked Estep Score: -249103.796875 Penalty: 8803.026367 Iteration 3F: 3 clusters Score -249103.8 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 968 members Mstep: Class 2 contains 353 members Entering Unmasked Estep Score: -249882.734375 Penalty: 8803.026367 Iteration 4F: 3 clusters Score -249882.7 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1010 members Mstep: Class 2 contains 311 members Entering Unmasked Estep Score: -250301.250000 Penalty: 8803.026367 Iteration 5Q: 3 clusters Score -250301.2 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1031 members Mstep: Class 2 contains 290 members Entering Unmasked Estep Score: -250756.718750 Penalty: 8803.026367 Iteration 6Q: 3 clusters Score -250756.7 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1041 members Mstep: Class 2 contains 280 members Entering Unmasked Estep Score: -251058.171875 Penalty: 8803.026367 Iteration 7Q: 3 clusters Score -251058.2 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1046 members Mstep: Class 2 contains 275 members Entering Unmasked Estep Score: -251155.062500 Penalty: 8803.026367 Iteration 8Q: 3 clusters Score -251155.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1052 members Mstep: Class 2 contains 269 members Entering Unmasked Estep Score: -251191.234375 Penalty: 8803.026367 Iteration 9Q: 3 clusters Score -251191.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1049 members Mstep: Class 2 contains 272 members Entering Unmasked Estep Score: -251212.812500 Penalty: 8803.026367 Iteration 10Q: 3 clusters Score -251212.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1045 members Mstep: Class 2 contains 276 members Entering Unmasked Estep Score: -251234.531250 Penalty: 8803.026367 Iteration 11Q: 3 clusters Score -251234.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1043 members Mstep: Class 2 contains 278 members Entering Unmasked Estep Score: -251248.734375 Penalty: 8803.026367 Iteration 12Q: 3 clusters Score -251248.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1036 members Mstep: Class 2 contains 285 members Entering Unmasked Estep Score: -251287.953125 Penalty: 8803.026367 Iteration 13Q: 3 clusters Score -251288 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1030 members Mstep: Class 2 contains 291 members Entering Unmasked Estep Score: -251312.921875 Penalty: 8803.026367 Iteration 14Q: 3 clusters Score -251312.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1030 members Mstep: Class 2 contains 291 members Entering Unmasked Estep Score: -251318.937500 Penalty: 8803.026367 Iteration 15Q: 3 clusters Score -251318.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1029 members Mstep: Class 2 contains 292 members Entering Unmasked Estep Score: -251322.453125 Penalty: 8803.026367 Iteration 16Q: 3 clusters Score -251322.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1029 members Mstep: Class 2 contains 292 members Entering Unmasked Estep Score: -251322.453125 Penalty: 8803.026367 Iteration 17F: 3 clusters Score -251322.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 32 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 41951 members Mstep: Class 3 contains 857 members Mstep: Class 4 contains 1557 members Mstep: Class 5 contains 23137 members Mstep: Class 6 contains 26088 members Mstep: Class 7 contains 292 members Mstep: Class 8 contains 1477 members Mstep: Class 9 contains 793 members Mstep: Class 10 contains 140506 members Mstep: Class 11 contains 62209 members Mstep: Class 12 contains 523 members Mstep: Class 13 contains 457 members Mstep: Class 14 contains 159716 members Mstep: Class 15 contains 23924 members Mstep: Class 16 contains 34186 members Mstep: Class 18 contains 8961 members Mstep: Class 19 contains 24443 members Mstep: Class 21 contains 625 members Mstep: Class 22 contains 1029 members Mstep: Class 23 contains 125754 members Entering Unmasked Estep Score: -147538400.000000 Penalty: 172723.218750 Splitting cluster 22 changes total score from -147541472.000000 to -147538400.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 23 (125754 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 125754 members Entering Unmasked Estep Score: -27626654.000000 Penalty: 7192.025391 Iteration 0F: 2 clusters Score -2.762665e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62774 members Mstep: Class 2 contains 62980 members Entering Unmasked Estep Score: -27541834.000000 Penalty: 14384.050781 Iteration 0F: 3 clusters Score -2.754183e+07 nChanged 58260 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61666 members Mstep: Class 2 contains 64088 members Entering Unmasked Estep Score: -27573722.000000 Penalty: 14384.050781 Iteration 1F: 3 clusters Score -2.757372e+07 nChanged 4988 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60926 members Mstep: Class 2 contains 64828 members Entering Unmasked Estep Score: -27575104.000000 Penalty: 14384.050781 Iteration 2Q: 3 clusters Score -2.75751e+07 nChanged 4514 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59928 members Mstep: Class 2 contains 65826 members Entering Unmasked Estep Score: -27576184.000000 Penalty: 14384.050781 Iteration 3Q: 3 clusters Score -2.757618e+07 nChanged 4081 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58475 members Mstep: Class 2 contains 67279 members Entering Unmasked Estep Score: -27577214.000000 Penalty: 14384.050781 Iteration 4Q: 3 clusters Score -2.757721e+07 nChanged 3971 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56444 members Mstep: Class 2 contains 69310 members Entering Unmasked Estep Score: -27578302.000000 Penalty: 14384.050781 Iteration 5Q: 3 clusters Score -2.75783e+07 nChanged 4247 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53509 members Mstep: Class 2 contains 72245 members Entering Unmasked Estep Score: -27579576.000000 Penalty: 14384.050781 Iteration 6Q: 3 clusters Score -2.757958e+07 nChanged 4836 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49441 members Mstep: Class 2 contains 76313 members Entering Unmasked Estep Score: -27581376.000000 Penalty: 14384.050781 Iteration 7Q: 3 clusters Score -2.758138e+07 nChanged 5961 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43908 members Mstep: Class 2 contains 81846 members Entering Unmasked Estep Score: -27584098.000000 Penalty: 14384.050781 Iteration 8Q: 3 clusters Score -2.75841e+07 nChanged 7646 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36484 members Mstep: Class 2 contains 89270 members Entering Unmasked Estep Score: -27588836.000000 Penalty: 14384.050781 Iteration 9F: 3 clusters Score -2.758884e+07 nChanged 9171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27417 members Mstep: Class 2 contains 98337 members Entering Unmasked Estep Score: -27596014.000000 Penalty: 14384.050781 Iteration 10F: 3 clusters Score -2.759601e+07 nChanged 9617 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17840 members Mstep: Class 2 contains 107914 members Entering Unmasked Estep Score: -27604348.000000 Penalty: 14384.050781 Iteration 11F: 3 clusters Score -2.760435e+07 nChanged 7924 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9938 members Mstep: Class 2 contains 115816 members Entering Unmasked Estep Score: -27611640.000000 Penalty: 14384.050781 Iteration 12F: 3 clusters Score -2.761164e+07 nChanged 4973 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4977 members Mstep: Class 2 contains 120777 members Entering Unmasked Estep Score: -27616184.000000 Penalty: 14384.050781 Iteration 13Q: 3 clusters Score -2.761618e+07 nChanged 2547 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2450 members Mstep: Class 2 contains 123304 members Entering Unmasked Estep Score: -27618382.000000 Penalty: 14384.050781 Iteration 14Q: 3 clusters Score -2.761838e+07 nChanged 1039 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1419 members Mstep: Class 2 contains 124335 members Entering Unmasked Estep Score: -27619298.000000 Penalty: 14384.050781 Iteration 15Q: 3 clusters Score -2.76193e+07 nChanged 429 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1022 members Mstep: Class 2 contains 124732 members Entering Unmasked Estep Score: -27619644.000000 Penalty: 14384.050781 Iteration 16Q: 3 clusters Score -2.761964e+07 nChanged 204 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 836 members Mstep: Class 2 contains 124918 members Entering Unmasked Estep Score: -27619928.000000 Penalty: 14384.050781 Iteration 17Q: 3 clusters Score -2.761993e+07 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 750 members Mstep: Class 2 contains 125004 members Entering Unmasked Estep Score: -27620022.000000 Penalty: 14384.050781 Iteration 18Q: 3 clusters Score -2.762002e+07 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 694 members Mstep: Class 2 contains 125060 members Entering Unmasked Estep Score: -27620140.000000 Penalty: 14384.050781 Iteration 19Q: 3 clusters Score -2.762014e+07 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 663 members Mstep: Class 2 contains 125091 members Entering Unmasked Estep Score: -27620230.000000 Penalty: 14384.050781 Iteration 20F: 3 clusters Score -2.762023e+07 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 639 members Mstep: Class 2 contains 125115 members Entering Unmasked Estep Score: -27620260.000000 Penalty: 14384.050781 Iteration 21Q: 3 clusters Score -2.762026e+07 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 630 members Mstep: Class 2 contains 125124 members Entering Unmasked Estep Score: -27620288.000000 Penalty: 14384.050781 Iteration 22Q: 3 clusters Score -2.762029e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 621 members Mstep: Class 2 contains 125133 members Entering Unmasked Estep Score: -27620304.000000 Penalty: 14384.050781 Iteration 23Q: 3 clusters Score -2.76203e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 618 members Mstep: Class 2 contains 125136 members Entering Unmasked Estep Score: -27620304.000000 Penalty: 14384.050781 Iteration 24Q: 3 clusters Score -2.76203e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 615 members Mstep: Class 2 contains 125139 members Entering Unmasked Estep Score: -27620310.000000 Penalty: 14384.050781 Iteration 25Q: 3 clusters Score -2.762031e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 611 members Mstep: Class 2 contains 125143 members Entering Unmasked Estep Score: -27620330.000000 Penalty: 14384.050781 Iteration 26Q: 3 clusters Score -2.762033e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 608 members Mstep: Class 2 contains 125146 members Entering Unmasked Estep Score: -27620342.000000 Penalty: 14384.050781 Iteration 27Q: 3 clusters Score -2.762034e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 606 members Mstep: Class 2 contains 125148 members Entering Unmasked Estep Score: -27620330.000000 Penalty: 14384.050781 Iteration 28Q: 3 clusters Score -2.762033e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 605 members Mstep: Class 2 contains 125149 members Entering Unmasked Estep Score: -27620346.000000 Penalty: 14384.050781 Iteration 29Q: 3 clusters Score -2.762035e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 604 members Mstep: Class 2 contains 125150 members Entering Unmasked Estep Score: -27620338.000000 Penalty: 14384.050781 Iteration 30Q: 3 clusters Score -2.762034e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 604 members Mstep: Class 2 contains 125150 members Entering Unmasked Estep Score: -27620338.000000 Penalty: 14384.050781 Iteration 31F: 3 clusters Score -2.762034e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 32 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 41951 members Mstep: Class 3 contains 857 members Mstep: Class 4 contains 1557 members Mstep: Class 5 contains 23137 members Mstep: Class 6 contains 26088 members Mstep: Class 8 contains 1477 members Mstep: Class 9 contains 793 members Mstep: Class 10 contains 140506 members Mstep: Class 11 contains 62209 members Mstep: Class 12 contains 523 members Mstep: Class 13 contains 457 members Mstep: Class 14 contains 159716 members Mstep: Class 15 contains 23924 members Mstep: Class 16 contains 34186 members Mstep: Class 18 contains 8961 members Mstep: Class 19 contains 24443 members Mstep: Class 21 contains 625 members Mstep: Class 22 contains 1321 members Mstep: Class 23 contains 125754 members Entering Unmasked Estep ConsiderDeletion Score: -147541536.000000 Penalty: 164498.296875 Iteration 79Q: 21 clusters Score -1.475415e+08 nChanged 422 Entering Unmasked Mstep Mstep: Class 0 contains 32 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 41832 members Mstep: Class 3 contains 857 members Mstep: Class 4 contains 1557 members Mstep: Class 5 contains 23129 members Mstep: Class 6 contains 26090 members Mstep: Class 8 contains 1477 members Mstep: Class 9 contains 793 members Mstep: Class 10 contains 140492 members Mstep: Class 11 contains 62343 members Mstep: Class 12 contains 523 members Mstep: Class 13 contains 457 members Mstep: Class 14 contains 159729 members Mstep: Class 15 contains 24063 members Mstep: Class 16 contains 34185 members Mstep: Class 18 contains 8966 members Mstep: Class 19 contains 24445 members Mstep: Class 21 contains 625 members Mstep: Class 22 contains 1321 members Mstep: Class 23 contains 125601 members Entering Unmasked Estep ConsiderDeletion Score: -147541472.000000 Penalty: 164498.296875 Iteration 80F: 21 clusters Score -1.475415e+08 nChanged 432 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 523 members Mstep: Class 2 contains 41702 members Mstep: Class 3 contains 857 members Mstep: Class 4 contains 1557 members Mstep: Class 5 contains 23135 members Mstep: Class 6 contains 26092 members Mstep: Class 8 contains 1477 members Mstep: Class 9 contains 793 members Mstep: Class 10 contains 140468 members Mstep: Class 11 contains 62473 members Mstep: Class 12 contains 523 members Mstep: Class 13 contains 457 members Mstep: Class 14 contains 159740 members Mstep: Class 15 contains 24220 members Mstep: Class 16 contains 34179 members Mstep: Class 18 contains 8969 members Mstep: Class 19 contains 24448 members Mstep: Class 21 contains 625 members Mstep: Class 22 contains 1321 members Mstep: Class 23 contains 125449 members Entering Unmasked Estep ConsiderDeletion Score: -147541456.000000 Penalty: 164498.296875 Iteration 81Q: 21 clusters Score -1.475415e+08 nChanged 442 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 41569 members Mstep: Class 3 contains 857 members Mstep: Class 4 contains 1557 members Mstep: Class 5 contains 23129 members Mstep: Class 6 contains 26092 members Mstep: Class 8 contains 1477 members Mstep: Class 9 contains 795 members Mstep: Class 10 contains 140459 members Mstep: Class 11 contains 62600 members Mstep: Class 12 contains 523 members Mstep: Class 13 contains 457 members Mstep: Class 14 contains 159745 members Mstep: Class 15 contains 24375 members Mstep: Class 16 contains 34179 members Mstep: Class 18 contains 8973 members Mstep: Class 19 contains 24450 members Mstep: Class 21 contains 625 members Mstep: Class 22 contains 1321 members Mstep: Class 23 contains 125304 members Entering Unmasked Estep ConsiderDeletion Score: -147541056.000000 Penalty: 164498.296875 Iteration 82Q: 21 clusters Score -1.475411e+08 nChanged 436 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 41404 members Mstep: Class 3 contains 857 members Mstep: Class 4 contains 1557 members Mstep: Class 5 contains 23129 members Mstep: Class 6 contains 26096 members Mstep: Class 8 contains 1477 members Mstep: Class 9 contains 795 members Mstep: Class 10 contains 140473 members Mstep: Class 11 contains 62715 members Mstep: Class 12 contains 523 members Mstep: Class 13 contains 457 members Mstep: Class 14 contains 159746 members Mstep: Class 15 contains 24538 members Mstep: Class 16 contains 34178 members Mstep: Class 18 contains 8978 members Mstep: Class 19 contains 24453 members Mstep: Class 21 contains 625 members Mstep: Class 22 contains 1321 members Mstep: Class 23 contains 125165 members Entering Unmasked Estep ConsiderDeletion Score: -147541024.000000 Penalty: 164498.296875 Iteration 83Q: 21 clusters Score -1.47541e+08 nChanged 431 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 41215 members Mstep: Class 3 contains 857 members Mstep: Class 4 contains 1557 members Mstep: Class 5 contains 23133 members Mstep: Class 6 contains 26103 members Mstep: Class 8 contains 1477 members Mstep: Class 9 contains 795 members Mstep: Class 10 contains 140484 members Mstep: Class 11 contains 62808 members Mstep: Class 12 contains 523 members Mstep: Class 13 contains 457 members Mstep: Class 14 contains 159756 members Mstep: Class 15 contains 24704 members Mstep: Class 16 contains 34176 members Mstep: Class 18 contains 8982 members Mstep: Class 19 contains 24454 members Mstep: Class 21 contains 625 members Mstep: Class 22 contains 1321 members Mstep: Class 23 contains 125060 members Entering Unmasked Estep ConsiderDeletion Score: -147541056.000000 Penalty: 164498.296875 Iteration 84Q: 21 clusters Score -1.475411e+08 nChanged 476 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 41016 members Mstep: Class 3 contains 857 members Mstep: Class 4 contains 1557 members Mstep: Class 5 contains 23139 members Mstep: Class 6 contains 26107 members Mstep: Class 8 contains 1477 members Mstep: Class 9 contains 795 members Mstep: Class 10 contains 140482 members Mstep: Class 11 contains 62901 members Mstep: Class 12 contains 523 members Mstep: Class 13 contains 457 members Mstep: Class 14 contains 159772 members Mstep: Class 15 contains 24900 members Mstep: Class 16 contains 34179 members Mstep: Class 18 contains 8991 members Mstep: Class 19 contains 24458 members Mstep: Class 21 contains 625 members Mstep: Class 22 contains 1321 members Mstep: Class 23 contains 124930 members Entering Unmasked Estep ConsiderDeletion Score: -147541072.000000 Penalty: 164498.296875 Iteration 85Q: 21 clusters Score -1.475411e+08 nChanged 509 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 40809 members Mstep: Class 3 contains 857 members Mstep: Class 4 contains 1557 members Mstep: Class 5 contains 23136 members Mstep: Class 6 contains 26116 members Mstep: Class 8 contains 1477 members Mstep: Class 9 contains 795 members Mstep: Class 10 contains 140467 members Mstep: Class 11 contains 63009 members Mstep: Class 12 contains 523 members Mstep: Class 13 contains 457 members Mstep: Class 14 contains 159773 members Mstep: Class 15 contains 25131 members Mstep: Class 16 contains 34182 members Mstep: Class 18 contains 8996 members Mstep: Class 19 contains 24465 members Mstep: Class 21 contains 625 members Mstep: Class 22 contains 1321 members Mstep: Class 23 contains 124791 members Entering Unmasked Estep ConsiderDeletion Score: -147541344.000000 Penalty: 164498.296875 Iteration 86Q: 21 clusters Score -1.475413e+08 nChanged 537 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 40602 members Mstep: Class 3 contains 857 members Mstep: Class 4 contains 1557 members Mstep: Class 5 contains 23139 members Mstep: Class 6 contains 26128 members Mstep: Class 8 contains 1477 members Mstep: Class 9 contains 795 members Mstep: Class 10 contains 140468 members Mstep: Class 11 contains 63116 members Mstep: Class 12 contains 523 members Mstep: Class 13 contains 457 members Mstep: Class 14 contains 159781 members Mstep: Class 15 contains 25356 members Mstep: Class 16 contains 34187 members Mstep: Class 18 contains 8994 members Mstep: Class 19 contains 24467 members Mstep: Class 21 contains 625 members Mstep: Class 22 contains 1321 members Mstep: Class 23 contains 124637 members Entering Unmasked Estep ConsiderDeletion Score: -147541072.000000 Penalty: 164498.296875 Iteration 87Q: 21 clusters Score -1.475411e+08 nChanged 529 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 40409 members Mstep: Class 3 contains 857 members Mstep: Class 4 contains 1557 members Mstep: Class 5 contains 23137 members Mstep: Class 6 contains 26132 members Mstep: Class 8 contains 1477 members Mstep: Class 9 contains 795 members Mstep: Class 10 contains 140468 members Mstep: Class 11 contains 63229 members Mstep: Class 12 contains 523 members Mstep: Class 13 contains 457 members Mstep: Class 14 contains 159769 members Mstep: Class 15 contains 25588 members Mstep: Class 16 contains 34189 members Mstep: Class 18 contains 8997 members Mstep: Class 19 contains 24471 members Mstep: Class 21 contains 625 members Mstep: Class 22 contains 1321 members Mstep: Class 23 contains 124486 members Entering Unmasked Estep ConsiderDeletion Score: -147541488.000000 Penalty: 164498.296875 Iteration 88Q: 21 clusters Score -1.475415e+08 nChanged 534 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 40217 members Mstep: Class 3 contains 857 members Mstep: Class 4 contains 1557 members Mstep: Class 5 contains 23143 members Mstep: Class 6 contains 26144 members Mstep: Class 8 contains 1477 members Mstep: Class 9 contains 795 members Mstep: Class 10 contains 140453 members Mstep: Class 11 contains 63347 members Mstep: Class 12 contains 523 members Mstep: Class 13 contains 457 members Mstep: Class 14 contains 159767 members Mstep: Class 15 contains 25804 members Mstep: Class 16 contains 34190 members Mstep: Class 18 contains 8999 members Mstep: Class 19 contains 24479 members Mstep: Class 21 contains 625 members Mstep: Class 22 contains 1321 members Mstep: Class 23 contains 124332 members Entering Unmasked Estep ConsiderDeletion Score: -147541488.000000 Penalty: 164498.296875 Iteration 89Q: 21 clusters Score -1.475415e+08 nChanged 528 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 40017 members Mstep: Class 3 contains 857 members Mstep: Class 4 contains 1557 members Mstep: Class 5 contains 23147 members Mstep: Class 6 contains 26147 members Mstep: Class 8 contains 1477 members Mstep: Class 9 contains 795 members Mstep: Class 10 contains 140434 members Mstep: Class 11 contains 63461 members Mstep: Class 12 contains 523 members Mstep: Class 13 contains 457 members Mstep: Class 14 contains 159766 members Mstep: Class 15 contains 26025 members Mstep: Class 16 contains 34189 members Mstep: Class 18 contains 9008 members Mstep: Class 19 contains 24488 members Mstep: Class 21 contains 625 members Mstep: Class 22 contains 1321 members Mstep: Class 23 contains 124193 members Entering Unmasked Estep ConsiderDeletion Score: -147541376.000000 Penalty: 164498.296875 Iteration 90Q: 21 clusters Score -1.475414e+08 nChanged 565 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 39803 members Mstep: Class 3 contains 857 members Mstep: Class 4 contains 1557 members Mstep: Class 5 contains 23138 members Mstep: Class 6 contains 26148 members Mstep: Class 8 contains 1477 members Mstep: Class 9 contains 795 members Mstep: Class 10 contains 140433 members Mstep: Class 11 contains 63570 members Mstep: Class 12 contains 523 members Mstep: Class 13 contains 457 members Mstep: Class 14 contains 159765 members Mstep: Class 15 contains 26257 members Mstep: Class 16 contains 34189 members Mstep: Class 18 contains 9012 members Mstep: Class 19 contains 24497 members Mstep: Class 21 contains 625 members Mstep: Class 22 contains 1321 members Mstep: Class 23 contains 124063 members Entering Unmasked Estep ConsiderDeletion Score: -147541712.000000 Penalty: 164498.296875 Iteration 91Q: 21 clusters Score -1.475417e+08 nChanged 587 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 39589 members Mstep: Class 3 contains 857 members Mstep: Class 4 contains 1557 members Mstep: Class 5 contains 23138 members Mstep: Class 6 contains 26153 members Mstep: Class 8 contains 1477 members Mstep: Class 9 contains 795 members Mstep: Class 10 contains 140404 members Mstep: Class 11 contains 63666 members Mstep: Class 12 contains 523 members Mstep: Class 13 contains 457 members Mstep: Class 14 contains 159767 members Mstep: Class 15 contains 26491 members Mstep: Class 16 contains 34193 members Mstep: Class 18 contains 9016 members Mstep: Class 19 contains 24508 members Mstep: Class 21 contains 625 members Mstep: Class 22 contains 1321 members Mstep: Class 23 contains 123950 members Entering Unmasked Estep ConsiderDeletion Score: -147541664.000000 Penalty: 164498.296875 Iteration 92Q: 21 clusters Score -1.475417e+08 nChanged 613 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 39332 members Mstep: Class 3 contains 857 members Mstep: Class 4 contains 1557 members Mstep: Class 5 contains 23139 members Mstep: Class 6 contains 26153 members Mstep: Class 8 contains 1477 members Mstep: Class 9 contains 795 members Mstep: Class 10 contains 140370 members Mstep: Class 11 contains 63763 members Mstep: Class 12 contains 523 members Mstep: Class 13 contains 457 members Mstep: Class 14 contains 159776 members Mstep: Class 15 contains 26791 members Mstep: Class 16 contains 34195 members Mstep: Class 18 contains 9017 members Mstep: Class 19 contains 24514 members Mstep: Class 21 contains 625 members Mstep: Class 22 contains 1321 members Mstep: Class 23 contains 123825 members Entering Unmasked Estep ConsiderDeletion Score: -147541792.000000 Penalty: 164498.296875 Iteration 93Q: 21 clusters Score -1.475418e+08 nChanged 604 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 39064 members Mstep: Class 3 contains 857 members Mstep: Class 4 contains 1557 members Mstep: Class 5 contains 23137 members Mstep: Class 6 contains 26161 members Mstep: Class 8 contains 1477 members Mstep: Class 9 contains 795 members Mstep: Class 10 contains 140360 members Mstep: Class 11 contains 63842 members Mstep: Class 12 contains 523 members Mstep: Class 13 contains 457 members Mstep: Class 14 contains 159776 members Mstep: Class 15 contains 27089 members Mstep: Class 16 contains 34193 members Mstep: Class 18 contains 9021 members Mstep: Class 19 contains 24520 members Mstep: Class 21 contains 625 members Mstep: Class 22 contains 1321 members Mstep: Class 23 contains 123712 members Entering Unmasked Estep ConsiderDeletion Score: -147541840.000000 Penalty: 164498.296875 Iteration 94Q: 21 clusters Score -1.475418e+08 nChanged 557 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 38821 members Mstep: Class 3 contains 857 members Mstep: Class 4 contains 1557 members Mstep: Class 5 contains 23135 members Mstep: Class 6 contains 26168 members Mstep: Class 8 contains 1477 members Mstep: Class 9 contains 795 members Mstep: Class 10 contains 140332 members Mstep: Class 11 contains 63902 members Mstep: Class 12 contains 523 members Mstep: Class 13 contains 457 members Mstep: Class 14 contains 159778 members Mstep: Class 15 contains 27367 members Mstep: Class 16 contains 34198 members Mstep: Class 18 contains 9022 members Mstep: Class 19 contains 24524 members Mstep: Class 21 contains 625 members Mstep: Class 22 contains 1321 members Mstep: Class 23 contains 123628 members Entering Unmasked Estep ConsiderDeletion Score: -147541904.000000 Penalty: 164498.296875 Iteration 95Q: 21 clusters Score -1.475419e+08 nChanged 536 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 38585 members Mstep: Class 3 contains 857 members Mstep: Class 4 contains 1558 members Mstep: Class 5 contains 23145 members Mstep: Class 6 contains 26168 members Mstep: Class 8 contains 1477 members Mstep: Class 9 contains 795 members Mstep: Class 10 contains 140328 members Mstep: Class 11 contains 63945 members Mstep: Class 12 contains 523 members Mstep: Class 13 contains 457 members Mstep: Class 14 contains 159779 members Mstep: Class 15 contains 27619 members Mstep: Class 16 contains 34199 members Mstep: Class 18 contains 9027 members Mstep: Class 19 contains 24527 members Mstep: Class 21 contains 625 members Mstep: Class 22 contains 1321 members Mstep: Class 23 contains 123552 members Entering Unmasked Estep ConsiderDeletion Score: -147541824.000000 Penalty: 164498.296875 Iteration 96Q: 21 clusters Score -1.475418e+08 nChanged 541 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 38356 members Mstep: Class 3 contains 857 members Mstep: Class 4 contains 1558 members Mstep: Class 5 contains 23161 members Mstep: Class 6 contains 26174 members Mstep: Class 8 contains 1477 members Mstep: Class 9 contains 795 members Mstep: Class 10 contains 140303 members Mstep: Class 11 contains 63994 members Mstep: Class 12 contains 523 members Mstep: Class 13 contains 457 members Mstep: Class 14 contains 159783 members Mstep: Class 15 contains 27877 members Mstep: Class 16 contains 34200 members Mstep: Class 18 contains 9033 members Mstep: Class 19 contains 24532 members Mstep: Class 21 contains 625 members Mstep: Class 22 contains 1321 members Mstep: Class 23 contains 123461 members Entering Unmasked Estep ConsiderDeletion Score: -147541728.000000 Penalty: 164498.296875 Iteration 97Q: 21 clusters Score -1.475417e+08 nChanged 512 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 38132 members Mstep: Class 3 contains 857 members Mstep: Class 4 contains 1558 members Mstep: Class 5 contains 23183 members Mstep: Class 6 contains 26171 members Mstep: Class 8 contains 1477 members Mstep: Class 9 contains 795 members Mstep: Class 10 contains 140293 members Mstep: Class 11 contains 64035 members Mstep: Class 12 contains 523 members Mstep: Class 13 contains 457 members Mstep: Class 14 contains 159772 members Mstep: Class 15 contains 28132 members Mstep: Class 16 contains 34200 members Mstep: Class 18 contains 9037 members Mstep: Class 19 contains 24535 members Mstep: Class 21 contains 625 members Mstep: Class 22 contains 1321 members Mstep: Class 23 contains 123384 members Entering Unmasked Estep ConsiderDeletion Score: -147541984.000000 Penalty: 164498.296875 Iteration 98Q: 21 clusters Score -1.47542e+08 nChanged 516 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 37895 members Mstep: Class 3 contains 857 members Mstep: Class 4 contains 1558 members Mstep: Class 5 contains 23194 members Mstep: Class 6 contains 26181 members Mstep: Class 8 contains 1477 members Mstep: Class 9 contains 795 members Mstep: Class 10 contains 140274 members Mstep: Class 11 contains 64086 members Mstep: Class 12 contains 523 members Mstep: Class 13 contains 457 members Mstep: Class 14 contains 159770 members Mstep: Class 15 contains 28390 members Mstep: Class 16 contains 34203 members Mstep: Class 18 contains 9044 members Mstep: Class 19 contains 24535 members Mstep: Class 21 contains 625 members Mstep: Class 22 contains 1321 members Mstep: Class 23 contains 123302 members Entering Unmasked Estep ConsiderDeletion Score: -147541760.000000 Penalty: 164498.296875 Iteration 99Q: 21 clusters Score -1.475418e+08 nChanged 488 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 37674 members Mstep: Class 3 contains 857 members Mstep: Class 4 contains 1558 members Mstep: Class 5 contains 23195 members Mstep: Class 6 contains 26187 members Mstep: Class 8 contains 1477 members Mstep: Class 9 contains 795 members Mstep: Class 10 contains 140256 members Mstep: Class 11 contains 64132 members Mstep: Class 12 contains 523 members Mstep: Class 13 contains 457 members Mstep: Class 14 contains 159774 members Mstep: Class 15 contains 28646 members Mstep: Class 16 contains 34208 members Mstep: Class 18 contains 9046 members Mstep: Class 19 contains 24535 members Mstep: Class 21 contains 625 members Mstep: Class 22 contains 1321 members Mstep: Class 23 contains 123221 members Entering Unmasked Estep ConsiderDeletion Score: -147541840.000000 Penalty: 164498.296875 Iteration 100F: 21 clusters Score -1.475418e+08 nChanged 497 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 37464 members Mstep: Class 3 contains 857 members Mstep: Class 4 contains 1558 members Mstep: Class 5 contains 23209 members Mstep: Class 6 contains 26193 members Mstep: Class 8 contains 1477 members Mstep: Class 9 contains 795 members Mstep: Class 10 contains 140236 members Mstep: Class 11 contains 64175 members Mstep: Class 12 contains 523 members Mstep: Class 13 contains 457 members Mstep: Class 14 contains 159779 members Mstep: Class 15 contains 28876 members Mstep: Class 16 contains 34210 members Mstep: Class 18 contains 9055 members Mstep: Class 19 contains 24536 members Mstep: Class 21 contains 625 members Mstep: Class 22 contains 1321 members Mstep: Class 23 contains 123141 members Entering Unmasked Estep ConsiderDeletion Score: -147541872.000000 Penalty: 164498.296875 Iteration 101Q: 21 clusters Score -1.475419e+08 nChanged 480 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 37285 members Mstep: Class 3 contains 857 members Mstep: Class 4 contains 1558 members Mstep: Class 5 contains 23220 members Mstep: Class 6 contains 26196 members Mstep: Class 8 contains 1477 members Mstep: Class 9 contains 795 members Mstep: Class 10 contains 140217 members Mstep: Class 11 contains 64222 members Mstep: Class 12 contains 523 members Mstep: Class 13 contains 457 members Mstep: Class 14 contains 159780 members Mstep: Class 15 contains 29085 members Mstep: Class 16 contains 34219 members Mstep: Class 18 contains 9061 members Mstep: Class 19 contains 24537 members Mstep: Class 21 contains 625 members Mstep: Class 22 contains 1321 members Mstep: Class 23 contains 123052 members Entering Unmasked Estep ConsiderDeletion Score: -147541952.000000 Penalty: 164498.296875 Iteration 102Q: 21 clusters Score -1.47542e+08 nChanged 475 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 37115 members Mstep: Class 3 contains 857 members Mstep: Class 4 contains 1558 members Mstep: Class 5 contains 23219 members Mstep: Class 6 contains 26203 members Mstep: Class 8 contains 1477 members Mstep: Class 9 contains 795 members Mstep: Class 10 contains 140174 members Mstep: Class 11 contains 64276 members Mstep: Class 12 contains 523 members Mstep: Class 13 contains 457 members Mstep: Class 14 contains 159780 members Mstep: Class 15 contains 29300 members Mstep: Class 16 contains 34224 members Mstep: Class 18 contains 9071 members Mstep: Class 19 contains 24539 members Mstep: Class 21 contains 625 members Mstep: Class 22 contains 1321 members Mstep: Class 23 contains 122973 members Entering Unmasked Estep ConsiderDeletion Score: -147541936.000000 Penalty: 164498.296875 Iteration 103Q: 21 clusters Score -1.475419e+08 nChanged 460 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 36953 members Mstep: Class 3 contains 857 members Mstep: Class 4 contains 1558 members Mstep: Class 5 contains 23226 members Mstep: Class 6 contains 26213 members Mstep: Class 8 contains 1477 members Mstep: Class 9 contains 795 members Mstep: Class 10 contains 140131 members Mstep: Class 11 contains 64324 members Mstep: Class 12 contains 523 members Mstep: Class 13 contains 457 members Mstep: Class 14 contains 159783 members Mstep: Class 15 contains 29506 members Mstep: Class 16 contains 34226 members Mstep: Class 18 contains 9079 members Mstep: Class 19 contains 24540 members Mstep: Class 21 contains 625 members Mstep: Class 22 contains 1321 members Mstep: Class 23 contains 122893 members Entering Unmasked Estep ConsiderDeletion Score: -147542160.000000 Penalty: 164498.296875 Iteration 104Q: 21 clusters Score -1.475422e+08 nChanged 475 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 36798 members Mstep: Class 3 contains 857 members Mstep: Class 4 contains 1558 members Mstep: Class 5 contains 23232 members Mstep: Class 6 contains 26220 members Mstep: Class 8 contains 1477 members Mstep: Class 9 contains 795 members Mstep: Class 10 contains 140087 members Mstep: Class 11 contains 64358 members Mstep: Class 12 contains 523 members Mstep: Class 13 contains 457 members Mstep: Class 14 contains 159779 members Mstep: Class 15 contains 29728 members Mstep: Class 16 contains 34227 members Mstep: Class 18 contains 9083 members Mstep: Class 19 contains 24545 members Mstep: Class 21 contains 625 members Mstep: Class 22 contains 1321 members Mstep: Class 23 contains 122817 members Entering Unmasked Estep ConsiderDeletion Score: -147542112.000000 Penalty: 164498.296875 Iteration 105Q: 21 clusters Score -1.475421e+08 nChanged 440 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 36646 members Mstep: Class 3 contains 857 members Mstep: Class 4 contains 1558 members Mstep: Class 5 contains 23236 members Mstep: Class 6 contains 26218 members Mstep: Class 8 contains 1477 members Mstep: Class 9 contains 795 members Mstep: Class 10 contains 140059 members Mstep: Class 11 contains 64389 members Mstep: Class 12 contains 523 members Mstep: Class 13 contains 457 members Mstep: Class 14 contains 159775 members Mstep: Class 15 contains 29944 members Mstep: Class 16 contains 34229 members Mstep: Class 18 contains 9091 members Mstep: Class 19 contains 24547 members Mstep: Class 21 contains 625 members Mstep: Class 22 contains 1321 members Mstep: Class 23 contains 122740 members Entering Unmasked Estep ConsiderDeletion Score: -147542256.000000 Penalty: 164498.296875 Iteration 106Q: 21 clusters Score -1.475423e+08 nChanged 409 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 36515 members Mstep: Class 3 contains 857 members Mstep: Class 4 contains 1559 members Mstep: Class 5 contains 23230 members Mstep: Class 6 contains 26220 members Mstep: Class 8 contains 1477 members Mstep: Class 9 contains 795 members Mstep: Class 10 contains 140050 members Mstep: Class 11 contains 64428 members Mstep: Class 12 contains 523 members Mstep: Class 13 contains 457 members Mstep: Class 14 contains 159770 members Mstep: Class 15 contains 30129 members Mstep: Class 16 contains 34229 members Mstep: Class 18 contains 9104 members Mstep: Class 19 contains 24547 members Mstep: Class 21 contains 625 members Mstep: Class 22 contains 1321 members Mstep: Class 23 contains 122651 members Entering Unmasked Estep ConsiderDeletion Score: -147542112.000000 Penalty: 164498.296875 Iteration 107Q: 21 clusters Score -1.475421e+08 nChanged 391 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 36411 members Mstep: Class 3 contains 857 members Mstep: Class 4 contains 1559 members Mstep: Class 5 contains 23224 members Mstep: Class 6 contains 26220 members Mstep: Class 8 contains 1477 members Mstep: Class 9 contains 795 members Mstep: Class 10 contains 140029 members Mstep: Class 11 contains 64455 members Mstep: Class 12 contains 523 members Mstep: Class 13 contains 457 members Mstep: Class 14 contains 159766 members Mstep: Class 15 contains 30314 members Mstep: Class 16 contains 34226 members Mstep: Class 18 contains 9110 members Mstep: Class 19 contains 24548 members Mstep: Class 21 contains 625 members Mstep: Class 22 contains 1321 members Mstep: Class 23 contains 122570 members Entering Unmasked Estep ConsiderDeletion Score: -147542448.000000 Penalty: 164498.296875 Iteration 108Q: 21 clusters Score -1.475424e+08 nChanged 349 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 36312 members Mstep: Class 3 contains 857 members Mstep: Class 4 contains 1559 members Mstep: Class 5 contains 23212 members Mstep: Class 6 contains 26223 members Mstep: Class 8 contains 1477 members Mstep: Class 9 contains 795 members Mstep: Class 10 contains 140002 members Mstep: Class 11 contains 64486 members Mstep: Class 12 contains 523 members Mstep: Class 13 contains 457 members Mstep: Class 14 contains 159775 members Mstep: Class 15 contains 30468 members Mstep: Class 16 contains 34225 members Mstep: Class 18 contains 9120 members Mstep: Class 19 contains 24546 members Mstep: Class 21 contains 625 members Mstep: Class 22 contains 1321 members Mstep: Class 23 contains 122504 members Entering Unmasked Estep ConsiderDeletion Score: -147542480.000000 Penalty: 164498.296875 Iteration 109Q: 21 clusters Score -1.475425e+08 nChanged 345 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 36220 members Mstep: Class 3 contains 857 members Mstep: Class 4 contains 1559 members Mstep: Class 5 contains 23202 members Mstep: Class 6 contains 26227 members Mstep: Class 8 contains 1477 members Mstep: Class 9 contains 795 members Mstep: Class 10 contains 139965 members Mstep: Class 11 contains 64520 members Mstep: Class 12 contains 523 members Mstep: Class 13 contains 457 members Mstep: Class 14 contains 159781 members Mstep: Class 15 contains 30612 members Mstep: Class 16 contains 34224 members Mstep: Class 18 contains 9134 members Mstep: Class 19 contains 24545 members Mstep: Class 21 contains 625 members Mstep: Class 22 contains 1321 members Mstep: Class 23 contains 122443 members Entering Unmasked Estep ConsiderDeletion Score: -147542480.000000 Penalty: 164498.296875 Iteration 110Q: 21 clusters Score -1.475425e+08 nChanged 294 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 36141 members Mstep: Class 3 contains 857 members Mstep: Class 4 contains 1559 members Mstep: Class 5 contains 23197 members Mstep: Class 6 contains 26233 members Mstep: Class 8 contains 1477 members Mstep: Class 9 contains 795 members Mstep: Class 10 contains 139938 members Mstep: Class 11 contains 64551 members Mstep: Class 12 contains 523 members Mstep: Class 13 contains 457 members Mstep: Class 14 contains 159777 members Mstep: Class 15 contains 30753 members Mstep: Class 16 contains 34221 members Mstep: Class 18 contains 9137 members Mstep: Class 19 contains 24548 members Mstep: Class 21 contains 625 members Mstep: Class 22 contains 1321 members Mstep: Class 23 contains 122377 members Entering Unmasked Estep ConsiderDeletion Score: -147542560.000000 Penalty: 164498.296875 Iteration 111Q: 21 clusters Score -1.475426e+08 nChanged 296 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 36047 members Mstep: Class 3 contains 857 members Mstep: Class 4 contains 1560 members Mstep: Class 5 contains 23194 members Mstep: Class 6 contains 26239 members Mstep: Class 8 contains 1477 members Mstep: Class 9 contains 795 members Mstep: Class 10 contains 139924 members Mstep: Class 11 contains 64588 members Mstep: Class 12 contains 523 members Mstep: Class 13 contains 457 members Mstep: Class 14 contains 159778 members Mstep: Class 15 contains 30870 members Mstep: Class 16 contains 34222 members Mstep: Class 18 contains 9140 members Mstep: Class 19 contains 24551 members Mstep: Class 21 contains 625 members Mstep: Class 22 contains 1321 members Mstep: Class 23 contains 122319 members Entering Unmasked Estep ConsiderDeletion Score: -147542448.000000 Penalty: 164498.296875 Iteration 112Q: 21 clusters Score -1.475424e+08 nChanged 297 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 35954 members Mstep: Class 3 contains 857 members Mstep: Class 4 contains 1560 members Mstep: Class 5 contains 23194 members Mstep: Class 6 contains 26246 members Mstep: Class 8 contains 1477 members Mstep: Class 9 contains 795 members Mstep: Class 10 contains 139901 members Mstep: Class 11 contains 64622 members Mstep: Class 12 contains 523 members Mstep: Class 13 contains 457 members Mstep: Class 14 contains 159775 members Mstep: Class 15 contains 31003 members Mstep: Class 16 contains 34223 members Mstep: Class 18 contains 9143 members Mstep: Class 19 contains 24553 members Mstep: Class 21 contains 625 members Mstep: Class 22 contains 1321 members Mstep: Class 23 contains 122258 members Entering Unmasked Estep ConsiderDeletion Score: -147542512.000000 Penalty: 164498.296875 Iteration 113Q: 21 clusters Score -1.475425e+08 nChanged 264 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 35874 members Mstep: Class 3 contains 857 members Mstep: Class 4 contains 1560 members Mstep: Class 5 contains 23203 members Mstep: Class 6 contains 26251 members Mstep: Class 8 contains 1477 members Mstep: Class 9 contains 795 members Mstep: Class 10 contains 139888 members Mstep: Class 11 contains 64655 members Mstep: Class 12 contains 523 members Mstep: Class 13 contains 457 members Mstep: Class 14 contains 159780 members Mstep: Class 15 contains 31105 members Mstep: Class 16 contains 34222 members Mstep: Class 18 contains 9143 members Mstep: Class 19 contains 24557 members Mstep: Class 21 contains 625 members Mstep: Class 22 contains 1321 members Mstep: Class 23 contains 122194 members Entering Unmasked Estep ConsiderDeletion Score: -147542496.000000 Penalty: 164498.296875 Iteration 114Q: 21 clusters Score -1.475425e+08 nChanged 248 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 35798 members Mstep: Class 3 contains 857 members Mstep: Class 4 contains 1560 members Mstep: Class 5 contains 23196 members Mstep: Class 6 contains 26258 members Mstep: Class 8 contains 1477 members Mstep: Class 9 contains 795 members Mstep: Class 10 contains 139875 members Mstep: Class 11 contains 64681 members Mstep: Class 12 contains 523 members Mstep: Class 13 contains 457 members Mstep: Class 14 contains 159777 members Mstep: Class 15 contains 31216 members Mstep: Class 16 contains 34222 members Mstep: Class 18 contains 9147 members Mstep: Class 19 contains 24563 members Mstep: Class 21 contains 625 members Mstep: Class 22 contains 1321 members Mstep: Class 23 contains 122139 members Entering Unmasked Estep ConsiderDeletion Score: -147542368.000000 Penalty: 164498.296875 Iteration 115Q: 21 clusters Score -1.475424e+08 nChanged 255 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 35735 members Mstep: Class 3 contains 857 members Mstep: Class 4 contains 1560 members Mstep: Class 5 contains 23191 members Mstep: Class 6 contains 26261 members Mstep: Class 8 contains 1477 members Mstep: Class 9 contains 795 members Mstep: Class 10 contains 139859 members Mstep: Class 11 contains 64710 members Mstep: Class 12 contains 523 members Mstep: Class 13 contains 457 members Mstep: Class 14 contains 159781 members Mstep: Class 15 contains 31319 members Mstep: Class 16 contains 34224 members Mstep: Class 18 contains 9155 members Mstep: Class 19 contains 24565 members Mstep: Class 21 contains 625 members Mstep: Class 22 contains 1321 members Mstep: Class 23 contains 122072 members Entering Unmasked Estep ConsiderDeletion Score: -147542176.000000 Penalty: 164498.296875 Iteration 116Q: 21 clusters Score -1.475422e+08 nChanged 256 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 35668 members Mstep: Class 3 contains 857 members Mstep: Class 4 contains 1560 members Mstep: Class 5 contains 23195 members Mstep: Class 6 contains 26265 members Mstep: Class 8 contains 1477 members Mstep: Class 9 contains 795 members Mstep: Class 10 contains 139840 members Mstep: Class 11 contains 64733 members Mstep: Class 12 contains 523 members Mstep: Class 13 contains 457 members Mstep: Class 14 contains 159788 members Mstep: Class 15 contains 31409 members Mstep: Class 16 contains 34227 members Mstep: Class 18 contains 9167 members Mstep: Class 19 contains 24566 members Mstep: Class 21 contains 625 members Mstep: Class 22 contains 1321 members Mstep: Class 23 contains 122014 members Entering Unmasked Estep ConsiderDeletion Score: -147542240.000000 Penalty: 164498.296875 Iteration 117Q: 21 clusters Score -1.475422e+08 nChanged 221 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 35610 members Mstep: Class 3 contains 857 members Mstep: Class 4 contains 1560 members Mstep: Class 5 contains 23195 members Mstep: Class 6 contains 26271 members Mstep: Class 8 contains 1477 members Mstep: Class 9 contains 795 members Mstep: Class 10 contains 139827 members Mstep: Class 11 contains 64756 members Mstep: Class 12 contains 523 members Mstep: Class 13 contains 457 members Mstep: Class 14 contains 159785 members Mstep: Class 15 contains 31495 members Mstep: Class 16 contains 34229 members Mstep: Class 18 contains 9177 members Mstep: Class 19 contains 24568 members Mstep: Class 21 contains 625 members Mstep: Class 22 contains 1321 members Mstep: Class 23 contains 121959 members Entering Unmasked Estep ConsiderDeletion Score: -147542352.000000 Penalty: 164498.296875 Iteration 118Q: 21 clusters Score -1.475424e+08 nChanged 226 Entering ConstructFrom: Score: -147542352.000000 Penalty: 164498.296875 Entering ConstructFrom: Trying to split cluster 1 (521 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 521 members Entering Unmasked Estep Score: -67728.945312 Penalty: 3831.646973 Iteration 0F: 2 clusters Score -67728.95 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 285 members Mstep: Class 2 contains 236 members Entering Unmasked Estep Score: -64646.574219 Penalty: 7663.293945 Iteration 0F: 3 clusters Score -64646.57 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 326 members Mstep: Class 2 contains 195 members Entering Unmasked Estep Score: -65370.531250 Penalty: 7663.293945 Iteration 1F: 3 clusters Score -65370.53 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 356 members Mstep: Class 2 contains 165 members Entering Unmasked Estep Score: -65696.632812 Penalty: 7663.293945 Iteration 2F: 3 clusters Score -65696.63 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 360 members Mstep: Class 2 contains 161 members Entering Unmasked Estep Score: -66385.953125 Penalty: 7663.293945 Iteration 3Q: 3 clusters Score -66385.95 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 372 members Mstep: Class 2 contains 149 members Entering Unmasked Estep Score: -66692.609375 Penalty: 7663.293945 Iteration 4Q: 3 clusters Score -66692.61 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 370 members Mstep: Class 2 contains 151 members Entering Unmasked Estep Score: -66839.765625 Penalty: 7663.293945 Iteration 5Q: 3 clusters Score -66839.77 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 370 members Mstep: Class 2 contains 151 members Entering Unmasked Estep Score: -66873.031250 Penalty: 7663.293945 Iteration 6Q: 3 clusters Score -66873.03 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 370 members Mstep: Class 2 contains 151 members Entering Unmasked Estep Score: -66894.085938 Penalty: 7663.293945 Iteration 7Q: 3 clusters Score -66894.09 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 371 members Mstep: Class 2 contains 150 members Entering Unmasked Estep Score: -66897.867188 Penalty: 7663.293945 Iteration 8Q: 3 clusters Score -66897.87 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 372 members Mstep: Class 2 contains 149 members Entering Unmasked Estep Score: -66903.554688 Penalty: 7663.293945 Iteration 9Q: 3 clusters Score -66903.55 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 373 members Mstep: Class 2 contains 148 members Entering Unmasked Estep Score: -66906.968750 Penalty: 7663.293945 Iteration 10Q: 3 clusters Score -66906.97 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 374 members Mstep: Class 2 contains 147 members Entering Unmasked Estep Score: -66912.062500 Penalty: 7663.293945 Iteration 11Q: 3 clusters Score -66912.06 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 374 members Mstep: Class 2 contains 147 members Entering Unmasked Estep Score: -66922.148438 Penalty: 7663.293945 Iteration 12F: 3 clusters Score -66922.15 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 378 members Mstep: Class 2 contains 143 members Entering Unmasked Estep Score: -66959.718750 Penalty: 7663.293945 Iteration 13Q: 3 clusters Score -66959.72 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 383 members Mstep: Class 2 contains 138 members Entering Unmasked Estep Score: -66998.945312 Penalty: 7663.293945 Iteration 14Q: 3 clusters Score -66998.95 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 388 members Mstep: Class 2 contains 133 members Entering Unmasked Estep Score: -67122.125000 Penalty: 7663.293945 Iteration 15Q: 3 clusters Score -67122.12 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 391 members Mstep: Class 2 contains 130 members Entering Unmasked Estep Score: -67190.453125 Penalty: 7663.293945 Iteration 16Q: 3 clusters Score -67190.45 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 390 members Mstep: Class 2 contains 131 members Entering Unmasked Estep Score: -67518.375000 Penalty: 7663.293945 Iteration 17Q: 3 clusters Score -67518.38 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 386 members Mstep: Class 2 contains 135 members Entering Unmasked Estep Score: -67643.562500 Penalty: 7663.293945 Iteration 18Q: 3 clusters Score -67643.56 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 383 members Mstep: Class 2 contains 138 members Entering Unmasked Estep Score: -67697.593750 Penalty: 7663.293945 Iteration 19Q: 3 clusters Score -67697.59 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 377 members Mstep: Class 2 contains 144 members Entering Unmasked Estep Score: -67753.437500 Penalty: 7663.293945 Iteration 20F: 3 clusters Score -67753.44 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 372 members Mstep: Class 2 contains 149 members Entering Unmasked Estep Score: -67834.882812 Penalty: 7663.293945 Iteration 21Q: 3 clusters Score -67834.88 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 368 members Mstep: Class 2 contains 153 members Entering Unmasked Estep Score: -67887.773438 Penalty: 7663.293945 Iteration 22Q: 3 clusters Score -67887.77 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 365 members Mstep: Class 2 contains 156 members Entering Unmasked Estep Score: -68037.960938 Penalty: 7663.293945 Iteration 23Q: 3 clusters Score -68037.96 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 363 members Mstep: Class 2 contains 158 members Entering Unmasked Estep Score: -68056.726562 Penalty: 7663.293945 Iteration 24Q: 3 clusters Score -68056.73 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 364 members Mstep: Class 2 contains 157 members Entering Unmasked Estep Score: -68074.921875 Penalty: 7663.293945 Iteration 25Q: 3 clusters Score -68074.92 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 363 members Mstep: Class 2 contains 158 members Entering Unmasked Estep Score: -68077.859375 Penalty: 7663.293945 Iteration 26Q: 3 clusters Score -68077.86 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 362 members Mstep: Class 2 contains 159 members Entering Unmasked Estep Score: -68083.492188 Penalty: 7663.293945 Iteration 27Q: 3 clusters Score -68083.49 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 360 members Mstep: Class 2 contains 161 members Entering Unmasked Estep Score: -68097.929688 Penalty: 7663.293945 Iteration 28Q: 3 clusters Score -68097.93 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 359 members Mstep: Class 2 contains 162 members Entering Unmasked Estep Score: -68101.757812 Penalty: 7663.293945 Iteration 29Q: 3 clusters Score -68101.76 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 358 members Mstep: Class 2 contains 163 members Entering Unmasked Estep Score: -68106.687500 Penalty: 7663.293945 Iteration 30Q: 3 clusters Score -68106.69 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 358 members Mstep: Class 2 contains 163 members Entering Unmasked Estep Score: -68106.687500 Penalty: 7663.293945 Iteration 31F: 3 clusters Score -68106.69 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 358 members Mstep: Class 2 contains 35539 members Mstep: Class 3 contains 857 members Mstep: Class 4 contains 1560 members Mstep: Class 5 contains 23197 members Mstep: Class 6 contains 26272 members Mstep: Class 7 contains 163 members Mstep: Class 8 contains 1477 members Mstep: Class 9 contains 795 members Mstep: Class 10 contains 139813 members Mstep: Class 11 contains 64779 members Mstep: Class 12 contains 523 members Mstep: Class 13 contains 457 members Mstep: Class 14 contains 159790 members Mstep: Class 15 contains 31595 members Mstep: Class 16 contains 34229 members Mstep: Class 18 contains 9183 members Mstep: Class 19 contains 24571 members Mstep: Class 21 contains 625 members Mstep: Class 22 contains 1321 members Mstep: Class 23 contains 121904 members Entering Unmasked Estep Score: -147538304.000000 Penalty: 172723.218750 Splitting cluster 1 changes total score from -147542352.000000 to -147538304.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 2 (35539 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35539 members Entering Unmasked Estep Score: -7825956.000000 Penalty: 6418.011230 Iteration 0F: 2 clusters Score -7825956 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17727 members Mstep: Class 2 contains 17812 members Entering Unmasked Estep Score: -7799655.500000 Penalty: 12836.022461 Iteration 0F: 3 clusters Score -7799656 nChanged 15145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17408 members Mstep: Class 2 contains 18131 members Entering Unmasked Estep Score: -7807807.500000 Penalty: 12836.022461 Iteration 1F: 3 clusters Score -7807808 nChanged 2072 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17222 members Mstep: Class 2 contains 18317 members Entering Unmasked Estep Score: -7808778.000000 Penalty: 12836.022461 Iteration 2F: 3 clusters Score -7808778 nChanged 1869 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17007 members Mstep: Class 2 contains 18532 members Entering Unmasked Estep Score: -7809731.500000 Penalty: 12836.022461 Iteration 3F: 3 clusters Score -7809732 nChanged 1816 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16731 members Mstep: Class 2 contains 18808 members Entering Unmasked Estep Score: -7810737.000000 Penalty: 12836.022461 Iteration 4F: 3 clusters Score -7810737 nChanged 1761 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16404 members Mstep: Class 2 contains 19135 members Entering Unmasked Estep Score: -7811819.000000 Penalty: 12836.022461 Iteration 5Q: 3 clusters Score -7811819 nChanged 1797 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15917 members Mstep: Class 2 contains 19622 members Entering Unmasked Estep Score: -7812903.500000 Penalty: 12836.022461 Iteration 6F: 3 clusters Score -7812904 nChanged 1869 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15270 members Mstep: Class 2 contains 20269 members Entering Unmasked Estep Score: -7814141.000000 Penalty: 12836.022461 Iteration 7F: 3 clusters Score -7814141 nChanged 2089 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14433 members Mstep: Class 2 contains 21106 members Entering Unmasked Estep Score: -7815817.500000 Penalty: 12836.022461 Iteration 8F: 3 clusters Score -7815818 nChanged 2203 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13534 members Mstep: Class 2 contains 22005 members Entering Unmasked Estep Score: -7818071.500000 Penalty: 12836.022461 Iteration 9F: 3 clusters Score -7818072 nChanged 2168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12652 members Mstep: Class 2 contains 22887 members Entering Unmasked Estep Score: -7820612.000000 Penalty: 12836.022461 Iteration 10F: 3 clusters Score -7820612 nChanged 1897 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11919 members Mstep: Class 2 contains 23620 members Entering Unmasked Estep Score: -7822763.000000 Penalty: 12836.022461 Iteration 11F: 3 clusters Score -7822763 nChanged 1307 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11276 members Mstep: Class 2 contains 24263 members Entering Unmasked Estep Score: -7824198.500000 Penalty: 12836.022461 Iteration 12Q: 3 clusters Score -7824198 nChanged 725 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10829 members Mstep: Class 2 contains 24710 members Entering Unmasked Estep Score: -7824736.000000 Penalty: 12836.022461 Iteration 13Q: 3 clusters Score -7824736 nChanged 464 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10461 members Mstep: Class 2 contains 25078 members Entering Unmasked Estep Score: -7825010.500000 Penalty: 12836.022461 Iteration 14Q: 3 clusters Score -7825010 nChanged 291 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10190 members Mstep: Class 2 contains 25349 members Entering Unmasked Estep Score: -7825109.500000 Penalty: 12836.022461 Iteration 15Q: 3 clusters Score -7825110 nChanged 187 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10003 members Mstep: Class 2 contains 25536 members Entering Unmasked Estep Score: -7825164.500000 Penalty: 12836.022461 Iteration 16Q: 3 clusters Score -7825164 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9865 members Mstep: Class 2 contains 25674 members Entering Unmasked Estep Score: -7825201.000000 Penalty: 12836.022461 Iteration 17Q: 3 clusters Score -7825201 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9764 members Mstep: Class 2 contains 25775 members Entering Unmasked Estep Score: -7825231.500000 Penalty: 12836.022461 Iteration 18Q: 3 clusters Score -7825232 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9679 members Mstep: Class 2 contains 25860 members Entering Unmasked Estep Score: -7825253.500000 Penalty: 12836.022461 Iteration 19Q: 3 clusters Score -7825254 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9603 members Mstep: Class 2 contains 25936 members Entering Unmasked Estep Score: -7825245.500000 Penalty: 12836.022461 Iteration 20F: 3 clusters Score -7825246 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9526 members Mstep: Class 2 contains 26013 members Entering Unmasked Estep Score: -7825284.000000 Penalty: 12836.022461 Iteration 21Q: 3 clusters Score -7825284 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9470 members Mstep: Class 2 contains 26069 members Entering Unmasked Estep Score: -7825283.000000 Penalty: 12836.022461 Iteration 22Q: 3 clusters Score -7825283 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9431 members Mstep: Class 2 contains 26108 members Entering Unmasked Estep Score: -7825292.000000 Penalty: 12836.022461 Iteration 23Q: 3 clusters Score -7825292 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9395 members Mstep: Class 2 contains 26144 members Entering Unmasked Estep Score: -7825309.000000 Penalty: 12836.022461 Iteration 24Q: 3 clusters Score -7825309 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9371 members Mstep: Class 2 contains 26168 members Entering Unmasked Estep Score: -7825311.500000 Penalty: 12836.022461 Iteration 25Q: 3 clusters Score -7825312 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9352 members Mstep: Class 2 contains 26187 members Entering Unmasked Estep Score: -7825315.000000 Penalty: 12836.022461 Iteration 26Q: 3 clusters Score -7825315 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9335 members Mstep: Class 2 contains 26204 members Entering Unmasked Estep Score: -7825318.000000 Penalty: 12836.022461 Iteration 27Q: 3 clusters Score -7825318 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9321 members Mstep: Class 2 contains 26218 members Entering Unmasked Estep Score: -7825321.500000 Penalty: 12836.022461 Iteration 28Q: 3 clusters Score -7825322 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9306 members Mstep: Class 2 contains 26233 members Entering Unmasked Estep Score: -7825329.500000 Penalty: 12836.022461 Iteration 29Q: 3 clusters Score -7825330 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9293 members Mstep: Class 2 contains 26246 members Entering Unmasked Estep Score: -7825337.000000 Penalty: 12836.022461 Iteration 30Q: 3 clusters Score -7825337 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9285 members Mstep: Class 2 contains 26254 members Entering Unmasked Estep Score: -7825343.000000 Penalty: 12836.022461 Iteration 31Q: 3 clusters Score -7825343 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9274 members Mstep: Class 2 contains 26265 members Entering Unmasked Estep Score: -7825334.000000 Penalty: 12836.022461 Iteration 32Q: 3 clusters Score -7825334 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9262 members Mstep: Class 2 contains 26277 members Entering Unmasked Estep Score: -7825335.000000 Penalty: 12836.022461 Iteration 33Q: 3 clusters Score -7825335 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9257 members Mstep: Class 2 contains 26282 members Entering Unmasked Estep Score: -7825343.000000 Penalty: 12836.022461 Iteration 34Q: 3 clusters Score -7825343 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9249 members Mstep: Class 2 contains 26290 members Entering Unmasked Estep Score: -7825328.000000 Penalty: 12836.022461 Iteration 35Q: 3 clusters Score -7825328 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9241 members Mstep: Class 2 contains 26298 members Entering Unmasked Estep Score: -7825337.500000 Penalty: 12836.022461 Iteration 36Q: 3 clusters Score -7825338 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9234 members Mstep: Class 2 contains 26305 members Entering Unmasked Estep Score: -7825341.000000 Penalty: 12836.022461 Iteration 37Q: 3 clusters Score -7825341 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9232 members Mstep: Class 2 contains 26307 members Entering Unmasked Estep Score: -7825344.500000 Penalty: 12836.022461 Iteration 38Q: 3 clusters Score -7825344 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9230 members Mstep: Class 2 contains 26309 members Entering Unmasked Estep Score: -7825340.000000 Penalty: 12836.022461 Iteration 39Q: 3 clusters Score -7825340 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9227 members Mstep: Class 2 contains 26312 members Entering Unmasked Estep Score: -7825342.500000 Penalty: 12836.022461 Iteration 40F: 3 clusters Score -7825342 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9222 members Mstep: Class 2 contains 26317 members Entering Unmasked Estep Score: -7825341.000000 Penalty: 12836.022461 Iteration 41Q: 3 clusters Score -7825341 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9221 members Mstep: Class 2 contains 26318 members Entering Unmasked Estep Score: -7825341.000000 Penalty: 12836.022461 Iteration 42Q: 3 clusters Score -7825341 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9220 members Mstep: Class 2 contains 26319 members Entering Unmasked Estep Score: -7825347.500000 Penalty: 12836.022461 Iteration 43Q: 3 clusters Score -7825348 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9218 members Mstep: Class 2 contains 26321 members Entering Unmasked Estep Score: -7825352.500000 Penalty: 12836.022461 Iteration 44Q: 3 clusters Score -7825352 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9212 members Mstep: Class 2 contains 26327 members Entering Unmasked Estep Score: -7825354.000000 Penalty: 12836.022461 Iteration 45Q: 3 clusters Score -7825354 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9207 members Mstep: Class 2 contains 26332 members Entering Unmasked Estep Score: -7825344.500000 Penalty: 12836.022461 Iteration 46Q: 3 clusters Score -7825344 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9202 members Mstep: Class 2 contains 26337 members Entering Unmasked Estep Score: -7825354.000000 Penalty: 12836.022461 Iteration 47Q: 3 clusters Score -7825354 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9200 members Mstep: Class 2 contains 26339 members Entering Unmasked Estep Score: -7825355.500000 Penalty: 12836.022461 Iteration 48Q: 3 clusters Score -7825356 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9199 members Mstep: Class 2 contains 26340 members Entering Unmasked Estep Score: -7825354.500000 Penalty: 12836.022461 Iteration 49Q: 3 clusters Score -7825354 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9196 members Mstep: Class 2 contains 26343 members Entering Unmasked Estep Score: -7825357.500000 Penalty: 12836.022461 Iteration 50Q: 3 clusters Score -7825358 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9192 members Mstep: Class 2 contains 26347 members Entering Unmasked Estep Score: -7825358.000000 Penalty: 12836.022461 Iteration 51Q: 3 clusters Score -7825358 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9189 members Mstep: Class 2 contains 26350 members Entering Unmasked Estep Score: -7825363.000000 Penalty: 12836.022461 Iteration 52Q: 3 clusters Score -7825363 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9184 members Mstep: Class 2 contains 26355 members Entering Unmasked Estep Score: -7825354.000000 Penalty: 12836.022461 Iteration 53Q: 3 clusters Score -7825354 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9181 members Mstep: Class 2 contains 26358 members Entering Unmasked Estep Score: -7825359.500000 Penalty: 12836.022461 Iteration 54Q: 3 clusters Score -7825360 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9179 members Mstep: Class 2 contains 26360 members Entering Unmasked Estep Score: -7825358.000000 Penalty: 12836.022461 Iteration 55Q: 3 clusters Score -7825358 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9176 members Mstep: Class 2 contains 26363 members Entering Unmasked Estep Score: -7825356.000000 Penalty: 12836.022461 Iteration 56Q: 3 clusters Score -7825356 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9173 members Mstep: Class 2 contains 26366 members Entering Unmasked Estep Score: -7825358.500000 Penalty: 12836.022461 Iteration 57Q: 3 clusters Score -7825358 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9168 members Mstep: Class 2 contains 26371 members Entering Unmasked Estep Score: -7825358.500000 Penalty: 12836.022461 Iteration 58Q: 3 clusters Score -7825358 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9162 members Mstep: Class 2 contains 26377 members Entering Unmasked Estep Score: -7825344.500000 Penalty: 12836.022461 Iteration 59Q: 3 clusters Score -7825344 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9154 members Mstep: Class 2 contains 26385 members Entering Unmasked Estep Score: -7825350.000000 Penalty: 12836.022461 Iteration 60F: 3 clusters Score -7825350 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9144 members Mstep: Class 2 contains 26395 members Entering Unmasked Estep Score: -7825359.000000 Penalty: 12836.022461 Iteration 61Q: 3 clusters Score -7825359 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9134 members Mstep: Class 2 contains 26405 members Entering Unmasked Estep Score: -7825363.500000 Penalty: 12836.022461 Iteration 62Q: 3 clusters Score -7825364 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9129 members Mstep: Class 2 contains 26410 members Entering Unmasked Estep Score: -7825360.000000 Penalty: 12836.022461 Iteration 63Q: 3 clusters Score -7825360 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9126 members Mstep: Class 2 contains 26413 members Entering Unmasked Estep Score: -7825361.000000 Penalty: 12836.022461 Iteration 64Q: 3 clusters Score -7825361 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9123 members Mstep: Class 2 contains 26416 members Entering Unmasked Estep Score: -7825362.500000 Penalty: 12836.022461 Iteration 65Q: 3 clusters Score -7825362 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9118 members Mstep: Class 2 contains 26421 members Entering Unmasked Estep Score: -7825364.000000 Penalty: 12836.022461 Iteration 66Q: 3 clusters Score -7825364 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9115 members Mstep: Class 2 contains 26424 members Entering Unmasked Estep Score: -7825367.000000 Penalty: 12836.022461 Iteration 67Q: 3 clusters Score -7825367 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9115 members Mstep: Class 2 contains 26424 members Entering Unmasked Estep Score: -7825367.000000 Penalty: 12836.022461 Iteration 68F: 3 clusters Score -7825367 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (857 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 857 members Entering Unmasked Estep Score: -162396.812500 Penalty: 4136.480957 Iteration 0F: 2 clusters Score -162396.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 443 members Mstep: Class 2 contains 414 members Entering Unmasked Estep Score: -158551.062500 Penalty: 8272.961914 Iteration 0F: 3 clusters Score -158551.1 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 462 members Mstep: Class 2 contains 395 members Entering Unmasked Estep Score: -159105.343750 Penalty: 8272.961914 Iteration 1F: 3 clusters Score -159105.3 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 476 members Mstep: Class 2 contains 381 members Entering Unmasked Estep Score: -159613.937500 Penalty: 8272.961914 Iteration 2F: 3 clusters Score -159613.9 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 501 members Mstep: Class 2 contains 356 members Entering Unmasked Estep Score: -160058.859375 Penalty: 8272.961914 Iteration 3F: 3 clusters Score -160058.9 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 540 members Mstep: Class 2 contains 317 members Entering Unmasked Estep Score: -160387.171875 Penalty: 8272.961914 Iteration 4F: 3 clusters Score -160387.2 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 581 members Mstep: Class 2 contains 276 members Entering Unmasked Estep Score: -160686.750000 Penalty: 8272.961914 Iteration 5F: 3 clusters Score -160686.8 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 614 members Mstep: Class 2 contains 243 members Entering Unmasked Estep Score: -160863.546875 Penalty: 8272.961914 Iteration 6Q: 3 clusters Score -160863.5 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 637 members Mstep: Class 2 contains 220 members Entering Unmasked Estep Score: -161104.515625 Penalty: 8272.961914 Iteration 7Q: 3 clusters Score -161104.5 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 652 members Mstep: Class 2 contains 205 members Entering Unmasked Estep Score: -161259.734375 Penalty: 8272.961914 Iteration 8Q: 3 clusters Score -161259.7 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 662 members Mstep: Class 2 contains 195 members Entering Unmasked Estep Score: -161404.890625 Penalty: 8272.961914 Iteration 9Q: 3 clusters Score -161404.9 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 669 members Mstep: Class 2 contains 188 members Entering Unmasked Estep Score: -161516.109375 Penalty: 8272.961914 Iteration 10Q: 3 clusters Score -161516.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 672 members Mstep: Class 2 contains 185 members Entering Unmasked Estep Score: -161614.125000 Penalty: 8272.961914 Iteration 11Q: 3 clusters Score -161614.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 674 members Mstep: Class 2 contains 183 members Entering Unmasked Estep Score: -161650.984375 Penalty: 8272.961914 Iteration 12Q: 3 clusters Score -161651 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 675 members Mstep: Class 2 contains 182 members Entering Unmasked Estep Score: -161658.171875 Penalty: 8272.961914 Iteration 13Q: 3 clusters Score -161658.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 676 members Mstep: Class 2 contains 181 members Entering Unmasked Estep Score: -161662.171875 Penalty: 8272.961914 Iteration 14Q: 3 clusters Score -161662.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 677 members Mstep: Class 2 contains 180 members Entering Unmasked Estep Score: -161664.828125 Penalty: 8272.961914 Iteration 15Q: 3 clusters Score -161664.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 677 members Mstep: Class 2 contains 180 members Entering Unmasked Estep Score: -161664.828125 Penalty: 8272.961914 Iteration 16F: 3 clusters Score -161664.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (1560 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1560 members Entering Unmasked Estep Score: -339145.843750 Penalty: 4503.370117 Iteration 0F: 2 clusters Score -339145.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 759 members Mstep: Class 2 contains 801 members Entering Unmasked Estep Score: -334498.406250 Penalty: 9006.740234 Iteration 0F: 3 clusters Score -334498.4 nChanged 303 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 758 members Mstep: Class 2 contains 802 members Entering Unmasked Estep Score: -334947.750000 Penalty: 9006.740234 Iteration 1F: 3 clusters Score -334947.8 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 765 members Mstep: Class 2 contains 795 members Entering Unmasked Estep Score: -335083.218750 Penalty: 9006.740234 Iteration 2Q: 3 clusters Score -335083.2 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 764 members Mstep: Class 2 contains 796 members Entering Unmasked Estep Score: -335152.875000 Penalty: 9006.740234 Iteration 3Q: 3 clusters Score -335152.9 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 769 members Mstep: Class 2 contains 791 members Entering Unmasked Estep Score: -335193.062500 Penalty: 9006.740234 Iteration 4Q: 3 clusters Score -335193.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 769 members Mstep: Class 2 contains 791 members Entering Unmasked Estep Score: -335211.656250 Penalty: 9006.740234 Iteration 5Q: 3 clusters Score -335211.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 768 members Mstep: Class 2 contains 792 members Entering Unmasked Estep Score: -335222.062500 Penalty: 9006.740234 Iteration 6Q: 3 clusters Score -335222.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 768 members Mstep: Class 2 contains 792 members Entering Unmasked Estep Score: -335228.656250 Penalty: 9006.740234 Iteration 7Q: 3 clusters Score -335228.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 770 members Mstep: Class 2 contains 790 members Entering Unmasked Estep Score: -335242.125000 Penalty: 9006.740234 Iteration 8Q: 3 clusters Score -335242.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 769 members Mstep: Class 2 contains 791 members Entering Unmasked Estep Score: -335251.687500 Penalty: 9006.740234 Iteration 9Q: 3 clusters Score -335251.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 768 members Mstep: Class 2 contains 792 members Entering Unmasked Estep Score: -335258.718750 Penalty: 9006.740234 Iteration 10Q: 3 clusters Score -335258.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 769 members Mstep: Class 2 contains 791 members Entering Unmasked Estep Score: -335265.531250 Penalty: 9006.740234 Iteration 11Q: 3 clusters Score -335265.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 769 members Mstep: Class 2 contains 791 members Entering Unmasked Estep Score: -335270.906250 Penalty: 9006.740234 Iteration 12Q: 3 clusters Score -335270.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 769 members Mstep: Class 2 contains 791 members Entering Unmasked Estep Score: -335270.906250 Penalty: 9006.740234 Iteration 13F: 3 clusters Score -335270.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (23197 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23197 members Entering Unmasked Estep Score: -4924488.500000 Penalty: 6156.713867 Iteration 0F: 2 clusters Score -4924488 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11794 members Mstep: Class 2 contains 11403 members Entering Unmasked Estep Score: -4905846.000000 Penalty: 12313.427734 Iteration 0F: 3 clusters Score -4905846 nChanged 9636 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12312 members Mstep: Class 2 contains 10885 members Entering Unmasked Estep Score: -4911064.500000 Penalty: 12313.427734 Iteration 1F: 3 clusters Score -4911064 nChanged 1673 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12671 members Mstep: Class 2 contains 10526 members Entering Unmasked Estep Score: -4912110.000000 Penalty: 12313.427734 Iteration 2F: 3 clusters Score -4912110 nChanged 1468 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13079 members Mstep: Class 2 contains 10118 members Entering Unmasked Estep Score: -4913200.500000 Penalty: 12313.427734 Iteration 3F: 3 clusters Score -4913200 nChanged 1447 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13480 members Mstep: Class 2 contains 9717 members Entering Unmasked Estep Score: -4914385.500000 Penalty: 12313.427734 Iteration 4F: 3 clusters Score -4914386 nChanged 1373 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13795 members Mstep: Class 2 contains 9402 members Entering Unmasked Estep Score: -4915479.500000 Penalty: 12313.427734 Iteration 5F: 3 clusters Score -4915480 nChanged 1192 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13951 members Mstep: Class 2 contains 9246 members Entering Unmasked Estep Score: -4916240.000000 Penalty: 12313.427734 Iteration 6F: 3 clusters Score -4916240 nChanged 1037 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14012 members Mstep: Class 2 contains 9185 members Entering Unmasked Estep Score: -4916808.000000 Penalty: 12313.427734 Iteration 7Q: 3 clusters Score -4916808 nChanged 892 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13942 members Mstep: Class 2 contains 9255 members Entering Unmasked Estep Score: -4917239.000000 Penalty: 12313.427734 Iteration 8Q: 3 clusters Score -4917239 nChanged 719 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13779 members Mstep: Class 2 contains 9418 members Entering Unmasked Estep Score: -4917584.500000 Penalty: 12313.427734 Iteration 9Q: 3 clusters Score -4917584 nChanged 646 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13543 members Mstep: Class 2 contains 9654 members Entering Unmasked Estep Score: -4917890.000000 Penalty: 12313.427734 Iteration 10Q: 3 clusters Score -4917890 nChanged 625 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13222 members Mstep: Class 2 contains 9975 members Entering Unmasked Estep Score: -4918176.500000 Penalty: 12313.427734 Iteration 11Q: 3 clusters Score -4918176 nChanged 632 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12810 members Mstep: Class 2 contains 10387 members Entering Unmasked Estep Score: -4918482.500000 Penalty: 12313.427734 Iteration 12Q: 3 clusters Score -4918482 nChanged 642 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12308 members Mstep: Class 2 contains 10889 members Entering Unmasked Estep Score: -4918827.000000 Penalty: 12313.427734 Iteration 13Q: 3 clusters Score -4918827 nChanged 657 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11751 members Mstep: Class 2 contains 11446 members Entering Unmasked Estep Score: -4919185.000000 Penalty: 12313.427734 Iteration 14Q: 3 clusters Score -4919185 nChanged 650 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11161 members Mstep: Class 2 contains 12036 members Entering Unmasked Estep Score: -4919538.500000 Penalty: 12313.427734 Iteration 15Q: 3 clusters Score -4919538 nChanged 657 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10546 members Mstep: Class 2 contains 12651 members Entering Unmasked Estep Score: -4919928.000000 Penalty: 12313.427734 Iteration 16Q: 3 clusters Score -4919928 nChanged 757 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9831 members Mstep: Class 2 contains 13366 members Entering Unmasked Estep Score: -4920435.000000 Penalty: 12313.427734 Iteration 17Q: 3 clusters Score -4920435 nChanged 777 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9076 members Mstep: Class 2 contains 14121 members Entering Unmasked Estep Score: -4921003.000000 Penalty: 12313.427734 Iteration 18Q: 3 clusters Score -4921003 nChanged 816 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8282 members Mstep: Class 2 contains 14915 members Entering Unmasked Estep Score: -4921616.000000 Penalty: 12313.427734 Iteration 19Q: 3 clusters Score -4921616 nChanged 694 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7592 members Mstep: Class 2 contains 15605 members Entering Unmasked Estep Score: -4922124.000000 Penalty: 12313.427734 Iteration 20F: 3 clusters Score -4922124 nChanged 662 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6932 members Mstep: Class 2 contains 16265 members Entering Unmasked Estep Score: -4922681.000000 Penalty: 12313.427734 Iteration 21Q: 3 clusters Score -4922681 nChanged 572 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6366 members Mstep: Class 2 contains 16831 members Entering Unmasked Estep Score: -4923187.500000 Penalty: 12313.427734 Iteration 22Q: 3 clusters Score -4923188 nChanged 542 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5828 members Mstep: Class 2 contains 17369 members Entering Unmasked Estep Score: -4923660.000000 Penalty: 12313.427734 Iteration 23Q: 3 clusters Score -4923660 nChanged 447 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5381 members Mstep: Class 2 contains 17816 members Entering Unmasked Estep Score: -4924032.000000 Penalty: 12313.427734 Iteration 24Q: 3 clusters Score -4924032 nChanged 367 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5014 members Mstep: Class 2 contains 18183 members Entering Unmasked Estep Score: -4924371.000000 Penalty: 12313.427734 Iteration 25Q: 3 clusters Score -4924371 nChanged 329 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4689 members Mstep: Class 2 contains 18508 members Entering Unmasked Estep Score: -4924672.500000 Penalty: 12313.427734 Iteration 26Q: 3 clusters Score -4924672 nChanged 282 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4409 members Mstep: Class 2 contains 18788 members Entering Unmasked Estep Score: -4924921.000000 Penalty: 12313.427734 Iteration 27Q: 3 clusters Score -4924921 nChanged 249 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4168 members Mstep: Class 2 contains 19029 members Entering Unmasked Estep Score: -4925140.500000 Penalty: 12313.427734 Iteration 28Q: 3 clusters Score -4925140 nChanged 207 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3961 members Mstep: Class 2 contains 19236 members Entering Unmasked Estep Score: -4925301.000000 Penalty: 12313.427734 Iteration 29Q: 3 clusters Score -4925301 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3806 members Mstep: Class 2 contains 19391 members Entering Unmasked Estep Score: -4925423.000000 Penalty: 12313.427734 Iteration 30Q: 3 clusters Score -4925423 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3683 members Mstep: Class 2 contains 19514 members Entering Unmasked Estep Score: -4925485.000000 Penalty: 12313.427734 Iteration 31Q: 3 clusters Score -4925485 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3587 members Mstep: Class 2 contains 19610 members Entering Unmasked Estep Score: -4925549.500000 Penalty: 12313.427734 Iteration 32Q: 3 clusters Score -4925550 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3506 members Mstep: Class 2 contains 19691 members Entering Unmasked Estep Score: -4925608.500000 Penalty: 12313.427734 Iteration 33Q: 3 clusters Score -4925608 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3448 members Mstep: Class 2 contains 19749 members Entering Unmasked Estep Score: -4925643.500000 Penalty: 12313.427734 Iteration 34Q: 3 clusters Score -4925644 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3410 members Mstep: Class 2 contains 19787 members Entering Unmasked Estep Score: -4925655.500000 Penalty: 12313.427734 Iteration 35Q: 3 clusters Score -4925656 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3380 members Mstep: Class 2 contains 19817 members Entering Unmasked Estep Score: -4925650.000000 Penalty: 12313.427734 Iteration 36Q: 3 clusters Score -4925650 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3358 members Mstep: Class 2 contains 19839 members Entering Unmasked Estep Score: -4925659.500000 Penalty: 12313.427734 Iteration 37Q: 3 clusters Score -4925660 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3338 members Mstep: Class 2 contains 19859 members Entering Unmasked Estep Score: -4925682.500000 Penalty: 12313.427734 Iteration 38Q: 3 clusters Score -4925682 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3324 members Mstep: Class 2 contains 19873 members Entering Unmasked Estep Score: -4925690.000000 Penalty: 12313.427734 Iteration 39Q: 3 clusters Score -4925690 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3318 members Mstep: Class 2 contains 19879 members Entering Unmasked Estep Score: -4925692.500000 Penalty: 12313.427734 Iteration 40F: 3 clusters Score -4925692 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3311 members Mstep: Class 2 contains 19886 members Entering Unmasked Estep Score: -4925689.500000 Penalty: 12313.427734 Iteration 41Q: 3 clusters Score -4925690 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3302 members Mstep: Class 2 contains 19895 members Entering Unmasked Estep Score: -4925695.500000 Penalty: 12313.427734 Iteration 42Q: 3 clusters Score -4925696 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3295 members Mstep: Class 2 contains 19902 members Entering Unmasked Estep Score: -4925696.000000 Penalty: 12313.427734 Iteration 43Q: 3 clusters Score -4925696 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3288 members Mstep: Class 2 contains 19909 members Entering Unmasked Estep Score: -4925698.000000 Penalty: 12313.427734 Iteration 44Q: 3 clusters Score -4925698 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3286 members Mstep: Class 2 contains 19911 members Entering Unmasked Estep Score: -4925706.000000 Penalty: 12313.427734 Iteration 45Q: 3 clusters Score -4925706 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3285 members Mstep: Class 2 contains 19912 members Entering Unmasked Estep Score: -4925711.000000 Penalty: 12313.427734 Iteration 46Q: 3 clusters Score -4925711 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3285 members Mstep: Class 2 contains 19912 members Entering Unmasked Estep Score: -4925711.000000 Penalty: 12313.427734 Iteration 47F: 3 clusters Score -4925711 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 35539 members Mstep: Class 3 contains 857 members Mstep: Class 4 contains 1560 members Mstep: Class 5 contains 3285 members Mstep: Class 6 contains 26272 members Mstep: Class 7 contains 19912 members Mstep: Class 8 contains 1477 members Mstep: Class 9 contains 795 members Mstep: Class 10 contains 139813 members Mstep: Class 11 contains 64779 members Mstep: Class 12 contains 523 members Mstep: Class 13 contains 457 members Mstep: Class 14 contains 159790 members Mstep: Class 15 contains 31595 members Mstep: Class 16 contains 34229 members Mstep: Class 18 contains 9183 members Mstep: Class 19 contains 24571 members Mstep: Class 21 contains 625 members Mstep: Class 22 contains 1321 members Mstep: Class 23 contains 121904 members Entering Unmasked Estep Score: -147541648.000000 Penalty: 172723.218750 Splitting cluster 5 changes total score from -147542352.000000 to -147541648.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 6 (26272 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26272 members Entering Unmasked Estep Score: -5767485.500000 Penalty: 6232.958496 Iteration 0F: 2 clusters Score -5767486 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13358 members Mstep: Class 2 contains 12914 members Entering Unmasked Estep Score: -5747001.500000 Penalty: 12465.916992 Iteration 0F: 3 clusters Score -5747002 nChanged 10974 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14086 members Mstep: Class 2 contains 12186 members Entering Unmasked Estep Score: -5752842.500000 Penalty: 12465.916992 Iteration 1F: 3 clusters Score -5752842 nChanged 1716 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14608 members Mstep: Class 2 contains 11664 members Entering Unmasked Estep Score: -5753671.500000 Penalty: 12465.916992 Iteration 2F: 3 clusters Score -5753672 nChanged 1406 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15280 members Mstep: Class 2 contains 10992 members Entering Unmasked Estep Score: -5754424.000000 Penalty: 12465.916992 Iteration 3F: 3 clusters Score -5754424 nChanged 1356 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16108 members Mstep: Class 2 contains 10164 members Entering Unmasked Estep Score: -5755185.000000 Penalty: 12465.916992 Iteration 4F: 3 clusters Score -5755185 nChanged 1344 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17108 members Mstep: Class 2 contains 9164 members Entering Unmasked Estep Score: -5756037.000000 Penalty: 12465.916992 Iteration 5F: 3 clusters Score -5756037 nChanged 1445 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18295 members Mstep: Class 2 contains 7977 members Entering Unmasked Estep Score: -5756985.500000 Penalty: 12465.916992 Iteration 6F: 3 clusters Score -5756986 nChanged 1390 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19535 members Mstep: Class 2 contains 6737 members Entering Unmasked Estep Score: -5757946.000000 Penalty: 12465.916992 Iteration 7F: 3 clusters Score -5757946 nChanged 1327 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20774 members Mstep: Class 2 contains 5498 members Entering Unmasked Estep Score: -5758944.500000 Penalty: 12465.916992 Iteration 8F: 3 clusters Score -5758944 nChanged 1173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21879 members Mstep: Class 2 contains 4393 members Entering Unmasked Estep Score: -5759863.000000 Penalty: 12465.916992 Iteration 9Q: 3 clusters Score -5759863 nChanged 982 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22801 members Mstep: Class 2 contains 3471 members Entering Unmasked Estep Score: -5760647.000000 Penalty: 12465.916992 Iteration 10Q: 3 clusters Score -5760647 nChanged 795 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23554 members Mstep: Class 2 contains 2718 members Entering Unmasked Estep Score: -5761298.500000 Penalty: 12465.916992 Iteration 11Q: 3 clusters Score -5761298 nChanged 562 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24098 members Mstep: Class 2 contains 2174 members Entering Unmasked Estep Score: -5761770.500000 Penalty: 12465.916992 Iteration 12Q: 3 clusters Score -5761770 nChanged 399 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24467 members Mstep: Class 2 contains 1805 members Entering Unmasked Estep Score: -5762130.500000 Penalty: 12465.916992 Iteration 13Q: 3 clusters Score -5762130 nChanged 273 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24698 members Mstep: Class 2 contains 1574 members Entering Unmasked Estep Score: -5762386.500000 Penalty: 12465.916992 Iteration 14Q: 3 clusters Score -5762386 nChanged 191 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24857 members Mstep: Class 2 contains 1415 members Entering Unmasked Estep Score: -5762569.000000 Penalty: 12465.916992 Iteration 15Q: 3 clusters Score -5762569 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24959 members Mstep: Class 2 contains 1313 members Entering Unmasked Estep Score: -5762716.500000 Penalty: 12465.916992 Iteration 16Q: 3 clusters Score -5762716 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25036 members Mstep: Class 2 contains 1236 members Entering Unmasked Estep Score: -5762836.000000 Penalty: 12465.916992 Iteration 17Q: 3 clusters Score -5762836 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25080 members Mstep: Class 2 contains 1192 members Entering Unmasked Estep Score: -5762927.000000 Penalty: 12465.916992 Iteration 18Q: 3 clusters Score -5762927 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25118 members Mstep: Class 2 contains 1154 members Entering Unmasked Estep Score: -5762971.500000 Penalty: 12465.916992 Iteration 19Q: 3 clusters Score -5762972 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25143 members Mstep: Class 2 contains 1129 members Entering Unmasked Estep Score: -5763003.000000 Penalty: 12465.916992 Iteration 20F: 3 clusters Score -5763003 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25158 members Mstep: Class 2 contains 1114 members Entering Unmasked Estep Score: -5763015.500000 Penalty: 12465.916992 Iteration 21Q: 3 clusters Score -5763016 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25168 members Mstep: Class 2 contains 1104 members Entering Unmasked Estep Score: -5763024.000000 Penalty: 12465.916992 Iteration 22Q: 3 clusters Score -5763024 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25175 members Mstep: Class 2 contains 1097 members Entering Unmasked Estep Score: -5763038.000000 Penalty: 12465.916992 Iteration 23Q: 3 clusters Score -5763038 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25179 members Mstep: Class 2 contains 1093 members Entering Unmasked Estep Score: -5763037.500000 Penalty: 12465.916992 Iteration 24Q: 3 clusters Score -5763038 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25185 members Mstep: Class 2 contains 1087 members Entering Unmasked Estep Score: -5763046.000000 Penalty: 12465.916992 Iteration 25Q: 3 clusters Score -5763046 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25191 members Mstep: Class 2 contains 1081 members Entering Unmasked Estep Score: -5763054.500000 Penalty: 12465.916992 Iteration 26Q: 3 clusters Score -5763054 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25198 members Mstep: Class 2 contains 1074 members Entering Unmasked Estep Score: -5763064.500000 Penalty: 12465.916992 Iteration 27Q: 3 clusters Score -5763064 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25201 members Mstep: Class 2 contains 1071 members Entering Unmasked Estep Score: -5763061.500000 Penalty: 12465.916992 Iteration 28Q: 3 clusters Score -5763062 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25205 members Mstep: Class 2 contains 1067 members Entering Unmasked Estep Score: -5763071.000000 Penalty: 12465.916992 Iteration 29Q: 3 clusters Score -5763071 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25205 members Mstep: Class 2 contains 1067 members Entering Unmasked Estep Score: -5763077.500000 Penalty: 12465.916992 Iteration 30Q: 3 clusters Score -5763078 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25206 members Mstep: Class 2 contains 1066 members Entering Unmasked Estep Score: -5763080.000000 Penalty: 12465.916992 Iteration 31Q: 3 clusters Score -5763080 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25207 members Mstep: Class 2 contains 1065 members Entering Unmasked Estep Score: -5763072.000000 Penalty: 12465.916992 Iteration 32Q: 3 clusters Score -5763072 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25209 members Mstep: Class 2 contains 1063 members Entering Unmasked Estep Score: -5763076.500000 Penalty: 12465.916992 Iteration 33Q: 3 clusters Score -5763076 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25210 members Mstep: Class 2 contains 1062 members Entering Unmasked Estep Score: -5763074.500000 Penalty: 12465.916992 Iteration 34Q: 3 clusters Score -5763074 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25211 members Mstep: Class 2 contains 1061 members Entering Unmasked Estep Score: -5763078.000000 Penalty: 12465.916992 Iteration 35Q: 3 clusters Score -5763078 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25212 members Mstep: Class 2 contains 1060 members Entering Unmasked Estep Score: -5763080.000000 Penalty: 12465.916992 Iteration 36Q: 3 clusters Score -5763080 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25216 members Mstep: Class 2 contains 1056 members Entering Unmasked Estep Score: -5763079.000000 Penalty: 12465.916992 Iteration 37Q: 3 clusters Score -5763079 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25221 members Mstep: Class 2 contains 1051 members Entering Unmasked Estep Score: -5763075.000000 Penalty: 12465.916992 Iteration 38Q: 3 clusters Score -5763075 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25224 members Mstep: Class 2 contains 1048 members Entering Unmasked Estep Score: -5763077.000000 Penalty: 12465.916992 Iteration 39Q: 3 clusters Score -5763077 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25226 members Mstep: Class 2 contains 1046 members Entering Unmasked Estep Score: -5763079.500000 Penalty: 12465.916992 Iteration 40F: 3 clusters Score -5763080 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25228 members Mstep: Class 2 contains 1044 members Entering Unmasked Estep Score: -5763076.500000 Penalty: 12465.916992 Iteration 41Q: 3 clusters Score -5763076 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25230 members Mstep: Class 2 contains 1042 members Entering Unmasked Estep Score: -5763082.500000 Penalty: 12465.916992 Iteration 42Q: 3 clusters Score -5763082 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25231 members Mstep: Class 2 contains 1041 members Entering Unmasked Estep Score: -5763088.000000 Penalty: 12465.916992 Iteration 43Q: 3 clusters Score -5763088 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25232 members Mstep: Class 2 contains 1040 members Entering Unmasked Estep Score: -5763090.000000 Penalty: 12465.916992 Iteration 44Q: 3 clusters Score -5763090 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25232 members Mstep: Class 2 contains 1040 members Entering Unmasked Estep Score: -5763090.000000 Penalty: 12465.916992 Iteration 45F: 3 clusters Score -5763090 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (1477 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1477 members Entering Unmasked Estep Score: -278024.281250 Penalty: 4469.882812 Iteration 0F: 2 clusters Score -278024.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 751 members Mstep: Class 2 contains 726 members Entering Unmasked Estep Score: -273606.468750 Penalty: 8939.765625 Iteration 0F: 3 clusters Score -273606.5 nChanged 335 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 724 members Mstep: Class 2 contains 753 members Entering Unmasked Estep Score: -274549.281250 Penalty: 8939.765625 Iteration 1F: 3 clusters Score -274549.3 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 767 members Mstep: Class 2 contains 710 members Entering Unmasked Estep Score: -275559.218750 Penalty: 8939.765625 Iteration 2F: 3 clusters Score -275559.2 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 855 members Mstep: Class 2 contains 622 members Entering Unmasked Estep Score: -276549.687500 Penalty: 8939.765625 Iteration 3F: 3 clusters Score -276549.7 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 944 members Mstep: Class 2 contains 533 members Entering Unmasked Estep Score: -277558.187500 Penalty: 8939.765625 Iteration 4F: 3 clusters Score -277558.2 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1021 members Mstep: Class 2 contains 456 members Entering Unmasked Estep Score: -278268.531250 Penalty: 8939.765625 Iteration 5F: 3 clusters Score -278268.5 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1064 members Mstep: Class 2 contains 413 members Entering Unmasked Estep Score: -278704.281250 Penalty: 8939.765625 Iteration 6Q: 3 clusters Score -278704.3 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1085 members Mstep: Class 2 contains 392 members Entering Unmasked Estep Score: -278781.281250 Penalty: 8939.765625 Iteration 7Q: 3 clusters Score -278781.3 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1100 members Mstep: Class 2 contains 377 members Entering Unmasked Estep Score: -278830.000000 Penalty: 8939.765625 Iteration 8Q: 3 clusters Score -278830 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1113 members Mstep: Class 2 contains 364 members Entering Unmasked Estep Score: -278873.250000 Penalty: 8939.765625 Iteration 9Q: 3 clusters Score -278873.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1123 members Mstep: Class 2 contains 354 members Entering Unmasked Estep Score: -278900.687500 Penalty: 8939.765625 Iteration 10Q: 3 clusters Score -278900.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1130 members Mstep: Class 2 contains 347 members Entering Unmasked Estep Score: -278925.781250 Penalty: 8939.765625 Iteration 11Q: 3 clusters Score -278925.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1135 members Mstep: Class 2 contains 342 members Entering Unmasked Estep Score: -278939.656250 Penalty: 8939.765625 Iteration 12Q: 3 clusters Score -278939.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1141 members Mstep: Class 2 contains 336 members Entering Unmasked Estep Score: -278956.875000 Penalty: 8939.765625 Iteration 13Q: 3 clusters Score -278956.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1143 members Mstep: Class 2 contains 334 members Entering Unmasked Estep Score: -278962.406250 Penalty: 8939.765625 Iteration 14Q: 3 clusters Score -278962.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1147 members Mstep: Class 2 contains 330 members Entering Unmasked Estep Score: -278971.593750 Penalty: 8939.765625 Iteration 15Q: 3 clusters Score -278971.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1150 members Mstep: Class 2 contains 327 members Entering Unmasked Estep Score: -278980.062500 Penalty: 8939.765625 Iteration 16Q: 3 clusters Score -278980.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1154 members Mstep: Class 2 contains 323 members Entering Unmasked Estep Score: -278990.625000 Penalty: 8939.765625 Iteration 17Q: 3 clusters Score -278990.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1156 members Mstep: Class 2 contains 321 members Entering Unmasked Estep Score: -278995.281250 Penalty: 8939.765625 Iteration 18Q: 3 clusters Score -278995.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1158 members Mstep: Class 2 contains 319 members Entering Unmasked Estep Score: -279003.468750 Penalty: 8939.765625 Iteration 19Q: 3 clusters Score -279003.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1159 members Mstep: Class 2 contains 318 members Entering Unmasked Estep Score: -279007.125000 Penalty: 8939.765625 Iteration 20F: 3 clusters Score -279007.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1162 members Mstep: Class 2 contains 315 members Entering Unmasked Estep Score: -279019.343750 Penalty: 8939.765625 Iteration 21Q: 3 clusters Score -279019.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1165 members Mstep: Class 2 contains 312 members Entering Unmasked Estep Score: -279033.843750 Penalty: 8939.765625 Iteration 22Q: 3 clusters Score -279033.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1168 members Mstep: Class 2 contains 309 members Entering Unmasked Estep Score: -279043.093750 Penalty: 8939.765625 Iteration 23Q: 3 clusters Score -279043.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1168 members Mstep: Class 2 contains 309 members Entering Unmasked Estep Score: -279043.093750 Penalty: 8939.765625 Iteration 24F: 3 clusters Score -279043.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 35539 members Mstep: Class 3 contains 857 members Mstep: Class 4 contains 1560 members Mstep: Class 5 contains 23197 members Mstep: Class 6 contains 26272 members Mstep: Class 7 contains 309 members Mstep: Class 8 contains 1168 members Mstep: Class 9 contains 795 members Mstep: Class 10 contains 139813 members Mstep: Class 11 contains 64779 members Mstep: Class 12 contains 523 members Mstep: Class 13 contains 457 members Mstep: Class 14 contains 159790 members Mstep: Class 15 contains 31595 members Mstep: Class 16 contains 34229 members Mstep: Class 18 contains 9183 members Mstep: Class 19 contains 24571 members Mstep: Class 21 contains 625 members Mstep: Class 22 contains 1321 members Mstep: Class 23 contains 121904 members Entering Unmasked Estep Score: -147539200.000000 Penalty: 172723.218750 Splitting cluster 8 changes total score from -147542352.000000 to -147539200.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 9 (795 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 795 members Entering Unmasked Estep Score: -135190.281250 Penalty: 4090.484375 Iteration 0F: 2 clusters Score -135190.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 391 members Mstep: Class 2 contains 404 members Entering Unmasked Estep Score: -131640.562500 Penalty: 8180.968750 Iteration 0F: 3 clusters Score -131640.6 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 345 members Mstep: Class 2 contains 450 members Entering Unmasked Estep Score: -132439.109375 Penalty: 8180.968750 Iteration 1F: 3 clusters Score -132439.1 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 261 members Mstep: Class 2 contains 534 members Entering Unmasked Estep Score: -133519.562500 Penalty: 8180.968750 Iteration 2F: 3 clusters Score -133519.6 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 247 members Mstep: Class 2 contains 548 members Entering Unmasked Estep Score: -134397.031250 Penalty: 8180.968750 Iteration 3F: 3 clusters Score -134397 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 272 members Mstep: Class 2 contains 523 members Entering Unmasked Estep Score: -135170.687500 Penalty: 8180.968750 Iteration 4Q: 3 clusters Score -135170.7 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 303 members Mstep: Class 2 contains 492 members Entering Unmasked Estep Score: -135628.828125 Penalty: 8180.968750 Iteration 5Q: 3 clusters Score -135628.8 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 322 members Mstep: Class 2 contains 473 members Entering Unmasked Estep Score: -135910.812500 Penalty: 8180.968750 Iteration 6Q: 3 clusters Score -135910.8 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 342 members Mstep: Class 2 contains 453 members Entering Unmasked Estep Score: -136169.234375 Penalty: 8180.968750 Iteration 7Q: 3 clusters Score -136169.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 353 members Mstep: Class 2 contains 442 members Entering Unmasked Estep Score: -136284.390625 Penalty: 8180.968750 Iteration 8Q: 3 clusters Score -136284.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 359 members Mstep: Class 2 contains 436 members Entering Unmasked Estep Score: -136393.359375 Penalty: 8180.968750 Iteration 9Q: 3 clusters Score -136393.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 363 members Mstep: Class 2 contains 432 members Entering Unmasked Estep Score: -136458.437500 Penalty: 8180.968750 Iteration 10Q: 3 clusters Score -136458.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 368 members Mstep: Class 2 contains 427 members Entering Unmasked Estep Score: -136536.531250 Penalty: 8180.968750 Iteration 11Q: 3 clusters Score -136536.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 372 members Mstep: Class 2 contains 423 members Entering Unmasked Estep Score: -136622.875000 Penalty: 8180.968750 Iteration 12Q: 3 clusters Score -136622.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 378 members Mstep: Class 2 contains 417 members Entering Unmasked Estep Score: -136763.968750 Penalty: 8180.968750 Iteration 13Q: 3 clusters Score -136764 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 383 members Mstep: Class 2 contains 412 members Entering Unmasked Estep Score: -136894.703125 Penalty: 8180.968750 Iteration 14Q: 3 clusters Score -136894.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 387 members Mstep: Class 2 contains 408 members Entering Unmasked Estep Score: -137031.359375 Penalty: 8180.968750 Iteration 15Q: 3 clusters Score -137031.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 390 members Mstep: Class 2 contains 405 members Entering Unmasked Estep Score: -137107.828125 Penalty: 8180.968750 Iteration 16Q: 3 clusters Score -137107.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 393 members Mstep: Class 2 contains 402 members Entering Unmasked Estep Score: -137208.703125 Penalty: 8180.968750 Iteration 17Q: 3 clusters Score -137208.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 394 members Mstep: Class 2 contains 401 members Entering Unmasked Estep Score: -137220.953125 Penalty: 8180.968750 Iteration 18Q: 3 clusters Score -137221 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 394 members Mstep: Class 2 contains 401 members Entering Unmasked Estep Score: -137236.046875 Penalty: 8180.968750 Iteration 19F: 3 clusters Score -137236 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 396 members Mstep: Class 2 contains 399 members Entering Unmasked Estep Score: -137302.203125 Penalty: 8180.968750 Iteration 20F: 3 clusters Score -137302.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 397 members Mstep: Class 2 contains 398 members Entering Unmasked Estep Score: -137333.406250 Penalty: 8180.968750 Iteration 21Q: 3 clusters Score -137333.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 398 members Mstep: Class 2 contains 397 members Entering Unmasked Estep Score: -137339.890625 Penalty: 8180.968750 Iteration 22Q: 3 clusters Score -137339.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 398 members Mstep: Class 2 contains 397 members Entering Unmasked Estep Score: -137339.890625 Penalty: 8180.968750 Iteration 23F: 3 clusters Score -137339.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 35539 members Mstep: Class 3 contains 857 members Mstep: Class 4 contains 1560 members Mstep: Class 5 contains 23197 members Mstep: Class 6 contains 26272 members Mstep: Class 7 contains 397 members Mstep: Class 8 contains 1477 members Mstep: Class 9 contains 398 members Mstep: Class 10 contains 139813 members Mstep: Class 11 contains 64779 members Mstep: Class 12 contains 523 members Mstep: Class 13 contains 457 members Mstep: Class 14 contains 159790 members Mstep: Class 15 contains 31595 members Mstep: Class 16 contains 34229 members Mstep: Class 18 contains 9183 members Mstep: Class 19 contains 24571 members Mstep: Class 21 contains 625 members Mstep: Class 22 contains 1321 members Mstep: Class 23 contains 121904 members Entering Unmasked Estep Score: -147540416.000000 Penalty: 172723.218750 Splitting cluster 9 changes total score from -147542352.000000 to -147540416.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 10 (139813 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139813 members Entering Unmasked Estep Score: -31169314.000000 Penalty: 7256.937500 Iteration 0F: 2 clusters Score -3.116931e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 69946 members Mstep: Class 2 contains 69867 members Entering Unmasked Estep Score: -31076646.000000 Penalty: 14513.875000 Iteration 0F: 3 clusters Score -3.107665e+07 nChanged 64849 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 69873 members Mstep: Class 2 contains 69940 members Entering Unmasked Estep Score: -31112918.000000 Penalty: 14513.875000 Iteration 1F: 3 clusters Score -3.111292e+07 nChanged 5237 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 69610 members Mstep: Class 2 contains 70203 members Entering Unmasked Estep Score: -31114232.000000 Penalty: 14513.875000 Iteration 2Q: 3 clusters Score -3.111423e+07 nChanged 5104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 69208 members Mstep: Class 2 contains 70605 members Entering Unmasked Estep Score: -31115640.000000 Penalty: 14513.875000 Iteration 3Q: 3 clusters Score -3.111564e+07 nChanged 5077 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 68697 members Mstep: Class 2 contains 71116 members Entering Unmasked Estep Score: -31117290.000000 Penalty: 14513.875000 Iteration 4Q: 3 clusters Score -3.111729e+07 nChanged 5292 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 68023 members Mstep: Class 2 contains 71790 members Entering Unmasked Estep Score: -31119216.000000 Penalty: 14513.875000 Iteration 5Q: 3 clusters Score -3.111922e+07 nChanged 5677 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67040 members Mstep: Class 2 contains 72773 members Entering Unmasked Estep Score: -31121412.000000 Penalty: 14513.875000 Iteration 6Q: 3 clusters Score -3.112141e+07 nChanged 6029 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65697 members Mstep: Class 2 contains 74116 members Entering Unmasked Estep Score: -31124322.000000 Penalty: 14513.875000 Iteration 7Q: 3 clusters Score -3.112432e+07 nChanged 6767 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64088 members Mstep: Class 2 contains 75725 members Entering Unmasked Estep Score: -31128014.000000 Penalty: 14513.875000 Iteration 8Q: 3 clusters Score -3.112801e+07 nChanged 7285 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62297 members Mstep: Class 2 contains 77516 members Entering Unmasked Estep Score: -31131898.000000 Penalty: 14513.875000 Iteration 9F: 3 clusters Score -3.11319e+07 nChanged 7766 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60271 members Mstep: Class 2 contains 79542 members Entering Unmasked Estep Score: -31136608.000000 Penalty: 14513.875000 Iteration 10F: 3 clusters Score -3.113661e+07 nChanged 7551 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58132 members Mstep: Class 2 contains 81681 members Entering Unmasked Estep Score: -31141078.000000 Penalty: 14513.875000 Iteration 11F: 3 clusters Score -3.114108e+07 nChanged 6934 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55846 members Mstep: Class 2 contains 83967 members Entering Unmasked Estep Score: -31144708.000000 Penalty: 14513.875000 Iteration 12Q: 3 clusters Score -3.114471e+07 nChanged 5960 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53508 members Mstep: Class 2 contains 86305 members Entering Unmasked Estep Score: -31147842.000000 Penalty: 14513.875000 Iteration 13Q: 3 clusters Score -3.114784e+07 nChanged 4900 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51200 members Mstep: Class 2 contains 88613 members Entering Unmasked Estep Score: -31150172.000000 Penalty: 14513.875000 Iteration 14Q: 3 clusters Score -3.115017e+07 nChanged 3937 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49095 members Mstep: Class 2 contains 90718 members Entering Unmasked Estep Score: -31151786.000000 Penalty: 14513.875000 Iteration 15Q: 3 clusters Score -3.115179e+07 nChanged 3170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46979 members Mstep: Class 2 contains 92834 members Entering Unmasked Estep Score: -31153036.000000 Penalty: 14513.875000 Iteration 16Q: 3 clusters Score -3.115304e+07 nChanged 2678 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44971 members Mstep: Class 2 contains 94842 members Entering Unmasked Estep Score: -31153984.000000 Penalty: 14513.875000 Iteration 17Q: 3 clusters Score -3.115398e+07 nChanged 2356 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42985 members Mstep: Class 2 contains 96828 members Entering Unmasked Estep Score: -31154764.000000 Penalty: 14513.875000 Iteration 18Q: 3 clusters Score -3.115476e+07 nChanged 2229 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41056 members Mstep: Class 2 contains 98757 members Entering Unmasked Estep Score: -31155484.000000 Penalty: 14513.875000 Iteration 19Q: 3 clusters Score -3.115548e+07 nChanged 2156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39064 members Mstep: Class 2 contains 100749 members Entering Unmasked Estep Score: -31156248.000000 Penalty: 14513.875000 Iteration 20F: 3 clusters Score -3.115625e+07 nChanged 2131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37063 members Mstep: Class 2 contains 102750 members Entering Unmasked Estep Score: -31156930.000000 Penalty: 14513.875000 Iteration 21Q: 3 clusters Score -3.115693e+07 nChanged 2150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35041 members Mstep: Class 2 contains 104772 members Entering Unmasked Estep Score: -31157616.000000 Penalty: 14513.875000 Iteration 22Q: 3 clusters Score -3.115762e+07 nChanged 2058 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33087 members Mstep: Class 2 contains 106726 members Entering Unmasked Estep Score: -31158294.000000 Penalty: 14513.875000 Iteration 23Q: 3 clusters Score -3.115829e+07 nChanged 2014 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31155 members Mstep: Class 2 contains 108658 members Entering Unmasked Estep Score: -31159020.000000 Penalty: 14513.875000 Iteration 24Q: 3 clusters Score -3.115902e+07 nChanged 1956 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29293 members Mstep: Class 2 contains 110520 members Entering Unmasked Estep Score: -31159754.000000 Penalty: 14513.875000 Iteration 25Q: 3 clusters Score -3.115975e+07 nChanged 1883 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27490 members Mstep: Class 2 contains 112323 members Entering Unmasked Estep Score: -31160574.000000 Penalty: 14513.875000 Iteration 26Q: 3 clusters Score -3.116057e+07 nChanged 1748 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25818 members Mstep: Class 2 contains 113995 members Entering Unmasked Estep Score: -31161420.000000 Penalty: 14513.875000 Iteration 27Q: 3 clusters Score -3.116142e+07 nChanged 1616 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24256 members Mstep: Class 2 contains 115557 members Entering Unmasked Estep Score: -31162176.000000 Penalty: 14513.875000 Iteration 28Q: 3 clusters Score -3.116218e+07 nChanged 1514 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22812 members Mstep: Class 2 contains 117001 members Entering Unmasked Estep Score: -31162742.000000 Penalty: 14513.875000 Iteration 29Q: 3 clusters Score -3.116274e+07 nChanged 1411 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21467 members Mstep: Class 2 contains 118346 members Entering Unmasked Estep Score: -31163330.000000 Penalty: 14513.875000 Iteration 30Q: 3 clusters Score -3.116333e+07 nChanged 1240 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20285 members Mstep: Class 2 contains 119528 members Entering Unmasked Estep Score: -31163682.000000 Penalty: 14513.875000 Iteration 31Q: 3 clusters Score -3.116368e+07 nChanged 1084 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19241 members Mstep: Class 2 contains 120572 members Entering Unmasked Estep Score: -31164032.000000 Penalty: 14513.875000 Iteration 32Q: 3 clusters Score -3.116403e+07 nChanged 974 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18283 members Mstep: Class 2 contains 121530 members Entering Unmasked Estep Score: -31164284.000000 Penalty: 14513.875000 Iteration 33Q: 3 clusters Score -3.116428e+07 nChanged 927 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17378 members Mstep: Class 2 contains 122435 members Entering Unmasked Estep Score: -31164520.000000 Penalty: 14513.875000 Iteration 34Q: 3 clusters Score -3.116452e+07 nChanged 789 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16605 members Mstep: Class 2 contains 123208 members Entering Unmasked Estep Score: -31164720.000000 Penalty: 14513.875000 Iteration 35Q: 3 clusters Score -3.116472e+07 nChanged 692 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15931 members Mstep: Class 2 contains 123882 members Entering Unmasked Estep Score: -31164876.000000 Penalty: 14513.875000 Iteration 36Q: 3 clusters Score -3.116488e+07 nChanged 654 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15287 members Mstep: Class 2 contains 124526 members Entering Unmasked Estep Score: -31164976.000000 Penalty: 14513.875000 Iteration 37Q: 3 clusters Score -3.116498e+07 nChanged 598 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14709 members Mstep: Class 2 contains 125104 members Entering Unmasked Estep Score: -31165298.000000 Penalty: 14513.875000 Iteration 38Q: 3 clusters Score -3.11653e+07 nChanged 605 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14132 members Mstep: Class 2 contains 125681 members Entering Unmasked Estep Score: -31165530.000000 Penalty: 14513.875000 Iteration 39Q: 3 clusters Score -3.116553e+07 nChanged 610 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13568 members Mstep: Class 2 contains 126245 members Entering Unmasked Estep Score: -31165752.000000 Penalty: 14513.875000 Iteration 40F: 3 clusters Score -3.116575e+07 nChanged 653 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12983 members Mstep: Class 2 contains 126830 members Entering Unmasked Estep Score: -31166206.000000 Penalty: 14513.875000 Iteration 41Q: 3 clusters Score -3.116621e+07 nChanged 702 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12415 members Mstep: Class 2 contains 127398 members Entering Unmasked Estep Score: -31166740.000000 Penalty: 14513.875000 Iteration 42Q: 3 clusters Score -3.116674e+07 nChanged 685 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11906 members Mstep: Class 2 contains 127907 members Entering Unmasked Estep Score: -31167226.000000 Penalty: 14513.875000 Iteration 43Q: 3 clusters Score -3.116723e+07 nChanged 661 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11443 members Mstep: Class 2 contains 128370 members Entering Unmasked Estep Score: -31167794.000000 Penalty: 14513.875000 Iteration 44Q: 3 clusters Score -3.116779e+07 nChanged 564 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11097 members Mstep: Class 2 contains 128716 members Entering Unmasked Estep Score: -31167968.000000 Penalty: 14513.875000 Iteration 45Q: 3 clusters Score -3.116797e+07 nChanged 428 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10837 members Mstep: Class 2 contains 128976 members Entering Unmasked Estep Score: -31168034.000000 Penalty: 14513.875000 Iteration 46Q: 3 clusters Score -3.116803e+07 nChanged 296 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10667 members Mstep: Class 2 contains 129146 members Entering Unmasked Estep Score: -31168166.000000 Penalty: 14513.875000 Iteration 47Q: 3 clusters Score -3.116817e+07 nChanged 214 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10553 members Mstep: Class 2 contains 129260 members Entering Unmasked Estep Score: -31168160.000000 Penalty: 14513.875000 Iteration 48Q: 3 clusters Score -3.116816e+07 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10468 members Mstep: Class 2 contains 129345 members Entering Unmasked Estep Score: -31168164.000000 Penalty: 14513.875000 Iteration 49Q: 3 clusters Score -3.116816e+07 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10389 members Mstep: Class 2 contains 129424 members Entering Unmasked Estep Score: -31168236.000000 Penalty: 14513.875000 Iteration 50Q: 3 clusters Score -3.116824e+07 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10347 members Mstep: Class 2 contains 129466 members Entering Unmasked Estep Score: -31168194.000000 Penalty: 14513.875000 Iteration 51Q: 3 clusters Score -3.116819e+07 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10306 members Mstep: Class 2 contains 129507 members Entering Unmasked Estep Score: -31168206.000000 Penalty: 14513.875000 Iteration 52Q: 3 clusters Score -3.116821e+07 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10281 members Mstep: Class 2 contains 129532 members Entering Unmasked Estep Score: -31168200.000000 Penalty: 14513.875000 Iteration 53Q: 3 clusters Score -3.11682e+07 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10258 members Mstep: Class 2 contains 129555 members Entering Unmasked Estep Score: -31168188.000000 Penalty: 14513.875000 Iteration 54Q: 3 clusters Score -3.116819e+07 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10239 members Mstep: Class 2 contains 129574 members Entering Unmasked Estep Score: -31168204.000000 Penalty: 14513.875000 Iteration 55Q: 3 clusters Score -3.11682e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10226 members Mstep: Class 2 contains 129587 members Entering Unmasked Estep Score: -31168188.000000 Penalty: 14513.875000 Iteration 56Q: 3 clusters Score -3.116819e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10219 members Mstep: Class 2 contains 129594 members Entering Unmasked Estep Score: -31168212.000000 Penalty: 14513.875000 Iteration 57Q: 3 clusters Score -3.116821e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10212 members Mstep: Class 2 contains 129601 members Entering Unmasked Estep Score: -31168176.000000 Penalty: 14513.875000 Iteration 58Q: 3 clusters Score -3.116818e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10206 members Mstep: Class 2 contains 129607 members Entering Unmasked Estep Score: -31168188.000000 Penalty: 14513.875000 Iteration 59Q: 3 clusters Score -3.116819e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10201 members Mstep: Class 2 contains 129612 members Entering Unmasked Estep Score: -31168170.000000 Penalty: 14513.875000 Iteration 60F: 3 clusters Score -3.116817e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10198 members Mstep: Class 2 contains 129615 members Entering Unmasked Estep Score: -31168170.000000 Penalty: 14513.875000 Iteration 61Q: 3 clusters Score -3.116817e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10196 members Mstep: Class 2 contains 129617 members Entering Unmasked Estep Score: -31168168.000000 Penalty: 14513.875000 Iteration 62Q: 3 clusters Score -3.116817e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10195 members Mstep: Class 2 contains 129618 members Entering Unmasked Estep Score: -31168172.000000 Penalty: 14513.875000 Iteration 63Q: 3 clusters Score -3.116817e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10195 members Mstep: Class 2 contains 129618 members Entering Unmasked Estep Score: -31168164.000000 Penalty: 14513.875000 Iteration 64Q: 3 clusters Score -3.116816e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10194 members Mstep: Class 2 contains 129619 members Entering Unmasked Estep Score: -31168172.000000 Penalty: 14513.875000 Iteration 65Q: 3 clusters Score -3.116817e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10194 members Mstep: Class 2 contains 129619 members Entering Unmasked Estep Score: -31168170.000000 Penalty: 14513.875000 Iteration 66Q: 3 clusters Score -3.116817e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10193 members Mstep: Class 2 contains 129620 members Entering Unmasked Estep Score: -31168176.000000 Penalty: 14513.875000 Iteration 67Q: 3 clusters Score -3.116818e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10191 members Mstep: Class 2 contains 129622 members Entering Unmasked Estep Score: -31168180.000000 Penalty: 14513.875000 Iteration 68Q: 3 clusters Score -3.116818e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10191 members Mstep: Class 2 contains 129622 members Entering Unmasked Estep Score: -31168164.000000 Penalty: 14513.875000 Iteration 69Q: 3 clusters Score -3.116816e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10190 members Mstep: Class 2 contains 129623 members Entering Unmasked Estep Score: -31168164.000000 Penalty: 14513.875000 Iteration 70Q: 3 clusters Score -3.116816e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10188 members Mstep: Class 2 contains 129625 members Entering Unmasked Estep Score: -31168158.000000 Penalty: 14513.875000 Iteration 71Q: 3 clusters Score -3.116816e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10186 members Mstep: Class 2 contains 129627 members Entering Unmasked Estep Score: -31168176.000000 Penalty: 14513.875000 Iteration 72Q: 3 clusters Score -3.116818e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10186 members Mstep: Class 2 contains 129627 members Entering Unmasked Estep Score: -31168184.000000 Penalty: 14513.875000 Iteration 73Q: 3 clusters Score -3.116818e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10186 members Mstep: Class 2 contains 129627 members Entering Unmasked Estep Score: -31168184.000000 Penalty: 14513.875000 Iteration 74F: 3 clusters Score -3.116818e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (64779 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64779 members Entering Unmasked Estep Score: -14330404.000000 Penalty: 6785.726074 Iteration 0F: 2 clusters Score -1.43304e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32379 members Mstep: Class 2 contains 32400 members Entering Unmasked Estep Score: -14285475.000000 Penalty: 13571.452148 Iteration 0F: 3 clusters Score -1.428548e+07 nChanged 28866 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32661 members Mstep: Class 2 contains 32118 members Entering Unmasked Estep Score: -14300741.000000 Penalty: 13571.452148 Iteration 1F: 3 clusters Score -1.430074e+07 nChanged 2993 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32738 members Mstep: Class 2 contains 32041 members Entering Unmasked Estep Score: -14301712.000000 Penalty: 13571.452148 Iteration 2Q: 3 clusters Score -1.430171e+07 nChanged 2522 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32810 members Mstep: Class 2 contains 31969 members Entering Unmasked Estep Score: -14302479.000000 Penalty: 13571.452148 Iteration 3Q: 3 clusters Score -1.430248e+07 nChanged 2293 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32901 members Mstep: Class 2 contains 31878 members Entering Unmasked Estep Score: -14303030.000000 Penalty: 13571.452148 Iteration 4Q: 3 clusters Score -1.430303e+07 nChanged 2079 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33022 members Mstep: Class 2 contains 31757 members Entering Unmasked Estep Score: -14303637.000000 Penalty: 13571.452148 Iteration 5Q: 3 clusters Score -1.430364e+07 nChanged 1976 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33134 members Mstep: Class 2 contains 31645 members Entering Unmasked Estep Score: -14304305.000000 Penalty: 13571.452148 Iteration 6Q: 3 clusters Score -1.43043e+07 nChanged 1861 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33187 members Mstep: Class 2 contains 31592 members Entering Unmasked Estep Score: -14304783.000000 Penalty: 13571.452148 Iteration 7Q: 3 clusters Score -1.430478e+07 nChanged 1878 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33245 members Mstep: Class 2 contains 31534 members Entering Unmasked Estep Score: -14305412.000000 Penalty: 13571.452148 Iteration 8Q: 3 clusters Score -1.430541e+07 nChanged 1978 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33293 members Mstep: Class 2 contains 31486 members Entering Unmasked Estep Score: -14306031.000000 Penalty: 13571.452148 Iteration 9Q: 3 clusters Score -1.430603e+07 nChanged 2175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33272 members Mstep: Class 2 contains 31507 members Entering Unmasked Estep Score: -14306987.000000 Penalty: 13571.452148 Iteration 10Q: 3 clusters Score -1.430699e+07 nChanged 2458 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33086 members Mstep: Class 2 contains 31693 members Entering Unmasked Estep Score: -14308206.000000 Penalty: 13571.452148 Iteration 11Q: 3 clusters Score -1.430821e+07 nChanged 2863 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32703 members Mstep: Class 2 contains 32076 members Entering Unmasked Estep Score: -14309781.000000 Penalty: 13571.452148 Iteration 12Q: 3 clusters Score -1.430978e+07 nChanged 3272 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32127 members Mstep: Class 2 contains 32652 members Entering Unmasked Estep Score: -14311929.000000 Penalty: 13571.452148 Iteration 13F: 3 clusters Score -1.431193e+07 nChanged 3572 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31319 members Mstep: Class 2 contains 33460 members Entering Unmasked Estep Score: -14314465.000000 Penalty: 13571.452148 Iteration 14F: 3 clusters Score -1.431446e+07 nChanged 3506 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30425 members Mstep: Class 2 contains 34354 members Entering Unmasked Estep Score: -14316781.000000 Penalty: 13571.452148 Iteration 15F: 3 clusters Score -1.431678e+07 nChanged 2853 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29558 members Mstep: Class 2 contains 35221 members Entering Unmasked Estep Score: -14318322.000000 Penalty: 13571.452148 Iteration 16Q: 3 clusters Score -1.431832e+07 nChanged 1989 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28801 members Mstep: Class 2 contains 35978 members Entering Unmasked Estep Score: -14319116.000000 Penalty: 13571.452148 Iteration 17Q: 3 clusters Score -1.431912e+07 nChanged 1378 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28171 members Mstep: Class 2 contains 36608 members Entering Unmasked Estep Score: -14319568.000000 Penalty: 13571.452148 Iteration 18Q: 3 clusters Score -1.431957e+07 nChanged 941 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27614 members Mstep: Class 2 contains 37165 members Entering Unmasked Estep Score: -14319836.000000 Penalty: 13571.452148 Iteration 19Q: 3 clusters Score -1.431984e+07 nChanged 749 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27119 members Mstep: Class 2 contains 37660 members Entering Unmasked Estep Score: -14319998.000000 Penalty: 13571.452148 Iteration 20F: 3 clusters Score -1.432e+07 nChanged 613 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26712 members Mstep: Class 2 contains 38067 members Entering Unmasked Estep Score: -14320220.000000 Penalty: 13571.452148 Iteration 21Q: 3 clusters Score -1.432022e+07 nChanged 507 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26349 members Mstep: Class 2 contains 38430 members Entering Unmasked Estep Score: -14320302.000000 Penalty: 13571.452148 Iteration 22Q: 3 clusters Score -1.43203e+07 nChanged 460 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25979 members Mstep: Class 2 contains 38800 members Entering Unmasked Estep Score: -14320420.000000 Penalty: 13571.452148 Iteration 23Q: 3 clusters Score -1.432042e+07 nChanged 391 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25648 members Mstep: Class 2 contains 39131 members Entering Unmasked Estep Score: -14320454.000000 Penalty: 13571.452148 Iteration 24Q: 3 clusters Score -1.432045e+07 nChanged 391 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25309 members Mstep: Class 2 contains 39470 members Entering Unmasked Estep Score: -14320537.000000 Penalty: 13571.452148 Iteration 25Q: 3 clusters Score -1.432054e+07 nChanged 376 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24965 members Mstep: Class 2 contains 39814 members Entering Unmasked Estep Score: -14320644.000000 Penalty: 13571.452148 Iteration 26Q: 3 clusters Score -1.432064e+07 nChanged 372 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24617 members Mstep: Class 2 contains 40162 members Entering Unmasked Estep Score: -14320729.000000 Penalty: 13571.452148 Iteration 27Q: 3 clusters Score -1.432073e+07 nChanged 375 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24272 members Mstep: Class 2 contains 40507 members Entering Unmasked Estep Score: -14320782.000000 Penalty: 13571.452148 Iteration 28Q: 3 clusters Score -1.432078e+07 nChanged 374 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23916 members Mstep: Class 2 contains 40863 members Entering Unmasked Estep Score: -14320886.000000 Penalty: 13571.452148 Iteration 29Q: 3 clusters Score -1.432089e+07 nChanged 351 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23577 members Mstep: Class 2 contains 41202 members Entering Unmasked Estep Score: -14320885.000000 Penalty: 13571.452148 Iteration 30Q: 3 clusters Score -1.432088e+07 nChanged 314 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23275 members Mstep: Class 2 contains 41504 members Entering Unmasked Estep Score: -14320917.000000 Penalty: 13571.452148 Iteration 31Q: 3 clusters Score -1.432092e+07 nChanged 312 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22969 members Mstep: Class 2 contains 41810 members Entering Unmasked Estep Score: -14321001.000000 Penalty: 13571.452148 Iteration 32Q: 3 clusters Score -1.4321e+07 nChanged 297 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22676 members Mstep: Class 2 contains 42103 members Entering Unmasked Estep Score: -14321042.000000 Penalty: 13571.452148 Iteration 33Q: 3 clusters Score -1.432104e+07 nChanged 295 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22387 members Mstep: Class 2 contains 42392 members Entering Unmasked Estep Score: -14321078.000000 Penalty: 13571.452148 Iteration 34Q: 3 clusters Score -1.432108e+07 nChanged 330 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22059 members Mstep: Class 2 contains 42720 members Entering Unmasked Estep Score: -14321147.000000 Penalty: 13571.452148 Iteration 35Q: 3 clusters Score -1.432115e+07 nChanged 340 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21723 members Mstep: Class 2 contains 43056 members Entering Unmasked Estep Score: -14321193.000000 Penalty: 13571.452148 Iteration 36Q: 3 clusters Score -1.432119e+07 nChanged 360 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21365 members Mstep: Class 2 contains 43414 members Entering Unmasked Estep Score: -14321253.000000 Penalty: 13571.452148 Iteration 37Q: 3 clusters Score -1.432125e+07 nChanged 348 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21019 members Mstep: Class 2 contains 43760 members Entering Unmasked Estep Score: -14321298.000000 Penalty: 13571.452148 Iteration 38Q: 3 clusters Score -1.43213e+07 nChanged 368 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20651 members Mstep: Class 2 contains 44128 members Entering Unmasked Estep Score: -14321368.000000 Penalty: 13571.452148 Iteration 39Q: 3 clusters Score -1.432137e+07 nChanged 390 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20263 members Mstep: Class 2 contains 44516 members Entering Unmasked Estep Score: -14321433.000000 Penalty: 13571.452148 Iteration 40F: 3 clusters Score -1.432143e+07 nChanged 376 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19891 members Mstep: Class 2 contains 44888 members Entering Unmasked Estep Score: -14321491.000000 Penalty: 13571.452148 Iteration 41Q: 3 clusters Score -1.432149e+07 nChanged 381 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19518 members Mstep: Class 2 contains 45261 members Entering Unmasked Estep Score: -14321564.000000 Penalty: 13571.452148 Iteration 42Q: 3 clusters Score -1.432156e+07 nChanged 347 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19173 members Mstep: Class 2 contains 45606 members Entering Unmasked Estep Score: -14321628.000000 Penalty: 13571.452148 Iteration 43Q: 3 clusters Score -1.432163e+07 nChanged 347 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18828 members Mstep: Class 2 contains 45951 members Entering Unmasked Estep Score: -14321738.000000 Penalty: 13571.452148 Iteration 44Q: 3 clusters Score -1.432174e+07 nChanged 373 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18457 members Mstep: Class 2 contains 46322 members Entering Unmasked Estep Score: -14321840.000000 Penalty: 13571.452148 Iteration 45Q: 3 clusters Score -1.432184e+07 nChanged 383 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18076 members Mstep: Class 2 contains 46703 members Entering Unmasked Estep Score: -14321910.000000 Penalty: 13571.452148 Iteration 46Q: 3 clusters Score -1.432191e+07 nChanged 369 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17709 members Mstep: Class 2 contains 47070 members Entering Unmasked Estep Score: -14321985.000000 Penalty: 13571.452148 Iteration 47Q: 3 clusters Score -1.432198e+07 nChanged 363 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17348 members Mstep: Class 2 contains 47431 members Entering Unmasked Estep Score: -14322055.000000 Penalty: 13571.452148 Iteration 48Q: 3 clusters Score -1.432206e+07 nChanged 325 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17025 members Mstep: Class 2 contains 47754 members Entering Unmasked Estep Score: -14322100.000000 Penalty: 13571.452148 Iteration 49Q: 3 clusters Score -1.43221e+07 nChanged 298 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16729 members Mstep: Class 2 contains 48050 members Entering Unmasked Estep Score: -14322115.000000 Penalty: 13571.452148 Iteration 50Q: 3 clusters Score -1.432212e+07 nChanged 289 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16440 members Mstep: Class 2 contains 48339 members Entering Unmasked Estep Score: -14322194.000000 Penalty: 13571.452148 Iteration 51Q: 3 clusters Score -1.432219e+07 nChanged 305 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16135 members Mstep: Class 2 contains 48644 members Entering Unmasked Estep Score: -14322268.000000 Penalty: 13571.452148 Iteration 52Q: 3 clusters Score -1.432227e+07 nChanged 327 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15810 members Mstep: Class 2 contains 48969 members Entering Unmasked Estep Score: -14322330.000000 Penalty: 13571.452148 Iteration 53Q: 3 clusters Score -1.432233e+07 nChanged 328 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15482 members Mstep: Class 2 contains 49297 members Entering Unmasked Estep Score: -14322360.000000 Penalty: 13571.452148 Iteration 54Q: 3 clusters Score -1.432236e+07 nChanged 315 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15169 members Mstep: Class 2 contains 49610 members Entering Unmasked Estep Score: -14322421.000000 Penalty: 13571.452148 Iteration 55Q: 3 clusters Score -1.432242e+07 nChanged 324 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14847 members Mstep: Class 2 contains 49932 members Entering Unmasked Estep Score: -14322552.000000 Penalty: 13571.452148 Iteration 56Q: 3 clusters Score -1.432255e+07 nChanged 323 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14524 members Mstep: Class 2 contains 50255 members Entering Unmasked Estep Score: -14322594.000000 Penalty: 13571.452148 Iteration 57Q: 3 clusters Score -1.432259e+07 nChanged 339 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14185 members Mstep: Class 2 contains 50594 members Entering Unmasked Estep Score: -14322658.000000 Penalty: 13571.452148 Iteration 58Q: 3 clusters Score -1.432266e+07 nChanged 346 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13841 members Mstep: Class 2 contains 50938 members Entering Unmasked Estep Score: -14322777.000000 Penalty: 13571.452148 Iteration 59Q: 3 clusters Score -1.432278e+07 nChanged 316 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13525 members Mstep: Class 2 contains 51254 members Entering Unmasked Estep Score: -14322821.000000 Penalty: 13571.452148 Iteration 60F: 3 clusters Score -1.432282e+07 nChanged 330 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13195 members Mstep: Class 2 contains 51584 members Entering Unmasked Estep Score: -14322888.000000 Penalty: 13571.452148 Iteration 61Q: 3 clusters Score -1.432289e+07 nChanged 334 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12861 members Mstep: Class 2 contains 51918 members Entering Unmasked Estep Score: -14322963.000000 Penalty: 13571.452148 Iteration 62Q: 3 clusters Score -1.432296e+07 nChanged 326 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12537 members Mstep: Class 2 contains 52242 members Entering Unmasked Estep Score: -14323066.000000 Penalty: 13571.452148 Iteration 63Q: 3 clusters Score -1.432307e+07 nChanged 317 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12220 members Mstep: Class 2 contains 52559 members Entering Unmasked Estep Score: -14323143.000000 Penalty: 13571.452148 Iteration 64Q: 3 clusters Score -1.432314e+07 nChanged 315 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11905 members Mstep: Class 2 contains 52874 members Entering Unmasked Estep Score: -14323242.000000 Penalty: 13571.452148 Iteration 65Q: 3 clusters Score -1.432324e+07 nChanged 301 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11604 members Mstep: Class 2 contains 53175 members Entering Unmasked Estep Score: -14323277.000000 Penalty: 13571.452148 Iteration 66Q: 3 clusters Score -1.432328e+07 nChanged 262 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11342 members Mstep: Class 2 contains 53437 members Entering Unmasked Estep Score: -14323325.000000 Penalty: 13571.452148 Iteration 67Q: 3 clusters Score -1.432332e+07 nChanged 257 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11085 members Mstep: Class 2 contains 53694 members Entering Unmasked Estep Score: -14323373.000000 Penalty: 13571.452148 Iteration 68Q: 3 clusters Score -1.432337e+07 nChanged 225 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10860 members Mstep: Class 2 contains 53919 members Entering Unmasked Estep Score: -14323408.000000 Penalty: 13571.452148 Iteration 69Q: 3 clusters Score -1.432341e+07 nChanged 217 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10645 members Mstep: Class 2 contains 54134 members Entering Unmasked Estep Score: -14323473.000000 Penalty: 13571.452148 Iteration 70Q: 3 clusters Score -1.432347e+07 nChanged 211 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10434 members Mstep: Class 2 contains 54345 members Entering Unmasked Estep Score: -14323524.000000 Penalty: 13571.452148 Iteration 71Q: 3 clusters Score -1.432352e+07 nChanged 212 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10222 members Mstep: Class 2 contains 54557 members Entering Unmasked Estep Score: -14323556.000000 Penalty: 13571.452148 Iteration 72Q: 3 clusters Score -1.432356e+07 nChanged 221 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10001 members Mstep: Class 2 contains 54778 members Entering Unmasked Estep Score: -14323596.000000 Penalty: 13571.452148 Iteration 73Q: 3 clusters Score -1.43236e+07 nChanged 199 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9802 members Mstep: Class 2 contains 54977 members Entering Unmasked Estep Score: -14323644.000000 Penalty: 13571.452148 Iteration 74Q: 3 clusters Score -1.432364e+07 nChanged 204 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9598 members Mstep: Class 2 contains 55181 members Entering Unmasked Estep Score: -14323695.000000 Penalty: 13571.452148 Iteration 75Q: 3 clusters Score -1.43237e+07 nChanged 203 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9395 members Mstep: Class 2 contains 55384 members Entering Unmasked Estep Score: -14323719.000000 Penalty: 13571.452148 Iteration 76Q: 3 clusters Score -1.432372e+07 nChanged 200 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9195 members Mstep: Class 2 contains 55584 members Entering Unmasked Estep Score: -14323756.000000 Penalty: 13571.452148 Iteration 77Q: 3 clusters Score -1.432376e+07 nChanged 188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9007 members Mstep: Class 2 contains 55772 members Entering Unmasked Estep Score: -14323791.000000 Penalty: 13571.452148 Iteration 78Q: 3 clusters Score -1.432379e+07 nChanged 169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8838 members Mstep: Class 2 contains 55941 members Entering Unmasked Estep Score: -14323824.000000 Penalty: 13571.452148 Iteration 79Q: 3 clusters Score -1.432382e+07 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8700 members Mstep: Class 2 contains 56079 members Entering Unmasked Estep Score: -14323860.000000 Penalty: 13571.452148 Iteration 80F: 3 clusters Score -1.432386e+07 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8546 members Mstep: Class 2 contains 56233 members Entering Unmasked Estep Score: -14323921.000000 Penalty: 13571.452148 Iteration 81Q: 3 clusters Score -1.432392e+07 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8392 members Mstep: Class 2 contains 56387 members Entering Unmasked Estep Score: -14323930.000000 Penalty: 13571.452148 Iteration 82Q: 3 clusters Score -1.432393e+07 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8259 members Mstep: Class 2 contains 56520 members Entering Unmasked Estep Score: -14323933.000000 Penalty: 13571.452148 Iteration 83Q: 3 clusters Score -1.432393e+07 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8134 members Mstep: Class 2 contains 56645 members Entering Unmasked Estep Score: -14323983.000000 Penalty: 13571.452148 Iteration 84Q: 3 clusters Score -1.432398e+07 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8019 members Mstep: Class 2 contains 56760 members Entering Unmasked Estep Score: -14324008.000000 Penalty: 13571.452148 Iteration 85Q: 3 clusters Score -1.432401e+07 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7909 members Mstep: Class 2 contains 56870 members Entering Unmasked Estep Score: -14324031.000000 Penalty: 13571.452148 Iteration 86Q: 3 clusters Score -1.432403e+07 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7807 members Mstep: Class 2 contains 56972 members Entering Unmasked Estep Score: -14324071.000000 Penalty: 13571.452148 Iteration 87Q: 3 clusters Score -1.432407e+07 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7698 members Mstep: Class 2 contains 57081 members Entering Unmasked Estep Score: -14324051.000000 Penalty: 13571.452148 Iteration 88Q: 3 clusters Score -1.432405e+07 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7587 members Mstep: Class 2 contains 57192 members Entering Unmasked Estep Score: -14324098.000000 Penalty: 13571.452148 Iteration 89Q: 3 clusters Score -1.43241e+07 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7470 members Mstep: Class 2 contains 57309 members Entering Unmasked Estep Score: -14324159.000000 Penalty: 13571.452148 Iteration 90Q: 3 clusters Score -1.432416e+07 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7355 members Mstep: Class 2 contains 57424 members Entering Unmasked Estep Score: -14324192.000000 Penalty: 13571.452148 Iteration 91Q: 3 clusters Score -1.432419e+07 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7246 members Mstep: Class 2 contains 57533 members Entering Unmasked Estep Score: -14324208.000000 Penalty: 13571.452148 Iteration 92Q: 3 clusters Score -1.432421e+07 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7143 members Mstep: Class 2 contains 57636 members Entering Unmasked Estep Score: -14324248.000000 Penalty: 13571.452148 Iteration 93Q: 3 clusters Score -1.432425e+07 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7044 members Mstep: Class 2 contains 57735 members Entering Unmasked Estep Score: -14324264.000000 Penalty: 13571.452148 Iteration 94Q: 3 clusters Score -1.432426e+07 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6955 members Mstep: Class 2 contains 57824 members Entering Unmasked Estep Score: -14324279.000000 Penalty: 13571.452148 Iteration 95Q: 3 clusters Score -1.432428e+07 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6881 members Mstep: Class 2 contains 57898 members Entering Unmasked Estep Score: -14324269.000000 Penalty: 13571.452148 Iteration 96Q: 3 clusters Score -1.432427e+07 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6817 members Mstep: Class 2 contains 57962 members Entering Unmasked Estep Score: -14324288.000000 Penalty: 13571.452148 Iteration 97Q: 3 clusters Score -1.432429e+07 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6762 members Mstep: Class 2 contains 58017 members Entering Unmasked Estep Score: -14324290.000000 Penalty: 13571.452148 Iteration 98Q: 3 clusters Score -1.432429e+07 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6696 members Mstep: Class 2 contains 58083 members Entering Unmasked Estep Score: -14324314.000000 Penalty: 13571.452148 Iteration 99Q: 3 clusters Score -1.432431e+07 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6632 members Mstep: Class 2 contains 58147 members Entering Unmasked Estep Score: -14324314.000000 Penalty: 13571.452148 Iteration 100F: 3 clusters Score -1.432431e+07 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6576 members Mstep: Class 2 contains 58203 members Entering Unmasked Estep Score: -14324340.000000 Penalty: 13571.452148 Iteration 101Q: 3 clusters Score -1.432434e+07 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6504 members Mstep: Class 2 contains 58275 members Entering Unmasked Estep Score: -14324378.000000 Penalty: 13571.452148 Iteration 102Q: 3 clusters Score -1.432438e+07 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6414 members Mstep: Class 2 contains 58365 members Entering Unmasked Estep Score: -14324366.000000 Penalty: 13571.452148 Iteration 103Q: 3 clusters Score -1.432437e+07 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6318 members Mstep: Class 2 contains 58461 members Entering Unmasked Estep Score: -14324396.000000 Penalty: 13571.452148 Iteration 104Q: 3 clusters Score -1.43244e+07 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6240 members Mstep: Class 2 contains 58539 members Entering Unmasked Estep Score: -14324440.000000 Penalty: 13571.452148 Iteration 105Q: 3 clusters Score -1.432444e+07 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6173 members Mstep: Class 2 contains 58606 members Entering Unmasked Estep Score: -14324433.000000 Penalty: 13571.452148 Iteration 106Q: 3 clusters Score -1.432443e+07 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6106 members Mstep: Class 2 contains 58673 members Entering Unmasked Estep Score: -14324455.000000 Penalty: 13571.452148 Iteration 107Q: 3 clusters Score -1.432446e+07 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6037 members Mstep: Class 2 contains 58742 members Entering Unmasked Estep Score: -14324468.000000 Penalty: 13571.452148 Iteration 108Q: 3 clusters Score -1.432447e+07 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5971 members Mstep: Class 2 contains 58808 members Entering Unmasked Estep Score: -14324498.000000 Penalty: 13571.452148 Iteration 109Q: 3 clusters Score -1.43245e+07 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5917 members Mstep: Class 2 contains 58862 members Entering Unmasked Estep Score: -14324514.000000 Penalty: 13571.452148 Iteration 110Q: 3 clusters Score -1.432451e+07 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5870 members Mstep: Class 2 contains 58909 members Entering Unmasked Estep Score: -14324535.000000 Penalty: 13571.452148 Iteration 111Q: 3 clusters Score -1.432454e+07 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5816 members Mstep: Class 2 contains 58963 members Entering Unmasked Estep Score: -14324551.000000 Penalty: 13571.452148 Iteration 112Q: 3 clusters Score -1.432455e+07 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5770 members Mstep: Class 2 contains 59009 members Entering Unmasked Estep Score: -14324549.000000 Penalty: 13571.452148 Iteration 113Q: 3 clusters Score -1.432455e+07 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5719 members Mstep: Class 2 contains 59060 members Entering Unmasked Estep Score: -14324544.000000 Penalty: 13571.452148 Iteration 114Q: 3 clusters Score -1.432454e+07 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5677 members Mstep: Class 2 contains 59102 members Entering Unmasked Estep Score: -14324544.000000 Penalty: 13571.452148 Iteration 115Q: 3 clusters Score -1.432454e+07 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5640 members Mstep: Class 2 contains 59139 members Entering Unmasked Estep Score: -14324578.000000 Penalty: 13571.452148 Iteration 116Q: 3 clusters Score -1.432458e+07 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5606 members Mstep: Class 2 contains 59173 members Entering Unmasked Estep Score: -14324579.000000 Penalty: 13571.452148 Iteration 117Q: 3 clusters Score -1.432458e+07 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5573 members Mstep: Class 2 contains 59206 members Entering Unmasked Estep Score: -14324605.000000 Penalty: 13571.452148 Iteration 118Q: 3 clusters Score -1.43246e+07 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5542 members Mstep: Class 2 contains 59237 members Entering Unmasked Estep Score: -14324587.000000 Penalty: 13571.452148 Iteration 119Q: 3 clusters Score -1.432459e+07 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5520 members Mstep: Class 2 contains 59259 members Entering Unmasked Estep Score: -14324588.000000 Penalty: 13571.452148 Iteration 120F: 3 clusters Score -1.432459e+07 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5498 members Mstep: Class 2 contains 59281 members Entering Unmasked Estep Score: -14324612.000000 Penalty: 13571.452148 Iteration 121Q: 3 clusters Score -1.432461e+07 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5474 members Mstep: Class 2 contains 59305 members Entering Unmasked Estep Score: -14324623.000000 Penalty: 13571.452148 Iteration 122Q: 3 clusters Score -1.432462e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5458 members Mstep: Class 2 contains 59321 members Entering Unmasked Estep Score: -14324635.000000 Penalty: 13571.452148 Iteration 123Q: 3 clusters Score -1.432464e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5445 members Mstep: Class 2 contains 59334 members Entering Unmasked Estep Score: -14324633.000000 Penalty: 13571.452148 Iteration 124Q: 3 clusters Score -1.432463e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5438 members Mstep: Class 2 contains 59341 members Entering Unmasked Estep Score: -14324628.000000 Penalty: 13571.452148 Iteration 125Q: 3 clusters Score -1.432463e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5431 members Mstep: Class 2 contains 59348 members Entering Unmasked Estep Score: -14324633.000000 Penalty: 13571.452148 Iteration 126Q: 3 clusters Score -1.432463e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5422 members Mstep: Class 2 contains 59357 members Entering Unmasked Estep Score: -14324642.000000 Penalty: 13571.452148 Iteration 127Q: 3 clusters Score -1.432464e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5417 members Mstep: Class 2 contains 59362 members Entering Unmasked Estep Score: -14324631.000000 Penalty: 13571.452148 Iteration 128Q: 3 clusters Score -1.432463e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5413 members Mstep: Class 2 contains 59366 members Entering Unmasked Estep Score: -14324645.000000 Penalty: 13571.452148 Iteration 129Q: 3 clusters Score -1.432464e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5406 members Mstep: Class 2 contains 59373 members Entering Unmasked Estep Score: -14324634.000000 Penalty: 13571.452148 Iteration 130Q: 3 clusters Score -1.432463e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5399 members Mstep: Class 2 contains 59380 members Entering Unmasked Estep Score: -14324636.000000 Penalty: 13571.452148 Iteration 131Q: 3 clusters Score -1.432464e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5396 members Mstep: Class 2 contains 59383 members Entering Unmasked Estep Score: -14324623.000000 Penalty: 13571.452148 Iteration 132Q: 3 clusters Score -1.432462e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5391 members Mstep: Class 2 contains 59388 members Entering Unmasked Estep Score: -14324634.000000 Penalty: 13571.452148 Iteration 133Q: 3 clusters Score -1.432463e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5385 members Mstep: Class 2 contains 59394 members Entering Unmasked Estep Score: -14324629.000000 Penalty: 13571.452148 Iteration 134Q: 3 clusters Score -1.432463e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5383 members Mstep: Class 2 contains 59396 members Entering Unmasked Estep Score: -14324629.000000 Penalty: 13571.452148 Iteration 135Q: 3 clusters Score -1.432463e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5379 members Mstep: Class 2 contains 59400 members Entering Unmasked Estep Score: -14324633.000000 Penalty: 13571.452148 Iteration 136Q: 3 clusters Score -1.432463e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5376 members Mstep: Class 2 contains 59403 members Entering Unmasked Estep Score: -14324634.000000 Penalty: 13571.452148 Iteration 137Q: 3 clusters Score -1.432463e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5372 members Mstep: Class 2 contains 59407 members Entering Unmasked Estep Score: -14324628.000000 Penalty: 13571.452148 Iteration 138Q: 3 clusters Score -1.432463e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5369 members Mstep: Class 2 contains 59410 members Entering Unmasked Estep Score: -14324614.000000 Penalty: 13571.452148 Iteration 139Q: 3 clusters Score -1.432461e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5369 members Mstep: Class 2 contains 59410 members Entering Unmasked Estep Score: -14324614.000000 Penalty: 13571.452148 Iteration 140F: 3 clusters Score -1.432461e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (523 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 523 members Entering Unmasked Estep Score: -110806.507812 Penalty: 3833.993652 Iteration 0F: 2 clusters Score -110806.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 265 members Mstep: Class 2 contains 258 members Entering Unmasked Estep Score: -107339.140625 Penalty: 7667.987305 Iteration 0F: 3 clusters Score -107339.1 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 271 members Mstep: Class 2 contains 252 members Entering Unmasked Estep Score: -107462.953125 Penalty: 7667.987305 Iteration 1F: 3 clusters Score -107463 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 272 members Mstep: Class 2 contains 251 members Entering Unmasked Estep Score: -107498.523438 Penalty: 7667.987305 Iteration 2Q: 3 clusters Score -107498.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 271 members Mstep: Class 2 contains 252 members Entering Unmasked Estep Score: -107512.234375 Penalty: 7667.987305 Iteration 3Q: 3 clusters Score -107512.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 271 members Mstep: Class 2 contains 252 members Entering Unmasked Estep Score: -107512.234375 Penalty: 7667.987305 Iteration 4F: 3 clusters Score -107512.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (457 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 457 members Entering Unmasked Estep Score: -86134.164062 Penalty: 3751.368652 Iteration 0F: 2 clusters Score -86134.16 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 232 members Mstep: Class 2 contains 225 members Entering Unmasked Estep Score: -82942.093750 Penalty: 7502.737305 Iteration 0F: 3 clusters Score -82942.09 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 243 members Mstep: Class 2 contains 214 members Entering Unmasked Estep Score: -83119.640625 Penalty: 7502.737305 Iteration 1F: 3 clusters Score -83119.64 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 247 members Mstep: Class 2 contains 210 members Entering Unmasked Estep Score: -83209.109375 Penalty: 7502.737305 Iteration 2Q: 3 clusters Score -83209.11 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 250 members Mstep: Class 2 contains 207 members Entering Unmasked Estep Score: -83259.664062 Penalty: 7502.737305 Iteration 3Q: 3 clusters Score -83259.66 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251 members Mstep: Class 2 contains 206 members Entering Unmasked Estep Score: -83296.054688 Penalty: 7502.737305 Iteration 4Q: 3 clusters Score -83296.05 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 256 members Mstep: Class 2 contains 201 members Entering Unmasked Estep Score: -83344.820312 Penalty: 7502.737305 Iteration 5Q: 3 clusters Score -83344.82 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 260 members Mstep: Class 2 contains 197 members Entering Unmasked Estep Score: -83418.335938 Penalty: 7502.737305 Iteration 6Q: 3 clusters Score -83418.34 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 266 members Mstep: Class 2 contains 191 members Entering Unmasked Estep Score: -83458.359375 Penalty: 7502.737305 Iteration 7Q: 3 clusters Score -83458.36 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 272 members Mstep: Class 2 contains 185 members Entering Unmasked Estep Score: -83488.796875 Penalty: 7502.737305 Iteration 8Q: 3 clusters Score -83488.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 273 members Mstep: Class 2 contains 184 members Entering Unmasked Estep Score: -83495.242188 Penalty: 7502.737305 Iteration 9Q: 3 clusters Score -83495.24 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 273 members Mstep: Class 2 contains 184 members Entering Unmasked Estep Score: -83495.242188 Penalty: 7502.737305 Iteration 10F: 3 clusters Score -83495.24 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (159790 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 159790 members Entering Unmasked Estep Score: -35079416.000000 Penalty: 7338.739746 Iteration 0F: 2 clusters Score -3.507942e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 79640 members Mstep: Class 2 contains 80150 members Entering Unmasked Estep Score: -34971196.000000 Penalty: 14677.479492 Iteration 0F: 3 clusters Score -3.49712e+07 nChanged 74515 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 77367 members Mstep: Class 2 contains 82423 members Entering Unmasked Estep Score: -35013324.000000 Penalty: 14677.479492 Iteration 1F: 3 clusters Score -3.501332e+07 nChanged 5631 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 75830 members Mstep: Class 2 contains 83960 members Entering Unmasked Estep Score: -35014580.000000 Penalty: 14677.479492 Iteration 2Q: 3 clusters Score -3.501458e+07 nChanged 5295 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73527 members Mstep: Class 2 contains 86263 members Entering Unmasked Estep Score: -35015840.000000 Penalty: 14677.479492 Iteration 3Q: 3 clusters Score -3.501584e+07 nChanged 5318 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70277 members Mstep: Class 2 contains 89513 members Entering Unmasked Estep Score: -35017344.000000 Penalty: 14677.479492 Iteration 4Q: 3 clusters Score -3.501734e+07 nChanged 5995 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65516 members Mstep: Class 2 contains 94274 members Entering Unmasked Estep Score: -35019308.000000 Penalty: 14677.479492 Iteration 5Q: 3 clusters Score -3.501931e+07 nChanged 7321 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58797 members Mstep: Class 2 contains 100993 members Entering Unmasked Estep Score: -35022628.000000 Penalty: 14677.479492 Iteration 6Q: 3 clusters Score -3.502263e+07 nChanged 9480 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49553 members Mstep: Class 2 contains 110237 members Entering Unmasked Estep Score: -35028016.000000 Penalty: 14677.479492 Iteration 7F: 3 clusters Score -3.502802e+07 nChanged 11923 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37714 members Mstep: Class 2 contains 122076 members Entering Unmasked Estep Score: -35037488.000000 Penalty: 14677.479492 Iteration 8F: 3 clusters Score -3.503749e+07 nChanged 13273 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24485 members Mstep: Class 2 contains 135305 members Entering Unmasked Estep Score: -35049352.000000 Penalty: 14677.479492 Iteration 9F: 3 clusters Score -3.504935e+07 nChanged 11708 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12785 members Mstep: Class 2 contains 147005 members Entering Unmasked Estep Score: -35060852.000000 Penalty: 14677.479492 Iteration 10F: 3 clusters Score -3.506085e+07 nChanged 7070 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5723 members Mstep: Class 2 contains 154067 members Entering Unmasked Estep Score: -35067728.000000 Penalty: 14677.479492 Iteration 11Q: 3 clusters Score -3.506773e+07 nChanged 3173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2560 members Mstep: Class 2 contains 157230 members Entering Unmasked Estep Score: -35070572.000000 Penalty: 14677.479492 Iteration 12Q: 3 clusters Score -3.507057e+07 nChanged 1201 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1387 members Mstep: Class 2 contains 158403 members Entering Unmasked Estep Score: -35071680.000000 Penalty: 14677.479492 Iteration 13Q: 3 clusters Score -3.507168e+07 nChanged 438 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 981 members Mstep: Class 2 contains 158809 members Entering Unmasked Estep Score: -35072192.000000 Penalty: 14677.479492 Iteration 14Q: 3 clusters Score -3.507219e+07 nChanged 210 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 811 members Mstep: Class 2 contains 158979 members Entering Unmasked Estep Score: -35072504.000000 Penalty: 14677.479492 Iteration 15Q: 3 clusters Score -3.50725e+07 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 732 members Mstep: Class 2 contains 159058 members Entering Unmasked Estep Score: -35072632.000000 Penalty: 14677.479492 Iteration 16Q: 3 clusters Score -3.507263e+07 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 682 members Mstep: Class 2 contains 159108 members Entering Unmasked Estep Score: -35072684.000000 Penalty: 14677.479492 Iteration 17Q: 3 clusters Score -3.507268e+07 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 657 members Mstep: Class 2 contains 159133 members Entering Unmasked Estep Score: -35072720.000000 Penalty: 14677.479492 Iteration 18Q: 3 clusters Score -3.507272e+07 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 642 members Mstep: Class 2 contains 159148 members Entering Unmasked Estep Score: -35072776.000000 Penalty: 14677.479492 Iteration 19Q: 3 clusters Score -3.507278e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 635 members Mstep: Class 2 contains 159155 members Entering Unmasked Estep Score: -35072808.000000 Penalty: 14677.479492 Iteration 20F: 3 clusters Score -3.507281e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 628 members Mstep: Class 2 contains 159162 members Entering Unmasked Estep Score: -35072832.000000 Penalty: 14677.479492 Iteration 21Q: 3 clusters Score -3.507283e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 622 members Mstep: Class 2 contains 159168 members Entering Unmasked Estep Score: -35072848.000000 Penalty: 14677.479492 Iteration 22Q: 3 clusters Score -3.507285e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 616 members Mstep: Class 2 contains 159174 members Entering Unmasked Estep Score: -35072856.000000 Penalty: 14677.479492 Iteration 23Q: 3 clusters Score -3.507286e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 607 members Mstep: Class 2 contains 159183 members Entering Unmasked Estep Score: -35072844.000000 Penalty: 14677.479492 Iteration 24Q: 3 clusters Score -3.507284e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 603 members Mstep: Class 2 contains 159187 members Entering Unmasked Estep Score: -35072880.000000 Penalty: 14677.479492 Iteration 25Q: 3 clusters Score -3.507288e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 602 members Mstep: Class 2 contains 159188 members Entering Unmasked Estep Score: -35072880.000000 Penalty: 14677.479492 Iteration 26Q: 3 clusters Score -3.507288e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 601 members Mstep: Class 2 contains 159189 members Entering Unmasked Estep Score: -35072868.000000 Penalty: 14677.479492 Iteration 27Q: 3 clusters Score -3.507287e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 603 members Mstep: Class 2 contains 159187 members Entering Unmasked Estep Score: -35072880.000000 Penalty: 14677.479492 Iteration 28Q: 3 clusters Score -3.507288e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 601 members Mstep: Class 2 contains 159189 members Entering Unmasked Estep Score: -35072892.000000 Penalty: 14677.479492 Iteration 29Q: 3 clusters Score -3.507289e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 597 members Mstep: Class 2 contains 159193 members Entering Unmasked Estep Score: -35072924.000000 Penalty: 14677.479492 Iteration 30Q: 3 clusters Score -3.507292e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 596 members Mstep: Class 2 contains 159194 members Entering Unmasked Estep Score: -35072916.000000 Penalty: 14677.479492 Iteration 31Q: 3 clusters Score -3.507292e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 593 members Mstep: Class 2 contains 159197 members Entering Unmasked Estep Score: -35072920.000000 Penalty: 14677.479492 Iteration 32Q: 3 clusters Score -3.507292e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 589 members Mstep: Class 2 contains 159201 members Entering Unmasked Estep Score: -35072908.000000 Penalty: 14677.479492 Iteration 33Q: 3 clusters Score -3.507291e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 589 members Mstep: Class 2 contains 159201 members Entering Unmasked Estep Score: -35072920.000000 Penalty: 14677.479492 Iteration 34Q: 3 clusters Score -3.507292e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 588 members Mstep: Class 2 contains 159202 members Entering Unmasked Estep Score: -35072928.000000 Penalty: 14677.479492 Iteration 35Q: 3 clusters Score -3.507293e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 585 members Mstep: Class 2 contains 159205 members Entering Unmasked Estep Score: -35072944.000000 Penalty: 14677.479492 Iteration 36Q: 3 clusters Score -3.507294e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 583 members Mstep: Class 2 contains 159207 members Entering Unmasked Estep Score: -35072932.000000 Penalty: 14677.479492 Iteration 37Q: 3 clusters Score -3.507293e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 582 members Mstep: Class 2 contains 159208 members Entering Unmasked Estep Score: -35072944.000000 Penalty: 14677.479492 Iteration 38Q: 3 clusters Score -3.507294e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 582 members Mstep: Class 2 contains 159208 members Entering Unmasked Estep Score: -35072944.000000 Penalty: 14677.479492 Iteration 39F: 3 clusters Score -3.507294e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (31595 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31595 members Entering Unmasked Estep Score: -6760925.500000 Penalty: 6345.961914 Iteration 0F: 2 clusters Score -6760926 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15681 members Mstep: Class 2 contains 15914 members Entering Unmasked Estep Score: -6736991.500000 Penalty: 12691.923828 Iteration 0F: 3 clusters Score -6736992 nChanged 13418 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15217 members Mstep: Class 2 contains 16378 members Entering Unmasked Estep Score: -6744225.500000 Penalty: 12691.923828 Iteration 1F: 3 clusters Score -6744226 nChanged 2027 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14866 members Mstep: Class 2 contains 16729 members Entering Unmasked Estep Score: -6745107.500000 Penalty: 12691.923828 Iteration 2F: 3 clusters Score -6745108 nChanged 1647 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14415 members Mstep: Class 2 contains 17180 members Entering Unmasked Estep Score: -6745830.500000 Penalty: 12691.923828 Iteration 3F: 3 clusters Score -6745830 nChanged 1502 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13813 members Mstep: Class 2 contains 17782 members Entering Unmasked Estep Score: -6746623.000000 Penalty: 12691.923828 Iteration 4Q: 3 clusters Score -6746623 nChanged 1594 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13027 members Mstep: Class 2 contains 18568 members Entering Unmasked Estep Score: -6747580.500000 Penalty: 12691.923828 Iteration 5F: 3 clusters Score -6747580 nChanged 1754 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12135 members Mstep: Class 2 contains 19460 members Entering Unmasked Estep Score: -6748809.000000 Penalty: 12691.923828 Iteration 6F: 3 clusters Score -6748809 nChanged 1850 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11231 members Mstep: Class 2 contains 20364 members Entering Unmasked Estep Score: -6750169.500000 Penalty: 12691.923828 Iteration 7F: 3 clusters Score -6750170 nChanged 1820 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10445 members Mstep: Class 2 contains 21150 members Entering Unmasked Estep Score: -6751487.500000 Penalty: 12691.923828 Iteration 8F: 3 clusters Score -6751488 nChanged 1629 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9734 members Mstep: Class 2 contains 21861 members Entering Unmasked Estep Score: -6752564.500000 Penalty: 12691.923828 Iteration 9F: 3 clusters Score -6752564 nChanged 1345 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9161 members Mstep: Class 2 contains 22434 members Entering Unmasked Estep Score: -6753386.500000 Penalty: 12691.923828 Iteration 10Q: 3 clusters Score -6753386 nChanged 1046 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8727 members Mstep: Class 2 contains 22868 members Entering Unmasked Estep Score: -6753990.000000 Penalty: 12691.923828 Iteration 11Q: 3 clusters Score -6753990 nChanged 800 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8457 members Mstep: Class 2 contains 23138 members Entering Unmasked Estep Score: -6754355.000000 Penalty: 12691.923828 Iteration 12Q: 3 clusters Score -6754355 nChanged 600 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8215 members Mstep: Class 2 contains 23380 members Entering Unmasked Estep Score: -6754648.000000 Penalty: 12691.923828 Iteration 13Q: 3 clusters Score -6754648 nChanged 415 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8044 members Mstep: Class 2 contains 23551 members Entering Unmasked Estep Score: -6754799.000000 Penalty: 12691.923828 Iteration 14Q: 3 clusters Score -6754799 nChanged 346 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7900 members Mstep: Class 2 contains 23695 members Entering Unmasked Estep Score: -6754946.500000 Penalty: 12691.923828 Iteration 15Q: 3 clusters Score -6754946 nChanged 290 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7792 members Mstep: Class 2 contains 23803 members Entering Unmasked Estep Score: -6755021.000000 Penalty: 12691.923828 Iteration 16Q: 3 clusters Score -6755021 nChanged 238 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7688 members Mstep: Class 2 contains 23907 members Entering Unmasked Estep Score: -6755112.500000 Penalty: 12691.923828 Iteration 17Q: 3 clusters Score -6755112 nChanged 210 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7590 members Mstep: Class 2 contains 24005 members Entering Unmasked Estep Score: -6755160.500000 Penalty: 12691.923828 Iteration 18Q: 3 clusters Score -6755160 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7494 members Mstep: Class 2 contains 24101 members Entering Unmasked Estep Score: -6755227.000000 Penalty: 12691.923828 Iteration 19Q: 3 clusters Score -6755227 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7401 members Mstep: Class 2 contains 24194 members Entering Unmasked Estep Score: -6755273.500000 Penalty: 12691.923828 Iteration 20F: 3 clusters Score -6755274 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7308 members Mstep: Class 2 contains 24287 members Entering Unmasked Estep Score: -6755295.500000 Penalty: 12691.923828 Iteration 21Q: 3 clusters Score -6755296 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7225 members Mstep: Class 2 contains 24370 members Entering Unmasked Estep Score: -6755335.500000 Penalty: 12691.923828 Iteration 22Q: 3 clusters Score -6755336 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7145 members Mstep: Class 2 contains 24450 members Entering Unmasked Estep Score: -6755352.000000 Penalty: 12691.923828 Iteration 23Q: 3 clusters Score -6755352 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7088 members Mstep: Class 2 contains 24507 members Entering Unmasked Estep Score: -6755368.500000 Penalty: 12691.923828 Iteration 24Q: 3 clusters Score -6755368 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7044 members Mstep: Class 2 contains 24551 members Entering Unmasked Estep Score: -6755393.000000 Penalty: 12691.923828 Iteration 25Q: 3 clusters Score -6755393 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7007 members Mstep: Class 2 contains 24588 members Entering Unmasked Estep Score: -6755404.000000 Penalty: 12691.923828 Iteration 26Q: 3 clusters Score -6755404 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6966 members Mstep: Class 2 contains 24629 members Entering Unmasked Estep Score: -6755421.000000 Penalty: 12691.923828 Iteration 27Q: 3 clusters Score -6755421 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6917 members Mstep: Class 2 contains 24678 members Entering Unmasked Estep Score: -6755416.000000 Penalty: 12691.923828 Iteration 28Q: 3 clusters Score -6755416 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6876 members Mstep: Class 2 contains 24719 members Entering Unmasked Estep Score: -6755431.000000 Penalty: 12691.923828 Iteration 29Q: 3 clusters Score -6755431 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6847 members Mstep: Class 2 contains 24748 members Entering Unmasked Estep Score: -6755452.500000 Penalty: 12691.923828 Iteration 30Q: 3 clusters Score -6755452 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6819 members Mstep: Class 2 contains 24776 members Entering Unmasked Estep Score: -6755464.500000 Penalty: 12691.923828 Iteration 31Q: 3 clusters Score -6755464 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6785 members Mstep: Class 2 contains 24810 members Entering Unmasked Estep Score: -6755477.500000 Penalty: 12691.923828 Iteration 32Q: 3 clusters Score -6755478 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6762 members Mstep: Class 2 contains 24833 members Entering Unmasked Estep Score: -6755472.000000 Penalty: 12691.923828 Iteration 33Q: 3 clusters Score -6755472 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6747 members Mstep: Class 2 contains 24848 members Entering Unmasked Estep Score: -6755458.000000 Penalty: 12691.923828 Iteration 34Q: 3 clusters Score -6755458 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6726 members Mstep: Class 2 contains 24869 members Entering Unmasked Estep Score: -6755476.000000 Penalty: 12691.923828 Iteration 35Q: 3 clusters Score -6755476 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6708 members Mstep: Class 2 contains 24887 members Entering Unmasked Estep Score: -6755493.000000 Penalty: 12691.923828 Iteration 36Q: 3 clusters Score -6755493 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6676 members Mstep: Class 2 contains 24919 members Entering Unmasked Estep Score: -6755486.000000 Penalty: 12691.923828 Iteration 37Q: 3 clusters Score -6755486 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6656 members Mstep: Class 2 contains 24939 members Entering Unmasked Estep Score: -6755491.500000 Penalty: 12691.923828 Iteration 38Q: 3 clusters Score -6755492 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6636 members Mstep: Class 2 contains 24959 members Entering Unmasked Estep Score: -6755496.000000 Penalty: 12691.923828 Iteration 39Q: 3 clusters Score -6755496 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6613 members Mstep: Class 2 contains 24982 members Entering Unmasked Estep Score: -6755494.000000 Penalty: 12691.923828 Iteration 40F: 3 clusters Score -6755494 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6587 members Mstep: Class 2 contains 25008 members Entering Unmasked Estep Score: -6755512.000000 Penalty: 12691.923828 Iteration 41Q: 3 clusters Score -6755512 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6561 members Mstep: Class 2 contains 25034 members Entering Unmasked Estep Score: -6755517.500000 Penalty: 12691.923828 Iteration 42Q: 3 clusters Score -6755518 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6541 members Mstep: Class 2 contains 25054 members Entering Unmasked Estep Score: -6755512.000000 Penalty: 12691.923828 Iteration 43Q: 3 clusters Score -6755512 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6516 members Mstep: Class 2 contains 25079 members Entering Unmasked Estep Score: -6755509.500000 Penalty: 12691.923828 Iteration 44Q: 3 clusters Score -6755510 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6495 members Mstep: Class 2 contains 25100 members Entering Unmasked Estep Score: -6755519.500000 Penalty: 12691.923828 Iteration 45Q: 3 clusters Score -6755520 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6482 members Mstep: Class 2 contains 25113 members Entering Unmasked Estep Score: -6755521.500000 Penalty: 12691.923828 Iteration 46Q: 3 clusters Score -6755522 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6466 members Mstep: Class 2 contains 25129 members Entering Unmasked Estep Score: -6755535.000000 Penalty: 12691.923828 Iteration 47Q: 3 clusters Score -6755535 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6454 members Mstep: Class 2 contains 25141 members Entering Unmasked Estep Score: -6755514.500000 Penalty: 12691.923828 Iteration 48Q: 3 clusters Score -6755514 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6443 members Mstep: Class 2 contains 25152 members Entering Unmasked Estep Score: -6755520.500000 Penalty: 12691.923828 Iteration 49Q: 3 clusters Score -6755520 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6437 members Mstep: Class 2 contains 25158 members Entering Unmasked Estep Score: -6755515.000000 Penalty: 12691.923828 Iteration 50Q: 3 clusters Score -6755515 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6434 members Mstep: Class 2 contains 25161 members Entering Unmasked Estep Score: -6755527.000000 Penalty: 12691.923828 Iteration 51Q: 3 clusters Score -6755527 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6426 members Mstep: Class 2 contains 25169 members Entering Unmasked Estep Score: -6755519.500000 Penalty: 12691.923828 Iteration 52Q: 3 clusters Score -6755520 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6425 members Mstep: Class 2 contains 25170 members Entering Unmasked Estep Score: -6755518.000000 Penalty: 12691.923828 Iteration 53Q: 3 clusters Score -6755518 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6420 members Mstep: Class 2 contains 25175 members Entering Unmasked Estep Score: -6755517.000000 Penalty: 12691.923828 Iteration 54Q: 3 clusters Score -6755517 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6419 members Mstep: Class 2 contains 25176 members Entering Unmasked Estep Score: -6755513.500000 Penalty: 12691.923828 Iteration 55Q: 3 clusters Score -6755514 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6417 members Mstep: Class 2 contains 25178 members Entering Unmasked Estep Score: -6755512.500000 Penalty: 12691.923828 Iteration 56Q: 3 clusters Score -6755512 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6413 members Mstep: Class 2 contains 25182 members Entering Unmasked Estep Score: -6755509.500000 Penalty: 12691.923828 Iteration 57Q: 3 clusters Score -6755510 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6407 members Mstep: Class 2 contains 25188 members Entering Unmasked Estep Score: -6755510.000000 Penalty: 12691.923828 Iteration 58Q: 3 clusters Score -6755510 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6399 members Mstep: Class 2 contains 25196 members Entering Unmasked Estep Score: -6755509.500000 Penalty: 12691.923828 Iteration 59Q: 3 clusters Score -6755510 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6395 members Mstep: Class 2 contains 25200 members Entering Unmasked Estep Score: -6755513.000000 Penalty: 12691.923828 Iteration 60F: 3 clusters Score -6755513 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6390 members Mstep: Class 2 contains 25205 members Entering Unmasked Estep Score: -6755513.500000 Penalty: 12691.923828 Iteration 61Q: 3 clusters Score -6755514 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6384 members Mstep: Class 2 contains 25211 members Entering Unmasked Estep Score: -6755514.000000 Penalty: 12691.923828 Iteration 62Q: 3 clusters Score -6755514 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6382 members Mstep: Class 2 contains 25213 members Entering Unmasked Estep Score: -6755518.500000 Penalty: 12691.923828 Iteration 63Q: 3 clusters Score -6755518 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6378 members Mstep: Class 2 contains 25217 members Entering Unmasked Estep Score: -6755523.000000 Penalty: 12691.923828 Iteration 64Q: 3 clusters Score -6755523 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6372 members Mstep: Class 2 contains 25223 members Entering Unmasked Estep Score: -6755521.000000 Penalty: 12691.923828 Iteration 65Q: 3 clusters Score -6755521 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6369 members Mstep: Class 2 contains 25226 members Entering Unmasked Estep Score: -6755518.500000 Penalty: 12691.923828 Iteration 66Q: 3 clusters Score -6755518 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6368 members Mstep: Class 2 contains 25227 members Entering Unmasked Estep Score: -6755524.500000 Penalty: 12691.923828 Iteration 67Q: 3 clusters Score -6755524 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6367 members Mstep: Class 2 contains 25228 members Entering Unmasked Estep Score: -6755522.000000 Penalty: 12691.923828 Iteration 68Q: 3 clusters Score -6755522 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6367 members Mstep: Class 2 contains 25228 members Entering Unmasked Estep Score: -6755522.000000 Penalty: 12691.923828 Iteration 69F: 3 clusters Score -6755522 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (34229 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34229 members Entering Unmasked Estep Score: -7582542.500000 Penalty: 6395.007324 Iteration 0F: 2 clusters Score -7582542 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16956 members Mstep: Class 2 contains 17273 members Entering Unmasked Estep Score: -7557074.000000 Penalty: 12790.014648 Iteration 0F: 3 clusters Score -7557074 nChanged 14583 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16617 members Mstep: Class 2 contains 17612 members Entering Unmasked Estep Score: -7564620.000000 Penalty: 12790.014648 Iteration 1F: 3 clusters Score -7564620 nChanged 2019 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16370 members Mstep: Class 2 contains 17859 members Entering Unmasked Estep Score: -7565445.500000 Penalty: 12790.014648 Iteration 2F: 3 clusters Score -7565446 nChanged 1639 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16039 members Mstep: Class 2 contains 18190 members Entering Unmasked Estep Score: -7566067.000000 Penalty: 12790.014648 Iteration 3Q: 3 clusters Score -7566067 nChanged 1368 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15657 members Mstep: Class 2 contains 18572 members Entering Unmasked Estep Score: -7566584.000000 Penalty: 12790.014648 Iteration 4Q: 3 clusters Score -7566584 nChanged 1241 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15186 members Mstep: Class 2 contains 19043 members Entering Unmasked Estep Score: -7567037.500000 Penalty: 12790.014648 Iteration 5Q: 3 clusters Score -7567038 nChanged 1194 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14550 members Mstep: Class 2 contains 19679 members Entering Unmasked Estep Score: -7567512.500000 Penalty: 12790.014648 Iteration 6Q: 3 clusters Score -7567512 nChanged 1200 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13766 members Mstep: Class 2 contains 20463 members Entering Unmasked Estep Score: -7568007.000000 Penalty: 12790.014648 Iteration 7Q: 3 clusters Score -7568007 nChanged 1229 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12797 members Mstep: Class 2 contains 21432 members Entering Unmasked Estep Score: -7568543.000000 Penalty: 12790.014648 Iteration 8Q: 3 clusters Score -7568543 nChanged 1311 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11666 members Mstep: Class 2 contains 22563 members Entering Unmasked Estep Score: -7569231.000000 Penalty: 12790.014648 Iteration 9Q: 3 clusters Score -7569231 nChanged 1463 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10339 members Mstep: Class 2 contains 23890 members Entering Unmasked Estep Score: -7570057.000000 Penalty: 12790.014648 Iteration 10Q: 3 clusters Score -7570057 nChanged 1647 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8772 members Mstep: Class 2 contains 25457 members Entering Unmasked Estep Score: -7571138.500000 Penalty: 12790.014648 Iteration 11Q: 3 clusters Score -7571138 nChanged 1824 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7036 members Mstep: Class 2 contains 27193 members Entering Unmasked Estep Score: -7572489.000000 Penalty: 12790.014648 Iteration 12F: 3 clusters Score -7572489 nChanged 1709 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5389 members Mstep: Class 2 contains 28840 members Entering Unmasked Estep Score: -7573826.000000 Penalty: 12790.014648 Iteration 13Q: 3 clusters Score -7573826 nChanged 1482 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3963 members Mstep: Class 2 contains 30266 members Entering Unmasked Estep Score: -7574980.000000 Penalty: 12790.014648 Iteration 14Q: 3 clusters Score -7574980 nChanged 1059 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2944 members Mstep: Class 2 contains 31285 members Entering Unmasked Estep Score: -7575829.500000 Penalty: 12790.014648 Iteration 15Q: 3 clusters Score -7575830 nChanged 695 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2281 members Mstep: Class 2 contains 31948 members Entering Unmasked Estep Score: -7576345.000000 Penalty: 12790.014648 Iteration 16Q: 3 clusters Score -7576345 nChanged 452 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1861 members Mstep: Class 2 contains 32368 members Entering Unmasked Estep Score: -7576687.000000 Penalty: 12790.014648 Iteration 17Q: 3 clusters Score -7576687 nChanged 271 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1606 members Mstep: Class 2 contains 32623 members Entering Unmasked Estep Score: -7576873.500000 Penalty: 12790.014648 Iteration 18Q: 3 clusters Score -7576874 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1449 members Mstep: Class 2 contains 32780 members Entering Unmasked Estep Score: -7576991.000000 Penalty: 12790.014648 Iteration 19Q: 3 clusters Score -7576991 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1345 members Mstep: Class 2 contains 32884 members Entering Unmasked Estep Score: -7577080.000000 Penalty: 12790.014648 Iteration 20F: 3 clusters Score -7577080 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1275 members Mstep: Class 2 contains 32954 members Entering Unmasked Estep Score: -7577115.000000 Penalty: 12790.014648 Iteration 21Q: 3 clusters Score -7577115 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1232 members Mstep: Class 2 contains 32997 members Entering Unmasked Estep Score: -7577129.000000 Penalty: 12790.014648 Iteration 22Q: 3 clusters Score -7577129 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1192 members Mstep: Class 2 contains 33037 members Entering Unmasked Estep Score: -7577172.500000 Penalty: 12790.014648 Iteration 23Q: 3 clusters Score -7577172 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1162 members Mstep: Class 2 contains 33067 members Entering Unmasked Estep Score: -7577197.500000 Penalty: 12790.014648 Iteration 24Q: 3 clusters Score -7577198 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1137 members Mstep: Class 2 contains 33092 members Entering Unmasked Estep Score: -7577233.000000 Penalty: 12790.014648 Iteration 25Q: 3 clusters Score -7577233 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1119 members Mstep: Class 2 contains 33110 members Entering Unmasked Estep Score: -7577251.000000 Penalty: 12790.014648 Iteration 26Q: 3 clusters Score -7577251 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1100 members Mstep: Class 2 contains 33129 members Entering Unmasked Estep Score: -7577263.500000 Penalty: 12790.014648 Iteration 27Q: 3 clusters Score -7577264 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1086 members Mstep: Class 2 contains 33143 members Entering Unmasked Estep Score: -7577287.000000 Penalty: 12790.014648 Iteration 28Q: 3 clusters Score -7577287 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1075 members Mstep: Class 2 contains 33154 members Entering Unmasked Estep Score: -7577289.000000 Penalty: 12790.014648 Iteration 29Q: 3 clusters Score -7577289 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1062 members Mstep: Class 2 contains 33167 members Entering Unmasked Estep Score: -7577290.500000 Penalty: 12790.014648 Iteration 30Q: 3 clusters Score -7577290 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1051 members Mstep: Class 2 contains 33178 members Entering Unmasked Estep Score: -7577288.500000 Penalty: 12790.014648 Iteration 31Q: 3 clusters Score -7577288 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1045 members Mstep: Class 2 contains 33184 members Entering Unmasked Estep Score: -7577304.500000 Penalty: 12790.014648 Iteration 32Q: 3 clusters Score -7577304 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1036 members Mstep: Class 2 contains 33193 members Entering Unmasked Estep Score: -7577305.000000 Penalty: 12790.014648 Iteration 33Q: 3 clusters Score -7577305 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1032 members Mstep: Class 2 contains 33197 members Entering Unmasked Estep Score: -7577326.000000 Penalty: 12790.014648 Iteration 34Q: 3 clusters Score -7577326 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1027 members Mstep: Class 2 contains 33202 members Entering Unmasked Estep Score: -7577329.000000 Penalty: 12790.014648 Iteration 35Q: 3 clusters Score -7577329 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1023 members Mstep: Class 2 contains 33206 members Entering Unmasked Estep Score: -7577329.000000 Penalty: 12790.014648 Iteration 36Q: 3 clusters Score -7577329 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1022 members Mstep: Class 2 contains 33207 members Entering Unmasked Estep Score: -7577340.000000 Penalty: 12790.014648 Iteration 37Q: 3 clusters Score -7577340 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1021 members Mstep: Class 2 contains 33208 members Entering Unmasked Estep Score: -7577342.000000 Penalty: 12790.014648 Iteration 38Q: 3 clusters Score -7577342 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1021 members Mstep: Class 2 contains 33208 members Entering Unmasked Estep Score: -7577342.000000 Penalty: 12790.014648 Iteration 39F: 3 clusters Score -7577342 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (9183 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9183 members Entering Unmasked Estep Score: -1931194.250000 Penalty: 5589.129883 Iteration 0F: 2 clusters Score -1931194 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4536 members Mstep: Class 2 contains 4647 members Entering Unmasked Estep Score: -1921493.750000 Penalty: 11178.259766 Iteration 0F: 3 clusters Score -1921494 nChanged 3318 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4394 members Mstep: Class 2 contains 4789 members Entering Unmasked Estep Score: -1923485.125000 Penalty: 11178.259766 Iteration 1F: 3 clusters Score -1923485 nChanged 719 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4267 members Mstep: Class 2 contains 4916 members Entering Unmasked Estep Score: -1924075.000000 Penalty: 11178.259766 Iteration 2F: 3 clusters Score -1924075 nChanged 510 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4133 members Mstep: Class 2 contains 5050 members Entering Unmasked Estep Score: -1924533.750000 Penalty: 11178.259766 Iteration 3F: 3 clusters Score -1924534 nChanged 489 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3980 members Mstep: Class 2 contains 5203 members Entering Unmasked Estep Score: -1925012.750000 Penalty: 11178.259766 Iteration 4F: 3 clusters Score -1925013 nChanged 496 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3782 members Mstep: Class 2 contains 5401 members Entering Unmasked Estep Score: -1925509.375000 Penalty: 11178.259766 Iteration 5F: 3 clusters Score -1925509 nChanged 528 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3564 members Mstep: Class 2 contains 5619 members Entering Unmasked Estep Score: -1926076.500000 Penalty: 11178.259766 Iteration 6F: 3 clusters Score -1926076 nChanged 525 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3387 members Mstep: Class 2 contains 5796 members Entering Unmasked Estep Score: -1926632.750000 Penalty: 11178.259766 Iteration 7F: 3 clusters Score -1926633 nChanged 444 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3239 members Mstep: Class 2 contains 5944 members Entering Unmasked Estep Score: -1927141.875000 Penalty: 11178.259766 Iteration 8Q: 3 clusters Score -1927142 nChanged 397 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3170 members Mstep: Class 2 contains 6013 members Entering Unmasked Estep Score: -1927618.250000 Penalty: 11178.259766 Iteration 9Q: 3 clusters Score -1927618 nChanged 319 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3147 members Mstep: Class 2 contains 6036 members Entering Unmasked Estep Score: -1927975.500000 Penalty: 11178.259766 Iteration 10Q: 3 clusters Score -1927976 nChanged 269 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3154 members Mstep: Class 2 contains 6029 members Entering Unmasked Estep Score: -1928260.625000 Penalty: 11178.259766 Iteration 11Q: 3 clusters Score -1928261 nChanged 190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3192 members Mstep: Class 2 contains 5991 members Entering Unmasked Estep Score: -1928426.875000 Penalty: 11178.259766 Iteration 12Q: 3 clusters Score -1928427 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3218 members Mstep: Class 2 contains 5965 members Entering Unmasked Estep Score: -1928510.500000 Penalty: 11178.259766 Iteration 13Q: 3 clusters Score -1928510 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3255 members Mstep: Class 2 contains 5928 members Entering Unmasked Estep Score: -1928581.250000 Penalty: 11178.259766 Iteration 14Q: 3 clusters Score -1928581 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3275 members Mstep: Class 2 contains 5908 members Entering Unmasked Estep Score: -1928631.875000 Penalty: 11178.259766 Iteration 15Q: 3 clusters Score -1928632 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3297 members Mstep: Class 2 contains 5886 members Entering Unmasked Estep Score: -1928693.500000 Penalty: 11178.259766 Iteration 16Q: 3 clusters Score -1928694 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3330 members Mstep: Class 2 contains 5853 members Entering Unmasked Estep Score: -1928753.375000 Penalty: 11178.259766 Iteration 17Q: 3 clusters Score -1928753 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3361 members Mstep: Class 2 contains 5822 members Entering Unmasked Estep Score: -1928825.250000 Penalty: 11178.259766 Iteration 18Q: 3 clusters Score -1928825 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3406 members Mstep: Class 2 contains 5777 members Entering Unmasked Estep Score: -1928885.000000 Penalty: 11178.259766 Iteration 19Q: 3 clusters Score -1928885 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3444 members Mstep: Class 2 contains 5739 members Entering Unmasked Estep Score: -1928935.375000 Penalty: 11178.259766 Iteration 20F: 3 clusters Score -1928935 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3475 members Mstep: Class 2 contains 5708 members Entering Unmasked Estep Score: -1928965.375000 Penalty: 11178.259766 Iteration 21Q: 3 clusters Score -1928965 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3501 members Mstep: Class 2 contains 5682 members Entering Unmasked Estep Score: -1928980.125000 Penalty: 11178.259766 Iteration 22Q: 3 clusters Score -1928980 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3521 members Mstep: Class 2 contains 5662 members Entering Unmasked Estep Score: -1929002.750000 Penalty: 11178.259766 Iteration 23Q: 3 clusters Score -1929003 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3539 members Mstep: Class 2 contains 5644 members Entering Unmasked Estep Score: -1929012.000000 Penalty: 11178.259766 Iteration 24Q: 3 clusters Score -1929012 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3545 members Mstep: Class 2 contains 5638 members Entering Unmasked Estep Score: -1929011.625000 Penalty: 11178.259766 Iteration 25Q: 3 clusters Score -1929012 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3555 members Mstep: Class 2 contains 5628 members Entering Unmasked Estep Score: -1929019.250000 Penalty: 11178.259766 Iteration 26Q: 3 clusters Score -1929019 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3563 members Mstep: Class 2 contains 5620 members Entering Unmasked Estep Score: -1929013.750000 Penalty: 11178.259766 Iteration 27Q: 3 clusters Score -1929014 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3567 members Mstep: Class 2 contains 5616 members Entering Unmasked Estep Score: -1929017.000000 Penalty: 11178.259766 Iteration 28Q: 3 clusters Score -1929017 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3571 members Mstep: Class 2 contains 5612 members Entering Unmasked Estep Score: -1929018.500000 Penalty: 11178.259766 Iteration 29Q: 3 clusters Score -1929018 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3575 members Mstep: Class 2 contains 5608 members Entering Unmasked Estep Score: -1929017.250000 Penalty: 11178.259766 Iteration 30Q: 3 clusters Score -1929017 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3575 members Mstep: Class 2 contains 5608 members Entering Unmasked Estep Score: -1929017.250000 Penalty: 11178.259766 Iteration 31F: 3 clusters Score -1929017 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (24571 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24571 members Entering Unmasked Estep Score: -5313580.500000 Penalty: 6191.959961 Iteration 0F: 2 clusters Score -5313580 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12373 members Mstep: Class 2 contains 12198 members Entering Unmasked Estep Score: -5294293.000000 Penalty: 12383.919922 Iteration 0F: 3 clusters Score -5294293 nChanged 10164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12557 members Mstep: Class 2 contains 12014 members Entering Unmasked Estep Score: -5299564.000000 Penalty: 12383.919922 Iteration 1F: 3 clusters Score -5299564 nChanged 1539 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12604 members Mstep: Class 2 contains 11967 members Entering Unmasked Estep Score: -5300373.000000 Penalty: 12383.919922 Iteration 2F: 3 clusters Score -5300373 nChanged 1324 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12568 members Mstep: Class 2 contains 12003 members Entering Unmasked Estep Score: -5301266.500000 Penalty: 12383.919922 Iteration 3F: 3 clusters Score -5301266 nChanged 1285 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12357 members Mstep: Class 2 contains 12214 members Entering Unmasked Estep Score: -5302363.500000 Penalty: 12383.919922 Iteration 4F: 3 clusters Score -5302364 nChanged 1424 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11867 members Mstep: Class 2 contains 12704 members Entering Unmasked Estep Score: -5303458.500000 Penalty: 12383.919922 Iteration 5F: 3 clusters Score -5303458 nChanged 1501 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11182 members Mstep: Class 2 contains 13389 members Entering Unmasked Estep Score: -5304532.500000 Penalty: 12383.919922 Iteration 6F: 3 clusters Score -5304532 nChanged 1531 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10219 members Mstep: Class 2 contains 14352 members Entering Unmasked Estep Score: -5305554.500000 Penalty: 12383.919922 Iteration 7F: 3 clusters Score -5305554 nChanged 1503 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9118 members Mstep: Class 2 contains 15453 members Entering Unmasked Estep Score: -5306626.500000 Penalty: 12383.919922 Iteration 8F: 3 clusters Score -5306626 nChanged 1420 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7970 members Mstep: Class 2 contains 16601 members Entering Unmasked Estep Score: -5307608.000000 Penalty: 12383.919922 Iteration 9F: 3 clusters Score -5307608 nChanged 1240 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6902 members Mstep: Class 2 contains 17669 members Entering Unmasked Estep Score: -5308480.500000 Penalty: 12383.919922 Iteration 10F: 3 clusters Score -5308480 nChanged 1071 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5929 members Mstep: Class 2 contains 18642 members Entering Unmasked Estep Score: -5309196.000000 Penalty: 12383.919922 Iteration 11Q: 3 clusters Score -5309196 nChanged 837 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5136 members Mstep: Class 2 contains 19435 members Entering Unmasked Estep Score: -5309734.500000 Penalty: 12383.919922 Iteration 12Q: 3 clusters Score -5309734 nChanged 689 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4471 members Mstep: Class 2 contains 20100 members Entering Unmasked Estep Score: -5310189.500000 Penalty: 12383.919922 Iteration 13Q: 3 clusters Score -5310190 nChanged 592 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3909 members Mstep: Class 2 contains 20662 members Entering Unmasked Estep Score: -5310587.000000 Penalty: 12383.919922 Iteration 14Q: 3 clusters Score -5310587 nChanged 484 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3447 members Mstep: Class 2 contains 21124 members Entering Unmasked Estep Score: -5310861.500000 Penalty: 12383.919922 Iteration 15Q: 3 clusters Score -5310862 nChanged 366 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3085 members Mstep: Class 2 contains 21486 members Entering Unmasked Estep Score: -5311054.500000 Penalty: 12383.919922 Iteration 16Q: 3 clusters Score -5311054 nChanged 276 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2817 members Mstep: Class 2 contains 21754 members Entering Unmasked Estep Score: -5311230.500000 Penalty: 12383.919922 Iteration 17Q: 3 clusters Score -5311230 nChanged 232 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2589 members Mstep: Class 2 contains 21982 members Entering Unmasked Estep Score: -5311369.500000 Penalty: 12383.919922 Iteration 18Q: 3 clusters Score -5311370 nChanged 192 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2405 members Mstep: Class 2 contains 22166 members Entering Unmasked Estep Score: -5311456.500000 Penalty: 12383.919922 Iteration 19Q: 3 clusters Score -5311456 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2280 members Mstep: Class 2 contains 22291 members Entering Unmasked Estep Score: -5311535.000000 Penalty: 12383.919922 Iteration 20F: 3 clusters Score -5311535 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2189 members Mstep: Class 2 contains 22382 members Entering Unmasked Estep Score: -5311582.500000 Penalty: 12383.919922 Iteration 21Q: 3 clusters Score -5311582 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2107 members Mstep: Class 2 contains 22464 members Entering Unmasked Estep Score: -5311628.500000 Penalty: 12383.919922 Iteration 22Q: 3 clusters Score -5311628 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2035 members Mstep: Class 2 contains 22536 members Entering Unmasked Estep Score: -5311666.500000 Penalty: 12383.919922 Iteration 23Q: 3 clusters Score -5311666 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1979 members Mstep: Class 2 contains 22592 members Entering Unmasked Estep Score: -5311685.500000 Penalty: 12383.919922 Iteration 24Q: 3 clusters Score -5311686 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1934 members Mstep: Class 2 contains 22637 members Entering Unmasked Estep Score: -5311697.000000 Penalty: 12383.919922 Iteration 25Q: 3 clusters Score -5311697 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1902 members Mstep: Class 2 contains 22669 members Entering Unmasked Estep Score: -5311705.000000 Penalty: 12383.919922 Iteration 26Q: 3 clusters Score -5311705 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1866 members Mstep: Class 2 contains 22705 members Entering Unmasked Estep Score: -5311711.500000 Penalty: 12383.919922 Iteration 27Q: 3 clusters Score -5311712 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1835 members Mstep: Class 2 contains 22736 members Entering Unmasked Estep Score: -5311723.500000 Penalty: 12383.919922 Iteration 28Q: 3 clusters Score -5311724 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1813 members Mstep: Class 2 contains 22758 members Entering Unmasked Estep Score: -5311740.500000 Penalty: 12383.919922 Iteration 29Q: 3 clusters Score -5311740 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1798 members Mstep: Class 2 contains 22773 members Entering Unmasked Estep Score: -5311756.000000 Penalty: 12383.919922 Iteration 30Q: 3 clusters Score -5311756 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1788 members Mstep: Class 2 contains 22783 members Entering Unmasked Estep Score: -5311755.500000 Penalty: 12383.919922 Iteration 31Q: 3 clusters Score -5311756 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1777 members Mstep: Class 2 contains 22794 members Entering Unmasked Estep Score: -5311766.000000 Penalty: 12383.919922 Iteration 32Q: 3 clusters Score -5311766 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1770 members Mstep: Class 2 contains 22801 members Entering Unmasked Estep Score: -5311768.000000 Penalty: 12383.919922 Iteration 33Q: 3 clusters Score -5311768 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1761 members Mstep: Class 2 contains 22810 members Entering Unmasked Estep Score: -5311780.000000 Penalty: 12383.919922 Iteration 34Q: 3 clusters Score -5311780 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1755 members Mstep: Class 2 contains 22816 members Entering Unmasked Estep Score: -5311781.500000 Penalty: 12383.919922 Iteration 35Q: 3 clusters Score -5311782 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1748 members Mstep: Class 2 contains 22823 members Entering Unmasked Estep Score: -5311780.500000 Penalty: 12383.919922 Iteration 36Q: 3 clusters Score -5311780 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1746 members Mstep: Class 2 contains 22825 members Entering Unmasked Estep Score: -5311785.000000 Penalty: 12383.919922 Iteration 37Q: 3 clusters Score -5311785 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1744 members Mstep: Class 2 contains 22827 members Entering Unmasked Estep Score: -5311784.000000 Penalty: 12383.919922 Iteration 38Q: 3 clusters Score -5311784 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1743 members Mstep: Class 2 contains 22828 members Entering Unmasked Estep Score: -5311783.000000 Penalty: 12383.919922 Iteration 39Q: 3 clusters Score -5311783 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1743 members Mstep: Class 2 contains 22828 members Entering Unmasked Estep Score: -5311783.000000 Penalty: 12383.919922 Iteration 40F: 3 clusters Score -5311783 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (625 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 625 members Entering Unmasked Estep Score: -125030.453125 Penalty: 3943.123047 Iteration 0F: 2 clusters Score -125030.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 325 members Mstep: Class 2 contains 300 members Entering Unmasked Estep Score: -121419.890625 Penalty: 7886.246094 Iteration 0F: 3 clusters Score -121419.9 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 332 members Mstep: Class 2 contains 293 members Entering Unmasked Estep Score: -121640.585938 Penalty: 7886.246094 Iteration 1F: 3 clusters Score -121640.6 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 333 members Mstep: Class 2 contains 292 members Entering Unmasked Estep Score: -121686.632812 Penalty: 7886.246094 Iteration 2Q: 3 clusters Score -121686.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 336 members Mstep: Class 2 contains 289 members Entering Unmasked Estep Score: -121709.421875 Penalty: 7886.246094 Iteration 3Q: 3 clusters Score -121709.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 339 members Mstep: Class 2 contains 286 members Entering Unmasked Estep Score: -121717.046875 Penalty: 7886.246094 Iteration 4Q: 3 clusters Score -121717 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 340 members Mstep: Class 2 contains 285 members Entering Unmasked Estep Score: -121719.640625 Penalty: 7886.246094 Iteration 5Q: 3 clusters Score -121719.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 340 members Mstep: Class 2 contains 285 members Entering Unmasked Estep Score: -121719.640625 Penalty: 7886.246094 Iteration 6F: 3 clusters Score -121719.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 22 (1321 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1321 members Entering Unmasked Estep Score: -250604.734375 Penalty: 4401.513184 Iteration 0F: 2 clusters Score -250604.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 668 members Mstep: Class 2 contains 653 members Entering Unmasked Estep Score: -246370.437500 Penalty: 8803.026367 Iteration 0F: 3 clusters Score -246370.4 nChanged 277 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 651 members Mstep: Class 2 contains 670 members Entering Unmasked Estep Score: -247096.484375 Penalty: 8803.026367 Iteration 1F: 3 clusters Score -247096.5 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 666 members Mstep: Class 2 contains 655 members Entering Unmasked Estep Score: -247583.015625 Penalty: 8803.026367 Iteration 2F: 3 clusters Score -247583 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 719 members Mstep: Class 2 contains 602 members Entering Unmasked Estep Score: -247923.875000 Penalty: 8803.026367 Iteration 3F: 3 clusters Score -247923.9 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 781 members Mstep: Class 2 contains 540 members Entering Unmasked Estep Score: -248566.250000 Penalty: 8803.026367 Iteration 4F: 3 clusters Score -248566.2 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 862 members Mstep: Class 2 contains 459 members Entering Unmasked Estep Score: -249425.046875 Penalty: 8803.026367 Iteration 5F: 3 clusters Score -249425 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 920 members Mstep: Class 2 contains 401 members Entering Unmasked Estep Score: -250108.984375 Penalty: 8803.026367 Iteration 6F: 3 clusters Score -250109 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 940 members Mstep: Class 2 contains 381 members Entering Unmasked Estep Score: -250639.468750 Penalty: 8803.026367 Iteration 7Q: 3 clusters Score -250639.5 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 931 members Mstep: Class 2 contains 390 members Entering Unmasked Estep Score: -251063.218750 Penalty: 8803.026367 Iteration 8Q: 3 clusters Score -251063.2 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 920 members Mstep: Class 2 contains 401 members Entering Unmasked Estep Score: -251419.687500 Penalty: 8803.026367 Iteration 9Q: 3 clusters Score -251419.7 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 904 members Mstep: Class 2 contains 417 members Entering Unmasked Estep Score: -251749.140625 Penalty: 8803.026367 Iteration 10Q: 3 clusters Score -251749.1 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 889 members Mstep: Class 2 contains 432 members Entering Unmasked Estep Score: -251888.625000 Penalty: 8803.026367 Iteration 11Q: 3 clusters Score -251888.6 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 869 members Mstep: Class 2 contains 452 members Entering Unmasked Estep Score: -252010.734375 Penalty: 8803.026367 Iteration 12Q: 3 clusters Score -252010.7 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 858 members Mstep: Class 2 contains 463 members Entering Unmasked Estep Score: -252098.890625 Penalty: 8803.026367 Iteration 13Q: 3 clusters Score -252098.9 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 852 members Mstep: Class 2 contains 469 members Entering Unmasked Estep Score: -252169.515625 Penalty: 8803.026367 Iteration 14Q: 3 clusters Score -252169.5 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 846 members Mstep: Class 2 contains 475 members Entering Unmasked Estep Score: -252216.125000 Penalty: 8803.026367 Iteration 15Q: 3 clusters Score -252216.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 842 members Mstep: Class 2 contains 479 members Entering Unmasked Estep Score: -252237.328125 Penalty: 8803.026367 Iteration 16Q: 3 clusters Score -252237.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 838 members Mstep: Class 2 contains 483 members Entering Unmasked Estep Score: -252250.968750 Penalty: 8803.026367 Iteration 17Q: 3 clusters Score -252251 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 837 members Mstep: Class 2 contains 484 members Entering Unmasked Estep Score: -252266.093750 Penalty: 8803.026367 Iteration 18Q: 3 clusters Score -252266.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 833 members Mstep: Class 2 contains 488 members Entering Unmasked Estep Score: -252282.625000 Penalty: 8803.026367 Iteration 19Q: 3 clusters Score -252282.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 829 members Mstep: Class 2 contains 492 members Entering Unmasked Estep Score: -252308.078125 Penalty: 8803.026367 Iteration 20F: 3 clusters Score -252308.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 819 members Mstep: Class 2 contains 502 members Entering Unmasked Estep Score: -252377.562500 Penalty: 8803.026367 Iteration 21Q: 3 clusters Score -252377.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 814 members Mstep: Class 2 contains 507 members Entering Unmasked Estep Score: -252407.703125 Penalty: 8803.026367 Iteration 22Q: 3 clusters Score -252407.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 809 members Mstep: Class 2 contains 512 members Entering Unmasked Estep Score: -252427.906250 Penalty: 8803.026367 Iteration 23Q: 3 clusters Score -252427.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 806 members Mstep: Class 2 contains 515 members Entering Unmasked Estep Score: -252435.921875 Penalty: 8803.026367 Iteration 24Q: 3 clusters Score -252435.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 802 members Mstep: Class 2 contains 519 members Entering Unmasked Estep Score: -252447.750000 Penalty: 8803.026367 Iteration 25Q: 3 clusters Score -252447.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 801 members Mstep: Class 2 contains 520 members Entering Unmasked Estep Score: -252449.718750 Penalty: 8803.026367 Iteration 26Q: 3 clusters Score -252449.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 802 members Mstep: Class 2 contains 519 members Entering Unmasked Estep Score: -252452.390625 Penalty: 8803.026367 Iteration 27Q: 3 clusters Score -252452.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 802 members Mstep: Class 2 contains 519 members Entering Unmasked Estep Score: -252452.390625 Penalty: 8803.026367 Iteration 28F: 3 clusters Score -252452.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 35539 members Mstep: Class 3 contains 857 members Mstep: Class 4 contains 1560 members Mstep: Class 5 contains 23197 members Mstep: Class 6 contains 26272 members Mstep: Class 7 contains 519 members Mstep: Class 8 contains 1477 members Mstep: Class 9 contains 795 members Mstep: Class 10 contains 139813 members Mstep: Class 11 contains 64779 members Mstep: Class 12 contains 523 members Mstep: Class 13 contains 457 members Mstep: Class 14 contains 159790 members Mstep: Class 15 contains 31595 members Mstep: Class 16 contains 34229 members Mstep: Class 18 contains 9183 members Mstep: Class 19 contains 24571 members Mstep: Class 21 contains 625 members Mstep: Class 22 contains 802 members Mstep: Class 23 contains 121904 members Entering Unmasked Estep Score: -147540240.000000 Penalty: 172723.218750 Splitting cluster 22 changes total score from -147542352.000000 to -147540240.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 23 (121904 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 121904 members Entering Unmasked Estep Score: -26788160.000000 Penalty: 7172.980957 Iteration 0F: 2 clusters Score -2.678816e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61203 members Mstep: Class 2 contains 60701 members Entering Unmasked Estep Score: -26705464.000000 Penalty: 14345.961914 Iteration 0F: 3 clusters Score -2.670546e+07 nChanged 56296 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62671 members Mstep: Class 2 contains 59233 members Entering Unmasked Estep Score: -26736630.000000 Penalty: 14345.961914 Iteration 1F: 3 clusters Score -2.673663e+07 nChanged 4657 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63486 members Mstep: Class 2 contains 58418 members Entering Unmasked Estep Score: -26737802.000000 Penalty: 14345.961914 Iteration 2Q: 3 clusters Score -2.67378e+07 nChanged 4330 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64512 members Mstep: Class 2 contains 57392 members Entering Unmasked Estep Score: -26739248.000000 Penalty: 14345.961914 Iteration 3Q: 3 clusters Score -2.673925e+07 nChanged 4267 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66043 members Mstep: Class 2 contains 55861 members Entering Unmasked Estep Score: -26740712.000000 Penalty: 14345.961914 Iteration 4Q: 3 clusters Score -2.674071e+07 nChanged 4422 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 68191 members Mstep: Class 2 contains 53713 members Entering Unmasked Estep Score: -26742480.000000 Penalty: 14345.961914 Iteration 5Q: 3 clusters Score -2.674248e+07 nChanged 4902 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71073 members Mstep: Class 2 contains 50831 members Entering Unmasked Estep Score: -26744612.000000 Penalty: 14345.961914 Iteration 6Q: 3 clusters Score -2.674461e+07 nChanged 5566 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74667 members Mstep: Class 2 contains 47237 members Entering Unmasked Estep Score: -26747644.000000 Penalty: 14345.961914 Iteration 7Q: 3 clusters Score -2.674764e+07 nChanged 6245 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 79154 members Mstep: Class 2 contains 42750 members Entering Unmasked Estep Score: -26751554.000000 Penalty: 14345.961914 Iteration 8F: 3 clusters Score -2.675155e+07 nChanged 6695 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 84407 members Mstep: Class 2 contains 37497 members Entering Unmasked Estep Score: -26756146.000000 Penalty: 14345.961914 Iteration 9F: 3 clusters Score -2.675615e+07 nChanged 6828 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90061 members Mstep: Class 2 contains 31843 members Entering Unmasked Estep Score: -26761048.000000 Penalty: 14345.961914 Iteration 10F: 3 clusters Score -2.676105e+07 nChanged 6487 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95834 members Mstep: Class 2 contains 26070 members Entering Unmasked Estep Score: -26765584.000000 Penalty: 14345.961914 Iteration 11F: 3 clusters Score -2.676558e+07 nChanged 5676 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101130 members Mstep: Class 2 contains 20774 members Entering Unmasked Estep Score: -26769368.000000 Penalty: 14345.961914 Iteration 12Q: 3 clusters Score -2.676937e+07 nChanged 4906 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 105854 members Mstep: Class 2 contains 16050 members Entering Unmasked Estep Score: -26772690.000000 Penalty: 14345.961914 Iteration 13Q: 3 clusters Score -2.677269e+07 nChanged 4153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 109925 members Mstep: Class 2 contains 11979 members Entering Unmasked Estep Score: -26775582.000000 Penalty: 14345.961914 Iteration 14Q: 3 clusters Score -2.677558e+07 nChanged 3186 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 113039 members Mstep: Class 2 contains 8865 members Entering Unmasked Estep Score: -26777994.000000 Penalty: 14345.961914 Iteration 15Q: 3 clusters Score -2.677799e+07 nChanged 2256 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 115229 members Mstep: Class 2 contains 6675 members Entering Unmasked Estep Score: -26779750.000000 Penalty: 14345.961914 Iteration 16Q: 3 clusters Score -2.677975e+07 nChanged 1365 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 116462 members Mstep: Class 2 contains 5442 members Entering Unmasked Estep Score: -26781172.000000 Penalty: 14345.961914 Iteration 17Q: 3 clusters Score -2.678117e+07 nChanged 860 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 117078 members Mstep: Class 2 contains 4826 members Entering Unmasked Estep Score: -26782032.000000 Penalty: 14345.961914 Iteration 18Q: 3 clusters Score -2.678203e+07 nChanged 619 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 117331 members Mstep: Class 2 contains 4573 members Entering Unmasked Estep Score: -26782416.000000 Penalty: 14345.961914 Iteration 19Q: 3 clusters Score -2.678242e+07 nChanged 432 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 117493 members Mstep: Class 2 contains 4411 members Entering Unmasked Estep Score: -26782546.000000 Penalty: 14345.961914 Iteration 20F: 3 clusters Score -2.678255e+07 nChanged 311 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 117576 members Mstep: Class 2 contains 4328 members Entering Unmasked Estep Score: -26782708.000000 Penalty: 14345.961914 Iteration 21Q: 3 clusters Score -2.678271e+07 nChanged 225 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 117639 members Mstep: Class 2 contains 4265 members Entering Unmasked Estep Score: -26782816.000000 Penalty: 14345.961914 Iteration 22Q: 3 clusters Score -2.678282e+07 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 117678 members Mstep: Class 2 contains 4226 members Entering Unmasked Estep Score: -26782910.000000 Penalty: 14345.961914 Iteration 23Q: 3 clusters Score -2.678291e+07 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 117712 members Mstep: Class 2 contains 4192 members Entering Unmasked Estep Score: -26782964.000000 Penalty: 14345.961914 Iteration 24Q: 3 clusters Score -2.678296e+07 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 117741 members Mstep: Class 2 contains 4163 members Entering Unmasked Estep Score: -26782996.000000 Penalty: 14345.961914 Iteration 25Q: 3 clusters Score -2.6783e+07 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 117753 members Mstep: Class 2 contains 4151 members Entering Unmasked Estep Score: -26783042.000000 Penalty: 14345.961914 Iteration 26Q: 3 clusters Score -2.678304e+07 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 117751 members Mstep: Class 2 contains 4153 members Entering Unmasked Estep Score: -26783038.000000 Penalty: 14345.961914 Iteration 27Q: 3 clusters Score -2.678304e+07 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 117740 members Mstep: Class 2 contains 4164 members Entering Unmasked Estep Score: -26783082.000000 Penalty: 14345.961914 Iteration 28Q: 3 clusters Score -2.678308e+07 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 117742 members Mstep: Class 2 contains 4162 members Entering Unmasked Estep Score: -26783118.000000 Penalty: 14345.961914 Iteration 29Q: 3 clusters Score -2.678312e+07 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 117743 members Mstep: Class 2 contains 4161 members Entering Unmasked Estep Score: -26783096.000000 Penalty: 14345.961914 Iteration 30Q: 3 clusters Score -2.67831e+07 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 117752 members Mstep: Class 2 contains 4152 members Entering Unmasked Estep Score: -26783158.000000 Penalty: 14345.961914 Iteration 31Q: 3 clusters Score -2.678316e+07 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 117753 members Mstep: Class 2 contains 4151 members Entering Unmasked Estep Score: -26783162.000000 Penalty: 14345.961914 Iteration 32Q: 3 clusters Score -2.678316e+07 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 117753 members Mstep: Class 2 contains 4151 members Entering Unmasked Estep Score: -26783168.000000 Penalty: 14345.961914 Iteration 33Q: 3 clusters Score -2.678317e+07 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 117748 members Mstep: Class 2 contains 4156 members Entering Unmasked Estep Score: -26783174.000000 Penalty: 14345.961914 Iteration 34Q: 3 clusters Score -2.678317e+07 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 117753 members Mstep: Class 2 contains 4151 members Entering Unmasked Estep Score: -26783158.000000 Penalty: 14345.961914 Iteration 35Q: 3 clusters Score -2.678316e+07 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 117754 members Mstep: Class 2 contains 4150 members Entering Unmasked Estep Score: -26783160.000000 Penalty: 14345.961914 Iteration 36Q: 3 clusters Score -2.678316e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 117755 members Mstep: Class 2 contains 4149 members Entering Unmasked Estep Score: -26783176.000000 Penalty: 14345.961914 Iteration 37Q: 3 clusters Score -2.678318e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 117754 members Mstep: Class 2 contains 4150 members Entering Unmasked Estep Score: -26783180.000000 Penalty: 14345.961914 Iteration 38Q: 3 clusters Score -2.678318e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 117749 members Mstep: Class 2 contains 4155 members Entering Unmasked Estep Score: -26783166.000000 Penalty: 14345.961914 Iteration 39Q: 3 clusters Score -2.678317e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 117749 members Mstep: Class 2 contains 4155 members Entering Unmasked Estep Score: -26783182.000000 Penalty: 14345.961914 Iteration 40F: 3 clusters Score -2.678318e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 117747 members Mstep: Class 2 contains 4157 members Entering Unmasked Estep Score: -26783178.000000 Penalty: 14345.961914 Iteration 41Q: 3 clusters Score -2.678318e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 117746 members Mstep: Class 2 contains 4158 members Entering Unmasked Estep Score: -26783176.000000 Penalty: 14345.961914 Iteration 42Q: 3 clusters Score -2.678318e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 117747 members Mstep: Class 2 contains 4157 members Entering Unmasked Estep Score: -26783178.000000 Penalty: 14345.961914 Iteration 43Q: 3 clusters Score -2.678318e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 117745 members Mstep: Class 2 contains 4159 members Entering Unmasked Estep Score: -26783172.000000 Penalty: 14345.961914 Iteration 44Q: 3 clusters Score -2.678317e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 117746 members Mstep: Class 2 contains 4158 members Entering Unmasked Estep Score: -26783170.000000 Penalty: 14345.961914 Iteration 45Q: 3 clusters Score -2.678317e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 117743 members Mstep: Class 2 contains 4161 members Entering Unmasked Estep Score: -26783160.000000 Penalty: 14345.961914 Iteration 46Q: 3 clusters Score -2.678316e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 117740 members Mstep: Class 2 contains 4164 members Entering Unmasked Estep Score: -26783160.000000 Penalty: 14345.961914 Iteration 47Q: 3 clusters Score -2.678316e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 117739 members Mstep: Class 2 contains 4165 members Entering Unmasked Estep Score: -26783178.000000 Penalty: 14345.961914 Iteration 48Q: 3 clusters Score -2.678318e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 117737 members Mstep: Class 2 contains 4167 members Entering Unmasked Estep Score: -26783180.000000 Penalty: 14345.961914 Iteration 49Q: 3 clusters Score -2.678318e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 117738 members Mstep: Class 2 contains 4166 members Entering Unmasked Estep Score: -26783182.000000 Penalty: 14345.961914 Iteration 50Q: 3 clusters Score -2.678318e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 117737 members Mstep: Class 2 contains 4167 members Entering Unmasked Estep Score: -26783184.000000 Penalty: 14345.961914 Iteration 51Q: 3 clusters Score -2.678318e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 117734 members Mstep: Class 2 contains 4170 members Entering Unmasked Estep Score: -26783172.000000 Penalty: 14345.961914 Iteration 52Q: 3 clusters Score -2.678317e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 117729 members Mstep: Class 2 contains 4175 members Entering Unmasked Estep Score: -26783176.000000 Penalty: 14345.961914 Iteration 53Q: 3 clusters Score -2.678318e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 117730 members Mstep: Class 2 contains 4174 members Entering Unmasked Estep Score: -26783174.000000 Penalty: 14345.961914 Iteration 54Q: 3 clusters Score -2.678317e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 117732 members Mstep: Class 2 contains 4172 members Entering Unmasked Estep Score: -26783170.000000 Penalty: 14345.961914 Iteration 55Q: 3 clusters Score -2.678317e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 117734 members Mstep: Class 2 contains 4170 members Entering Unmasked Estep Score: -26783180.000000 Penalty: 14345.961914 Iteration 56Q: 3 clusters Score -2.678318e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 117735 members Mstep: Class 2 contains 4169 members Entering Unmasked Estep Score: -26783176.000000 Penalty: 14345.961914 Iteration 57Q: 3 clusters Score -2.678318e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 117734 members Mstep: Class 2 contains 4170 members Entering Unmasked Estep Score: -26783168.000000 Penalty: 14345.961914 Iteration 58Q: 3 clusters Score -2.678317e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 117734 members Mstep: Class 2 contains 4170 members Entering Unmasked Estep Score: -26783168.000000 Penalty: 14345.961914 Iteration 59F: 3 clusters Score -2.678317e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 35539 members Mstep: Class 3 contains 857 members Mstep: Class 4 contains 1560 members Mstep: Class 5 contains 23197 members Mstep: Class 6 contains 26272 members Mstep: Class 8 contains 1477 members Mstep: Class 9 contains 795 members Mstep: Class 10 contains 139813 members Mstep: Class 11 contains 64779 members Mstep: Class 12 contains 523 members Mstep: Class 13 contains 457 members Mstep: Class 14 contains 159790 members Mstep: Class 15 contains 31595 members Mstep: Class 16 contains 34229 members Mstep: Class 18 contains 9183 members Mstep: Class 19 contains 24571 members Mstep: Class 21 contains 625 members Mstep: Class 22 contains 1321 members Mstep: Class 23 contains 121904 members Entering Unmasked Estep ConsiderDeletion Score: -147542352.000000 Penalty: 164498.296875 Iteration 119Q: 21 clusters Score -1.475424e+08 nChanged 204 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 35492 members Mstep: Class 3 contains 857 members Mstep: Class 4 contains 1560 members Mstep: Class 5 contains 23197 members Mstep: Class 6 contains 26270 members Mstep: Class 8 contains 1477 members Mstep: Class 9 contains 795 members Mstep: Class 10 contains 139799 members Mstep: Class 11 contains 64803 members Mstep: Class 12 contains 523 members Mstep: Class 13 contains 457 members Mstep: Class 14 contains 159795 members Mstep: Class 15 contains 31695 members Mstep: Class 16 contains 34228 members Mstep: Class 18 contains 9186 members Mstep: Class 19 contains 24572 members Mstep: Class 21 contains 625 members Mstep: Class 22 contains 1321 members Mstep: Class 23 contains 121835 members Entering Unmasked Estep ConsiderDeletion Score: -147542432.000000 Penalty: 164498.296875 Iteration 120F: 21 clusters Score -1.475424e+08 nChanged 184 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 35443 members Mstep: Class 3 contains 857 members Mstep: Class 4 contains 1560 members Mstep: Class 5 contains 23195 members Mstep: Class 6 contains 26277 members Mstep: Class 8 contains 1477 members Mstep: Class 9 contains 795 members Mstep: Class 10 contains 139787 members Mstep: Class 11 contains 64827 members Mstep: Class 12 contains 523 members Mstep: Class 13 contains 457 members Mstep: Class 14 contains 159802 members Mstep: Class 15 contains 31773 members Mstep: Class 16 contains 34230 members Mstep: Class 18 contains 9188 members Mstep: Class 19 contains 24572 members Mstep: Class 21 contains 625 members Mstep: Class 22 contains 1321 members Mstep: Class 23 contains 121778 members Entering Unmasked Estep ConsiderDeletion Score: -147542464.000000 Penalty: 164498.296875 Iteration 121Q: 21 clusters Score -1.475425e+08 nChanged 182 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 35401 members Mstep: Class 3 contains 857 members Mstep: Class 4 contains 1560 members Mstep: Class 5 contains 23208 members Mstep: Class 6 contains 26277 members Mstep: Class 8 contains 1477 members Mstep: Class 9 contains 795 members Mstep: Class 10 contains 139787 members Mstep: Class 11 contains 64844 members Mstep: Class 12 contains 523 members Mstep: Class 13 contains 457 members Mstep: Class 14 contains 159799 members Mstep: Class 15 contains 31843 members Mstep: Class 16 contains 34231 members Mstep: Class 18 contains 9190 members Mstep: Class 19 contains 24572 members Mstep: Class 21 contains 625 members Mstep: Class 22 contains 1321 members Mstep: Class 23 contains 121720 members Entering Unmasked Estep ConsiderDeletion Score: -147542560.000000 Penalty: 164498.296875 Iteration 122Q: 21 clusters Score -1.475426e+08 nChanged 168 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 35358 members Mstep: Class 3 contains 857 members Mstep: Class 4 contains 1560 members Mstep: Class 5 contains 23213 members Mstep: Class 6 contains 26276 members Mstep: Class 8 contains 1477 members Mstep: Class 9 contains 795 members Mstep: Class 10 contains 139776 members Mstep: Class 11 contains 64860 members Mstep: Class 12 contains 523 members Mstep: Class 13 contains 457 members Mstep: Class 14 contains 159800 members Mstep: Class 15 contains 31915 members Mstep: Class 16 contains 34233 members Mstep: Class 18 contains 9193 members Mstep: Class 19 contains 24572 members Mstep: Class 21 contains 625 members Mstep: Class 22 contains 1321 members Mstep: Class 23 contains 121676 members Entering Unmasked Estep ConsiderDeletion Score: -147542368.000000 Penalty: 164498.296875 Iteration 123Q: 21 clusters Score -1.475424e+08 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 35332 members Mstep: Class 3 contains 857 members Mstep: Class 4 contains 1560 members Mstep: Class 5 contains 23212 members Mstep: Class 6 contains 26275 members Mstep: Class 8 contains 1477 members Mstep: Class 9 contains 795 members Mstep: Class 10 contains 139776 members Mstep: Class 11 contains 64878 members Mstep: Class 12 contains 523 members Mstep: Class 13 contains 457 members Mstep: Class 14 contains 159803 members Mstep: Class 15 contains 31953 members Mstep: Class 16 contains 34233 members Mstep: Class 18 contains 9195 members Mstep: Class 19 contains 24573 members Mstep: Class 21 contains 625 members Mstep: Class 22 contains 1321 members Mstep: Class 23 contains 121642 members Entering Unmasked Estep ConsiderDeletion Score: -147542448.000000 Penalty: 164498.296875 Iteration 124Q: 21 clusters Score -1.475424e+08 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 35305 members Mstep: Class 3 contains 857 members Mstep: Class 4 contains 1560 members Mstep: Class 5 contains 23217 members Mstep: Class 6 contains 26273 members Mstep: Class 8 contains 1477 members Mstep: Class 9 contains 795 members Mstep: Class 10 contains 139772 members Mstep: Class 11 contains 64885 members Mstep: Class 12 contains 523 members Mstep: Class 13 contains 457 members Mstep: Class 14 contains 159804 members Mstep: Class 15 contains 31993 members Mstep: Class 16 contains 34233 members Mstep: Class 18 contains 9200 members Mstep: Class 19 contains 24575 members Mstep: Class 21 contains 625 members Mstep: Class 22 contains 1321 members Mstep: Class 23 contains 121615 members Entering Unmasked Estep ConsiderDeletion Score: -147542480.000000 Penalty: 164498.296875 Iteration 125Q: 21 clusters Score -1.475425e+08 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 35277 members Mstep: Class 3 contains 857 members Mstep: Class 4 contains 1560 members Mstep: Class 5 contains 23221 members Mstep: Class 6 contains 26276 members Mstep: Class 8 contains 1477 members Mstep: Class 9 contains 795 members Mstep: Class 10 contains 139765 members Mstep: Class 11 contains 64899 members Mstep: Class 12 contains 523 members Mstep: Class 13 contains 457 members Mstep: Class 14 contains 159802 members Mstep: Class 15 contains 32043 members Mstep: Class 16 contains 34234 members Mstep: Class 18 contains 9200 members Mstep: Class 19 contains 24575 members Mstep: Class 21 contains 625 members Mstep: Class 22 contains 1321 members Mstep: Class 23 contains 121580 members Entering Unmasked Estep ConsiderDeletion Score: -147542560.000000 Penalty: 164498.296875 Iteration 126Q: 21 clusters Score -1.475426e+08 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 35248 members Mstep: Class 3 contains 857 members Mstep: Class 4 contains 1560 members Mstep: Class 5 contains 23225 members Mstep: Class 6 contains 26279 members Mstep: Class 8 contains 1477 members Mstep: Class 9 contains 795 members Mstep: Class 10 contains 139763 members Mstep: Class 11 contains 64914 members Mstep: Class 12 contains 523 members Mstep: Class 13 contains 457 members Mstep: Class 14 contains 159799 members Mstep: Class 15 contains 32083 members Mstep: Class 16 contains 34234 members Mstep: Class 18 contains 9203 members Mstep: Class 19 contains 24574 members Mstep: Class 21 contains 625 members Mstep: Class 22 contains 1321 members Mstep: Class 23 contains 121550 members Entering Unmasked Estep ConsiderDeletion Score: -147542560.000000 Penalty: 164498.296875 Iteration 127Q: 21 clusters Score -1.475426e+08 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 35229 members Mstep: Class 3 contains 857 members Mstep: Class 4 contains 1560 members Mstep: Class 5 contains 23230 members Mstep: Class 6 contains 26279 members Mstep: Class 8 contains 1477 members Mstep: Class 9 contains 795 members Mstep: Class 10 contains 139758 members Mstep: Class 11 contains 64931 members Mstep: Class 12 contains 523 members Mstep: Class 13 contains 457 members Mstep: Class 14 contains 159799 members Mstep: Class 15 contains 32119 members Mstep: Class 16 contains 34233 members Mstep: Class 18 contains 9205 members Mstep: Class 19 contains 24574 members Mstep: Class 21 contains 625 members Mstep: Class 22 contains 1321 members Mstep: Class 23 contains 121515 members Entering Unmasked Estep ConsiderDeletion Score: -147542624.000000 Penalty: 164498.296875 Iteration 128Q: 21 clusters Score -1.475426e+08 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 35210 members Mstep: Class 3 contains 857 members Mstep: Class 4 contains 1560 members Mstep: Class 5 contains 23229 members Mstep: Class 6 contains 26275 members Mstep: Class 8 contains 1477 members Mstep: Class 9 contains 795 members Mstep: Class 10 contains 139754 members Mstep: Class 11 contains 64946 members Mstep: Class 12 contains 523 members Mstep: Class 13 contains 457 members Mstep: Class 14 contains 159803 members Mstep: Class 15 contains 32156 members Mstep: Class 16 contains 34233 members Mstep: Class 18 contains 9206 members Mstep: Class 19 contains 24574 members Mstep: Class 21 contains 625 members Mstep: Class 22 contains 1321 members Mstep: Class 23 contains 121486 members Entering Unmasked Estep ConsiderDeletion Score: -147542720.000000 Penalty: 164498.296875 Iteration 129Q: 21 clusters Score -1.475427e+08 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 35189 members Mstep: Class 3 contains 857 members Mstep: Class 4 contains 1560 members Mstep: Class 5 contains 23230 members Mstep: Class 6 contains 26272 members Mstep: Class 8 contains 1477 members Mstep: Class 9 contains 795 members Mstep: Class 10 contains 139754 members Mstep: Class 11 contains 64953 members Mstep: Class 12 contains 523 members Mstep: Class 13 contains 457 members Mstep: Class 14 contains 159805 members Mstep: Class 15 contains 32182 members Mstep: Class 16 contains 34233 members Mstep: Class 18 contains 9209 members Mstep: Class 19 contains 24574 members Mstep: Class 21 contains 625 members Mstep: Class 22 contains 1321 members Mstep: Class 23 contains 121471 members Entering Unmasked Estep ConsiderDeletion Score: -147542912.000000 Penalty: 164498.296875 Iteration 130Q: 21 clusters Score -1.475429e+08 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 35170 members Mstep: Class 3 contains 857 members Mstep: Class 4 contains 1560 members Mstep: Class 5 contains 23230 members Mstep: Class 6 contains 26272 members Mstep: Class 8 contains 1477 members Mstep: Class 9 contains 795 members Mstep: Class 10 contains 139749 members Mstep: Class 11 contains 64958 members Mstep: Class 12 contains 523 members Mstep: Class 13 contains 457 members Mstep: Class 14 contains 159802 members Mstep: Class 15 contains 32214 members Mstep: Class 16 contains 34231 members Mstep: Class 18 contains 9213 members Mstep: Class 19 contains 24574 members Mstep: Class 21 contains 625 members Mstep: Class 22 contains 1321 members Mstep: Class 23 contains 121459 members Entering Unmasked Estep ConsiderDeletion Score: -147542992.000000 Penalty: 164498.296875 Iteration 131Q: 21 clusters Score -1.47543e+08 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 35140 members Mstep: Class 3 contains 857 members Mstep: Class 4 contains 1560 members Mstep: Class 5 contains 23237 members Mstep: Class 6 contains 26271 members Mstep: Class 8 contains 1477 members Mstep: Class 9 contains 795 members Mstep: Class 10 contains 139751 members Mstep: Class 11 contains 64966 members Mstep: Class 12 contains 523 members Mstep: Class 13 contains 457 members Mstep: Class 14 contains 159801 members Mstep: Class 15 contains 32249 members Mstep: Class 16 contains 34230 members Mstep: Class 18 contains 9213 members Mstep: Class 19 contains 24574 members Mstep: Class 21 contains 625 members Mstep: Class 22 contains 1321 members Mstep: Class 23 contains 121440 members Entering Unmasked Estep ConsiderDeletion Score: -147542944.000000 Penalty: 164498.296875 Iteration 132Q: 21 clusters Score -1.475429e+08 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 35118 members Mstep: Class 3 contains 857 members Mstep: Class 4 contains 1560 members Mstep: Class 5 contains 23237 members Mstep: Class 6 contains 26270 members Mstep: Class 8 contains 1477 members Mstep: Class 9 contains 795 members Mstep: Class 10 contains 139755 members Mstep: Class 11 contains 64970 members Mstep: Class 12 contains 523 members Mstep: Class 13 contains 457 members Mstep: Class 14 contains 159802 members Mstep: Class 15 contains 32280 members Mstep: Class 16 contains 34229 members Mstep: Class 18 contains 9214 members Mstep: Class 19 contains 24574 members Mstep: Class 21 contains 625 members Mstep: Class 22 contains 1321 members Mstep: Class 23 contains 121423 members Entering Unmasked Estep ConsiderDeletion Score: -147543056.000000 Penalty: 164498.296875 Iteration 133Q: 21 clusters Score -1.475431e+08 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 35100 members Mstep: Class 3 contains 857 members Mstep: Class 4 contains 1560 members Mstep: Class 5 contains 23234 members Mstep: Class 6 contains 26271 members Mstep: Class 8 contains 1477 members Mstep: Class 9 contains 795 members Mstep: Class 10 contains 139757 members Mstep: Class 11 contains 64975 members Mstep: Class 12 contains 523 members Mstep: Class 13 contains 457 members Mstep: Class 14 contains 159801 members Mstep: Class 15 contains 32308 members Mstep: Class 16 contains 34231 members Mstep: Class 18 contains 9217 members Mstep: Class 19 contains 24574 members Mstep: Class 21 contains 625 members Mstep: Class 22 contains 1321 members Mstep: Class 23 contains 121404 members Entering Unmasked Estep ConsiderDeletion Score: -147543008.000000 Penalty: 164498.296875 Iteration 134Q: 21 clusters Score -1.47543e+08 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 35079 members Mstep: Class 3 contains 857 members Mstep: Class 4 contains 1561 members Mstep: Class 5 contains 23236 members Mstep: Class 6 contains 26270 members Mstep: Class 8 contains 1477 members Mstep: Class 9 contains 795 members Mstep: Class 10 contains 139756 members Mstep: Class 11 contains 64988 members Mstep: Class 12 contains 523 members Mstep: Class 13 contains 457 members Mstep: Class 14 contains 159804 members Mstep: Class 15 contains 32328 members Mstep: Class 16 contains 34232 members Mstep: Class 18 contains 9220 members Mstep: Class 19 contains 24574 members Mstep: Class 21 contains 625 members Mstep: Class 22 contains 1321 members Mstep: Class 23 contains 121384 members Entering Unmasked Estep ConsiderDeletion Score: -147543040.000000 Penalty: 164498.296875 Iteration 135Q: 21 clusters Score -1.47543e+08 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 35052 members Mstep: Class 3 contains 857 members Mstep: Class 4 contains 1561 members Mstep: Class 5 contains 23240 members Mstep: Class 6 contains 26269 members Mstep: Class 8 contains 1477 members Mstep: Class 9 contains 795 members Mstep: Class 10 contains 139760 members Mstep: Class 11 contains 64995 members Mstep: Class 12 contains 523 members Mstep: Class 13 contains 457 members Mstep: Class 14 contains 159804 members Mstep: Class 15 contains 32358 members Mstep: Class 16 contains 34232 members Mstep: Class 18 contains 9223 members Mstep: Class 19 contains 24574 members Mstep: Class 21 contains 625 members Mstep: Class 22 contains 1321 members Mstep: Class 23 contains 121364 members Entering Unmasked Estep ConsiderDeletion Score: -147542832.000000 Penalty: 164498.296875 Iteration 136Q: 21 clusters Score -1.475428e+08 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 35033 members Mstep: Class 3 contains 857 members Mstep: Class 4 contains 1561 members Mstep: Class 5 contains 23236 members Mstep: Class 6 contains 26268 members Mstep: Class 8 contains 1477 members Mstep: Class 9 contains 795 members Mstep: Class 10 contains 139759 members Mstep: Class 11 contains 65004 members Mstep: Class 12 contains 523 members Mstep: Class 13 contains 457 members Mstep: Class 14 contains 159803 members Mstep: Class 15 contains 32392 members Mstep: Class 16 contains 34232 members Mstep: Class 18 contains 9222 members Mstep: Class 19 contains 24574 members Mstep: Class 21 contains 625 members Mstep: Class 22 contains 1321 members Mstep: Class 23 contains 121348 members Entering Unmasked Estep ConsiderDeletion Score: -147542896.000000 Penalty: 164498.296875 Iteration 137Q: 21 clusters Score -1.475429e+08 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 35018 members Mstep: Class 3 contains 857 members Mstep: Class 4 contains 1561 members Mstep: Class 5 contains 23235 members Mstep: Class 6 contains 26268 members Mstep: Class 8 contains 1477 members Mstep: Class 9 contains 795 members Mstep: Class 10 contains 139762 members Mstep: Class 11 contains 65013 members Mstep: Class 12 contains 523 members Mstep: Class 13 contains 457 members Mstep: Class 14 contains 159802 members Mstep: Class 15 contains 32417 members Mstep: Class 16 contains 34232 members Mstep: Class 18 contains 9223 members Mstep: Class 19 contains 24574 members Mstep: Class 21 contains 625 members Mstep: Class 22 contains 1321 members Mstep: Class 23 contains 121327 members Entering Unmasked Estep ConsiderDeletion Score: -147542976.000000 Penalty: 164498.296875 Iteration 138Q: 21 clusters Score -1.47543e+08 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 35005 members Mstep: Class 3 contains 857 members Mstep: Class 4 contains 1561 members Mstep: Class 5 contains 23238 members Mstep: Class 6 contains 26266 members Mstep: Class 8 contains 1477 members Mstep: Class 9 contains 795 members Mstep: Class 10 contains 139757 members Mstep: Class 11 contains 65018 members Mstep: Class 12 contains 523 members Mstep: Class 13 contains 457 members Mstep: Class 14 contains 159806 members Mstep: Class 15 contains 32439 members Mstep: Class 16 contains 34234 members Mstep: Class 18 contains 9224 members Mstep: Class 19 contains 24574 members Mstep: Class 21 contains 625 members Mstep: Class 22 contains 1321 members Mstep: Class 23 contains 121310 members Entering Unmasked Estep ConsiderDeletion Score: -147542992.000000 Penalty: 164498.296875 Iteration 139Q: 21 clusters Score -1.47543e+08 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 35000 members Mstep: Class 3 contains 857 members Mstep: Class 4 contains 1561 members Mstep: Class 5 contains 23238 members Mstep: Class 6 contains 26265 members Mstep: Class 8 contains 1477 members Mstep: Class 9 contains 795 members Mstep: Class 10 contains 139752 members Mstep: Class 11 contains 65027 members Mstep: Class 12 contains 523 members Mstep: Class 13 contains 457 members Mstep: Class 14 contains 159808 members Mstep: Class 15 contains 32451 members Mstep: Class 16 contains 34234 members Mstep: Class 18 contains 9225 members Mstep: Class 19 contains 24574 members Mstep: Class 21 contains 625 members Mstep: Class 22 contains 1321 members Mstep: Class 23 contains 121297 members Entering Unmasked Estep ConsiderDeletion Score: -147543040.000000 Penalty: 164498.296875 Iteration 140F: 21 clusters Score -1.47543e+08 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 34994 members Mstep: Class 3 contains 857 members Mstep: Class 4 contains 1561 members Mstep: Class 5 contains 23244 members Mstep: Class 6 contains 26261 members Mstep: Class 8 contains 1477 members Mstep: Class 9 contains 795 members Mstep: Class 10 contains 139749 members Mstep: Class 11 contains 65035 members Mstep: Class 12 contains 523 members Mstep: Class 13 contains 457 members Mstep: Class 14 contains 159808 members Mstep: Class 15 contains 32465 members Mstep: Class 16 contains 34233 members Mstep: Class 18 contains 9227 members Mstep: Class 19 contains 24574 members Mstep: Class 21 contains 625 members Mstep: Class 22 contains 1321 members Mstep: Class 23 contains 121281 members Entering Unmasked Estep ConsiderDeletion Score: -147542944.000000 Penalty: 164498.296875 Iteration 141Q: 21 clusters Score -1.475429e+08 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 34985 members Mstep: Class 3 contains 857 members Mstep: Class 4 contains 1561 members Mstep: Class 5 contains 23246 members Mstep: Class 6 contains 26261 members Mstep: Class 8 contains 1477 members Mstep: Class 9 contains 795 members Mstep: Class 10 contains 139749 members Mstep: Class 11 contains 65037 members Mstep: Class 12 contains 523 members Mstep: Class 13 contains 457 members Mstep: Class 14 contains 159807 members Mstep: Class 15 contains 32479 members Mstep: Class 16 contains 34233 members Mstep: Class 18 contains 9229 members Mstep: Class 19 contains 24574 members Mstep: Class 21 contains 625 members Mstep: Class 22 contains 1321 members Mstep: Class 23 contains 121271 members Entering Unmasked Estep ConsiderDeletion Score: -147543040.000000 Penalty: 164498.296875 Iteration 142Q: 21 clusters Score -1.47543e+08 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 34971 members Mstep: Class 3 contains 857 members Mstep: Class 4 contains 1561 members Mstep: Class 5 contains 23246 members Mstep: Class 6 contains 26260 members Mstep: Class 8 contains 1477 members Mstep: Class 9 contains 795 members Mstep: Class 10 contains 139748 members Mstep: Class 11 contains 65043 members Mstep: Class 12 contains 523 members Mstep: Class 13 contains 457 members Mstep: Class 14 contains 159809 members Mstep: Class 15 contains 32494 members Mstep: Class 16 contains 34232 members Mstep: Class 18 contains 9231 members Mstep: Class 19 contains 24574 members Mstep: Class 21 contains 625 members Mstep: Class 22 contains 1321 members Mstep: Class 23 contains 121263 members Entering Unmasked Estep ConsiderDeletion Score: -147543056.000000 Penalty: 164498.296875 Iteration 143Q: 21 clusters Score -1.475431e+08 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 34963 members Mstep: Class 3 contains 857 members Mstep: Class 4 contains 1561 members Mstep: Class 5 contains 23246 members Mstep: Class 6 contains 26261 members Mstep: Class 8 contains 1477 members Mstep: Class 9 contains 795 members Mstep: Class 10 contains 139744 members Mstep: Class 11 contains 65052 members Mstep: Class 12 contains 523 members Mstep: Class 13 contains 457 members Mstep: Class 14 contains 159807 members Mstep: Class 15 contains 32509 members Mstep: Class 16 contains 34233 members Mstep: Class 18 contains 9230 members Mstep: Class 19 contains 24574 members Mstep: Class 21 contains 625 members Mstep: Class 22 contains 1321 members Mstep: Class 23 contains 121252 members Entering Unmasked Estep ConsiderDeletion Score: -147543072.000000 Penalty: 164498.296875 Iteration 144Q: 21 clusters Score -1.475431e+08 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 34952 members Mstep: Class 3 contains 857 members Mstep: Class 4 contains 1561 members Mstep: Class 5 contains 23248 members Mstep: Class 6 contains 26259 members Mstep: Class 8 contains 1477 members Mstep: Class 9 contains 795 members Mstep: Class 10 contains 139745 members Mstep: Class 11 contains 65056 members Mstep: Class 12 contains 523 members Mstep: Class 13 contains 457 members Mstep: Class 14 contains 159806 members Mstep: Class 15 contains 32525 members Mstep: Class 16 contains 34234 members Mstep: Class 18 contains 9230 members Mstep: Class 19 contains 24574 members Mstep: Class 21 contains 625 members Mstep: Class 22 contains 1321 members Mstep: Class 23 contains 121242 members Entering Unmasked Estep ConsiderDeletion Score: -147542992.000000 Penalty: 164498.296875 Iteration 145Q: 21 clusters Score -1.47543e+08 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 34944 members Mstep: Class 3 contains 857 members Mstep: Class 4 contains 1561 members Mstep: Class 5 contains 23248 members Mstep: Class 6 contains 26258 members Mstep: Class 8 contains 1477 members Mstep: Class 9 contains 795 members Mstep: Class 10 contains 139745 members Mstep: Class 11 contains 65064 members Mstep: Class 12 contains 523 members Mstep: Class 13 contains 457 members Mstep: Class 14 contains 159806 members Mstep: Class 15 contains 32539 members Mstep: Class 16 contains 34234 members Mstep: Class 18 contains 9230 members Mstep: Class 19 contains 24574 members Mstep: Class 21 contains 625 members Mstep: Class 22 contains 1321 members Mstep: Class 23 contains 121229 members Entering Unmasked Estep ConsiderDeletion Score: -147542976.000000 Penalty: 164498.296875 Iteration 146Q: 21 clusters Score -1.47543e+08 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 34932 members Mstep: Class 3 contains 857 members Mstep: Class 4 contains 1561 members Mstep: Class 5 contains 23248 members Mstep: Class 6 contains 26258 members Mstep: Class 8 contains 1477 members Mstep: Class 9 contains 795 members Mstep: Class 10 contains 139740 members Mstep: Class 11 contains 65073 members Mstep: Class 12 contains 523 members Mstep: Class 13 contains 457 members Mstep: Class 14 contains 159803 members Mstep: Class 15 contains 32564 members Mstep: Class 16 contains 34234 members Mstep: Class 18 contains 9230 members Mstep: Class 19 contains 24574 members Mstep: Class 21 contains 625 members Mstep: Class 22 contains 1321 members Mstep: Class 23 contains 121215 members Entering Unmasked Estep ConsiderDeletion Score: -147542912.000000 Penalty: 164498.296875 Iteration 147Q: 21 clusters Score -1.475429e+08 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 34926 members Mstep: Class 3 contains 857 members Mstep: Class 4 contains 1561 members Mstep: Class 5 contains 23246 members Mstep: Class 6 contains 26259 members Mstep: Class 8 contains 1477 members Mstep: Class 9 contains 795 members Mstep: Class 10 contains 139739 members Mstep: Class 11 contains 65087 members Mstep: Class 12 contains 523 members Mstep: Class 13 contains 457 members Mstep: Class 14 contains 159804 members Mstep: Class 15 contains 32579 members Mstep: Class 16 contains 34234 members Mstep: Class 18 contains 9230 members Mstep: Class 19 contains 24574 members Mstep: Class 21 contains 625 members Mstep: Class 22 contains 1321 members Mstep: Class 23 contains 121193 members Entering Unmasked Estep ConsiderDeletion Score: -147542944.000000 Penalty: 164498.296875 Iteration 148Q: 21 clusters Score -1.475429e+08 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 34916 members Mstep: Class 3 contains 857 members Mstep: Class 4 contains 1561 members Mstep: Class 5 contains 23245 members Mstep: Class 6 contains 26260 members Mstep: Class 8 contains 1477 members Mstep: Class 9 contains 795 members Mstep: Class 10 contains 139737 members Mstep: Class 11 contains 65095 members Mstep: Class 12 contains 523 members Mstep: Class 13 contains 457 members Mstep: Class 14 contains 159804 members Mstep: Class 15 contains 32596 members Mstep: Class 16 contains 34234 members Mstep: Class 18 contains 9230 members Mstep: Class 19 contains 24574 members Mstep: Class 21 contains 625 members Mstep: Class 22 contains 1321 members Mstep: Class 23 contains 121180 members Entering Unmasked Estep ConsiderDeletion Score: -147542976.000000 Penalty: 164498.296875 Iteration 149Q: 21 clusters Score -1.47543e+08 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 34905 members Mstep: Class 3 contains 857 members Mstep: Class 4 contains 1561 members Mstep: Class 5 contains 23246 members Mstep: Class 6 contains 26261 members Mstep: Class 8 contains 1477 members Mstep: Class 9 contains 795 members Mstep: Class 10 contains 139737 members Mstep: Class 11 contains 65098 members Mstep: Class 12 contains 523 members Mstep: Class 13 contains 457 members Mstep: Class 14 contains 159804 members Mstep: Class 15 contains 32611 members Mstep: Class 16 contains 34234 members Mstep: Class 18 contains 9231 members Mstep: Class 19 contains 24574 members Mstep: Class 21 contains 625 members Mstep: Class 22 contains 1321 members Mstep: Class 23 contains 121170 members Entering Unmasked Estep ConsiderDeletion Score: -147542976.000000 Penalty: 164498.296875 Iteration 150Q: 21 clusters Score -1.47543e+08 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 34891 members Mstep: Class 3 contains 857 members Mstep: Class 4 contains 1561 members Mstep: Class 5 contains 23246 members Mstep: Class 6 contains 26260 members Mstep: Class 8 contains 1477 members Mstep: Class 9 contains 795 members Mstep: Class 10 contains 139738 members Mstep: Class 11 contains 65106 members Mstep: Class 12 contains 523 members Mstep: Class 13 contains 457 members Mstep: Class 14 contains 159804 members Mstep: Class 15 contains 32629 members Mstep: Class 16 contains 34234 members Mstep: Class 18 contains 9231 members Mstep: Class 19 contains 24574 members Mstep: Class 21 contains 625 members Mstep: Class 22 contains 1321 members Mstep: Class 23 contains 121158 members Entering Unmasked Estep ConsiderDeletion Score: -147542928.000000 Penalty: 164498.296875 Iteration 151Q: 21 clusters Score -1.475429e+08 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 34882 members Mstep: Class 3 contains 857 members Mstep: Class 4 contains 1561 members Mstep: Class 5 contains 23243 members Mstep: Class 6 contains 26261 members Mstep: Class 8 contains 1477 members Mstep: Class 9 contains 795 members Mstep: Class 10 contains 139736 members Mstep: Class 11 contains 65115 members Mstep: Class 12 contains 523 members Mstep: Class 13 contains 457 members Mstep: Class 14 contains 159803 members Mstep: Class 15 contains 32646 members Mstep: Class 16 contains 34234 members Mstep: Class 18 contains 9231 members Mstep: Class 19 contains 24574 members Mstep: Class 21 contains 625 members Mstep: Class 22 contains 1321 members Mstep: Class 23 contains 121146 members Entering Unmasked Estep ConsiderDeletion Score: -147542800.000000 Penalty: 164498.296875 Iteration 152Q: 21 clusters Score -1.475428e+08 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 34876 members Mstep: Class 3 contains 857 members Mstep: Class 4 contains 1561 members Mstep: Class 5 contains 23237 members Mstep: Class 6 contains 26261 members Mstep: Class 8 contains 1477 members Mstep: Class 9 contains 795 members Mstep: Class 10 contains 139736 members Mstep: Class 11 contains 65127 members Mstep: Class 12 contains 523 members Mstep: Class 13 contains 457 members Mstep: Class 14 contains 159801 members Mstep: Class 15 contains 32662 members Mstep: Class 16 contains 34234 members Mstep: Class 18 contains 9232 members Mstep: Class 19 contains 24574 members Mstep: Class 21 contains 625 members Mstep: Class 22 contains 1321 members Mstep: Class 23 contains 121131 members Entering Unmasked Estep ConsiderDeletion Score: -147542928.000000 Penalty: 164498.296875 Iteration 153Q: 21 clusters Score -1.475429e+08 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 34865 members Mstep: Class 3 contains 857 members Mstep: Class 4 contains 1561 members Mstep: Class 5 contains 23235 members Mstep: Class 6 contains 26263 members Mstep: Class 8 contains 1477 members Mstep: Class 9 contains 795 members Mstep: Class 10 contains 139736 members Mstep: Class 11 contains 65140 members Mstep: Class 12 contains 523 members Mstep: Class 13 contains 457 members Mstep: Class 14 contains 159801 members Mstep: Class 15 contains 32680 members Mstep: Class 16 contains 34234 members Mstep: Class 18 contains 9231 members Mstep: Class 19 contains 24574 members Mstep: Class 21 contains 625 members Mstep: Class 22 contains 1321 members Mstep: Class 23 contains 121112 members Entering Unmasked Estep ConsiderDeletion Score: -147542944.000000 Penalty: 164498.296875 Iteration 154Q: 21 clusters Score -1.475429e+08 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 34852 members Mstep: Class 3 contains 857 members Mstep: Class 4 contains 1561 members Mstep: Class 5 contains 23234 members Mstep: Class 6 contains 26264 members Mstep: Class 8 contains 1477 members Mstep: Class 9 contains 795 members Mstep: Class 10 contains 139734 members Mstep: Class 11 contains 65147 members Mstep: Class 12 contains 523 members Mstep: Class 13 contains 457 members Mstep: Class 14 contains 159799 members Mstep: Class 15 contains 32702 members Mstep: Class 16 contains 34235 members Mstep: Class 18 contains 9232 members Mstep: Class 19 contains 24574 members Mstep: Class 21 contains 625 members Mstep: Class 22 contains 1321 members Mstep: Class 23 contains 121098 members Entering Unmasked Estep ConsiderDeletion Score: -147542896.000000 Penalty: 164498.296875 Iteration 155Q: 21 clusters Score -1.475429e+08 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 34844 members Mstep: Class 3 contains 857 members Mstep: Class 4 contains 1561 members Mstep: Class 5 contains 23234 members Mstep: Class 6 contains 26264 members Mstep: Class 8 contains 1477 members Mstep: Class 9 contains 795 members Mstep: Class 10 contains 139731 members Mstep: Class 11 contains 65156 members Mstep: Class 12 contains 523 members Mstep: Class 13 contains 457 members Mstep: Class 14 contains 159799 members Mstep: Class 15 contains 32718 members Mstep: Class 16 contains 34235 members Mstep: Class 18 contains 9232 members Mstep: Class 19 contains 24574 members Mstep: Class 21 contains 625 members Mstep: Class 22 contains 1321 members Mstep: Class 23 contains 121084 members Entering Unmasked Estep ConsiderDeletion Score: -147543040.000000 Penalty: 164498.296875 Iteration 156Q: 21 clusters Score -1.47543e+08 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 34835 members Mstep: Class 3 contains 857 members Mstep: Class 4 contains 1561 members Mstep: Class 5 contains 23230 members Mstep: Class 6 contains 26265 members Mstep: Class 8 contains 1477 members Mstep: Class 9 contains 795 members Mstep: Class 10 contains 139730 members Mstep: Class 11 contains 65159 members Mstep: Class 12 contains 523 members Mstep: Class 13 contains 457 members Mstep: Class 14 contains 159802 members Mstep: Class 15 contains 32733 members Mstep: Class 16 contains 34235 members Mstep: Class 18 contains 9232 members Mstep: Class 19 contains 24574 members Mstep: Class 21 contains 625 members Mstep: Class 22 contains 1321 members Mstep: Class 23 contains 121076 members Entering Unmasked Estep ConsiderDeletion Score: -147543120.000000 Penalty: 164498.296875 Iteration 157Q: 21 clusters Score -1.475431e+08 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 34831 members Mstep: Class 3 contains 857 members Mstep: Class 4 contains 1561 members Mstep: Class 5 contains 23225 members Mstep: Class 6 contains 26266 members Mstep: Class 8 contains 1477 members Mstep: Class 9 contains 795 members Mstep: Class 10 contains 139728 members Mstep: Class 11 contains 65167 members Mstep: Class 12 contains 523 members Mstep: Class 13 contains 457 members Mstep: Class 14 contains 159803 members Mstep: Class 15 contains 32747 members Mstep: Class 16 contains 34235 members Mstep: Class 18 contains 9232 members Mstep: Class 19 contains 24574 members Mstep: Class 21 contains 625 members Mstep: Class 22 contains 1321 members Mstep: Class 23 contains 121063 members Entering Unmasked Estep ConsiderDeletion Score: -147543040.000000 Penalty: 164498.296875 Iteration 158Q: 21 clusters Score -1.47543e+08 nChanged 30 Entering ConstructFrom: Score: -147543040.000000 Penalty: 164498.296875 Entering ConstructFrom: Trying to split cluster 1 (521 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 521 members Entering Unmasked Estep Score: -67728.945312 Penalty: 3831.646973 Iteration 0F: 2 clusters Score -67728.95 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 270 members Mstep: Class 2 contains 251 members Entering Unmasked Estep Score: -64919.496094 Penalty: 7663.293945 Iteration 0F: 3 clusters Score -64919.5 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 182 members Mstep: Class 2 contains 339 members Entering Unmasked Estep Score: -66001.281250 Penalty: 7663.293945 Iteration 1F: 3 clusters Score -66001.28 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 164 members Mstep: Class 2 contains 357 members Entering Unmasked Estep Score: -66740.781250 Penalty: 7663.293945 Iteration 2F: 3 clusters Score -66740.78 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 159 members Mstep: Class 2 contains 362 members Entering Unmasked Estep Score: -67680.328125 Penalty: 7663.293945 Iteration 3F: 3 clusters Score -67680.33 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 171 members Mstep: Class 2 contains 350 members Entering Unmasked Estep Score: -68136.867188 Penalty: 7663.293945 Iteration 4Q: 3 clusters Score -68136.87 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 177 members Mstep: Class 2 contains 344 members Entering Unmasked Estep Score: -68256.359375 Penalty: 7663.293945 Iteration 5Q: 3 clusters Score -68256.36 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 183 members Mstep: Class 2 contains 338 members Entering Unmasked Estep Score: -68334.703125 Penalty: 7663.293945 Iteration 6Q: 3 clusters Score -68334.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 187 members Mstep: Class 2 contains 334 members Entering Unmasked Estep Score: -68381.710938 Penalty: 7663.293945 Iteration 7Q: 3 clusters Score -68381.71 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 191 members Mstep: Class 2 contains 330 members Entering Unmasked Estep Score: -68429.289062 Penalty: 7663.293945 Iteration 8Q: 3 clusters Score -68429.29 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 194 members Mstep: Class 2 contains 327 members Entering Unmasked Estep Score: -68450.125000 Penalty: 7663.293945 Iteration 9Q: 3 clusters Score -68450.12 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 194 members Mstep: Class 2 contains 327 members Entering Unmasked Estep Score: -68450.125000 Penalty: 7663.293945 Iteration 10F: 3 clusters Score -68450.12 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 194 members Mstep: Class 2 contains 34825 members Mstep: Class 3 contains 857 members Mstep: Class 4 contains 1561 members Mstep: Class 5 contains 23222 members Mstep: Class 6 contains 26266 members Mstep: Class 7 contains 327 members Mstep: Class 8 contains 1477 members Mstep: Class 9 contains 795 members Mstep: Class 10 contains 139726 members Mstep: Class 11 contains 65176 members Mstep: Class 12 contains 523 members Mstep: Class 13 contains 457 members Mstep: Class 14 contains 159806 members Mstep: Class 15 contains 32757 members Mstep: Class 16 contains 34235 members Mstep: Class 18 contains 9233 members Mstep: Class 19 contains 24575 members Mstep: Class 21 contains 625 members Mstep: Class 22 contains 1321 members Mstep: Class 23 contains 121050 members Entering Unmasked Estep Score: -147539248.000000 Penalty: 172723.218750 Splitting cluster 1 changes total score from -147543040.000000 to -147539248.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 2 (34825 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34825 members Entering Unmasked Estep Score: -7671255.000000 Penalty: 6405.580566 Iteration 0F: 2 clusters Score -7671255 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17493 members Mstep: Class 2 contains 17332 members Entering Unmasked Estep Score: -7645202.000000 Penalty: 12811.161133 Iteration 0F: 3 clusters Score -7645202 nChanged 15047 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17842 members Mstep: Class 2 contains 16983 members Entering Unmasked Estep Score: -7653249.000000 Penalty: 12811.161133 Iteration 1F: 3 clusters Score -7653249 nChanged 2011 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18101 members Mstep: Class 2 contains 16724 members Entering Unmasked Estep Score: -7654107.500000 Penalty: 12811.161133 Iteration 2F: 3 clusters Score -7654108 nChanged 1602 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18399 members Mstep: Class 2 contains 16426 members Entering Unmasked Estep Score: -7654670.000000 Penalty: 12811.161133 Iteration 3Q: 3 clusters Score -7654670 nChanged 1414 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18747 members Mstep: Class 2 contains 16078 members Entering Unmasked Estep Score: -7655315.500000 Penalty: 12811.161133 Iteration 4Q: 3 clusters Score -7655316 nChanged 1367 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19164 members Mstep: Class 2 contains 15661 members Entering Unmasked Estep Score: -7655971.500000 Penalty: 12811.161133 Iteration 5Q: 3 clusters Score -7655972 nChanged 1404 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19716 members Mstep: Class 2 contains 15109 members Entering Unmasked Estep Score: -7656610.500000 Penalty: 12811.161133 Iteration 6Q: 3 clusters Score -7656610 nChanged 1465 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20501 members Mstep: Class 2 contains 14324 members Entering Unmasked Estep Score: -7657414.500000 Penalty: 12811.161133 Iteration 7Q: 3 clusters Score -7657414 nChanged 1603 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21520 members Mstep: Class 2 contains 13305 members Entering Unmasked Estep Score: -7658265.500000 Penalty: 12811.161133 Iteration 8Q: 3 clusters Score -7658266 nChanged 1655 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22797 members Mstep: Class 2 contains 12028 members Entering Unmasked Estep Score: -7659232.500000 Penalty: 12811.161133 Iteration 9Q: 3 clusters Score -7659232 nChanged 1761 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24294 members Mstep: Class 2 contains 10531 members Entering Unmasked Estep Score: -7660406.500000 Penalty: 12811.161133 Iteration 10F: 3 clusters Score -7660406 nChanged 1720 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25854 members Mstep: Class 2 contains 8971 members Entering Unmasked Estep Score: -7661845.500000 Penalty: 12811.161133 Iteration 11Q: 3 clusters Score -7661846 nChanged 1702 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27384 members Mstep: Class 2 contains 7441 members Entering Unmasked Estep Score: -7663411.500000 Penalty: 12811.161133 Iteration 12Q: 3 clusters Score -7663412 nChanged 1398 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28592 members Mstep: Class 2 contains 6233 members Entering Unmasked Estep Score: -7664891.000000 Penalty: 12811.161133 Iteration 13Q: 3 clusters Score -7664891 nChanged 999 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29327 members Mstep: Class 2 contains 5498 members Entering Unmasked Estep Score: -7665999.500000 Penalty: 12811.161133 Iteration 14Q: 3 clusters Score -7666000 nChanged 737 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29752 members Mstep: Class 2 contains 5073 members Entering Unmasked Estep Score: -7666735.000000 Penalty: 12811.161133 Iteration 15Q: 3 clusters Score -7666735 nChanged 553 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29913 members Mstep: Class 2 contains 4912 members Entering Unmasked Estep Score: -7667155.000000 Penalty: 12811.161133 Iteration 16Q: 3 clusters Score -7667155 nChanged 384 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29923 members Mstep: Class 2 contains 4902 members Entering Unmasked Estep Score: -7667339.500000 Penalty: 12811.161133 Iteration 17Q: 3 clusters Score -7667340 nChanged 318 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29877 members Mstep: Class 2 contains 4948 members Entering Unmasked Estep Score: -7667501.000000 Penalty: 12811.161133 Iteration 18Q: 3 clusters Score -7667501 nChanged 246 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29815 members Mstep: Class 2 contains 5010 members Entering Unmasked Estep Score: -7667632.000000 Penalty: 12811.161133 Iteration 19Q: 3 clusters Score -7667632 nChanged 224 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29715 members Mstep: Class 2 contains 5110 members Entering Unmasked Estep Score: -7667769.000000 Penalty: 12811.161133 Iteration 20F: 3 clusters Score -7667769 nChanged 231 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29606 members Mstep: Class 2 contains 5219 members Entering Unmasked Estep Score: -7667890.000000 Penalty: 12811.161133 Iteration 21Q: 3 clusters Score -7667890 nChanged 257 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29443 members Mstep: Class 2 contains 5382 members Entering Unmasked Estep Score: -7668067.000000 Penalty: 12811.161133 Iteration 22Q: 3 clusters Score -7668067 nChanged 296 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29241 members Mstep: Class 2 contains 5584 members Entering Unmasked Estep Score: -7668256.500000 Penalty: 12811.161133 Iteration 23Q: 3 clusters Score -7668256 nChanged 359 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28970 members Mstep: Class 2 contains 5855 members Entering Unmasked Estep Score: -7668553.000000 Penalty: 12811.161133 Iteration 24Q: 3 clusters Score -7668553 nChanged 454 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28634 members Mstep: Class 2 contains 6191 members Entering Unmasked Estep Score: -7668977.500000 Penalty: 12811.161133 Iteration 25Q: 3 clusters Score -7668978 nChanged 529 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28243 members Mstep: Class 2 contains 6582 members Entering Unmasked Estep Score: -7669499.500000 Penalty: 12811.161133 Iteration 26Q: 3 clusters Score -7669500 nChanged 479 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27874 members Mstep: Class 2 contains 6951 members Entering Unmasked Estep Score: -7669886.500000 Penalty: 12811.161133 Iteration 27Q: 3 clusters Score -7669886 nChanged 385 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27573 members Mstep: Class 2 contains 7252 members Entering Unmasked Estep Score: -7670096.500000 Penalty: 12811.161133 Iteration 28Q: 3 clusters Score -7670096 nChanged 280 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27355 members Mstep: Class 2 contains 7470 members Entering Unmasked Estep Score: -7670220.000000 Penalty: 12811.161133 Iteration 29Q: 3 clusters Score -7670220 nChanged 186 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27191 members Mstep: Class 2 contains 7634 members Entering Unmasked Estep Score: -7670308.500000 Penalty: 12811.161133 Iteration 30Q: 3 clusters Score -7670308 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27061 members Mstep: Class 2 contains 7764 members Entering Unmasked Estep Score: -7670355.000000 Penalty: 12811.161133 Iteration 31Q: 3 clusters Score -7670355 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26975 members Mstep: Class 2 contains 7850 members Entering Unmasked Estep Score: -7670393.500000 Penalty: 12811.161133 Iteration 32Q: 3 clusters Score -7670394 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26915 members Mstep: Class 2 contains 7910 members Entering Unmasked Estep Score: -7670393.000000 Penalty: 12811.161133 Iteration 33Q: 3 clusters Score -7670393 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26870 members Mstep: Class 2 contains 7955 members Entering Unmasked Estep Score: -7670398.000000 Penalty: 12811.161133 Iteration 34Q: 3 clusters Score -7670398 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26838 members Mstep: Class 2 contains 7987 members Entering Unmasked Estep Score: -7670431.000000 Penalty: 12811.161133 Iteration 35Q: 3 clusters Score -7670431 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26812 members Mstep: Class 2 contains 8013 members Entering Unmasked Estep Score: -7670450.000000 Penalty: 12811.161133 Iteration 36Q: 3 clusters Score -7670450 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26798 members Mstep: Class 2 contains 8027 members Entering Unmasked Estep Score: -7670459.500000 Penalty: 12811.161133 Iteration 37Q: 3 clusters Score -7670460 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26787 members Mstep: Class 2 contains 8038 members Entering Unmasked Estep Score: -7670447.000000 Penalty: 12811.161133 Iteration 38Q: 3 clusters Score -7670447 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26783 members Mstep: Class 2 contains 8042 members Entering Unmasked Estep Score: -7670451.500000 Penalty: 12811.161133 Iteration 39Q: 3 clusters Score -7670452 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26780 members Mstep: Class 2 contains 8045 members Entering Unmasked Estep Score: -7670485.500000 Penalty: 12811.161133 Iteration 40F: 3 clusters Score -7670486 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26754 members Mstep: Class 2 contains 8071 members Entering Unmasked Estep Score: -7670496.500000 Penalty: 12811.161133 Iteration 41Q: 3 clusters Score -7670496 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26727 members Mstep: Class 2 contains 8098 members Entering Unmasked Estep Score: -7670496.000000 Penalty: 12811.161133 Iteration 42Q: 3 clusters Score -7670496 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26704 members Mstep: Class 2 contains 8121 members Entering Unmasked Estep Score: -7670504.500000 Penalty: 12811.161133 Iteration 43Q: 3 clusters Score -7670504 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26691 members Mstep: Class 2 contains 8134 members Entering Unmasked Estep Score: -7670503.000000 Penalty: 12811.161133 Iteration 44Q: 3 clusters Score -7670503 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26677 members Mstep: Class 2 contains 8148 members Entering Unmasked Estep Score: -7670496.500000 Penalty: 12811.161133 Iteration 45Q: 3 clusters Score -7670496 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26669 members Mstep: Class 2 contains 8156 members Entering Unmasked Estep Score: -7670488.500000 Penalty: 12811.161133 Iteration 46Q: 3 clusters Score -7670488 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26663 members Mstep: Class 2 contains 8162 members Entering Unmasked Estep Score: -7670484.000000 Penalty: 12811.161133 Iteration 47Q: 3 clusters Score -7670484 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26660 members Mstep: Class 2 contains 8165 members Entering Unmasked Estep Score: -7670486.500000 Penalty: 12811.161133 Iteration 48Q: 3 clusters Score -7670486 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26656 members Mstep: Class 2 contains 8169 members Entering Unmasked Estep Score: -7670491.500000 Penalty: 12811.161133 Iteration 49Q: 3 clusters Score -7670492 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26655 members Mstep: Class 2 contains 8170 members Entering Unmasked Estep Score: -7670485.500000 Penalty: 12811.161133 Iteration 50Q: 3 clusters Score -7670486 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26653 members Mstep: Class 2 contains 8172 members Entering Unmasked Estep Score: -7670493.000000 Penalty: 12811.161133 Iteration 51Q: 3 clusters Score -7670493 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26652 members Mstep: Class 2 contains 8173 members Entering Unmasked Estep Score: -7670493.000000 Penalty: 12811.161133 Iteration 52Q: 3 clusters Score -7670493 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26652 members Mstep: Class 2 contains 8173 members Entering Unmasked Estep Score: -7670493.000000 Penalty: 12811.161133 Iteration 53F: 3 clusters Score -7670493 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (857 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 857 members Entering Unmasked Estep Score: -162396.812500 Penalty: 4136.480957 Iteration 0F: 2 clusters Score -162396.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 406 members Mstep: Class 2 contains 451 members Entering Unmasked Estep Score: -158546.328125 Penalty: 8272.961914 Iteration 0F: 3 clusters Score -158546.3 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 399 members Mstep: Class 2 contains 458 members Entering Unmasked Estep Score: -158930.046875 Penalty: 8272.961914 Iteration 1F: 3 clusters Score -158930 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 388 members Mstep: Class 2 contains 469 members Entering Unmasked Estep Score: -159074.890625 Penalty: 8272.961914 Iteration 2Q: 3 clusters Score -159074.9 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 384 members Mstep: Class 2 contains 473 members Entering Unmasked Estep Score: -159139.703125 Penalty: 8272.961914 Iteration 3Q: 3 clusters Score -159139.7 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 379 members Mstep: Class 2 contains 478 members Entering Unmasked Estep Score: -159197.093750 Penalty: 8272.961914 Iteration 4Q: 3 clusters Score -159197.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 376 members Mstep: Class 2 contains 481 members Entering Unmasked Estep Score: -159258.421875 Penalty: 8272.961914 Iteration 5Q: 3 clusters Score -159258.4 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 376 members Mstep: Class 2 contains 481 members Entering Unmasked Estep Score: -159729.828125 Penalty: 8272.961914 Iteration 6Q: 3 clusters Score -159729.8 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 359 members Mstep: Class 2 contains 498 members Entering Unmasked Estep Score: -160016.921875 Penalty: 8272.961914 Iteration 7Q: 3 clusters Score -160016.9 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 328 members Mstep: Class 2 contains 529 members Entering Unmasked Estep Score: -160145.015625 Penalty: 8272.961914 Iteration 8Q: 3 clusters Score -160145 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 303 members Mstep: Class 2 contains 554 members Entering Unmasked Estep Score: -160242.171875 Penalty: 8272.961914 Iteration 9Q: 3 clusters Score -160242.2 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 283 members Mstep: Class 2 contains 574 members Entering Unmasked Estep Score: -160349.812500 Penalty: 8272.961914 Iteration 10Q: 3 clusters Score -160349.8 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 262 members Mstep: Class 2 contains 595 members Entering Unmasked Estep Score: -160453.578125 Penalty: 8272.961914 Iteration 11Q: 3 clusters Score -160453.6 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 248 members Mstep: Class 2 contains 609 members Entering Unmasked Estep Score: -160505.734375 Penalty: 8272.961914 Iteration 12Q: 3 clusters Score -160505.7 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 235 members Mstep: Class 2 contains 622 members Entering Unmasked Estep Score: -160557.593750 Penalty: 8272.961914 Iteration 13Q: 3 clusters Score -160557.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 228 members Mstep: Class 2 contains 629 members Entering Unmasked Estep Score: -160580.734375 Penalty: 8272.961914 Iteration 14Q: 3 clusters Score -160580.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 225 members Mstep: Class 2 contains 632 members Entering Unmasked Estep Score: -160609.812500 Penalty: 8272.961914 Iteration 15Q: 3 clusters Score -160609.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 225 members Mstep: Class 2 contains 632 members Entering Unmasked Estep Score: -160624.375000 Penalty: 8272.961914 Iteration 16Q: 3 clusters Score -160624.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 224 members Mstep: Class 2 contains 633 members Entering Unmasked Estep Score: -160644.796875 Penalty: 8272.961914 Iteration 17Q: 3 clusters Score -160644.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 220 members Mstep: Class 2 contains 637 members Entering Unmasked Estep Score: -160663.234375 Penalty: 8272.961914 Iteration 18Q: 3 clusters Score -160663.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 217 members Mstep: Class 2 contains 640 members Entering Unmasked Estep Score: -160687.406250 Penalty: 8272.961914 Iteration 19Q: 3 clusters Score -160687.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 215 members Mstep: Class 2 contains 642 members Entering Unmasked Estep Score: -160702.375000 Penalty: 8272.961914 Iteration 20F: 3 clusters Score -160702.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 211 members Mstep: Class 2 contains 646 members Entering Unmasked Estep Score: -160727.468750 Penalty: 8272.961914 Iteration 21Q: 3 clusters Score -160727.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 205 members Mstep: Class 2 contains 652 members Entering Unmasked Estep Score: -160765.765625 Penalty: 8272.961914 Iteration 22Q: 3 clusters Score -160765.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 201 members Mstep: Class 2 contains 656 members Entering Unmasked Estep Score: -160792.781250 Penalty: 8272.961914 Iteration 23Q: 3 clusters Score -160792.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 199 members Mstep: Class 2 contains 658 members Entering Unmasked Estep Score: -160808.312500 Penalty: 8272.961914 Iteration 24Q: 3 clusters Score -160808.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 198 members Mstep: Class 2 contains 659 members Entering Unmasked Estep Score: -160814.515625 Penalty: 8272.961914 Iteration 25Q: 3 clusters Score -160814.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 198 members Mstep: Class 2 contains 659 members Entering Unmasked Estep Score: -160814.515625 Penalty: 8272.961914 Iteration 26F: 3 clusters Score -160814.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (1561 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1561 members Entering Unmasked Estep Score: -339357.406250 Penalty: 4503.762695 Iteration 0F: 2 clusters Score -339357.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 790 members Mstep: Class 2 contains 771 members Entering Unmasked Estep Score: -334660.750000 Penalty: 9007.525391 Iteration 0F: 3 clusters Score -334660.8 nChanged 311 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 797 members Mstep: Class 2 contains 764 members Entering Unmasked Estep Score: -335133.218750 Penalty: 9007.525391 Iteration 1F: 3 clusters Score -335133.2 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 788 members Mstep: Class 2 contains 773 members Entering Unmasked Estep Score: -335284.906250 Penalty: 9007.525391 Iteration 2Q: 3 clusters Score -335284.9 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 790 members Mstep: Class 2 contains 771 members Entering Unmasked Estep Score: -335358.718750 Penalty: 9007.525391 Iteration 3Q: 3 clusters Score -335358.7 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 793 members Mstep: Class 2 contains 768 members Entering Unmasked Estep Score: -335393.843750 Penalty: 9007.525391 Iteration 4Q: 3 clusters Score -335393.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 794 members Mstep: Class 2 contains 767 members Entering Unmasked Estep Score: -335417.187500 Penalty: 9007.525391 Iteration 5Q: 3 clusters Score -335417.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 793 members Mstep: Class 2 contains 768 members Entering Unmasked Estep Score: -335427.031250 Penalty: 9007.525391 Iteration 6Q: 3 clusters Score -335427 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 794 members Mstep: Class 2 contains 767 members Entering Unmasked Estep Score: -335427.500000 Penalty: 9007.525391 Iteration 7Q: 3 clusters Score -335427.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 793 members Mstep: Class 2 contains 768 members Entering Unmasked Estep Score: -335429.312500 Penalty: 9007.525391 Iteration 8Q: 3 clusters Score -335429.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 792 members Mstep: Class 2 contains 769 members Entering Unmasked Estep Score: -335432.531250 Penalty: 9007.525391 Iteration 9Q: 3 clusters Score -335432.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 790 members Mstep: Class 2 contains 771 members Entering Unmasked Estep Score: -335435.843750 Penalty: 9007.525391 Iteration 10Q: 3 clusters Score -335435.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 789 members Mstep: Class 2 contains 772 members Entering Unmasked Estep Score: -335436.968750 Penalty: 9007.525391 Iteration 11Q: 3 clusters Score -335437 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 790 members Mstep: Class 2 contains 771 members Entering Unmasked Estep Score: -335438.562500 Penalty: 9007.525391 Iteration 12Q: 3 clusters Score -335438.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 790 members Mstep: Class 2 contains 771 members Entering Unmasked Estep Score: -335438.562500 Penalty: 9007.525391 Iteration 13F: 3 clusters Score -335438.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (23222 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23222 members Entering Unmasked Estep Score: -4929630.000000 Penalty: 6157.374023 Iteration 0F: 2 clusters Score -4929630 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11560 members Mstep: Class 2 contains 11662 members Entering Unmasked Estep Score: -4911141.000000 Penalty: 12314.748047 Iteration 0F: 3 clusters Score -4911141 nChanged 9601 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11105 members Mstep: Class 2 contains 12117 members Entering Unmasked Estep Score: -4916825.000000 Penalty: 12314.748047 Iteration 1F: 3 clusters Score -4916825 nChanged 1917 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10828 members Mstep: Class 2 contains 12394 members Entering Unmasked Estep Score: -4918526.000000 Penalty: 12314.748047 Iteration 2F: 3 clusters Score -4918526 nChanged 1790 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10760 members Mstep: Class 2 contains 12462 members Entering Unmasked Estep Score: -4920183.000000 Penalty: 12314.748047 Iteration 3F: 3 clusters Score -4920183 nChanged 1591 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10941 members Mstep: Class 2 contains 12281 members Entering Unmasked Estep Score: -4921414.500000 Penalty: 12314.748047 Iteration 4F: 3 clusters Score -4921414 nChanged 1347 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11372 members Mstep: Class 2 contains 11850 members Entering Unmasked Estep Score: -4922372.000000 Penalty: 12314.748047 Iteration 5F: 3 clusters Score -4922372 nChanged 1147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11977 members Mstep: Class 2 contains 11245 members Entering Unmasked Estep Score: -4923193.500000 Penalty: 12314.748047 Iteration 6Q: 3 clusters Score -4923194 nChanged 1110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12747 members Mstep: Class 2 contains 10475 members Entering Unmasked Estep Score: -4923990.500000 Penalty: 12314.748047 Iteration 7Q: 3 clusters Score -4923990 nChanged 1047 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13630 members Mstep: Class 2 contains 9592 members Entering Unmasked Estep Score: -4924809.000000 Penalty: 12314.748047 Iteration 8Q: 3 clusters Score -4924809 nChanged 1050 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14604 members Mstep: Class 2 contains 8618 members Entering Unmasked Estep Score: -4925750.500000 Penalty: 12314.748047 Iteration 9Q: 3 clusters Score -4925750 nChanged 995 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15551 members Mstep: Class 2 contains 7671 members Entering Unmasked Estep Score: -4926655.000000 Penalty: 12314.748047 Iteration 10Q: 3 clusters Score -4926655 nChanged 890 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16409 members Mstep: Class 2 contains 6813 members Entering Unmasked Estep Score: -4927581.000000 Penalty: 12314.748047 Iteration 11Q: 3 clusters Score -4927581 nChanged 733 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17116 members Mstep: Class 2 contains 6106 members Entering Unmasked Estep Score: -4928308.000000 Penalty: 12314.748047 Iteration 12Q: 3 clusters Score -4928308 nChanged 567 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17673 members Mstep: Class 2 contains 5549 members Entering Unmasked Estep Score: -4928839.000000 Penalty: 12314.748047 Iteration 13Q: 3 clusters Score -4928839 nChanged 442 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18113 members Mstep: Class 2 contains 5109 members Entering Unmasked Estep Score: -4929284.000000 Penalty: 12314.748047 Iteration 14Q: 3 clusters Score -4929284 nChanged 371 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18480 members Mstep: Class 2 contains 4742 members Entering Unmasked Estep Score: -4929702.500000 Penalty: 12314.748047 Iteration 15Q: 3 clusters Score -4929702 nChanged 334 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18802 members Mstep: Class 2 contains 4420 members Entering Unmasked Estep Score: -4930049.500000 Penalty: 12314.748047 Iteration 16Q: 3 clusters Score -4930050 nChanged 282 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19080 members Mstep: Class 2 contains 4142 members Entering Unmasked Estep Score: -4930297.500000 Penalty: 12314.748047 Iteration 17Q: 3 clusters Score -4930298 nChanged 211 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19289 members Mstep: Class 2 contains 3933 members Entering Unmasked Estep Score: -4930470.500000 Penalty: 12314.748047 Iteration 18Q: 3 clusters Score -4930470 nChanged 168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19455 members Mstep: Class 2 contains 3767 members Entering Unmasked Estep Score: -4930572.500000 Penalty: 12314.748047 Iteration 19Q: 3 clusters Score -4930572 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19580 members Mstep: Class 2 contains 3642 members Entering Unmasked Estep Score: -4930635.500000 Penalty: 12314.748047 Iteration 20F: 3 clusters Score -4930636 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19665 members Mstep: Class 2 contains 3557 members Entering Unmasked Estep Score: -4930674.500000 Penalty: 12314.748047 Iteration 21Q: 3 clusters Score -4930674 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19728 members Mstep: Class 2 contains 3494 members Entering Unmasked Estep Score: -4930718.500000 Penalty: 12314.748047 Iteration 22Q: 3 clusters Score -4930718 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19772 members Mstep: Class 2 contains 3450 members Entering Unmasked Estep Score: -4930728.000000 Penalty: 12314.748047 Iteration 23Q: 3 clusters Score -4930728 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19805 members Mstep: Class 2 contains 3417 members Entering Unmasked Estep Score: -4930767.000000 Penalty: 12314.748047 Iteration 24Q: 3 clusters Score -4930767 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19832 members Mstep: Class 2 contains 3390 members Entering Unmasked Estep Score: -4930761.500000 Penalty: 12314.748047 Iteration 25Q: 3 clusters Score -4930762 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19848 members Mstep: Class 2 contains 3374 members Entering Unmasked Estep Score: -4930769.500000 Penalty: 12314.748047 Iteration 26Q: 3 clusters Score -4930770 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19860 members Mstep: Class 2 contains 3362 members Entering Unmasked Estep Score: -4930786.000000 Penalty: 12314.748047 Iteration 27Q: 3 clusters Score -4930786 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19875 members Mstep: Class 2 contains 3347 members Entering Unmasked Estep Score: -4930798.500000 Penalty: 12314.748047 Iteration 28Q: 3 clusters Score -4930798 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19886 members Mstep: Class 2 contains 3336 members Entering Unmasked Estep Score: -4930805.500000 Penalty: 12314.748047 Iteration 29Q: 3 clusters Score -4930806 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19895 members Mstep: Class 2 contains 3327 members Entering Unmasked Estep Score: -4930807.500000 Penalty: 12314.748047 Iteration 30Q: 3 clusters Score -4930808 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19902 members Mstep: Class 2 contains 3320 members Entering Unmasked Estep Score: -4930811.000000 Penalty: 12314.748047 Iteration 31Q: 3 clusters Score -4930811 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19911 members Mstep: Class 2 contains 3311 members Entering Unmasked Estep Score: -4930809.000000 Penalty: 12314.748047 Iteration 32Q: 3 clusters Score -4930809 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19914 members Mstep: Class 2 contains 3308 members Entering Unmasked Estep Score: -4930811.000000 Penalty: 12314.748047 Iteration 33Q: 3 clusters Score -4930811 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19916 members Mstep: Class 2 contains 3306 members Entering Unmasked Estep Score: -4930817.000000 Penalty: 12314.748047 Iteration 34Q: 3 clusters Score -4930817 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19917 members Mstep: Class 2 contains 3305 members Entering Unmasked Estep Score: -4930813.000000 Penalty: 12314.748047 Iteration 35Q: 3 clusters Score -4930813 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19918 members Mstep: Class 2 contains 3304 members Entering Unmasked Estep Score: -4930814.500000 Penalty: 12314.748047 Iteration 36Q: 3 clusters Score -4930814 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19918 members Mstep: Class 2 contains 3304 members Entering Unmasked Estep Score: -4930814.500000 Penalty: 12314.748047 Iteration 37F: 3 clusters Score -4930814 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 34825 members Mstep: Class 3 contains 857 members Mstep: Class 4 contains 1561 members Mstep: Class 5 contains 19918 members Mstep: Class 6 contains 26266 members Mstep: Class 7 contains 3304 members Mstep: Class 8 contains 1477 members Mstep: Class 9 contains 795 members Mstep: Class 10 contains 139726 members Mstep: Class 11 contains 65176 members Mstep: Class 12 contains 523 members Mstep: Class 13 contains 457 members Mstep: Class 14 contains 159806 members Mstep: Class 15 contains 32757 members Mstep: Class 16 contains 34235 members Mstep: Class 18 contains 9233 members Mstep: Class 19 contains 24575 members Mstep: Class 21 contains 625 members Mstep: Class 22 contains 1321 members Mstep: Class 23 contains 121050 members Entering Unmasked Estep Score: -147542176.000000 Penalty: 172723.218750 Splitting cluster 5 changes total score from -147543040.000000 to -147542176.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 6 (26266 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26266 members Entering Unmasked Estep Score: -5766075.000000 Penalty: 6232.818359 Iteration 0F: 2 clusters Score -5766075 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13077 members Mstep: Class 2 contains 13189 members Entering Unmasked Estep Score: -5745576.000000 Penalty: 12465.636719 Iteration 0F: 3 clusters Score -5745576 nChanged 10923 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13030 members Mstep: Class 2 contains 13236 members Entering Unmasked Estep Score: -5751286.500000 Penalty: 12465.636719 Iteration 1F: 3 clusters Score -5751286 nChanged 1577 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12961 members Mstep: Class 2 contains 13305 members Entering Unmasked Estep Score: -5752017.000000 Penalty: 12465.636719 Iteration 2F: 3 clusters Score -5752017 nChanged 1262 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12937 members Mstep: Class 2 contains 13329 members Entering Unmasked Estep Score: -5752514.000000 Penalty: 12465.636719 Iteration 3Q: 3 clusters Score -5752514 nChanged 1010 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12915 members Mstep: Class 2 contains 13351 members Entering Unmasked Estep Score: -5752981.000000 Penalty: 12465.636719 Iteration 4Q: 3 clusters Score -5752981 nChanged 961 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12866 members Mstep: Class 2 contains 13400 members Entering Unmasked Estep Score: -5753440.000000 Penalty: 12465.636719 Iteration 5Q: 3 clusters Score -5753440 nChanged 980 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12826 members Mstep: Class 2 contains 13440 members Entering Unmasked Estep Score: -5753945.000000 Penalty: 12465.636719 Iteration 6Q: 3 clusters Score -5753945 nChanged 941 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12799 members Mstep: Class 2 contains 13467 members Entering Unmasked Estep Score: -5754409.500000 Penalty: 12465.636719 Iteration 7Q: 3 clusters Score -5754410 nChanged 912 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12851 members Mstep: Class 2 contains 13415 members Entering Unmasked Estep Score: -5754789.000000 Penalty: 12465.636719 Iteration 8Q: 3 clusters Score -5754789 nChanged 905 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13000 members Mstep: Class 2 contains 13266 members Entering Unmasked Estep Score: -5755264.500000 Penalty: 12465.636719 Iteration 9Q: 3 clusters Score -5755264 nChanged 855 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13153 members Mstep: Class 2 contains 13113 members Entering Unmasked Estep Score: -5755682.500000 Penalty: 12465.636719 Iteration 10Q: 3 clusters Score -5755682 nChanged 942 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13347 members Mstep: Class 2 contains 12919 members Entering Unmasked Estep Score: -5756162.000000 Penalty: 12465.636719 Iteration 11Q: 3 clusters Score -5756162 nChanged 934 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13567 members Mstep: Class 2 contains 12699 members Entering Unmasked Estep Score: -5756622.000000 Penalty: 12465.636719 Iteration 12Q: 3 clusters Score -5756622 nChanged 914 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13769 members Mstep: Class 2 contains 12497 members Entering Unmasked Estep Score: -5757107.500000 Penalty: 12465.636719 Iteration 13Q: 3 clusters Score -5757108 nChanged 905 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14008 members Mstep: Class 2 contains 12258 members Entering Unmasked Estep Score: -5757573.500000 Penalty: 12465.636719 Iteration 14Q: 3 clusters Score -5757574 nChanged 960 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14310 members Mstep: Class 2 contains 11956 members Entering Unmasked Estep Score: -5758207.000000 Penalty: 12465.636719 Iteration 15Q: 3 clusters Score -5758207 nChanged 995 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14593 members Mstep: Class 2 contains 11673 members Entering Unmasked Estep Score: -5758960.000000 Penalty: 12465.636719 Iteration 16Q: 3 clusters Score -5758960 nChanged 1027 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14854 members Mstep: Class 2 contains 11412 members Entering Unmasked Estep Score: -5759798.500000 Penalty: 12465.636719 Iteration 17Q: 3 clusters Score -5759798 nChanged 1049 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15045 members Mstep: Class 2 contains 11221 members Entering Unmasked Estep Score: -5760730.000000 Penalty: 12465.636719 Iteration 18Q: 3 clusters Score -5760730 nChanged 997 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15018 members Mstep: Class 2 contains 11248 members Entering Unmasked Estep Score: -5761591.500000 Penalty: 12465.636719 Iteration 19Q: 3 clusters Score -5761592 nChanged 916 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14838 members Mstep: Class 2 contains 11428 members Entering Unmasked Estep Score: -5762397.500000 Penalty: 12465.636719 Iteration 20F: 3 clusters Score -5762398 nChanged 841 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14529 members Mstep: Class 2 contains 11737 members Entering Unmasked Estep Score: -5763168.500000 Penalty: 12465.636719 Iteration 21Q: 3 clusters Score -5763168 nChanged 663 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14198 members Mstep: Class 2 contains 12068 members Entering Unmasked Estep Score: -5763736.000000 Penalty: 12465.636719 Iteration 22Q: 3 clusters Score -5763736 nChanged 484 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13892 members Mstep: Class 2 contains 12374 members Entering Unmasked Estep Score: -5764096.000000 Penalty: 12465.636719 Iteration 23Q: 3 clusters Score -5764096 nChanged 347 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13635 members Mstep: Class 2 contains 12631 members Entering Unmasked Estep Score: -5764272.000000 Penalty: 12465.636719 Iteration 24Q: 3 clusters Score -5764272 nChanged 240 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13441 members Mstep: Class 2 contains 12825 members Entering Unmasked Estep Score: -5764364.500000 Penalty: 12465.636719 Iteration 25Q: 3 clusters Score -5764364 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13289 members Mstep: Class 2 contains 12977 members Entering Unmasked Estep Score: -5764443.000000 Penalty: 12465.636719 Iteration 26Q: 3 clusters Score -5764443 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13175 members Mstep: Class 2 contains 13091 members Entering Unmasked Estep Score: -5764463.000000 Penalty: 12465.636719 Iteration 27Q: 3 clusters Score -5764463 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13113 members Mstep: Class 2 contains 13153 members Entering Unmasked Estep Score: -5764474.000000 Penalty: 12465.636719 Iteration 28Q: 3 clusters Score -5764474 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13072 members Mstep: Class 2 contains 13194 members Entering Unmasked Estep Score: -5764487.000000 Penalty: 12465.636719 Iteration 29Q: 3 clusters Score -5764487 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13042 members Mstep: Class 2 contains 13224 members Entering Unmasked Estep Score: -5764494.500000 Penalty: 12465.636719 Iteration 30Q: 3 clusters Score -5764494 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13024 members Mstep: Class 2 contains 13242 members Entering Unmasked Estep Score: -5764491.500000 Penalty: 12465.636719 Iteration 31Q: 3 clusters Score -5764492 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13015 members Mstep: Class 2 contains 13251 members Entering Unmasked Estep Score: -5764488.500000 Penalty: 12465.636719 Iteration 32Q: 3 clusters Score -5764488 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13007 members Mstep: Class 2 contains 13259 members Entering Unmasked Estep Score: -5764494.000000 Penalty: 12465.636719 Iteration 33Q: 3 clusters Score -5764494 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13003 members Mstep: Class 2 contains 13263 members Entering Unmasked Estep Score: -5764484.500000 Penalty: 12465.636719 Iteration 34Q: 3 clusters Score -5764484 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12999 members Mstep: Class 2 contains 13267 members Entering Unmasked Estep Score: -5764485.000000 Penalty: 12465.636719 Iteration 35Q: 3 clusters Score -5764485 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12998 members Mstep: Class 2 contains 13268 members Entering Unmasked Estep Score: -5764484.500000 Penalty: 12465.636719 Iteration 36Q: 3 clusters Score -5764484 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12997 members Mstep: Class 2 contains 13269 members Entering Unmasked Estep Score: -5764487.500000 Penalty: 12465.636719 Iteration 37Q: 3 clusters Score -5764488 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12996 members Mstep: Class 2 contains 13270 members Entering Unmasked Estep Score: -5764485.000000 Penalty: 12465.636719 Iteration 38Q: 3 clusters Score -5764485 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12993 members Mstep: Class 2 contains 13273 members Entering Unmasked Estep Score: -5764497.000000 Penalty: 12465.636719 Iteration 39Q: 3 clusters Score -5764497 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12991 members Mstep: Class 2 contains 13275 members Entering Unmasked Estep Score: -5764503.000000 Penalty: 12465.636719 Iteration 40F: 3 clusters Score -5764503 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12990 members Mstep: Class 2 contains 13276 members Entering Unmasked Estep Score: -5764500.500000 Penalty: 12465.636719 Iteration 41Q: 3 clusters Score -5764500 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12990 members Mstep: Class 2 contains 13276 members Entering Unmasked Estep Score: -5764500.500000 Penalty: 12465.636719 Iteration 42F: 3 clusters Score -5764500 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (1477 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1477 members Entering Unmasked Estep Score: -278024.281250 Penalty: 4469.882812 Iteration 0F: 2 clusters Score -278024.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 773 members Mstep: Class 2 contains 704 members Entering Unmasked Estep Score: -273828.468750 Penalty: 8939.765625 Iteration 0F: 3 clusters Score -273828.5 nChanged 361 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 762 members Mstep: Class 2 contains 715 members Entering Unmasked Estep Score: -275185.500000 Penalty: 8939.765625 Iteration 1F: 3 clusters Score -275185.5 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 717 members Mstep: Class 2 contains 760 members Entering Unmasked Estep Score: -276101.718750 Penalty: 8939.765625 Iteration 2F: 3 clusters Score -276101.7 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 686 members Mstep: Class 2 contains 791 members Entering Unmasked Estep Score: -276479.312500 Penalty: 8939.765625 Iteration 3F: 3 clusters Score -276479.3 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 654 members Mstep: Class 2 contains 823 members Entering Unmasked Estep Score: -276673.750000 Penalty: 8939.765625 Iteration 4Q: 3 clusters Score -276673.8 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 626 members Mstep: Class 2 contains 851 members Entering Unmasked Estep Score: -276928.781250 Penalty: 8939.765625 Iteration 5Q: 3 clusters Score -276928.8 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 609 members Mstep: Class 2 contains 868 members Entering Unmasked Estep Score: -277155.812500 Penalty: 8939.765625 Iteration 6Q: 3 clusters Score -277155.8 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 602 members Mstep: Class 2 contains 875 members Entering Unmasked Estep Score: -277206.875000 Penalty: 8939.765625 Iteration 7Q: 3 clusters Score -277206.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 602 members Mstep: Class 2 contains 875 members Entering Unmasked Estep Score: -277233.562500 Penalty: 8939.765625 Iteration 8Q: 3 clusters Score -277233.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 605 members Mstep: Class 2 contains 872 members Entering Unmasked Estep Score: -277244.218750 Penalty: 8939.765625 Iteration 9Q: 3 clusters Score -277244.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 607 members Mstep: Class 2 contains 870 members Entering Unmasked Estep Score: -277249.968750 Penalty: 8939.765625 Iteration 10Q: 3 clusters Score -277250 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 610 members Mstep: Class 2 contains 867 members Entering Unmasked Estep Score: -277257.906250 Penalty: 8939.765625 Iteration 11Q: 3 clusters Score -277257.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 612 members Mstep: Class 2 contains 865 members Entering Unmasked Estep Score: -277266.312500 Penalty: 8939.765625 Iteration 12Q: 3 clusters Score -277266.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 616 members Mstep: Class 2 contains 861 members Entering Unmasked Estep Score: -277273.375000 Penalty: 8939.765625 Iteration 13Q: 3 clusters Score -277273.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 617 members Mstep: Class 2 contains 860 members Entering Unmasked Estep Score: -277276.093750 Penalty: 8939.765625 Iteration 14Q: 3 clusters Score -277276.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 618 members Mstep: Class 2 contains 859 members Entering Unmasked Estep Score: -277287.562500 Penalty: 8939.765625 Iteration 15Q: 3 clusters Score -277287.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 619 members Mstep: Class 2 contains 858 members Entering Unmasked Estep Score: -277288.093750 Penalty: 8939.765625 Iteration 16Q: 3 clusters Score -277288.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 622 members Mstep: Class 2 contains 855 members Entering Unmasked Estep Score: -277292.875000 Penalty: 8939.765625 Iteration 17Q: 3 clusters Score -277292.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 626 members Mstep: Class 2 contains 851 members Entering Unmasked Estep Score: -277298.687500 Penalty: 8939.765625 Iteration 18Q: 3 clusters Score -277298.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 630 members Mstep: Class 2 contains 847 members Entering Unmasked Estep Score: -277306.531250 Penalty: 8939.765625 Iteration 19Q: 3 clusters Score -277306.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 632 members Mstep: Class 2 contains 845 members Entering Unmasked Estep Score: -277310.656250 Penalty: 8939.765625 Iteration 20F: 3 clusters Score -277310.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 636 members Mstep: Class 2 contains 841 members Entering Unmasked Estep Score: -277317.312500 Penalty: 8939.765625 Iteration 21Q: 3 clusters Score -277317.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 641 members Mstep: Class 2 contains 836 members Entering Unmasked Estep Score: -277330.437500 Penalty: 8939.765625 Iteration 22Q: 3 clusters Score -277330.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 647 members Mstep: Class 2 contains 830 members Entering Unmasked Estep Score: -277340.062500 Penalty: 8939.765625 Iteration 23Q: 3 clusters Score -277340.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 649 members Mstep: Class 2 contains 828 members Entering Unmasked Estep Score: -277346.843750 Penalty: 8939.765625 Iteration 24Q: 3 clusters Score -277346.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 650 members Mstep: Class 2 contains 827 members Entering Unmasked Estep Score: -277350.531250 Penalty: 8939.765625 Iteration 25Q: 3 clusters Score -277350.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 651 members Mstep: Class 2 contains 826 members Entering Unmasked Estep Score: -277352.812500 Penalty: 8939.765625 Iteration 26Q: 3 clusters Score -277352.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 652 members Mstep: Class 2 contains 825 members Entering Unmasked Estep Score: -277356.375000 Penalty: 8939.765625 Iteration 27Q: 3 clusters Score -277356.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 654 members Mstep: Class 2 contains 823 members Entering Unmasked Estep Score: -277361.750000 Penalty: 8939.765625 Iteration 28Q: 3 clusters Score -277361.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 656 members Mstep: Class 2 contains 821 members Entering Unmasked Estep Score: -277368.312500 Penalty: 8939.765625 Iteration 29Q: 3 clusters Score -277368.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 660 members Mstep: Class 2 contains 817 members Entering Unmasked Estep Score: -277375.593750 Penalty: 8939.765625 Iteration 30Q: 3 clusters Score -277375.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 663 members Mstep: Class 2 contains 814 members Entering Unmasked Estep Score: -277381.593750 Penalty: 8939.765625 Iteration 31Q: 3 clusters Score -277381.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 665 members Mstep: Class 2 contains 812 members Entering Unmasked Estep Score: -277386.156250 Penalty: 8939.765625 Iteration 32Q: 3 clusters Score -277386.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 668 members Mstep: Class 2 contains 809 members Entering Unmasked Estep Score: -277390.937500 Penalty: 8939.765625 Iteration 33Q: 3 clusters Score -277390.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 674 members Mstep: Class 2 contains 803 members Entering Unmasked Estep Score: -277400.406250 Penalty: 8939.765625 Iteration 34Q: 3 clusters Score -277400.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 678 members Mstep: Class 2 contains 799 members Entering Unmasked Estep Score: -277411.968750 Penalty: 8939.765625 Iteration 35Q: 3 clusters Score -277412 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 685 members Mstep: Class 2 contains 792 members Entering Unmasked Estep Score: -277424.781250 Penalty: 8939.765625 Iteration 36Q: 3 clusters Score -277424.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 692 members Mstep: Class 2 contains 785 members Entering Unmasked Estep Score: -277460.562500 Penalty: 8939.765625 Iteration 37Q: 3 clusters Score -277460.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 696 members Mstep: Class 2 contains 781 members Entering Unmasked Estep Score: -277482.343750 Penalty: 8939.765625 Iteration 38Q: 3 clusters Score -277482.3 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 707 members Mstep: Class 2 contains 770 members Entering Unmasked Estep Score: -277518.687500 Penalty: 8939.765625 Iteration 39Q: 3 clusters Score -277518.7 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 719 members Mstep: Class 2 contains 758 members Entering Unmasked Estep Score: -277563.750000 Penalty: 8939.765625 Iteration 40F: 3 clusters Score -277563.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 728 members Mstep: Class 2 contains 749 members Entering Unmasked Estep Score: -277590.625000 Penalty: 8939.765625 Iteration 41Q: 3 clusters Score -277590.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 730 members Mstep: Class 2 contains 747 members Entering Unmasked Estep Score: -277603.281250 Penalty: 8939.765625 Iteration 42Q: 3 clusters Score -277603.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 734 members Mstep: Class 2 contains 743 members Entering Unmasked Estep Score: -277618.343750 Penalty: 8939.765625 Iteration 43Q: 3 clusters Score -277618.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 738 members Mstep: Class 2 contains 739 members Entering Unmasked Estep Score: -277631.437500 Penalty: 8939.765625 Iteration 44Q: 3 clusters Score -277631.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 743 members Mstep: Class 2 contains 734 members Entering Unmasked Estep Score: -277645.187500 Penalty: 8939.765625 Iteration 45Q: 3 clusters Score -277645.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 749 members Mstep: Class 2 contains 728 members Entering Unmasked Estep Score: -277669.312500 Penalty: 8939.765625 Iteration 46Q: 3 clusters Score -277669.3 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 758 members Mstep: Class 2 contains 719 members Entering Unmasked Estep Score: -277710.468750 Penalty: 8939.765625 Iteration 47Q: 3 clusters Score -277710.5 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 766 members Mstep: Class 2 contains 711 members Entering Unmasked Estep Score: -277752.875000 Penalty: 8939.765625 Iteration 48Q: 3 clusters Score -277752.9 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 777 members Mstep: Class 2 contains 700 members Entering Unmasked Estep Score: -277792.687500 Penalty: 8939.765625 Iteration 49Q: 3 clusters Score -277792.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 788 members Mstep: Class 2 contains 689 members Entering Unmasked Estep Score: -277818.437500 Penalty: 8939.765625 Iteration 50Q: 3 clusters Score -277818.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 800 members Mstep: Class 2 contains 677 members Entering Unmasked Estep Score: -277847.625000 Penalty: 8939.765625 Iteration 51Q: 3 clusters Score -277847.6 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 811 members Mstep: Class 2 contains 666 members Entering Unmasked Estep Score: -277881.531250 Penalty: 8939.765625 Iteration 52Q: 3 clusters Score -277881.5 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 824 members Mstep: Class 2 contains 653 members Entering Unmasked Estep Score: -277914.812500 Penalty: 8939.765625 Iteration 53Q: 3 clusters Score -277914.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 836 members Mstep: Class 2 contains 641 members Entering Unmasked Estep Score: -277946.375000 Penalty: 8939.765625 Iteration 54Q: 3 clusters Score -277946.4 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 849 members Mstep: Class 2 contains 628 members Entering Unmasked Estep Score: -277985.562500 Penalty: 8939.765625 Iteration 55Q: 3 clusters Score -277985.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 858 members Mstep: Class 2 contains 619 members Entering Unmasked Estep Score: -278008.187500 Penalty: 8939.765625 Iteration 56Q: 3 clusters Score -278008.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 860 members Mstep: Class 2 contains 617 members Entering Unmasked Estep Score: -278015.843750 Penalty: 8939.765625 Iteration 57Q: 3 clusters Score -278015.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 864 members Mstep: Class 2 contains 613 members Entering Unmasked Estep Score: -278025.062500 Penalty: 8939.765625 Iteration 58Q: 3 clusters Score -278025.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 870 members Mstep: Class 2 contains 607 members Entering Unmasked Estep Score: -278042.781250 Penalty: 8939.765625 Iteration 59Q: 3 clusters Score -278042.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 876 members Mstep: Class 2 contains 601 members Entering Unmasked Estep Score: -278060.750000 Penalty: 8939.765625 Iteration 60F: 3 clusters Score -278060.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 879 members Mstep: Class 2 contains 598 members Entering Unmasked Estep Score: -278066.812500 Penalty: 8939.765625 Iteration 61Q: 3 clusters Score -278066.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 881 members Mstep: Class 2 contains 596 members Entering Unmasked Estep Score: -278071.906250 Penalty: 8939.765625 Iteration 62Q: 3 clusters Score -278071.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 881 members Mstep: Class 2 contains 596 members Entering Unmasked Estep Score: -278071.906250 Penalty: 8939.765625 Iteration 63F: 3 clusters Score -278071.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 34825 members Mstep: Class 3 contains 857 members Mstep: Class 4 contains 1561 members Mstep: Class 5 contains 23222 members Mstep: Class 6 contains 26266 members Mstep: Class 7 contains 596 members Mstep: Class 8 contains 881 members Mstep: Class 9 contains 795 members Mstep: Class 10 contains 139726 members Mstep: Class 11 contains 65176 members Mstep: Class 12 contains 523 members Mstep: Class 13 contains 457 members Mstep: Class 14 contains 159806 members Mstep: Class 15 contains 32757 members Mstep: Class 16 contains 34235 members Mstep: Class 18 contains 9233 members Mstep: Class 19 contains 24575 members Mstep: Class 21 contains 625 members Mstep: Class 22 contains 1321 members Mstep: Class 23 contains 121050 members Entering Unmasked Estep Score: -147538864.000000 Penalty: 172723.218750 Splitting cluster 8 changes total score from -147543040.000000 to -147538864.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 9 (795 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 795 members Entering Unmasked Estep Score: -135190.281250 Penalty: 4090.484375 Iteration 0F: 2 clusters Score -135190.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 390 members Mstep: Class 2 contains 405 members Entering Unmasked Estep Score: -131552.343750 Penalty: 8180.968750 Iteration 0F: 3 clusters Score -131552.3 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 386 members Mstep: Class 2 contains 409 members Entering Unmasked Estep Score: -131905.656250 Penalty: 8180.968750 Iteration 1F: 3 clusters Score -131905.7 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 395 members Mstep: Class 2 contains 400 members Entering Unmasked Estep Score: -132097.546875 Penalty: 8180.968750 Iteration 2F: 3 clusters Score -132097.5 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 431 members Mstep: Class 2 contains 364 members Entering Unmasked Estep Score: -132593.265625 Penalty: 8180.968750 Iteration 3F: 3 clusters Score -132593.3 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 488 members Mstep: Class 2 contains 307 members Entering Unmasked Estep Score: -133383.578125 Penalty: 8180.968750 Iteration 4F: 3 clusters Score -133383.6 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 527 members Mstep: Class 2 contains 268 members Entering Unmasked Estep Score: -134287.437500 Penalty: 8180.968750 Iteration 5F: 3 clusters Score -134287.4 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 517 members Mstep: Class 2 contains 278 members Entering Unmasked Estep Score: -135235.218750 Penalty: 8180.968750 Iteration 6F: 3 clusters Score -135235.2 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 501 members Mstep: Class 2 contains 294 members Entering Unmasked Estep Score: -135766.203125 Penalty: 8180.968750 Iteration 7Q: 3 clusters Score -135766.2 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 483 members Mstep: Class 2 contains 312 members Entering Unmasked Estep Score: -136045.593750 Penalty: 8180.968750 Iteration 8Q: 3 clusters Score -136045.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 471 members Mstep: Class 2 contains 324 members Entering Unmasked Estep Score: -136315.000000 Penalty: 8180.968750 Iteration 9Q: 3 clusters Score -136315 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 452 members Mstep: Class 2 contains 343 members Entering Unmasked Estep Score: -136788.484375 Penalty: 8180.968750 Iteration 10Q: 3 clusters Score -136788.5 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 438 members Mstep: Class 2 contains 357 members Entering Unmasked Estep Score: -137045.750000 Penalty: 8180.968750 Iteration 11Q: 3 clusters Score -137045.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 428 members Mstep: Class 2 contains 367 members Entering Unmasked Estep Score: -137151.828125 Penalty: 8180.968750 Iteration 12Q: 3 clusters Score -137151.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 418 members Mstep: Class 2 contains 377 members Entering Unmasked Estep Score: -137258.046875 Penalty: 8180.968750 Iteration 13Q: 3 clusters Score -137258 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 408 members Mstep: Class 2 contains 387 members Entering Unmasked Estep Score: -137361.843750 Penalty: 8180.968750 Iteration 14Q: 3 clusters Score -137361.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 402 members Mstep: Class 2 contains 393 members Entering Unmasked Estep Score: -137437.250000 Penalty: 8180.968750 Iteration 15Q: 3 clusters Score -137437.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 391 members Mstep: Class 2 contains 404 members Entering Unmasked Estep Score: -137570.171875 Penalty: 8180.968750 Iteration 16Q: 3 clusters Score -137570.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 382 members Mstep: Class 2 contains 413 members Entering Unmasked Estep Score: -137668.421875 Penalty: 8180.968750 Iteration 17Q: 3 clusters Score -137668.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 376 members Mstep: Class 2 contains 419 members Entering Unmasked Estep Score: -137741.187500 Penalty: 8180.968750 Iteration 18Q: 3 clusters Score -137741.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 372 members Mstep: Class 2 contains 423 members Entering Unmasked Estep Score: -137811.828125 Penalty: 8180.968750 Iteration 19Q: 3 clusters Score -137811.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 366 members Mstep: Class 2 contains 429 members Entering Unmasked Estep Score: -137948.796875 Penalty: 8180.968750 Iteration 20F: 3 clusters Score -137948.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 360 members Mstep: Class 2 contains 435 members Entering Unmasked Estep Score: -138132.359375 Penalty: 8180.968750 Iteration 21Q: 3 clusters Score -138132.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 357 members Mstep: Class 2 contains 438 members Entering Unmasked Estep Score: -138218.484375 Penalty: 8180.968750 Iteration 22Q: 3 clusters Score -138218.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 357 members Mstep: Class 2 contains 438 members Entering Unmasked Estep Score: -138218.484375 Penalty: 8180.968750 Iteration 23F: 3 clusters Score -138218.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 34825 members Mstep: Class 3 contains 857 members Mstep: Class 4 contains 1561 members Mstep: Class 5 contains 23222 members Mstep: Class 6 contains 26266 members Mstep: Class 7 contains 438 members Mstep: Class 8 contains 1477 members Mstep: Class 9 contains 357 members Mstep: Class 10 contains 139726 members Mstep: Class 11 contains 65176 members Mstep: Class 12 contains 523 members Mstep: Class 13 contains 457 members Mstep: Class 14 contains 159806 members Mstep: Class 15 contains 32757 members Mstep: Class 16 contains 34235 members Mstep: Class 18 contains 9233 members Mstep: Class 19 contains 24575 members Mstep: Class 21 contains 625 members Mstep: Class 22 contains 1321 members Mstep: Class 23 contains 121050 members Entering Unmasked Estep Score: -147542224.000000 Penalty: 172723.218750 Splitting cluster 9 changes total score from -147543040.000000 to -147542224.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 10 (139726 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139726 members Entering Unmasked Estep Score: -31150022.000000 Penalty: 7256.556152 Iteration 0F: 2 clusters Score -3.115002e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 69632 members Mstep: Class 2 contains 70094 members Entering Unmasked Estep Score: -31057202.000000 Penalty: 14513.112305 Iteration 0F: 3 clusters Score -3.10572e+07 nChanged 64950 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67426 members Mstep: Class 2 contains 72300 members Entering Unmasked Estep Score: -31092882.000000 Penalty: 14513.112305 Iteration 1F: 3 clusters Score -3.109288e+07 nChanged 5451 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66035 members Mstep: Class 2 contains 73691 members Entering Unmasked Estep Score: -31094650.000000 Penalty: 14513.112305 Iteration 2Q: 3 clusters Score -3.109465e+07 nChanged 5518 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64023 members Mstep: Class 2 contains 75703 members Entering Unmasked Estep Score: -31096554.000000 Penalty: 14513.112305 Iteration 3Q: 3 clusters Score -3.109655e+07 nChanged 5661 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61070 members Mstep: Class 2 contains 78656 members Entering Unmasked Estep Score: -31098652.000000 Penalty: 14513.112305 Iteration 4Q: 3 clusters Score -3.109865e+07 nChanged 6332 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56894 members Mstep: Class 2 contains 82832 members Entering Unmasked Estep Score: -31101432.000000 Penalty: 14513.112305 Iteration 5Q: 3 clusters Score -3.110143e+07 nChanged 7618 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50998 members Mstep: Class 2 contains 88728 members Entering Unmasked Estep Score: -31105692.000000 Penalty: 14513.112305 Iteration 6F: 3 clusters Score -3.110569e+07 nChanged 8917 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43421 members Mstep: Class 2 contains 96305 members Entering Unmasked Estep Score: -31111680.000000 Penalty: 14513.112305 Iteration 7F: 3 clusters Score -3.111168e+07 nChanged 10113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34398 members Mstep: Class 2 contains 105328 members Entering Unmasked Estep Score: -31119898.000000 Penalty: 14513.112305 Iteration 8F: 3 clusters Score -3.11199e+07 nChanged 9866 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25498 members Mstep: Class 2 contains 114228 members Entering Unmasked Estep Score: -31128472.000000 Penalty: 14513.112305 Iteration 9F: 3 clusters Score -3.112847e+07 nChanged 8006 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18384 members Mstep: Class 2 contains 121342 members Entering Unmasked Estep Score: -31135370.000000 Penalty: 14513.112305 Iteration 10F: 3 clusters Score -3.113537e+07 nChanged 5684 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13434 members Mstep: Class 2 contains 126292 members Entering Unmasked Estep Score: -31139530.000000 Penalty: 14513.112305 Iteration 11Q: 3 clusters Score -3.113953e+07 nChanged 3603 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10225 members Mstep: Class 2 contains 129501 members Entering Unmasked Estep Score: -31141842.000000 Penalty: 14513.112305 Iteration 12Q: 3 clusters Score -3.114184e+07 nChanged 2334 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8115 members Mstep: Class 2 contains 131611 members Entering Unmasked Estep Score: -31143206.000000 Penalty: 14513.112305 Iteration 13Q: 3 clusters Score -3.114321e+07 nChanged 1550 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6699 members Mstep: Class 2 contains 133027 members Entering Unmasked Estep Score: -31144078.000000 Penalty: 14513.112305 Iteration 14Q: 3 clusters Score -3.114408e+07 nChanged 1094 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5759 members Mstep: Class 2 contains 133967 members Entering Unmasked Estep Score: -31144720.000000 Penalty: 14513.112305 Iteration 15Q: 3 clusters Score -3.114472e+07 nChanged 753 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5134 members Mstep: Class 2 contains 134592 members Entering Unmasked Estep Score: -31145226.000000 Penalty: 14513.112305 Iteration 16Q: 3 clusters Score -3.114523e+07 nChanged 558 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4710 members Mstep: Class 2 contains 135016 members Entering Unmasked Estep Score: -31145478.000000 Penalty: 14513.112305 Iteration 17Q: 3 clusters Score -3.114548e+07 nChanged 447 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4437 members Mstep: Class 2 contains 135289 members Entering Unmasked Estep Score: -31145778.000000 Penalty: 14513.112305 Iteration 18Q: 3 clusters Score -3.114578e+07 nChanged 335 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4294 members Mstep: Class 2 contains 135432 members Entering Unmasked Estep Score: -31145944.000000 Penalty: 14513.112305 Iteration 19Q: 3 clusters Score -3.114594e+07 nChanged 258 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4224 members Mstep: Class 2 contains 135502 members Entering Unmasked Estep Score: -31146044.000000 Penalty: 14513.112305 Iteration 20F: 3 clusters Score -3.114604e+07 nChanged 220 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4168 members Mstep: Class 2 contains 135558 members Entering Unmasked Estep Score: -31146186.000000 Penalty: 14513.112305 Iteration 21Q: 3 clusters Score -3.114619e+07 nChanged 193 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4139 members Mstep: Class 2 contains 135587 members Entering Unmasked Estep Score: -31146282.000000 Penalty: 14513.112305 Iteration 22Q: 3 clusters Score -3.114628e+07 nChanged 180 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4111 members Mstep: Class 2 contains 135615 members Entering Unmasked Estep Score: -31146326.000000 Penalty: 14513.112305 Iteration 23Q: 3 clusters Score -3.114633e+07 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4103 members Mstep: Class 2 contains 135623 members Entering Unmasked Estep Score: -31146358.000000 Penalty: 14513.112305 Iteration 24Q: 3 clusters Score -3.114636e+07 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4122 members Mstep: Class 2 contains 135604 members Entering Unmasked Estep Score: -31146490.000000 Penalty: 14513.112305 Iteration 25Q: 3 clusters Score -3.114649e+07 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4135 members Mstep: Class 2 contains 135591 members Entering Unmasked Estep Score: -31146502.000000 Penalty: 14513.112305 Iteration 26Q: 3 clusters Score -3.11465e+07 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4159 members Mstep: Class 2 contains 135567 members Entering Unmasked Estep Score: -31146518.000000 Penalty: 14513.112305 Iteration 27Q: 3 clusters Score -3.114652e+07 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4179 members Mstep: Class 2 contains 135547 members Entering Unmasked Estep Score: -31146534.000000 Penalty: 14513.112305 Iteration 28Q: 3 clusters Score -3.114653e+07 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4199 members Mstep: Class 2 contains 135527 members Entering Unmasked Estep Score: -31146548.000000 Penalty: 14513.112305 Iteration 29Q: 3 clusters Score -3.114655e+07 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4220 members Mstep: Class 2 contains 135506 members Entering Unmasked Estep Score: -31146580.000000 Penalty: 14513.112305 Iteration 30Q: 3 clusters Score -3.114658e+07 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4248 members Mstep: Class 2 contains 135478 members Entering Unmasked Estep Score: -31146598.000000 Penalty: 14513.112305 Iteration 31Q: 3 clusters Score -3.11466e+07 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4283 members Mstep: Class 2 contains 135443 members Entering Unmasked Estep Score: -31146654.000000 Penalty: 14513.112305 Iteration 32Q: 3 clusters Score -3.114665e+07 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4321 members Mstep: Class 2 contains 135405 members Entering Unmasked Estep Score: -31146766.000000 Penalty: 14513.112305 Iteration 33Q: 3 clusters Score -3.114677e+07 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4376 members Mstep: Class 2 contains 135350 members Entering Unmasked Estep Score: -31146758.000000 Penalty: 14513.112305 Iteration 34Q: 3 clusters Score -3.114676e+07 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4444 members Mstep: Class 2 contains 135282 members Entering Unmasked Estep Score: -31146836.000000 Penalty: 14513.112305 Iteration 35Q: 3 clusters Score -3.114684e+07 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4511 members Mstep: Class 2 contains 135215 members Entering Unmasked Estep Score: -31146936.000000 Penalty: 14513.112305 Iteration 36Q: 3 clusters Score -3.114694e+07 nChanged 211 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4580 members Mstep: Class 2 contains 135146 members Entering Unmasked Estep Score: -31147044.000000 Penalty: 14513.112305 Iteration 37Q: 3 clusters Score -3.114704e+07 nChanged 249 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4681 members Mstep: Class 2 contains 135045 members Entering Unmasked Estep Score: -31147248.000000 Penalty: 14513.112305 Iteration 38Q: 3 clusters Score -3.114725e+07 nChanged 294 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4835 members Mstep: Class 2 contains 134891 members Entering Unmasked Estep Score: -31147440.000000 Penalty: 14513.112305 Iteration 39Q: 3 clusters Score -3.114744e+07 nChanged 292 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4997 members Mstep: Class 2 contains 134729 members Entering Unmasked Estep Score: -31147600.000000 Penalty: 14513.112305 Iteration 40F: 3 clusters Score -3.11476e+07 nChanged 254 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5187 members Mstep: Class 2 contains 134539 members Entering Unmasked Estep Score: -31147718.000000 Penalty: 14513.112305 Iteration 41Q: 3 clusters Score -3.114772e+07 nChanged 213 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5358 members Mstep: Class 2 contains 134368 members Entering Unmasked Estep Score: -31147760.000000 Penalty: 14513.112305 Iteration 42Q: 3 clusters Score -3.114776e+07 nChanged 245 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5571 members Mstep: Class 2 contains 134155 members Entering Unmasked Estep Score: -31147856.000000 Penalty: 14513.112305 Iteration 43Q: 3 clusters Score -3.114786e+07 nChanged 229 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5778 members Mstep: Class 2 contains 133948 members Entering Unmasked Estep Score: -31147976.000000 Penalty: 14513.112305 Iteration 44Q: 3 clusters Score -3.114798e+07 nChanged 238 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5986 members Mstep: Class 2 contains 133740 members Entering Unmasked Estep Score: -31148038.000000 Penalty: 14513.112305 Iteration 45Q: 3 clusters Score -3.114804e+07 nChanged 234 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6200 members Mstep: Class 2 contains 133526 members Entering Unmasked Estep Score: -31148122.000000 Penalty: 14513.112305 Iteration 46Q: 3 clusters Score -3.114812e+07 nChanged 223 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6411 members Mstep: Class 2 contains 133315 members Entering Unmasked Estep Score: -31148126.000000 Penalty: 14513.112305 Iteration 47Q: 3 clusters Score -3.114813e+07 nChanged 214 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6609 members Mstep: Class 2 contains 133117 members Entering Unmasked Estep Score: -31148196.000000 Penalty: 14513.112305 Iteration 48Q: 3 clusters Score -3.11482e+07 nChanged 206 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6803 members Mstep: Class 2 contains 132923 members Entering Unmasked Estep Score: -31148298.000000 Penalty: 14513.112305 Iteration 49Q: 3 clusters Score -3.11483e+07 nChanged 206 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6993 members Mstep: Class 2 contains 132733 members Entering Unmasked Estep Score: -31148386.000000 Penalty: 14513.112305 Iteration 50Q: 3 clusters Score -3.114839e+07 nChanged 197 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7184 members Mstep: Class 2 contains 132542 members Entering Unmasked Estep Score: -31148444.000000 Penalty: 14513.112305 Iteration 51Q: 3 clusters Score -3.114844e+07 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7354 members Mstep: Class 2 contains 132372 members Entering Unmasked Estep Score: -31148486.000000 Penalty: 14513.112305 Iteration 52Q: 3 clusters Score -3.114849e+07 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7514 members Mstep: Class 2 contains 132212 members Entering Unmasked Estep Score: -31148534.000000 Penalty: 14513.112305 Iteration 53Q: 3 clusters Score -3.114853e+07 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7663 members Mstep: Class 2 contains 132063 members Entering Unmasked Estep Score: -31148608.000000 Penalty: 14513.112305 Iteration 54Q: 3 clusters Score -3.114861e+07 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7793 members Mstep: Class 2 contains 131933 members Entering Unmasked Estep Score: -31148624.000000 Penalty: 14513.112305 Iteration 55Q: 3 clusters Score -3.114862e+07 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7880 members Mstep: Class 2 contains 131846 members Entering Unmasked Estep Score: -31148626.000000 Penalty: 14513.112305 Iteration 56Q: 3 clusters Score -3.114863e+07 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7951 members Mstep: Class 2 contains 131775 members Entering Unmasked Estep Score: -31148672.000000 Penalty: 14513.112305 Iteration 57Q: 3 clusters Score -3.114867e+07 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8007 members Mstep: Class 2 contains 131719 members Entering Unmasked Estep Score: -31148720.000000 Penalty: 14513.112305 Iteration 58Q: 3 clusters Score -3.114872e+07 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8058 members Mstep: Class 2 contains 131668 members Entering Unmasked Estep Score: -31148680.000000 Penalty: 14513.112305 Iteration 59Q: 3 clusters Score -3.114868e+07 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8098 members Mstep: Class 2 contains 131628 members Entering Unmasked Estep Score: -31148702.000000 Penalty: 14513.112305 Iteration 60F: 3 clusters Score -3.11487e+07 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8135 members Mstep: Class 2 contains 131591 members Entering Unmasked Estep Score: -31148716.000000 Penalty: 14513.112305 Iteration 61Q: 3 clusters Score -3.114872e+07 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8166 members Mstep: Class 2 contains 131560 members Entering Unmasked Estep Score: -31148698.000000 Penalty: 14513.112305 Iteration 62Q: 3 clusters Score -3.11487e+07 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8194 members Mstep: Class 2 contains 131532 members Entering Unmasked Estep Score: -31148698.000000 Penalty: 14513.112305 Iteration 63Q: 3 clusters Score -3.11487e+07 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8222 members Mstep: Class 2 contains 131504 members Entering Unmasked Estep Score: -31148704.000000 Penalty: 14513.112305 Iteration 64Q: 3 clusters Score -3.11487e+07 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8240 members Mstep: Class 2 contains 131486 members Entering Unmasked Estep Score: -31148740.000000 Penalty: 14513.112305 Iteration 65Q: 3 clusters Score -3.114874e+07 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8258 members Mstep: Class 2 contains 131468 members Entering Unmasked Estep Score: -31148758.000000 Penalty: 14513.112305 Iteration 66Q: 3 clusters Score -3.114876e+07 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8274 members Mstep: Class 2 contains 131452 members Entering Unmasked Estep Score: -31148764.000000 Penalty: 14513.112305 Iteration 67Q: 3 clusters Score -3.114876e+07 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8295 members Mstep: Class 2 contains 131431 members Entering Unmasked Estep Score: -31148750.000000 Penalty: 14513.112305 Iteration 68Q: 3 clusters Score -3.114875e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8309 members Mstep: Class 2 contains 131417 members Entering Unmasked Estep Score: -31148752.000000 Penalty: 14513.112305 Iteration 69Q: 3 clusters Score -3.114875e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8323 members Mstep: Class 2 contains 131403 members Entering Unmasked Estep Score: -31148774.000000 Penalty: 14513.112305 Iteration 70Q: 3 clusters Score -3.114877e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8337 members Mstep: Class 2 contains 131389 members Entering Unmasked Estep Score: -31148808.000000 Penalty: 14513.112305 Iteration 71Q: 3 clusters Score -3.114881e+07 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8355 members Mstep: Class 2 contains 131371 members Entering Unmasked Estep Score: -31148790.000000 Penalty: 14513.112305 Iteration 72Q: 3 clusters Score -3.114879e+07 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8373 members Mstep: Class 2 contains 131353 members Entering Unmasked Estep Score: -31148808.000000 Penalty: 14513.112305 Iteration 73Q: 3 clusters Score -3.114881e+07 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8393 members Mstep: Class 2 contains 131333 members Entering Unmasked Estep Score: -31148814.000000 Penalty: 14513.112305 Iteration 74Q: 3 clusters Score -3.114881e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8403 members Mstep: Class 2 contains 131323 members Entering Unmasked Estep Score: -31148814.000000 Penalty: 14513.112305 Iteration 75Q: 3 clusters Score -3.114881e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8412 members Mstep: Class 2 contains 131314 members Entering Unmasked Estep Score: -31148810.000000 Penalty: 14513.112305 Iteration 76Q: 3 clusters Score -3.114881e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8423 members Mstep: Class 2 contains 131303 members Entering Unmasked Estep Score: -31148810.000000 Penalty: 14513.112305 Iteration 77Q: 3 clusters Score -3.114881e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8431 members Mstep: Class 2 contains 131295 members Entering Unmasked Estep Score: -31148804.000000 Penalty: 14513.112305 Iteration 78Q: 3 clusters Score -3.11488e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8442 members Mstep: Class 2 contains 131284 members Entering Unmasked Estep Score: -31148804.000000 Penalty: 14513.112305 Iteration 79Q: 3 clusters Score -3.11488e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8453 members Mstep: Class 2 contains 131273 members Entering Unmasked Estep Score: -31148810.000000 Penalty: 14513.112305 Iteration 80F: 3 clusters Score -3.114881e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8464 members Mstep: Class 2 contains 131262 members Entering Unmasked Estep Score: -31148804.000000 Penalty: 14513.112305 Iteration 81Q: 3 clusters Score -3.11488e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8473 members Mstep: Class 2 contains 131253 members Entering Unmasked Estep Score: -31148822.000000 Penalty: 14513.112305 Iteration 82Q: 3 clusters Score -3.114882e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8478 members Mstep: Class 2 contains 131248 members Entering Unmasked Estep Score: -31148806.000000 Penalty: 14513.112305 Iteration 83Q: 3 clusters Score -3.114881e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8487 members Mstep: Class 2 contains 131239 members Entering Unmasked Estep Score: -31148820.000000 Penalty: 14513.112305 Iteration 84Q: 3 clusters Score -3.114882e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8494 members Mstep: Class 2 contains 131232 members Entering Unmasked Estep Score: -31148806.000000 Penalty: 14513.112305 Iteration 85Q: 3 clusters Score -3.114881e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8497 members Mstep: Class 2 contains 131229 members Entering Unmasked Estep Score: -31148810.000000 Penalty: 14513.112305 Iteration 86Q: 3 clusters Score -3.114881e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8499 members Mstep: Class 2 contains 131227 members Entering Unmasked Estep Score: -31148824.000000 Penalty: 14513.112305 Iteration 87Q: 3 clusters Score -3.114882e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8502 members Mstep: Class 2 contains 131224 members Entering Unmasked Estep Score: -31148810.000000 Penalty: 14513.112305 Iteration 88Q: 3 clusters Score -3.114881e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8505 members Mstep: Class 2 contains 131221 members Entering Unmasked Estep Score: -31148816.000000 Penalty: 14513.112305 Iteration 89Q: 3 clusters Score -3.114882e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8508 members Mstep: Class 2 contains 131218 members Entering Unmasked Estep Score: -31148810.000000 Penalty: 14513.112305 Iteration 90Q: 3 clusters Score -3.114881e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8510 members Mstep: Class 2 contains 131216 members Entering Unmasked Estep Score: -31148800.000000 Penalty: 14513.112305 Iteration 91Q: 3 clusters Score -3.11488e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8511 members Mstep: Class 2 contains 131215 members Entering Unmasked Estep Score: -31148800.000000 Penalty: 14513.112305 Iteration 92Q: 3 clusters Score -3.11488e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8513 members Mstep: Class 2 contains 131213 members Entering Unmasked Estep Score: -31148802.000000 Penalty: 14513.112305 Iteration 93Q: 3 clusters Score -3.11488e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8514 members Mstep: Class 2 contains 131212 members Entering Unmasked Estep Score: -31148822.000000 Penalty: 14513.112305 Iteration 94Q: 3 clusters Score -3.114882e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8514 members Mstep: Class 2 contains 131212 members Entering Unmasked Estep Score: -31148822.000000 Penalty: 14513.112305 Iteration 95F: 3 clusters Score -3.114882e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (65176 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65176 members Entering Unmasked Estep Score: -14417466.000000 Penalty: 6789.468262 Iteration 0F: 2 clusters Score -1.441747e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32663 members Mstep: Class 2 contains 32513 members Entering Unmasked Estep Score: -14371838.000000 Penalty: 13578.936523 Iteration 0F: 3 clusters Score -1.437184e+07 nChanged 29106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33227 members Mstep: Class 2 contains 31949 members Entering Unmasked Estep Score: -14387329.000000 Penalty: 13578.936523 Iteration 1F: 3 clusters Score -1.438733e+07 nChanged 3140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33697 members Mstep: Class 2 contains 31479 members Entering Unmasked Estep Score: -14388285.000000 Penalty: 13578.936523 Iteration 2Q: 3 clusters Score -1.438828e+07 nChanged 2675 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34314 members Mstep: Class 2 contains 30862 members Entering Unmasked Estep Score: -14389096.000000 Penalty: 13578.936523 Iteration 3Q: 3 clusters Score -1.43891e+07 nChanged 2428 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35210 members Mstep: Class 2 contains 29966 members Entering Unmasked Estep Score: -14389837.000000 Penalty: 13578.936523 Iteration 4Q: 3 clusters Score -1.438984e+07 nChanged 2338 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36418 members Mstep: Class 2 contains 28758 members Entering Unmasked Estep Score: -14390583.000000 Penalty: 13578.936523 Iteration 5Q: 3 clusters Score -1.439058e+07 nChanged 2464 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38106 members Mstep: Class 2 contains 27070 members Entering Unmasked Estep Score: -14391480.000000 Penalty: 13578.936523 Iteration 6Q: 3 clusters Score -1.439148e+07 nChanged 2825 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40415 members Mstep: Class 2 contains 24761 members Entering Unmasked Estep Score: -14392800.000000 Penalty: 13578.936523 Iteration 7Q: 3 clusters Score -1.43928e+07 nChanged 3425 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43370 members Mstep: Class 2 contains 21806 members Entering Unmasked Estep Score: -14394868.000000 Penalty: 13578.936523 Iteration 8F: 3 clusters Score -1.439487e+07 nChanged 4051 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46951 members Mstep: Class 2 contains 18225 members Entering Unmasked Estep Score: -14397566.000000 Penalty: 13578.936523 Iteration 9F: 3 clusters Score -1.439757e+07 nChanged 4206 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50799 members Mstep: Class 2 contains 14377 members Entering Unmasked Estep Score: -14400847.000000 Penalty: 13578.936523 Iteration 10F: 3 clusters Score -1.440085e+07 nChanged 3948 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54435 members Mstep: Class 2 contains 10741 members Entering Unmasked Estep Score: -14403936.000000 Penalty: 13578.936523 Iteration 11F: 3 clusters Score -1.440394e+07 nChanged 3187 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57342 members Mstep: Class 2 contains 7834 members Entering Unmasked Estep Score: -14406359.000000 Penalty: 13578.936523 Iteration 12Q: 3 clusters Score -1.440636e+07 nChanged 2222 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59390 members Mstep: Class 2 contains 5786 members Entering Unmasked Estep Score: -14407980.000000 Penalty: 13578.936523 Iteration 13Q: 3 clusters Score -1.440798e+07 nChanged 1502 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60766 members Mstep: Class 2 contains 4410 members Entering Unmasked Estep Score: -14409209.000000 Penalty: 13578.936523 Iteration 14Q: 3 clusters Score -1.440921e+07 nChanged 948 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61610 members Mstep: Class 2 contains 3566 members Entering Unmasked Estep Score: -14410000.000000 Penalty: 13578.936523 Iteration 15Q: 3 clusters Score -1.441e+07 nChanged 673 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62169 members Mstep: Class 2 contains 3007 members Entering Unmasked Estep Score: -14410470.000000 Penalty: 13578.936523 Iteration 16Q: 3 clusters Score -1.441047e+07 nChanged 446 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62533 members Mstep: Class 2 contains 2643 members Entering Unmasked Estep Score: -14410838.000000 Penalty: 13578.936523 Iteration 17Q: 3 clusters Score -1.441084e+07 nChanged 322 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62739 members Mstep: Class 2 contains 2437 members Entering Unmasked Estep Score: -14411114.000000 Penalty: 13578.936523 Iteration 18Q: 3 clusters Score -1.441111e+07 nChanged 248 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62877 members Mstep: Class 2 contains 2299 members Entering Unmasked Estep Score: -14411284.000000 Penalty: 13578.936523 Iteration 19Q: 3 clusters Score -1.441128e+07 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62954 members Mstep: Class 2 contains 2222 members Entering Unmasked Estep Score: -14411393.000000 Penalty: 13578.936523 Iteration 20F: 3 clusters Score -1.441139e+07 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62995 members Mstep: Class 2 contains 2181 members Entering Unmasked Estep Score: -14411444.000000 Penalty: 13578.936523 Iteration 21Q: 3 clusters Score -1.441144e+07 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63031 members Mstep: Class 2 contains 2145 members Entering Unmasked Estep Score: -14411540.000000 Penalty: 13578.936523 Iteration 22Q: 3 clusters Score -1.441154e+07 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63073 members Mstep: Class 2 contains 2103 members Entering Unmasked Estep Score: -14411595.000000 Penalty: 13578.936523 Iteration 23Q: 3 clusters Score -1.44116e+07 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63115 members Mstep: Class 2 contains 2061 members Entering Unmasked Estep Score: -14411625.000000 Penalty: 13578.936523 Iteration 24Q: 3 clusters Score -1.441162e+07 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63137 members Mstep: Class 2 contains 2039 members Entering Unmasked Estep Score: -14411657.000000 Penalty: 13578.936523 Iteration 25Q: 3 clusters Score -1.441166e+07 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63148 members Mstep: Class 2 contains 2028 members Entering Unmasked Estep Score: -14411672.000000 Penalty: 13578.936523 Iteration 26Q: 3 clusters Score -1.441167e+07 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63164 members Mstep: Class 2 contains 2012 members Entering Unmasked Estep Score: -14411709.000000 Penalty: 13578.936523 Iteration 27Q: 3 clusters Score -1.441171e+07 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63181 members Mstep: Class 2 contains 1995 members Entering Unmasked Estep Score: -14411732.000000 Penalty: 13578.936523 Iteration 28Q: 3 clusters Score -1.441173e+07 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63193 members Mstep: Class 2 contains 1983 members Entering Unmasked Estep Score: -14411753.000000 Penalty: 13578.936523 Iteration 29Q: 3 clusters Score -1.441175e+07 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63207 members Mstep: Class 2 contains 1969 members Entering Unmasked Estep Score: -14411779.000000 Penalty: 13578.936523 Iteration 30Q: 3 clusters Score -1.441178e+07 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63214 members Mstep: Class 2 contains 1962 members Entering Unmasked Estep Score: -14411777.000000 Penalty: 13578.936523 Iteration 31Q: 3 clusters Score -1.441178e+07 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63225 members Mstep: Class 2 contains 1951 members Entering Unmasked Estep Score: -14411805.000000 Penalty: 13578.936523 Iteration 32Q: 3 clusters Score -1.44118e+07 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63228 members Mstep: Class 2 contains 1948 members Entering Unmasked Estep Score: -14411800.000000 Penalty: 13578.936523 Iteration 33Q: 3 clusters Score -1.44118e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63231 members Mstep: Class 2 contains 1945 members Entering Unmasked Estep Score: -14411811.000000 Penalty: 13578.936523 Iteration 34Q: 3 clusters Score -1.441181e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63239 members Mstep: Class 2 contains 1937 members Entering Unmasked Estep Score: -14411807.000000 Penalty: 13578.936523 Iteration 35Q: 3 clusters Score -1.441181e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63247 members Mstep: Class 2 contains 1929 members Entering Unmasked Estep Score: -14411840.000000 Penalty: 13578.936523 Iteration 36Q: 3 clusters Score -1.441184e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63254 members Mstep: Class 2 contains 1922 members Entering Unmasked Estep Score: -14411844.000000 Penalty: 13578.936523 Iteration 37Q: 3 clusters Score -1.441184e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63264 members Mstep: Class 2 contains 1912 members Entering Unmasked Estep Score: -14411853.000000 Penalty: 13578.936523 Iteration 38Q: 3 clusters Score -1.441185e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63268 members Mstep: Class 2 contains 1908 members Entering Unmasked Estep Score: -14411871.000000 Penalty: 13578.936523 Iteration 39Q: 3 clusters Score -1.441187e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63271 members Mstep: Class 2 contains 1905 members Entering Unmasked Estep Score: -14411886.000000 Penalty: 13578.936523 Iteration 40F: 3 clusters Score -1.441189e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63272 members Mstep: Class 2 contains 1904 members Entering Unmasked Estep Score: -14411872.000000 Penalty: 13578.936523 Iteration 41Q: 3 clusters Score -1.441187e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63274 members Mstep: Class 2 contains 1902 members Entering Unmasked Estep Score: -14411875.000000 Penalty: 13578.936523 Iteration 42Q: 3 clusters Score -1.441188e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63278 members Mstep: Class 2 contains 1898 members Entering Unmasked Estep Score: -14411877.000000 Penalty: 13578.936523 Iteration 43Q: 3 clusters Score -1.441188e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63280 members Mstep: Class 2 contains 1896 members Entering Unmasked Estep Score: -14411885.000000 Penalty: 13578.936523 Iteration 44Q: 3 clusters Score -1.441188e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63280 members Mstep: Class 2 contains 1896 members Entering Unmasked Estep Score: -14411873.000000 Penalty: 13578.936523 Iteration 45Q: 3 clusters Score -1.441187e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63279 members Mstep: Class 2 contains 1897 members Entering Unmasked Estep Score: -14411877.000000 Penalty: 13578.936523 Iteration 46Q: 3 clusters Score -1.441188e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63278 members Mstep: Class 2 contains 1898 members Entering Unmasked Estep Score: -14411883.000000 Penalty: 13578.936523 Iteration 47Q: 3 clusters Score -1.441188e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63279 members Mstep: Class 2 contains 1897 members Entering Unmasked Estep Score: -14411877.000000 Penalty: 13578.936523 Iteration 48Q: 3 clusters Score -1.441188e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63279 members Mstep: Class 2 contains 1897 members Entering Unmasked Estep Score: -14411878.000000 Penalty: 13578.936523 Iteration 49Q: 3 clusters Score -1.441188e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63280 members Mstep: Class 2 contains 1896 members Entering Unmasked Estep Score: -14411863.000000 Penalty: 13578.936523 Iteration 50Q: 3 clusters Score -1.441186e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63282 members Mstep: Class 2 contains 1894 members Entering Unmasked Estep Score: -14411875.000000 Penalty: 13578.936523 Iteration 51Q: 3 clusters Score -1.441188e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63282 members Mstep: Class 2 contains 1894 members Entering Unmasked Estep Score: -14411881.000000 Penalty: 13578.936523 Iteration 52Q: 3 clusters Score -1.441188e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63282 members Mstep: Class 2 contains 1894 members Entering Unmasked Estep Score: -14411879.000000 Penalty: 13578.936523 Iteration 53Q: 3 clusters Score -1.441188e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63285 members Mstep: Class 2 contains 1891 members Entering Unmasked Estep Score: -14411887.000000 Penalty: 13578.936523 Iteration 54Q: 3 clusters Score -1.441189e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63284 members Mstep: Class 2 contains 1892 members Entering Unmasked Estep Score: -14411886.000000 Penalty: 13578.936523 Iteration 55Q: 3 clusters Score -1.441189e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63284 members Mstep: Class 2 contains 1892 members Entering Unmasked Estep Score: -14411886.000000 Penalty: 13578.936523 Iteration 56F: 3 clusters Score -1.441189e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (523 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 523 members Entering Unmasked Estep Score: -110806.507812 Penalty: 3833.993652 Iteration 0F: 2 clusters Score -110806.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 264 members Mstep: Class 2 contains 259 members Entering Unmasked Estep Score: -107298.554688 Penalty: 7667.987305 Iteration 0F: 3 clusters Score -107298.6 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 267 members Mstep: Class 2 contains 256 members Entering Unmasked Estep Score: -107459.203125 Penalty: 7667.987305 Iteration 1F: 3 clusters Score -107459.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 268 members Mstep: Class 2 contains 255 members Entering Unmasked Estep Score: -107492.929688 Penalty: 7667.987305 Iteration 2Q: 3 clusters Score -107492.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 265 members Mstep: Class 2 contains 258 members Entering Unmasked Estep Score: -107523.054688 Penalty: 7667.987305 Iteration 3Q: 3 clusters Score -107523.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 264 members Mstep: Class 2 contains 259 members Entering Unmasked Estep Score: -107538.968750 Penalty: 7667.987305 Iteration 4Q: 3 clusters Score -107539 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 264 members Mstep: Class 2 contains 259 members Entering Unmasked Estep Score: -107554.757812 Penalty: 7667.987305 Iteration 5Q: 3 clusters Score -107554.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 265 members Mstep: Class 2 contains 258 members Entering Unmasked Estep Score: -107569.312500 Penalty: 7667.987305 Iteration 6Q: 3 clusters Score -107569.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 264 members Mstep: Class 2 contains 259 members Entering Unmasked Estep Score: -107572.695312 Penalty: 7667.987305 Iteration 7Q: 3 clusters Score -107572.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 265 members Mstep: Class 2 contains 258 members Entering Unmasked Estep Score: -107576.226562 Penalty: 7667.987305 Iteration 8Q: 3 clusters Score -107576.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 266 members Mstep: Class 2 contains 257 members Entering Unmasked Estep Score: -107583.859375 Penalty: 7667.987305 Iteration 9Q: 3 clusters Score -107583.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 267 members Mstep: Class 2 contains 256 members Entering Unmasked Estep Score: -107588.515625 Penalty: 7667.987305 Iteration 10Q: 3 clusters Score -107588.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 269 members Mstep: Class 2 contains 254 members Entering Unmasked Estep Score: -107595.679688 Penalty: 7667.987305 Iteration 11Q: 3 clusters Score -107595.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 270 members Mstep: Class 2 contains 253 members Entering Unmasked Estep Score: -107609.789062 Penalty: 7667.987305 Iteration 12Q: 3 clusters Score -107609.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 269 members Mstep: Class 2 contains 254 members Entering Unmasked Estep Score: -107613.843750 Penalty: 7667.987305 Iteration 13Q: 3 clusters Score -107613.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 269 members Mstep: Class 2 contains 254 members Entering Unmasked Estep Score: -107613.843750 Penalty: 7667.987305 Iteration 14F: 3 clusters Score -107613.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (457 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 457 members Entering Unmasked Estep Score: -86134.164062 Penalty: 3751.368652 Iteration 0F: 2 clusters Score -86134.16 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 242 members Mstep: Class 2 contains 215 members Entering Unmasked Estep Score: -82948.976562 Penalty: 7502.737305 Iteration 0F: 3 clusters Score -82948.98 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 244 members Mstep: Class 2 contains 213 members Entering Unmasked Estep Score: -83197.187500 Penalty: 7502.737305 Iteration 1F: 3 clusters Score -83197.19 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 249 members Mstep: Class 2 contains 208 members Entering Unmasked Estep Score: -83302.539062 Penalty: 7502.737305 Iteration 2Q: 3 clusters Score -83302.54 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 252 members Mstep: Class 2 contains 205 members Entering Unmasked Estep Score: -83359.664062 Penalty: 7502.737305 Iteration 3Q: 3 clusters Score -83359.66 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 253 members Mstep: Class 2 contains 204 members Entering Unmasked Estep Score: -83381.953125 Penalty: 7502.737305 Iteration 4Q: 3 clusters Score -83381.95 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 252 members Mstep: Class 2 contains 205 members Entering Unmasked Estep Score: -83390.945312 Penalty: 7502.737305 Iteration 5Q: 3 clusters Score -83390.95 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251 members Mstep: Class 2 contains 206 members Entering Unmasked Estep Score: -83418.898438 Penalty: 7502.737305 Iteration 6Q: 3 clusters Score -83418.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 253 members Mstep: Class 2 contains 204 members Entering Unmasked Estep Score: -83429.703125 Penalty: 7502.737305 Iteration 7Q: 3 clusters Score -83429.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 255 members Mstep: Class 2 contains 202 members Entering Unmasked Estep Score: -83441.023438 Penalty: 7502.737305 Iteration 8Q: 3 clusters Score -83441.02 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 256 members Mstep: Class 2 contains 201 members Entering Unmasked Estep Score: -83444.304688 Penalty: 7502.737305 Iteration 9Q: 3 clusters Score -83444.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 257 members Mstep: Class 2 contains 200 members Entering Unmasked Estep Score: -83450.382812 Penalty: 7502.737305 Iteration 10Q: 3 clusters Score -83450.38 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 257 members Mstep: Class 2 contains 200 members Entering Unmasked Estep Score: -83450.382812 Penalty: 7502.737305 Iteration 11F: 3 clusters Score -83450.38 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (159806 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 159806 members Entering Unmasked Estep Score: -35083304.000000 Penalty: 7338.801270 Iteration 0F: 2 clusters Score -3.50833e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 79808 members Mstep: Class 2 contains 79998 members Entering Unmasked Estep Score: -34974888.000000 Penalty: 14677.602539 Iteration 0F: 3 clusters Score -3.497489e+07 nChanged 74398 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 78556 members Mstep: Class 2 contains 81250 members Entering Unmasked Estep Score: -35016760.000000 Penalty: 14677.602539 Iteration 1F: 3 clusters Score -3.501676e+07 nChanged 5442 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 77924 members Mstep: Class 2 contains 81882 members Entering Unmasked Estep Score: -35017996.000000 Penalty: 14677.602539 Iteration 2Q: 3 clusters Score -3.5018e+07 nChanged 5225 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 76921 members Mstep: Class 2 contains 82885 members Entering Unmasked Estep Score: -35019384.000000 Penalty: 14677.602539 Iteration 3Q: 3 clusters Score -3.501938e+07 nChanged 4971 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 75452 members Mstep: Class 2 contains 84354 members Entering Unmasked Estep Score: -35020536.000000 Penalty: 14677.602539 Iteration 4Q: 3 clusters Score -3.502054e+07 nChanged 4938 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73280 members Mstep: Class 2 contains 86526 members Entering Unmasked Estep Score: -35021508.000000 Penalty: 14677.602539 Iteration 5Q: 3 clusters Score -3.502151e+07 nChanged 5110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70248 members Mstep: Class 2 contains 89558 members Entering Unmasked Estep Score: -35023184.000000 Penalty: 14677.602539 Iteration 6Q: 3 clusters Score -3.502318e+07 nChanged 5717 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65979 members Mstep: Class 2 contains 93827 members Entering Unmasked Estep Score: -35025088.000000 Penalty: 14677.602539 Iteration 7Q: 3 clusters Score -3.502509e+07 nChanged 6670 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60139 members Mstep: Class 2 contains 99667 members Entering Unmasked Estep Score: -35028092.000000 Penalty: 14677.602539 Iteration 8Q: 3 clusters Score -3.502809e+07 nChanged 8348 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52229 members Mstep: Class 2 contains 107577 members Entering Unmasked Estep Score: -35032884.000000 Penalty: 14677.602539 Iteration 9F: 3 clusters Score -3.503288e+07 nChanged 10087 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42314 members Mstep: Class 2 contains 117492 members Entering Unmasked Estep Score: -35039664.000000 Penalty: 14677.602539 Iteration 10F: 3 clusters Score -3.503966e+07 nChanged 11613 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30755 members Mstep: Class 2 contains 129051 members Entering Unmasked Estep Score: -35049068.000000 Penalty: 14677.602539 Iteration 11F: 3 clusters Score -3.504907e+07 nChanged 11300 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19479 members Mstep: Class 2 contains 140327 members Entering Unmasked Estep Score: -35059156.000000 Penalty: 14677.602539 Iteration 12F: 3 clusters Score -3.505916e+07 nChanged 8893 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10598 members Mstep: Class 2 contains 149208 members Entering Unmasked Estep Score: -35067492.000000 Penalty: 14677.602539 Iteration 13F: 3 clusters Score -3.506749e+07 nChanged 5505 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5097 members Mstep: Class 2 contains 154709 members Entering Unmasked Estep Score: -35072520.000000 Penalty: 14677.602539 Iteration 14Q: 3 clusters Score -3.507252e+07 nChanged 2610 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2497 members Mstep: Class 2 contains 157309 members Entering Unmasked Estep Score: -35074700.000000 Penalty: 14677.602539 Iteration 15Q: 3 clusters Score -3.50747e+07 nChanged 1043 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1482 members Mstep: Class 2 contains 158324 members Entering Unmasked Estep Score: -35075664.000000 Penalty: 14677.602539 Iteration 16Q: 3 clusters Score -3.507566e+07 nChanged 459 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1059 members Mstep: Class 2 contains 158747 members Entering Unmasked Estep Score: -35076152.000000 Penalty: 14677.602539 Iteration 17Q: 3 clusters Score -3.507615e+07 nChanged 202 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 901 members Mstep: Class 2 contains 158905 members Entering Unmasked Estep Score: -35076396.000000 Penalty: 14677.602539 Iteration 18Q: 3 clusters Score -3.50764e+07 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 810 members Mstep: Class 2 contains 158996 members Entering Unmasked Estep Score: -35076528.000000 Penalty: 14677.602539 Iteration 19Q: 3 clusters Score -3.507653e+07 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 761 members Mstep: Class 2 contains 159045 members Entering Unmasked Estep Score: -35076620.000000 Penalty: 14677.602539 Iteration 20F: 3 clusters Score -3.507662e+07 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 736 members Mstep: Class 2 contains 159070 members Entering Unmasked Estep Score: -35076620.000000 Penalty: 14677.602539 Iteration 21Q: 3 clusters Score -3.507662e+07 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 720 members Mstep: Class 2 contains 159086 members Entering Unmasked Estep Score: -35076712.000000 Penalty: 14677.602539 Iteration 22Q: 3 clusters Score -3.507671e+07 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 704 members Mstep: Class 2 contains 159102 members Entering Unmasked Estep Score: -35076708.000000 Penalty: 14677.602539 Iteration 23Q: 3 clusters Score -3.507671e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 698 members Mstep: Class 2 contains 159108 members Entering Unmasked Estep Score: -35076732.000000 Penalty: 14677.602539 Iteration 24Q: 3 clusters Score -3.507673e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 697 members Mstep: Class 2 contains 159109 members Entering Unmasked Estep Score: -35076740.000000 Penalty: 14677.602539 Iteration 25Q: 3 clusters Score -3.507674e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 695 members Mstep: Class 2 contains 159111 members Entering Unmasked Estep Score: -35076736.000000 Penalty: 14677.602539 Iteration 26Q: 3 clusters Score -3.507674e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 692 members Mstep: Class 2 contains 159114 members Entering Unmasked Estep Score: -35076752.000000 Penalty: 14677.602539 Iteration 27Q: 3 clusters Score -3.507675e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 689 members Mstep: Class 2 contains 159117 members Entering Unmasked Estep Score: -35076744.000000 Penalty: 14677.602539 Iteration 28Q: 3 clusters Score -3.507674e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 685 members Mstep: Class 2 contains 159121 members Entering Unmasked Estep Score: -35076780.000000 Penalty: 14677.602539 Iteration 29Q: 3 clusters Score -3.507678e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 682 members Mstep: Class 2 contains 159124 members Entering Unmasked Estep Score: -35076768.000000 Penalty: 14677.602539 Iteration 30Q: 3 clusters Score -3.507677e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 678 members Mstep: Class 2 contains 159128 members Entering Unmasked Estep Score: -35076780.000000 Penalty: 14677.602539 Iteration 31Q: 3 clusters Score -3.507678e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 676 members Mstep: Class 2 contains 159130 members Entering Unmasked Estep Score: -35076784.000000 Penalty: 14677.602539 Iteration 32Q: 3 clusters Score -3.507678e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 676 members Mstep: Class 2 contains 159130 members Entering Unmasked Estep Score: -35076776.000000 Penalty: 14677.602539 Iteration 33Q: 3 clusters Score -3.507678e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 676 members Mstep: Class 2 contains 159130 members Entering Unmasked Estep Score: -35076784.000000 Penalty: 14677.602539 Iteration 34Q: 3 clusters Score -3.507678e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 676 members Mstep: Class 2 contains 159130 members Entering Unmasked Estep Score: -35076784.000000 Penalty: 14677.602539 Iteration 35F: 3 clusters Score -3.507678e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (32757 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32757 members Entering Unmasked Estep Score: -7013793.500000 Penalty: 6368.083984 Iteration 0F: 2 clusters Score -7013794 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16438 members Mstep: Class 2 contains 16319 members Entering Unmasked Estep Score: -6989175.000000 Penalty: 12736.167969 Iteration 0F: 3 clusters Score -6989175 nChanged 13898 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16564 members Mstep: Class 2 contains 16193 members Entering Unmasked Estep Score: -6996629.000000 Penalty: 12736.167969 Iteration 1F: 3 clusters Score -6996629 nChanged 1981 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16559 members Mstep: Class 2 contains 16198 members Entering Unmasked Estep Score: -6997509.500000 Penalty: 12736.167969 Iteration 2F: 3 clusters Score -6997510 nChanged 1636 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16485 members Mstep: Class 2 contains 16272 members Entering Unmasked Estep Score: -6998252.000000 Penalty: 12736.167969 Iteration 3Q: 3 clusters Score -6998252 nChanged 1570 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16411 members Mstep: Class 2 contains 16346 members Entering Unmasked Estep Score: -6999097.000000 Penalty: 12736.167969 Iteration 4Q: 3 clusters Score -6999097 nChanged 1575 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16228 members Mstep: Class 2 contains 16529 members Entering Unmasked Estep Score: -7000036.000000 Penalty: 12736.167969 Iteration 5Q: 3 clusters Score -7000036 nChanged 1691 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16013 members Mstep: Class 2 contains 16744 members Entering Unmasked Estep Score: -7001187.500000 Penalty: 12736.167969 Iteration 6F: 3 clusters Score -7001188 nChanged 1838 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15725 members Mstep: Class 2 contains 17032 members Entering Unmasked Estep Score: -7002515.500000 Penalty: 12736.167969 Iteration 7F: 3 clusters Score -7002516 nChanged 1906 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15533 members Mstep: Class 2 contains 17224 members Entering Unmasked Estep Score: -7003874.000000 Penalty: 12736.167969 Iteration 8F: 3 clusters Score -7003874 nChanged 1788 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15381 members Mstep: Class 2 contains 17376 members Entering Unmasked Estep Score: -7005098.500000 Penalty: 12736.167969 Iteration 9F: 3 clusters Score -7005098 nChanged 1499 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15360 members Mstep: Class 2 contains 17397 members Entering Unmasked Estep Score: -7005938.500000 Penalty: 12736.167969 Iteration 10Q: 3 clusters Score -7005938 nChanged 1193 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15371 members Mstep: Class 2 contains 17386 members Entering Unmasked Estep Score: -7006517.000000 Penalty: 12736.167969 Iteration 11Q: 3 clusters Score -7006517 nChanged 942 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15441 members Mstep: Class 2 contains 17316 members Entering Unmasked Estep Score: -7006936.000000 Penalty: 12736.167969 Iteration 12Q: 3 clusters Score -7006936 nChanged 745 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15560 members Mstep: Class 2 contains 17197 members Entering Unmasked Estep Score: -7007181.500000 Penalty: 12736.167969 Iteration 13Q: 3 clusters Score -7007182 nChanged 609 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15675 members Mstep: Class 2 contains 17082 members Entering Unmasked Estep Score: -7007418.000000 Penalty: 12736.167969 Iteration 14Q: 3 clusters Score -7007418 nChanged 504 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15775 members Mstep: Class 2 contains 16982 members Entering Unmasked Estep Score: -7007584.000000 Penalty: 12736.167969 Iteration 15Q: 3 clusters Score -7007584 nChanged 429 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15882 members Mstep: Class 2 contains 16875 members Entering Unmasked Estep Score: -7007696.500000 Penalty: 12736.167969 Iteration 16Q: 3 clusters Score -7007696 nChanged 403 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16007 members Mstep: Class 2 contains 16750 members Entering Unmasked Estep Score: -7007808.000000 Penalty: 12736.167969 Iteration 17Q: 3 clusters Score -7007808 nChanged 315 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16108 members Mstep: Class 2 contains 16649 members Entering Unmasked Estep Score: -7007894.000000 Penalty: 12736.167969 Iteration 18Q: 3 clusters Score -7007894 nChanged 268 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16200 members Mstep: Class 2 contains 16557 members Entering Unmasked Estep Score: -7007949.000000 Penalty: 12736.167969 Iteration 19Q: 3 clusters Score -7007949 nChanged 206 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16298 members Mstep: Class 2 contains 16459 members Entering Unmasked Estep Score: -7007979.500000 Penalty: 12736.167969 Iteration 20F: 3 clusters Score -7007980 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16393 members Mstep: Class 2 contains 16364 members Entering Unmasked Estep Score: -7008018.000000 Penalty: 12736.167969 Iteration 21Q: 3 clusters Score -7008018 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16463 members Mstep: Class 2 contains 16294 members Entering Unmasked Estep Score: -7008044.000000 Penalty: 12736.167969 Iteration 22Q: 3 clusters Score -7008044 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16511 members Mstep: Class 2 contains 16246 members Entering Unmasked Estep Score: -7008083.500000 Penalty: 12736.167969 Iteration 23Q: 3 clusters Score -7008084 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16552 members Mstep: Class 2 contains 16205 members Entering Unmasked Estep Score: -7008081.500000 Penalty: 12736.167969 Iteration 24Q: 3 clusters Score -7008082 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16595 members Mstep: Class 2 contains 16162 members Entering Unmasked Estep Score: -7008098.500000 Penalty: 12736.167969 Iteration 25Q: 3 clusters Score -7008098 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16624 members Mstep: Class 2 contains 16133 members Entering Unmasked Estep Score: -7008102.000000 Penalty: 12736.167969 Iteration 26Q: 3 clusters Score -7008102 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16662 members Mstep: Class 2 contains 16095 members Entering Unmasked Estep Score: -7008089.000000 Penalty: 12736.167969 Iteration 27Q: 3 clusters Score -7008089 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16697 members Mstep: Class 2 contains 16060 members Entering Unmasked Estep Score: -7008083.500000 Penalty: 12736.167969 Iteration 28Q: 3 clusters Score -7008084 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16734 members Mstep: Class 2 contains 16023 members Entering Unmasked Estep Score: -7008124.000000 Penalty: 12736.167969 Iteration 29Q: 3 clusters Score -7008124 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16780 members Mstep: Class 2 contains 15977 members Entering Unmasked Estep Score: -7008138.500000 Penalty: 12736.167969 Iteration 30Q: 3 clusters Score -7008138 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16827 members Mstep: Class 2 contains 15930 members Entering Unmasked Estep Score: -7008110.500000 Penalty: 12736.167969 Iteration 31Q: 3 clusters Score -7008110 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16880 members Mstep: Class 2 contains 15877 members Entering Unmasked Estep Score: -7008124.500000 Penalty: 12736.167969 Iteration 32Q: 3 clusters Score -7008124 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16938 members Mstep: Class 2 contains 15819 members Entering Unmasked Estep Score: -7008135.500000 Penalty: 12736.167969 Iteration 33Q: 3 clusters Score -7008136 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17001 members Mstep: Class 2 contains 15756 members Entering Unmasked Estep Score: -7008140.500000 Penalty: 12736.167969 Iteration 34Q: 3 clusters Score -7008140 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17062 members Mstep: Class 2 contains 15695 members Entering Unmasked Estep Score: -7008165.000000 Penalty: 12736.167969 Iteration 35Q: 3 clusters Score -7008165 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17117 members Mstep: Class 2 contains 15640 members Entering Unmasked Estep Score: -7008186.500000 Penalty: 12736.167969 Iteration 36Q: 3 clusters Score -7008186 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17179 members Mstep: Class 2 contains 15578 members Entering Unmasked Estep Score: -7008191.000000 Penalty: 12736.167969 Iteration 37Q: 3 clusters Score -7008191 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17234 members Mstep: Class 2 contains 15523 members Entering Unmasked Estep Score: -7008212.500000 Penalty: 12736.167969 Iteration 38Q: 3 clusters Score -7008212 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17284 members Mstep: Class 2 contains 15473 members Entering Unmasked Estep Score: -7008215.000000 Penalty: 12736.167969 Iteration 39Q: 3 clusters Score -7008215 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17336 members Mstep: Class 2 contains 15421 members Entering Unmasked Estep Score: -7008233.000000 Penalty: 12736.167969 Iteration 40F: 3 clusters Score -7008233 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17401 members Mstep: Class 2 contains 15356 members Entering Unmasked Estep Score: -7008264.000000 Penalty: 12736.167969 Iteration 41Q: 3 clusters Score -7008264 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17457 members Mstep: Class 2 contains 15300 members Entering Unmasked Estep Score: 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Entering Unmasked Estep Score: -7008284.500000 Penalty: 12736.167969 Iteration 46Q: 3 clusters Score -7008284 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17688 members Mstep: Class 2 contains 15069 members Entering Unmasked Estep Score: -7008297.000000 Penalty: 12736.167969 Iteration 47Q: 3 clusters Score -7008297 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17751 members Mstep: Class 2 contains 15006 members Entering Unmasked Estep Score: -7008314.500000 Penalty: 12736.167969 Iteration 48Q: 3 clusters Score -7008314 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17839 members Mstep: Class 2 contains 14918 members Entering Unmasked Estep Score: -7008307.000000 Penalty: 12736.167969 Iteration 49Q: 3 clusters Score -7008307 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17929 members Mstep: Class 2 contains 14828 members Entering Unmasked Estep Score: -7008341.500000 Penalty: 12736.167969 Iteration 50Q: 3 clusters Score -7008342 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18028 members Mstep: Class 2 contains 14729 members Entering Unmasked Estep Score: -7008346.000000 Penalty: 12736.167969 Iteration 51Q: 3 clusters Score -7008346 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18116 members Mstep: Class 2 contains 14641 members Entering Unmasked Estep Score: -7008367.500000 Penalty: 12736.167969 Iteration 52Q: 3 clusters Score -7008368 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18220 members Mstep: Class 2 contains 14537 members Entering Unmasked Estep Score: -7008387.000000 Penalty: 12736.167969 Iteration 53Q: 3 clusters Score -7008387 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18321 members Mstep: Class 2 contains 14436 members Entering Unmasked Estep Score: -7008402.500000 Penalty: 12736.167969 Iteration 54Q: 3 clusters Score -7008402 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18417 members Mstep: Class 2 contains 14340 members Entering Unmasked Estep Score: -7008441.500000 Penalty: 12736.167969 Iteration 55Q: 3 clusters Score -7008442 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18531 members Mstep: Class 2 contains 14226 members Entering Unmasked Estep Score: -7008470.000000 Penalty: 12736.167969 Iteration 56Q: 3 clusters Score -7008470 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18659 members Mstep: Class 2 contains 14098 members Entering Unmasked Estep Score: -7008509.500000 Penalty: 12736.167969 Iteration 57Q: 3 clusters Score -7008510 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18811 members Mstep: Class 2 contains 13946 members Entering Unmasked Estep Score: -7008577.000000 Penalty: 12736.167969 Iteration 58Q: 3 clusters Score -7008577 nChanged 194 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18983 members Mstep: Class 2 contains 13774 members Entering Unmasked Estep Score: -7008628.000000 Penalty: 12736.167969 Iteration 59Q: 3 clusters Score -7008628 nChanged 201 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19162 members Mstep: Class 2 contains 13595 members Entering Unmasked Estep Score: -7008667.000000 Penalty: 12736.167969 Iteration 60F: 3 clusters Score -7008667 nChanged 192 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19340 members Mstep: Class 2 contains 13417 members Entering Unmasked Estep Score: -7008727.000000 Penalty: 12736.167969 Iteration 61Q: 3 clusters Score -7008727 nChanged 183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19521 members Mstep: Class 2 contains 13236 members Entering Unmasked Estep Score: -7008777.500000 Penalty: 12736.167969 Iteration 62Q: 3 clusters Score -7008778 nChanged 177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19686 members Mstep: Class 2 contains 13071 members Entering Unmasked Estep Score: -7008812.000000 Penalty: 12736.167969 Iteration 63Q: 3 clusters Score -7008812 nChanged 192 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19866 members Mstep: Class 2 contains 12891 members Entering Unmasked Estep Score: -7008882.500000 Penalty: 12736.167969 Iteration 64Q: 3 clusters Score -7008882 nChanged 212 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20064 members Mstep: Class 2 contains 12693 members Entering Unmasked Estep Score: -7008927.000000 Penalty: 12736.167969 Iteration 65Q: 3 clusters Score -7008927 nChanged 185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20243 members Mstep: Class 2 contains 12514 members Entering Unmasked Estep Score: -7008985.500000 Penalty: 12736.167969 Iteration 66Q: 3 clusters Score -7008986 nChanged 215 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20440 members Mstep: Class 2 contains 12317 members Entering Unmasked Estep Score: -7009036.000000 Penalty: 12736.167969 Iteration 67Q: 3 clusters Score -7009036 nChanged 191 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20619 members Mstep: Class 2 contains 12138 members Entering Unmasked Estep Score: -7009069.500000 Penalty: 12736.167969 Iteration 68Q: 3 clusters Score -7009070 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20770 members Mstep: Class 2 contains 11987 members Entering Unmasked Estep Score: -7009101.500000 Penalty: 12736.167969 Iteration 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2 contains 7297 members Entering Unmasked Estep Score: -7009910.500000 Penalty: 12736.167969 Iteration 198Q: 3 clusters Score -7009910 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25474 members Mstep: Class 2 contains 7283 members Entering Unmasked Estep Score: -7009916.500000 Penalty: 12736.167969 Iteration 199Q: 3 clusters Score -7009916 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25484 members Mstep: Class 2 contains 7273 members Entering Unmasked Estep Score: -7009912.000000 Penalty: 12736.167969 Iteration 200F: 3 clusters Score -7009912 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25489 members Mstep: Class 2 contains 7268 members Entering Unmasked Estep Score: -7009909.000000 Penalty: 12736.167969 Iteration 201Q: 3 clusters Score -7009909 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25489 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Class 1 contains 25524 members Mstep: Class 2 contains 7233 members Entering Unmasked Estep Score: -7009934.500000 Penalty: 12736.167969 Iteration 206Q: 3 clusters Score -7009934 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25535 members Mstep: Class 2 contains 7222 members Entering Unmasked Estep Score: -7009934.000000 Penalty: 12736.167969 Iteration 207Q: 3 clusters Score -7009934 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25546 members Mstep: Class 2 contains 7211 members Entering Unmasked Estep Score: -7009946.000000 Penalty: 12736.167969 Iteration 208Q: 3 clusters Score -7009946 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25554 members Mstep: Class 2 contains 7203 members Entering Unmasked Estep Score: -7009939.500000 Penalty: 12736.167969 Iteration 209Q: 3 clusters Score -7009940 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25561 members Mstep: Class 2 contains 7196 members Entering Unmasked Estep Score: -7009941.000000 Penalty: 12736.167969 Iteration 210Q: 3 clusters Score -7009941 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25574 members Mstep: Class 2 contains 7183 members Entering Unmasked Estep Score: -7009944.000000 Penalty: 12736.167969 Iteration 211Q: 3 clusters Score -7009944 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25580 members Mstep: Class 2 contains 7177 members Entering Unmasked Estep Score: -7009946.000000 Penalty: 12736.167969 Iteration 212Q: 3 clusters Score -7009946 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25590 members Mstep: Class 2 contains 7167 members Entering Unmasked Estep Score: -7009940.500000 Penalty: 12736.167969 Iteration 213Q: 3 clusters Score -7009940 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25601 members Mstep: Class 2 contains 7156 members Entering Unmasked Estep Score: -7009944.000000 Penalty: 12736.167969 Iteration 214Q: 3 clusters Score -7009944 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25614 members Mstep: Class 2 contains 7143 members Entering Unmasked Estep Score: -7009939.500000 Penalty: 12736.167969 Iteration 215Q: 3 clusters Score -7009940 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25623 members Mstep: Class 2 contains 7134 members Entering Unmasked Estep Score: -7009957.500000 Penalty: 12736.167969 Iteration 216Q: 3 clusters Score -7009958 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25630 members Mstep: Class 2 contains 7127 members Entering Unmasked Estep Score: -7009955.000000 Penalty: 12736.167969 Iteration 217Q: 3 clusters Score -7009955 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25639 members Mstep: Class 2 contains 7118 members Entering Unmasked Estep Score: -7009953.000000 Penalty: 12736.167969 Iteration 218Q: 3 clusters Score -7009953 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25650 members Mstep: Class 2 contains 7107 members Entering Unmasked Estep Score: -7009952.500000 Penalty: 12736.167969 Iteration 219Q: 3 clusters Score -7009952 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25653 members Mstep: Class 2 contains 7104 members Entering Unmasked Estep Score: -7009957.500000 Penalty: 12736.167969 Iteration 220F: 3 clusters Score -7009958 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25658 members Mstep: Class 2 contains 7099 members Entering Unmasked Estep Score: -7009952.500000 Penalty: 12736.167969 Iteration 221Q: 3 clusters Score -7009952 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25664 members Mstep: Class 2 contains 7093 members Entering Unmasked Estep Score: -7009957.000000 Penalty: 12736.167969 Iteration 222Q: 3 clusters Score -7009957 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25668 members Mstep: Class 2 contains 7089 members Entering Unmasked Estep Score: -7009955.000000 Penalty: 12736.167969 Iteration 223Q: 3 clusters Score -7009955 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25670 members Mstep: Class 2 contains 7087 members Entering Unmasked Estep Score: -7009964.000000 Penalty: 12736.167969 Iteration 224Q: 3 clusters Score -7009964 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25671 members Mstep: Class 2 contains 7086 members Entering Unmasked Estep Score: -7009973.500000 Penalty: 12736.167969 Iteration 225Q: 3 clusters Score -7009974 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25674 members Mstep: Class 2 contains 7083 members Entering Unmasked Estep Score: -7009965.500000 Penalty: 12736.167969 Iteration 226Q: 3 clusters Score -7009966 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25675 members Mstep: Class 2 contains 7082 members Entering Unmasked Estep Score: -7009966.000000 Penalty: 12736.167969 Iteration 227Q: 3 clusters Score -7009966 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25676 members Mstep: Class 2 contains 7081 members Entering Unmasked Estep Score: -7009962.500000 Penalty: 12736.167969 Iteration 228Q: 3 clusters Score -7009962 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25677 members Mstep: Class 2 contains 7080 members Entering Unmasked Estep Score: -7009959.500000 Penalty: 12736.167969 Iteration 229Q: 3 clusters Score -7009960 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25677 members Mstep: Class 2 contains 7080 members Entering Unmasked Estep Score: -7009959.500000 Penalty: 12736.167969 Iteration 230F: 3 clusters Score -7009960 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (34235 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34235 members Entering Unmasked Estep Score: -7583780.500000 Penalty: 6395.114746 Iteration 0F: 2 clusters Score -7583780 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17106 members Mstep: Class 2 contains 17129 members Entering Unmasked Estep Score: -7558212.500000 Penalty: 12790.229492 Iteration 0F: 3 clusters Score -7558212 nChanged 14598 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16942 members Mstep: Class 2 contains 17293 members Entering Unmasked Estep Score: -7565864.500000 Penalty: 12790.229492 Iteration 1F: 3 clusters Score -7565864 nChanged 1938 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16800 members Mstep: Class 2 contains 17435 members Entering Unmasked Estep Score: -7566697.000000 Penalty: 12790.229492 Iteration 2F: 3 clusters Score -7566697 nChanged 1594 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16558 members Mstep: Class 2 contains 17677 members Entering Unmasked Estep Score: -7567218.500000 Penalty: 12790.229492 Iteration 3Q: 3 clusters Score -7567218 nChanged 1325 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16195 members Mstep: Class 2 contains 18040 members Entering Unmasked Estep Score: -7567753.000000 Penalty: 12790.229492 Iteration 4Q: 3 clusters Score -7567753 nChanged 1285 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15656 members Mstep: Class 2 contains 18579 members Entering Unmasked Estep Score: -7568235.000000 Penalty: 12790.229492 Iteration 5Q: 3 clusters Score -7568235 nChanged 1285 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14975 members Mstep: Class 2 contains 19260 members Entering Unmasked Estep Score: -7568746.000000 Penalty: 12790.229492 Iteration 6Q: 3 clusters Score -7568746 nChanged 1332 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14161 members Mstep: Class 2 contains 20074 members Entering Unmasked Estep Score: -7569365.500000 Penalty: 12790.229492 Iteration 7Q: 3 clusters Score -7569366 nChanged 1451 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13142 members Mstep: Class 2 contains 21093 members Entering Unmasked Estep Score: -7570103.500000 Penalty: 12790.229492 Iteration 8Q: 3 clusters Score -7570104 nChanged 1592 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12024 members Mstep: Class 2 contains 22211 members Entering Unmasked Estep Score: -7570968.500000 Penalty: 12790.229492 Iteration 9Q: 3 clusters Score -7570968 nChanged 1582 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10804 members Mstep: Class 2 contains 23431 members Entering Unmasked Estep Score: -7571887.000000 Penalty: 12790.229492 Iteration 10Q: 3 clusters Score -7571887 nChanged 1626 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9514 members Mstep: Class 2 contains 24721 members Entering Unmasked Estep Score: -7572893.500000 Penalty: 12790.229492 Iteration 11Q: 3 clusters Score -7572894 nChanged 1512 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8242 members Mstep: Class 2 contains 25993 members Entering Unmasked Estep Score: -7573742.500000 Penalty: 12790.229492 Iteration 12Q: 3 clusters Score -7573742 nChanged 1357 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7037 members Mstep: Class 2 contains 27198 members Entering Unmasked Estep Score: -7574561.000000 Penalty: 12790.229492 Iteration 13Q: 3 clusters Score -7574561 nChanged 1154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5973 members Mstep: Class 2 contains 28262 members Entering Unmasked Estep Score: -7575274.000000 Penalty: 12790.229492 Iteration 14Q: 3 clusters Score -7575274 nChanged 1013 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5014 members Mstep: Class 2 contains 29221 members Entering Unmasked Estep Score: -7575930.000000 Penalty: 12790.229492 Iteration 15Q: 3 clusters Score -7575930 nChanged 889 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4169 members Mstep: Class 2 contains 30066 members Entering Unmasked Estep Score: -7576462.000000 Penalty: 12790.229492 Iteration 16Q: 3 clusters Score -7576462 nChanged 694 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3509 members Mstep: Class 2 contains 30726 members Entering Unmasked Estep Score: -7576890.500000 Penalty: 12790.229492 Iteration 17Q: 3 clusters Score -7576890 nChanged 567 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2970 members Mstep: Class 2 contains 31265 members Entering Unmasked Estep Score: -7577218.000000 Penalty: 12790.229492 Iteration 18Q: 3 clusters Score -7577218 nChanged 415 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2567 members Mstep: Class 2 contains 31668 members Entering Unmasked Estep Score: -7577496.500000 Penalty: 12790.229492 Iteration 19Q: 3 clusters Score -7577496 nChanged 330 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2255 members Mstep: Class 2 contains 31980 members Entering Unmasked Estep Score: -7577696.000000 Penalty: 12790.229492 Iteration 20F: 3 clusters Score -7577696 nChanged 270 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2001 members Mstep: Class 2 contains 32234 members Entering Unmasked Estep Score: -7577893.500000 Penalty: 12790.229492 Iteration 21Q: 3 clusters Score -7577894 nChanged 210 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1813 members Mstep: Class 2 contains 32422 members Entering Unmasked Estep Score: -7578032.500000 Penalty: 12790.229492 Iteration 22Q: 3 clusters Score -7578032 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1686 members Mstep: Class 2 contains 32549 members Entering Unmasked Estep Score: -7578095.500000 Penalty: 12790.229492 Iteration 23Q: 3 clusters Score -7578096 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1585 members Mstep: Class 2 contains 32650 members Entering Unmasked Estep Score: -7578186.500000 Penalty: 12790.229492 Iteration 24Q: 3 clusters Score -7578186 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1520 members Mstep: Class 2 contains 32715 members Entering Unmasked Estep Score: -7578252.000000 Penalty: 12790.229492 Iteration 25Q: 3 clusters Score -7578252 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1449 members Mstep: Class 2 contains 32786 members Entering Unmasked Estep Score: -7578299.500000 Penalty: 12790.229492 Iteration 26Q: 3 clusters Score -7578300 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1397 members Mstep: Class 2 contains 32838 members Entering Unmasked Estep Score: -7578329.500000 Penalty: 12790.229492 Iteration 27Q: 3 clusters Score -7578330 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1357 members Mstep: Class 2 contains 32878 members Entering Unmasked Estep Score: -7578370.500000 Penalty: 12790.229492 Iteration 28Q: 3 clusters Score -7578370 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1331 members Mstep: Class 2 contains 32904 members Entering Unmasked Estep Score: -7578387.500000 Penalty: 12790.229492 Iteration 29Q: 3 clusters Score -7578388 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1313 members Mstep: Class 2 contains 32922 members Entering Unmasked Estep Score: -7578389.000000 Penalty: 12790.229492 Iteration 30Q: 3 clusters Score -7578389 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1293 members Mstep: Class 2 contains 32942 members Entering Unmasked Estep Score: -7578410.500000 Penalty: 12790.229492 Iteration 31Q: 3 clusters Score -7578410 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1272 members Mstep: Class 2 contains 32963 members Entering Unmasked Estep Score: -7578439.500000 Penalty: 12790.229492 Iteration 32Q: 3 clusters Score -7578440 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1252 members Mstep: Class 2 contains 32983 members Entering Unmasked Estep Score: -7578442.000000 Penalty: 12790.229492 Iteration 33Q: 3 clusters Score -7578442 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1239 members Mstep: Class 2 contains 32996 members Entering Unmasked Estep Score: -7578449.500000 Penalty: 12790.229492 Iteration 34Q: 3 clusters Score -7578450 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1227 members Mstep: Class 2 contains 33008 members Entering Unmasked Estep Score: -7578464.500000 Penalty: 12790.229492 Iteration 35Q: 3 clusters Score -7578464 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1215 members Mstep: Class 2 contains 33020 members Entering Unmasked Estep Score: -7578477.500000 Penalty: 12790.229492 Iteration 36Q: 3 clusters Score -7578478 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1210 members Mstep: Class 2 contains 33025 members Entering Unmasked Estep Score: -7578477.000000 Penalty: 12790.229492 Iteration 37Q: 3 clusters Score -7578477 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1209 members Mstep: Class 2 contains 33026 members Entering Unmasked Estep Score: -7578480.500000 Penalty: 12790.229492 Iteration 38Q: 3 clusters Score -7578480 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1205 members Mstep: Class 2 contains 33030 members Entering Unmasked Estep Score: -7578484.500000 Penalty: 12790.229492 Iteration 39Q: 3 clusters Score -7578484 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1205 members Mstep: Class 2 contains 33030 members Entering Unmasked Estep Score: -7578491.000000 Penalty: 12790.229492 Iteration 40F: 3 clusters Score -7578491 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1205 members Mstep: Class 2 contains 33030 members Entering Unmasked Estep Score: -7578488.500000 Penalty: 12790.229492 Iteration 41Q: 3 clusters Score -7578488 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1201 members Mstep: Class 2 contains 33034 members Entering Unmasked Estep Score: -7578487.500000 Penalty: 12790.229492 Iteration 42Q: 3 clusters Score -7578488 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1198 members Mstep: Class 2 contains 33037 members Entering Unmasked Estep Score: -7578500.000000 Penalty: 12790.229492 Iteration 43Q: 3 clusters Score -7578500 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1196 members Mstep: Class 2 contains 33039 members Entering Unmasked Estep Score: -7578511.000000 Penalty: 12790.229492 Iteration 44Q: 3 clusters Score -7578511 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1194 members Mstep: Class 2 contains 33041 members Entering Unmasked Estep Score: -7578511.500000 Penalty: 12790.229492 Iteration 45Q: 3 clusters Score -7578512 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1194 members Mstep: Class 2 contains 33041 members Entering Unmasked Estep Score: -7578511.500000 Penalty: 12790.229492 Iteration 46F: 3 clusters Score -7578512 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (9233 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9233 members Entering Unmasked Estep Score: -1941501.375000 Penalty: 5592.455078 Iteration 0F: 2 clusters Score -1941501 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4658 members Mstep: Class 2 contains 4575 members Entering Unmasked Estep Score: -1931780.750000 Penalty: 11184.910156 Iteration 0F: 3 clusters Score -1931781 nChanged 3378 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4712 members Mstep: Class 2 contains 4521 members Entering Unmasked Estep Score: -1933852.250000 Penalty: 11184.910156 Iteration 1F: 3 clusters Score -1933852 nChanged 745 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4729 members Mstep: Class 2 contains 4504 members Entering Unmasked Estep Score: -1934410.000000 Penalty: 11184.910156 Iteration 2F: 3 clusters Score -1934410 nChanged 504 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4723 members Mstep: Class 2 contains 4510 members Entering Unmasked Estep Score: -1934774.750000 Penalty: 11184.910156 Iteration 3F: 3 clusters Score -1934775 nChanged 378 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4699 members Mstep: Class 2 contains 4534 members Entering Unmasked Estep Score: -1935032.750000 Penalty: 11184.910156 Iteration 4Q: 3 clusters Score -1935033 nChanged 319 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4666 members Mstep: Class 2 contains 4567 members Entering Unmasked Estep Score: -1935255.750000 Penalty: 11184.910156 Iteration 5Q: 3 clusters Score -1935256 nChanged 315 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4611 members Mstep: Class 2 contains 4622 members Entering Unmasked Estep Score: -1935511.500000 Penalty: 11184.910156 Iteration 6Q: 3 clusters Score -1935512 nChanged 340 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4555 members Mstep: Class 2 contains 4678 members Entering Unmasked Estep Score: -1935791.625000 Penalty: 11184.910156 Iteration 7Q: 3 clusters Score -1935792 nChanged 360 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4471 members Mstep: Class 2 contains 4762 members Entering Unmasked Estep Score: -1936082.375000 Penalty: 11184.910156 Iteration 8Q: 3 clusters Score -1936082 nChanged 358 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4439 members Mstep: Class 2 contains 4794 members Entering Unmasked Estep Score: -1936447.875000 Penalty: 11184.910156 Iteration 9Q: 3 clusters Score -1936448 nChanged 383 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4414 members Mstep: Class 2 contains 4819 members Entering Unmasked Estep Score: -1936939.375000 Penalty: 11184.910156 Iteration 10Q: 3 clusters Score -1936939 nChanged 416 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4362 members Mstep: Class 2 contains 4871 members Entering Unmasked Estep Score: -1937414.875000 Penalty: 11184.910156 Iteration 11Q: 3 clusters Score -1937415 nChanged 402 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4320 members Mstep: Class 2 contains 4913 members Entering Unmasked Estep Score: -1937830.250000 Penalty: 11184.910156 Iteration 12Q: 3 clusters Score -1937830 nChanged 347 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4297 members Mstep: Class 2 contains 4936 members Entering Unmasked Estep Score: -1938168.125000 Penalty: 11184.910156 Iteration 13Q: 3 clusters Score -1938168 nChanged 261 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4320 members Mstep: Class 2 contains 4913 members Entering Unmasked Estep Score: -1938415.125000 Penalty: 11184.910156 Iteration 14Q: 3 clusters Score -1938415 nChanged 201 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4333 members Mstep: Class 2 contains 4900 members Entering Unmasked Estep Score: -1938600.750000 Penalty: 11184.910156 Iteration 15Q: 3 clusters Score -1938601 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4339 members Mstep: Class 2 contains 4894 members Entering Unmasked Estep Score: -1938751.625000 Penalty: 11184.910156 Iteration 16Q: 3 clusters Score -1938752 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4337 members Mstep: Class 2 contains 4896 members Entering Unmasked Estep Score: -1938852.000000 Penalty: 11184.910156 Iteration 17Q: 3 clusters Score -1938852 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4331 members Mstep: Class 2 contains 4902 members Entering Unmasked Estep Score: -1938919.625000 Penalty: 11184.910156 Iteration 18Q: 3 clusters Score -1938920 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4323 members Mstep: Class 2 contains 4910 members Entering Unmasked Estep Score: -1938960.625000 Penalty: 11184.910156 Iteration 19Q: 3 clusters Score -1938961 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4325 members Mstep: Class 2 contains 4908 members Entering Unmasked Estep Score: -1939011.500000 Penalty: 11184.910156 Iteration 20F: 3 clusters Score -1939012 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4323 members Mstep: Class 2 contains 4910 members Entering Unmasked Estep Score: -1939049.750000 Penalty: 11184.910156 Iteration 21Q: 3 clusters Score -1939050 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4316 members Mstep: Class 2 contains 4917 members Entering Unmasked Estep Score: -1939090.750000 Penalty: 11184.910156 Iteration 22Q: 3 clusters Score -1939091 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4306 members Mstep: Class 2 contains 4927 members Entering Unmasked Estep Score: -1939128.500000 Penalty: 11184.910156 Iteration 23Q: 3 clusters Score -1939128 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4284 members Mstep: Class 2 contains 4949 members Entering Unmasked Estep Score: -1939165.250000 Penalty: 11184.910156 Iteration 24Q: 3 clusters Score -1939165 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4272 members Mstep: Class 2 contains 4961 members Entering Unmasked Estep Score: -1939183.500000 Penalty: 11184.910156 Iteration 25Q: 3 clusters Score -1939184 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4264 members Mstep: Class 2 contains 4969 members Entering Unmasked Estep Score: -1939204.125000 Penalty: 11184.910156 Iteration 26Q: 3 clusters Score -1939204 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4258 members Mstep: Class 2 contains 4975 members Entering Unmasked Estep Score: -1939228.000000 Penalty: 11184.910156 Iteration 27Q: 3 clusters Score -1939228 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4255 members Mstep: Class 2 contains 4978 members Entering Unmasked Estep Score: -1939239.500000 Penalty: 11184.910156 Iteration 28Q: 3 clusters Score -1939240 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4251 members Mstep: Class 2 contains 4982 members Entering Unmasked Estep Score: -1939251.125000 Penalty: 11184.910156 Iteration 29Q: 3 clusters Score -1939251 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4236 members Mstep: Class 2 contains 4997 members Entering Unmasked Estep Score: -1939263.375000 Penalty: 11184.910156 Iteration 30Q: 3 clusters Score -1939263 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4218 members Mstep: Class 2 contains 5015 members Entering Unmasked Estep Score: -1939277.500000 Penalty: 11184.910156 Iteration 31Q: 3 clusters Score -1939278 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4204 members Mstep: Class 2 contains 5029 members Entering Unmasked Estep Score: -1939286.375000 Penalty: 11184.910156 Iteration 32Q: 3 clusters Score -1939286 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4193 members Mstep: Class 2 contains 5040 members Entering Unmasked Estep Score: -1939293.125000 Penalty: 11184.910156 Iteration 33Q: 3 clusters Score -1939293 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4176 members Mstep: Class 2 contains 5057 members Entering Unmasked Estep Score: -1939308.250000 Penalty: 11184.910156 Iteration 34Q: 3 clusters Score -1939308 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4160 members Mstep: Class 2 contains 5073 members Entering Unmasked Estep Score: -1939318.875000 Penalty: 11184.910156 Iteration 35Q: 3 clusters Score -1939319 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4144 members Mstep: Class 2 contains 5089 members Entering Unmasked Estep Score: -1939328.625000 Penalty: 11184.910156 Iteration 36Q: 3 clusters Score -1939329 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4132 members Mstep: Class 2 contains 5101 members Entering Unmasked Estep Score: -1939341.125000 Penalty: 11184.910156 Iteration 37Q: 3 clusters Score -1939341 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4120 members Mstep: Class 2 contains 5113 members Entering Unmasked Estep Score: -1939348.875000 Penalty: 11184.910156 Iteration 38Q: 3 clusters Score -1939349 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4111 members Mstep: Class 2 contains 5122 members Entering Unmasked Estep Score: -1939352.500000 Penalty: 11184.910156 Iteration 39Q: 3 clusters Score -1939352 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4107 members Mstep: Class 2 contains 5126 members Entering Unmasked Estep Score: -1939354.500000 Penalty: 11184.910156 Iteration 40F: 3 clusters Score -1939354 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4103 members Mstep: Class 2 contains 5130 members Entering Unmasked Estep Score: -1939353.875000 Penalty: 11184.910156 Iteration 41Q: 3 clusters Score -1939354 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4100 members Mstep: Class 2 contains 5133 members Entering Unmasked Estep Score: -1939358.625000 Penalty: 11184.910156 Iteration 42Q: 3 clusters Score -1939359 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4100 members Mstep: Class 2 contains 5133 members Entering Unmasked Estep Score: -1939361.500000 Penalty: 11184.910156 Iteration 43Q: 3 clusters Score -1939362 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4099 members Mstep: Class 2 contains 5134 members Entering Unmasked Estep Score: -1939362.000000 Penalty: 11184.910156 Iteration 44Q: 3 clusters Score -1939362 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4099 members Mstep: Class 2 contains 5134 members Entering Unmasked Estep Score: -1939362.000000 Penalty: 11184.910156 Iteration 45F: 3 clusters Score -1939362 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (24575 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24575 members Entering Unmasked Estep Score: -5314469.500000 Penalty: 6192.059570 Iteration 0F: 2 clusters Score -5314470 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12351 members Mstep: Class 2 contains 12224 members Entering Unmasked Estep Score: -5295176.500000 Penalty: 12384.119141 Iteration 0F: 3 clusters Score -5295176 nChanged 10257 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12268 members Mstep: Class 2 contains 12307 members Entering Unmasked Estep Score: -5301167.500000 Penalty: 12384.119141 Iteration 1F: 3 clusters Score -5301168 nChanged 1869 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11903 members Mstep: Class 2 contains 12672 members Entering Unmasked Estep Score: -5302921.500000 Penalty: 12384.119141 Iteration 2F: 3 clusters Score -5302922 nChanged 1970 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11105 members Mstep: Class 2 contains 13470 members Entering Unmasked Estep Score: -5304639.000000 Penalty: 12384.119141 Iteration 3F: 3 clusters Score -5304639 nChanged 2040 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10057 members Mstep: Class 2 contains 14518 members Entering Unmasked Estep Score: -5306234.500000 Penalty: 12384.119141 Iteration 4F: 3 clusters Score -5306234 nChanged 1798 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8891 members Mstep: Class 2 contains 15684 members Entering Unmasked Estep Score: -5307569.500000 Penalty: 12384.119141 Iteration 5F: 3 clusters Score -5307570 nChanged 1560 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7669 members Mstep: Class 2 contains 16906 members Entering Unmasked Estep Score: -5308746.000000 Penalty: 12384.119141 Iteration 6F: 3 clusters Score -5308746 nChanged 1256 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6597 members Mstep: Class 2 contains 17978 members Entering Unmasked Estep Score: -5309635.500000 Penalty: 12384.119141 Iteration 7F: 3 clusters Score -5309636 nChanged 1002 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5705 members Mstep: Class 2 contains 18870 members Entering Unmasked Estep Score: -5310282.500000 Penalty: 12384.119141 Iteration 8Q: 3 clusters Score -5310282 nChanged 816 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4939 members Mstep: Class 2 contains 19636 members Entering Unmasked Estep Score: -5310795.500000 Penalty: 12384.119141 Iteration 9Q: 3 clusters Score -5310796 nChanged 637 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4330 members Mstep: Class 2 contains 20245 members Entering Unmasked Estep Score: -5311201.000000 Penalty: 12384.119141 Iteration 10Q: 3 clusters Score -5311201 nChanged 547 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3795 members Mstep: Class 2 contains 20780 members Entering Unmasked Estep Score: -5311564.000000 Penalty: 12384.119141 Iteration 11Q: 3 clusters Score -5311564 nChanged 463 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3342 members Mstep: Class 2 contains 21233 members Entering Unmasked Estep Score: -5311847.000000 Penalty: 12384.119141 Iteration 12Q: 3 clusters Score -5311847 nChanged 333 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3015 members Mstep: Class 2 contains 21560 members Entering Unmasked Estep Score: -5312041.000000 Penalty: 12384.119141 Iteration 13Q: 3 clusters Score -5312041 nChanged 264 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2755 members Mstep: Class 2 contains 21820 members Entering Unmasked Estep Score: -5312174.500000 Penalty: 12384.119141 Iteration 14Q: 3 clusters Score -5312174 nChanged 200 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2555 members Mstep: Class 2 contains 22020 members Entering Unmasked Estep Score: -5312282.000000 Penalty: 12384.119141 Iteration 15Q: 3 clusters Score -5312282 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2398 members Mstep: Class 2 contains 22177 members Entering Unmasked Estep Score: -5312377.500000 Penalty: 12384.119141 Iteration 16Q: 3 clusters Score -5312378 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2284 members Mstep: Class 2 contains 22291 members Entering Unmasked Estep Score: -5312443.500000 Penalty: 12384.119141 Iteration 17Q: 3 clusters Score -5312444 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2170 members Mstep: Class 2 contains 22405 members Entering Unmasked Estep Score: -5312504.000000 Penalty: 12384.119141 Iteration 18Q: 3 clusters Score -5312504 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2079 members Mstep: Class 2 contains 22496 members Entering Unmasked Estep Score: -5312551.500000 Penalty: 12384.119141 Iteration 19Q: 3 clusters Score -5312552 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2009 members Mstep: Class 2 contains 22566 members Entering Unmasked Estep Score: -5312574.000000 Penalty: 12384.119141 Iteration 20F: 3 clusters Score -5312574 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1967 members Mstep: Class 2 contains 22608 members Entering Unmasked Estep Score: -5312589.000000 Penalty: 12384.119141 Iteration 21Q: 3 clusters Score -5312589 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1931 members Mstep: Class 2 contains 22644 members Entering Unmasked Estep Score: -5312604.500000 Penalty: 12384.119141 Iteration 22Q: 3 clusters Score -5312604 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1895 members Mstep: Class 2 contains 22680 members Entering Unmasked Estep Score: -5312605.500000 Penalty: 12384.119141 Iteration 23Q: 3 clusters Score -5312606 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1866 members Mstep: Class 2 contains 22709 members Entering Unmasked Estep Score: -5312611.500000 Penalty: 12384.119141 Iteration 24Q: 3 clusters Score -5312612 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1842 members Mstep: Class 2 contains 22733 members Entering Unmasked Estep Score: -5312619.500000 Penalty: 12384.119141 Iteration 25Q: 3 clusters Score -5312620 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1819 members Mstep: Class 2 contains 22756 members Entering Unmasked Estep Score: -5312640.500000 Penalty: 12384.119141 Iteration 26Q: 3 clusters Score -5312640 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1801 members Mstep: Class 2 contains 22774 members Entering Unmasked Estep Score: -5312648.500000 Penalty: 12384.119141 Iteration 27Q: 3 clusters Score -5312648 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1788 members Mstep: Class 2 contains 22787 members Entering Unmasked Estep Score: -5312649.500000 Penalty: 12384.119141 Iteration 28Q: 3 clusters Score -5312650 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1783 members Mstep: Class 2 contains 22792 members Entering Unmasked Estep Score: -5312654.500000 Penalty: 12384.119141 Iteration 29Q: 3 clusters Score -5312654 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1776 members Mstep: Class 2 contains 22799 members Entering Unmasked Estep Score: -5312649.000000 Penalty: 12384.119141 Iteration 30Q: 3 clusters Score -5312649 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1770 members Mstep: Class 2 contains 22805 members Entering Unmasked Estep Score: -5312663.500000 Penalty: 12384.119141 Iteration 31Q: 3 clusters Score -5312664 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1763 members Mstep: Class 2 contains 22812 members Entering Unmasked Estep Score: -5312653.500000 Penalty: 12384.119141 Iteration 32Q: 3 clusters Score -5312654 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1759 members Mstep: Class 2 contains 22816 members Entering Unmasked Estep Score: -5312659.500000 Penalty: 12384.119141 Iteration 33Q: 3 clusters Score -5312660 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1755 members Mstep: Class 2 contains 22820 members Entering Unmasked Estep Score: -5312660.500000 Penalty: 12384.119141 Iteration 34Q: 3 clusters Score -5312660 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1752 members Mstep: Class 2 contains 22823 members Entering Unmasked Estep Score: -5312671.500000 Penalty: 12384.119141 Iteration 35Q: 3 clusters Score -5312672 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1749 members Mstep: Class 2 contains 22826 members Entering Unmasked Estep Score: -5312674.000000 Penalty: 12384.119141 Iteration 36Q: 3 clusters Score -5312674 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1746 members Mstep: Class 2 contains 22829 members Entering Unmasked Estep Score: -5312675.000000 Penalty: 12384.119141 Iteration 37Q: 3 clusters Score -5312675 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1742 members Mstep: Class 2 contains 22833 members Entering Unmasked Estep Score: -5312665.500000 Penalty: 12384.119141 Iteration 38Q: 3 clusters Score -5312666 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1741 members Mstep: Class 2 contains 22834 members Entering Unmasked Estep Score: -5312670.500000 Penalty: 12384.119141 Iteration 39Q: 3 clusters Score -5312670 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1738 members Mstep: Class 2 contains 22837 members Entering Unmasked Estep Score: -5312671.500000 Penalty: 12384.119141 Iteration 40F: 3 clusters Score -5312672 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1736 members Mstep: Class 2 contains 22839 members Entering Unmasked Estep Score: -5312679.000000 Penalty: 12384.119141 Iteration 41Q: 3 clusters Score -5312679 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1736 members Mstep: Class 2 contains 22839 members Entering Unmasked Estep Score: -5312679.000000 Penalty: 12384.119141 Iteration 42F: 3 clusters Score -5312679 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (625 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 625 members Entering Unmasked Estep Score: -125030.453125 Penalty: 3943.123047 Iteration 0F: 2 clusters Score -125030.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 333 members Mstep: Class 2 contains 292 members Entering Unmasked Estep Score: -121408.218750 Penalty: 7886.246094 Iteration 0F: 3 clusters Score -121408.2 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 333 members Mstep: Class 2 contains 292 members Entering Unmasked Estep Score: -121592.953125 Penalty: 7886.246094 Iteration 1F: 3 clusters Score -121593 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 339 members Mstep: Class 2 contains 286 members Entering Unmasked Estep Score: -121654.242188 Penalty: 7886.246094 Iteration 2Q: 3 clusters Score -121654.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 337 members Mstep: Class 2 contains 288 members Entering Unmasked Estep Score: -121670.304688 Penalty: 7886.246094 Iteration 3Q: 3 clusters Score -121670.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 338 members Mstep: Class 2 contains 287 members Entering Unmasked Estep Score: -121675.359375 Penalty: 7886.246094 Iteration 4Q: 3 clusters Score -121675.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 339 members Mstep: Class 2 contains 286 members Entering Unmasked Estep Score: -121678.039062 Penalty: 7886.246094 Iteration 5Q: 3 clusters Score -121678 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 339 members Mstep: Class 2 contains 286 members Entering Unmasked Estep Score: -121678.039062 Penalty: 7886.246094 Iteration 6F: 3 clusters Score -121678 nChanged 0 Entering ConstructFrom: Trying to split cluster 22 (1321 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1321 members Entering Unmasked Estep Score: -250604.734375 Penalty: 4401.513184 Iteration 0F: 2 clusters Score -250604.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 625 members Mstep: Class 2 contains 696 members Entering Unmasked Estep Score: -246389.421875 Penalty: 8803.026367 Iteration 0F: 3 clusters Score -246389.4 nChanged 281 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 590 members Mstep: Class 2 contains 731 members Entering Unmasked Estep Score: -247259.703125 Penalty: 8803.026367 Iteration 1F: 3 clusters Score -247259.7 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 589 members Mstep: Class 2 contains 732 members Entering Unmasked Estep Score: -247734.093750 Penalty: 8803.026367 Iteration 2F: 3 clusters Score -247734.1 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 602 members Mstep: Class 2 contains 719 members Entering Unmasked Estep Score: -248097.375000 Penalty: 8803.026367 Iteration 3F: 3 clusters Score -248097.4 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 619 members Mstep: Class 2 contains 702 members Entering Unmasked Estep Score: -248492.328125 Penalty: 8803.026367 Iteration 4Q: 3 clusters Score -248492.3 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 636 members Mstep: Class 2 contains 685 members Entering Unmasked Estep Score: -248929.171875 Penalty: 8803.026367 Iteration 5Q: 3 clusters Score -248929.2 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 666 members Mstep: Class 2 contains 655 members Entering Unmasked Estep Score: -249264.562500 Penalty: 8803.026367 Iteration 6Q: 3 clusters Score -249264.6 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 703 members Mstep: Class 2 contains 618 members Entering Unmasked Estep Score: -249501.812500 Penalty: 8803.026367 Iteration 7Q: 3 clusters Score -249501.8 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 737 members Mstep: Class 2 contains 584 members Entering Unmasked Estep Score: -249763.921875 Penalty: 8803.026367 Iteration 8Q: 3 clusters Score -249763.9 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 762 members Mstep: Class 2 contains 559 members Entering Unmasked Estep Score: -249939.250000 Penalty: 8803.026367 Iteration 9Q: 3 clusters Score -249939.2 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 787 members Mstep: Class 2 contains 534 members Entering Unmasked Estep Score: -250051.234375 Penalty: 8803.026367 Iteration 10Q: 3 clusters Score -250051.2 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 804 members Mstep: Class 2 contains 517 members Entering Unmasked Estep Score: -250155.000000 Penalty: 8803.026367 Iteration 11Q: 3 clusters Score -250155 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 822 members Mstep: Class 2 contains 499 members Entering Unmasked Estep Score: -250287.140625 Penalty: 8803.026367 Iteration 12Q: 3 clusters Score -250287.1 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 838 members Mstep: Class 2 contains 483 members Entering Unmasked Estep Score: -250400.375000 Penalty: 8803.026367 Iteration 13Q: 3 clusters Score -250400.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 846 members Mstep: Class 2 contains 475 members Entering Unmasked Estep Score: -250451.750000 Penalty: 8803.026367 Iteration 14Q: 3 clusters Score -250451.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 853 members Mstep: Class 2 contains 468 members Entering Unmasked Estep Score: -250490.750000 Penalty: 8803.026367 Iteration 15Q: 3 clusters Score -250490.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 856 members Mstep: Class 2 contains 465 members Entering Unmasked Estep Score: -250506.281250 Penalty: 8803.026367 Iteration 16Q: 3 clusters Score -250506.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 858 members Mstep: Class 2 contains 463 members Entering Unmasked Estep Score: -250512.937500 Penalty: 8803.026367 Iteration 17Q: 3 clusters Score -250512.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 859 members Mstep: Class 2 contains 462 members Entering Unmasked Estep Score: -250517.046875 Penalty: 8803.026367 Iteration 18Q: 3 clusters Score -250517 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 860 members Mstep: Class 2 contains 461 members Entering Unmasked Estep Score: -250519.671875 Penalty: 8803.026367 Iteration 19Q: 3 clusters Score -250519.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 860 members Mstep: Class 2 contains 461 members Entering Unmasked Estep Score: -250519.671875 Penalty: 8803.026367 Iteration 20F: 3 clusters Score -250519.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 23 (121050 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 121050 members Entering Unmasked Estep Score: -26603108.000000 Penalty: 7168.674805 Iteration 0F: 2 clusters Score -2.660311e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60562 members Mstep: Class 2 contains 60488 members Entering Unmasked Estep Score: -26521162.000000 Penalty: 14337.349609 Iteration 0F: 3 clusters Score -2.652116e+07 nChanged 55708 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60690 members Mstep: Class 2 contains 60360 members Entering Unmasked Estep Score: -26552288.000000 Penalty: 14337.349609 Iteration 1F: 3 clusters Score -2.655229e+07 nChanged 4555 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60681 members Mstep: Class 2 contains 60369 members Entering Unmasked Estep Score: -26553364.000000 Penalty: 14337.349609 Iteration 2Q: 3 clusters Score -2.655336e+07 nChanged 4149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60638 members Mstep: Class 2 contains 60412 members Entering Unmasked Estep Score: -26554310.000000 Penalty: 14337.349609 Iteration 3Q: 3 clusters Score -2.655431e+07 nChanged 3974 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60528 members Mstep: Class 2 contains 60522 members Entering Unmasked Estep Score: -26555080.000000 Penalty: 14337.349609 Iteration 4Q: 3 clusters Score -2.655508e+07 nChanged 3876 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60520 members Mstep: Class 2 contains 60530 members Entering Unmasked Estep Score: -26556188.000000 Penalty: 14337.349609 Iteration 5Q: 3 clusters Score -2.655619e+07 nChanged 4015 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60561 members Mstep: Class 2 contains 60489 members Entering Unmasked Estep Score: -26557524.000000 Penalty: 14337.349609 Iteration 6Q: 3 clusters Score -2.655752e+07 nChanged 4190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60659 members Mstep: Class 2 contains 60391 members Entering Unmasked Estep Score: -26559112.000000 Penalty: 14337.349609 Iteration 7Q: 3 clusters Score -2.655911e+07 nChanged 4530 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60707 members Mstep: Class 2 contains 60343 members Entering Unmasked Estep Score: -26561224.000000 Penalty: 14337.349609 Iteration 8Q: 3 clusters Score -2.656122e+07 nChanged 5286 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60803 members Mstep: Class 2 contains 60247 members Entering Unmasked Estep Score: -26564300.000000 Penalty: 14337.349609 Iteration 9Q: 3 clusters Score -2.65643e+07 nChanged 6298 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60791 members Mstep: Class 2 contains 60259 members Entering Unmasked Estep Score: -26569222.000000 Penalty: 14337.349609 Iteration 10F: 3 clusters Score -2.656922e+07 nChanged 7340 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60071 members Mstep: Class 2 contains 60979 members Entering Unmasked Estep Score: -26575750.000000 Penalty: 14337.349609 Iteration 11F: 3 clusters Score -2.657575e+07 nChanged 8261 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58048 members Mstep: Class 2 contains 63002 members Entering Unmasked Estep Score: -26583088.000000 Penalty: 14337.349609 Iteration 12F: 3 clusters Score -2.658309e+07 nChanged 8150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54842 members Mstep: Class 2 contains 66208 members Entering Unmasked Estep Score: -26590388.000000 Penalty: 14337.349609 Iteration 13F: 3 clusters Score -2.659039e+07 nChanged 6638 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51336 members Mstep: Class 2 contains 69714 members Entering Unmasked Estep Score: -26596754.000000 Penalty: 14337.349609 Iteration 14F: 3 clusters Score -2.659675e+07 nChanged 4454 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48136 members Mstep: Class 2 contains 72914 members Entering Unmasked Estep Score: -26600774.000000 Penalty: 14337.349609 Iteration 15Q: 3 clusters Score -2.660077e+07 nChanged 3174 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45132 members Mstep: Class 2 contains 75918 members Entering Unmasked Estep Score: -26603402.000000 Penalty: 14337.349609 Iteration 16Q: 3 clusters Score -2.66034e+07 nChanged 2641 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42513 members Mstep: Class 2 contains 78537 members Entering Unmasked Estep Score: -26605256.000000 Penalty: 14337.349609 Iteration 17Q: 3 clusters Score -2.660526e+07 nChanged 2262 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40265 members Mstep: Class 2 contains 80785 members Entering Unmasked Estep Score: -26606788.000000 Penalty: 14337.349609 Iteration 18Q: 3 clusters Score -2.660679e+07 nChanged 1949 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38318 members Mstep: Class 2 contains 82732 members Entering Unmasked Estep Score: -26607840.000000 Penalty: 14337.349609 Iteration 19Q: 3 clusters Score -2.660784e+07 nChanged 1563 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36757 members Mstep: Class 2 contains 84293 members Entering Unmasked Estep Score: -26608616.000000 Penalty: 14337.349609 Iteration 20F: 3 clusters Score -2.660862e+07 nChanged 1288 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35469 members Mstep: Class 2 contains 85581 members Entering Unmasked Estep Score: -26608942.000000 Penalty: 14337.349609 Iteration 21Q: 3 clusters Score -2.660894e+07 nChanged 973 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34496 members Mstep: Class 2 contains 86554 members Entering Unmasked Estep Score: -26609284.000000 Penalty: 14337.349609 Iteration 22Q: 3 clusters Score -2.660928e+07 nChanged 817 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33679 members Mstep: Class 2 contains 87371 members Entering Unmasked Estep Score: -26609520.000000 Penalty: 14337.349609 Iteration 23Q: 3 clusters Score -2.660952e+07 nChanged 675 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33004 members Mstep: Class 2 contains 88046 members Entering Unmasked Estep Score: -26609826.000000 Penalty: 14337.349609 Iteration 24Q: 3 clusters Score -2.660983e+07 nChanged 552 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32452 members Mstep: Class 2 contains 88598 members Entering Unmasked Estep Score: -26610018.000000 Penalty: 14337.349609 Iteration 25Q: 3 clusters Score -2.661002e+07 nChanged 368 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32084 members Mstep: Class 2 contains 88966 members Entering Unmasked Estep Score: -26610064.000000 Penalty: 14337.349609 Iteration 26Q: 3 clusters Score -2.661006e+07 nChanged 315 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31769 members Mstep: Class 2 contains 89281 members Entering Unmasked Estep Score: -26610046.000000 Penalty: 14337.349609 Iteration 27Q: 3 clusters Score -2.661005e+07 nChanged 253 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31516 members Mstep: Class 2 contains 89534 members Entering Unmasked Estep Score: -26610136.000000 Penalty: 14337.349609 Iteration 28Q: 3 clusters Score -2.661014e+07 nChanged 192 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31324 members Mstep: Class 2 contains 89726 members Entering Unmasked Estep Score: -26610164.000000 Penalty: 14337.349609 Iteration 29Q: 3 clusters Score -2.661016e+07 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31168 members Mstep: Class 2 contains 89882 members Entering Unmasked Estep Score: -26610122.000000 Penalty: 14337.349609 Iteration 30Q: 3 clusters Score -2.661012e+07 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31045 members Mstep: Class 2 contains 90005 members Entering Unmasked Estep Score: -26610174.000000 Penalty: 14337.349609 Iteration 31Q: 3 clusters Score -2.661017e+07 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30966 members Mstep: Class 2 contains 90084 members Entering Unmasked Estep Score: -26610212.000000 Penalty: 14337.349609 Iteration 32Q: 3 clusters Score -2.661021e+07 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30910 members Mstep: Class 2 contains 90140 members Entering Unmasked Estep Score: -26610206.000000 Penalty: 14337.349609 Iteration 33Q: 3 clusters Score -2.661021e+07 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30863 members Mstep: Class 2 contains 90187 members Entering Unmasked Estep Score: -26610198.000000 Penalty: 14337.349609 Iteration 34Q: 3 clusters Score -2.66102e+07 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30828 members Mstep: Class 2 contains 90222 members Entering Unmasked Estep Score: -26610182.000000 Penalty: 14337.349609 Iteration 35Q: 3 clusters Score -2.661018e+07 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30809 members Mstep: Class 2 contains 90241 members Entering Unmasked Estep Score: -26610212.000000 Penalty: 14337.349609 Iteration 36Q: 3 clusters Score -2.661021e+07 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30789 members Mstep: Class 2 contains 90261 members Entering Unmasked Estep Score: -26610218.000000 Penalty: 14337.349609 Iteration 37Q: 3 clusters Score -2.661022e+07 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30771 members Mstep: Class 2 contains 90279 members Entering Unmasked Estep Score: -26610216.000000 Penalty: 14337.349609 Iteration 38Q: 3 clusters Score -2.661022e+07 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30753 members Mstep: Class 2 contains 90297 members Entering Unmasked Estep Score: -26610212.000000 Penalty: 14337.349609 Iteration 39Q: 3 clusters Score -2.661021e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30738 members Mstep: Class 2 contains 90312 members Entering Unmasked Estep Score: -26610198.000000 Penalty: 14337.349609 Iteration 40F: 3 clusters Score -2.66102e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30728 members Mstep: Class 2 contains 90322 members Entering Unmasked Estep Score: -26610212.000000 Penalty: 14337.349609 Iteration 41Q: 3 clusters Score -2.661021e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30720 members Mstep: Class 2 contains 90330 members Entering Unmasked Estep Score: -26610176.000000 Penalty: 14337.349609 Iteration 42Q: 3 clusters Score -2.661018e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30713 members Mstep: Class 2 contains 90337 members Entering Unmasked Estep Score: -26610178.000000 Penalty: 14337.349609 Iteration 43Q: 3 clusters Score -2.661018e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30709 members Mstep: Class 2 contains 90341 members Entering Unmasked Estep Score: -26610184.000000 Penalty: 14337.349609 Iteration 44Q: 3 clusters Score -2.661018e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30707 members Mstep: Class 2 contains 90343 members Entering Unmasked Estep Score: -26610178.000000 Penalty: 14337.349609 Iteration 45Q: 3 clusters Score -2.661018e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30706 members Mstep: Class 2 contains 90344 members Entering Unmasked Estep Score: -26610176.000000 Penalty: 14337.349609 Iteration 46Q: 3 clusters Score -2.661018e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30706 members Mstep: Class 2 contains 90344 members Entering Unmasked Estep Score: -26610176.000000 Penalty: 14337.349609 Iteration 47F: 3 clusters Score -2.661018e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 34825 members Mstep: Class 3 contains 857 members Mstep: Class 4 contains 1561 members Mstep: Class 5 contains 23222 members Mstep: Class 6 contains 26266 members Mstep: Class 7 contains 90344 members Mstep: Class 8 contains 1477 members Mstep: Class 9 contains 795 members Mstep: Class 10 contains 139726 members Mstep: Class 11 contains 65176 members Mstep: Class 12 contains 523 members Mstep: Class 13 contains 457 members Mstep: Class 14 contains 159806 members Mstep: Class 15 contains 32757 members Mstep: Class 16 contains 34235 members Mstep: Class 18 contains 9233 members Mstep: Class 19 contains 24575 members Mstep: Class 21 contains 625 members Mstep: Class 22 contains 1321 members Mstep: Class 23 contains 30706 members Entering Unmasked Estep Score: -147549264.000000 Penalty: 172723.218750 Splitting cluster 23 changes total score from -147543040.000000 to -147549264.000000 So it's getting split into cluster 7. Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 34825 members Mstep: Class 3 contains 857 members Mstep: Class 4 contains 1561 members Mstep: Class 5 contains 23222 members Mstep: Class 6 contains 26266 members Mstep: Class 8 contains 1477 members Mstep: Class 9 contains 795 members Mstep: Class 10 contains 139726 members Mstep: Class 11 contains 65176 members Mstep: Class 12 contains 523 members Mstep: Class 13 contains 457 members Mstep: Class 14 contains 159806 members Mstep: Class 15 contains 32757 members Mstep: Class 16 contains 34235 members Mstep: Class 18 contains 9233 members Mstep: Class 19 contains 24575 members Mstep: Class 21 contains 625 members Mstep: Class 22 contains 1321 members Mstep: Class 23 contains 30706 members Entering Unmasked Estep ConsiderDeletion Score: -147553040.000000 Penalty: 172723.218750 Iteration 159Q: 22 clusters Score -1.47553e+08 nChanged 7763 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 34714 members Mstep: Class 3 contains 857 members Mstep: Class 4 contains 1561 members Mstep: Class 5 contains 23680 members Mstep: Class 6 contains 26541 members Mstep: Class 7 contains 88158 members Mstep: Class 8 contains 1477 members Mstep: Class 9 contains 795 members Mstep: Class 10 contains 139708 members Mstep: Class 11 contains 66919 members Mstep: Class 12 contains 523 members Mstep: Class 13 contains 457 members Mstep: Class 14 contains 159749 members Mstep: Class 15 contains 32005 members Mstep: Class 16 contains 34231 members Mstep: Class 18 contains 9140 members Mstep: Class 19 contains 24575 members Mstep: Class 21 contains 625 members Mstep: Class 22 contains 1321 members Mstep: Class 23 contains 31451 members Entering Unmasked Estep ConsiderDeletion Score: -147554976.000000 Penalty: 172723.218750 Iteration 160F: 22 clusters Score -1.47555e+08 nChanged 5573 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 34627 members Mstep: Class 3 contains 857 members Mstep: Class 4 contains 1561 members Mstep: Class 5 contains 23701 members Mstep: Class 6 contains 26705 members Mstep: Class 7 contains 87636 members Mstep: Class 8 contains 1476 members Mstep: Class 9 contains 795 members Mstep: Class 10 contains 139702 members Mstep: Class 11 contains 67589 members Mstep: Class 12 contains 523 members Mstep: Class 13 contains 457 members Mstep: Class 14 contains 159711 members Mstep: Class 15 contains 31453 members Mstep: Class 16 contains 34219 members Mstep: Class 18 contains 9112 members Mstep: Class 19 contains 24575 members Mstep: Class 21 contains 625 members Mstep: Class 22 contains 1321 members Mstep: Class 23 contains 31842 members Entering Unmasked Estep ConsiderDeletion Score: -147556848.000000 Penalty: 172723.218750 Iteration 161Q: 22 clusters Score -1.475568e+08 nChanged 3955 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 34557 members Mstep: Class 3 contains 857 members Mstep: Class 4 contains 1561 members Mstep: Class 5 contains 23725 members Mstep: Class 6 contains 26787 members Mstep: Class 7 contains 86974 members Mstep: Class 8 contains 1476 members Mstep: Class 9 contains 795 members Mstep: Class 10 contains 139680 members Mstep: Class 11 contains 68352 members Mstep: Class 12 contains 523 members Mstep: Class 13 contains 457 members Mstep: Class 14 contains 159699 members Mstep: Class 15 contains 31038 members Mstep: Class 16 contains 34206 members Mstep: Class 18 contains 9091 members Mstep: Class 19 contains 24572 members Mstep: Class 21 contains 625 members Mstep: Class 22 contains 1321 members Mstep: Class 23 contains 32191 members Entering Unmasked Estep ConsiderDeletion Score: -147558160.000000 Penalty: 172723.218750 Iteration 162Q: 22 clusters Score -1.475582e+08 nChanged 3180 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 34498 members Mstep: Class 3 contains 857 members Mstep: Class 4 contains 1561 members Mstep: Class 5 contains 23735 members Mstep: Class 6 contains 26834 members Mstep: Class 7 contains 86209 members Mstep: Class 8 contains 1476 members Mstep: Class 9 contains 795 members Mstep: Class 10 contains 139683 members Mstep: Class 11 contains 69221 members Mstep: Class 12 contains 522 members Mstep: Class 13 contains 457 members Mstep: Class 14 contains 159679 members Mstep: Class 15 contains 30717 members Mstep: Class 16 contains 34196 members Mstep: Class 18 contains 9077 members Mstep: Class 19 contains 24576 members Mstep: Class 21 contains 625 members Mstep: Class 22 contains 1321 members Mstep: Class 23 contains 32448 members Entering Unmasked Estep ConsiderDeletion Score: -147558288.000000 Penalty: 172723.218750 Iteration 163Q: 22 clusters Score -1.475583e+08 nChanged 2706 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 34458 members Mstep: Class 3 contains 857 members Mstep: Class 4 contains 1561 members Mstep: Class 5 contains 23728 members Mstep: Class 6 contains 26874 members Mstep: Class 7 contains 85455 members Mstep: Class 8 contains 1476 members Mstep: Class 9 contains 795 members Mstep: Class 10 contains 139695 members Mstep: Class 11 contains 70067 members Mstep: Class 12 contains 522 members Mstep: Class 13 contains 457 members Mstep: Class 14 contains 159659 members Mstep: Class 15 contains 30427 members Mstep: Class 16 contains 34199 members Mstep: Class 18 contains 9064 members Mstep: Class 19 contains 24573 members Mstep: Class 21 contains 625 members Mstep: Class 22 contains 1321 members Mstep: Class 23 contains 32674 members Entering Unmasked Estep ConsiderDeletion Score: -147559104.000000 Penalty: 172723.218750 Iteration 164Q: 22 clusters Score -1.475591e+08 nChanged 2272 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 34433 members Mstep: Class 3 contains 857 members Mstep: Class 4 contains 1561 members Mstep: Class 5 contains 23714 members Mstep: Class 6 contains 26912 members Mstep: Class 7 contains 84692 members Mstep: Class 8 contains 1476 members Mstep: Class 9 contains 795 members Mstep: Class 10 contains 139692 members Mstep: Class 11 contains 70926 members Mstep: Class 12 contains 522 members Mstep: Class 13 contains 457 members Mstep: Class 14 contains 159635 members Mstep: Class 15 contains 30178 members Mstep: Class 16 contains 34202 members Mstep: Class 18 contains 9066 members Mstep: Class 19 contains 24576 members Mstep: Class 21 contains 625 members Mstep: Class 22 contains 1321 members Mstep: Class 23 contains 32847 members Entering Unmasked Estep ConsiderDeletion Score: -147559472.000000 Penalty: 172723.218750 Iteration 165Q: 22 clusters Score -1.475595e+08 nChanged 2039 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 34403 members Mstep: Class 3 contains 857 members Mstep: Class 4 contains 1561 members Mstep: Class 5 contains 23723 members Mstep: Class 6 contains 26924 members Mstep: Class 7 contains 83936 members Mstep: Class 8 contains 1476 members Mstep: Class 9 contains 795 members Mstep: Class 10 contains 139694 members Mstep: Class 11 contains 71743 members Mstep: Class 12 contains 522 members Mstep: Class 13 contains 457 members Mstep: Class 14 contains 159636 members Mstep: Class 15 contains 29940 members Mstep: Class 16 contains 34208 members Mstep: Class 18 contains 9077 members Mstep: Class 19 contains 24577 members Mstep: Class 21 contains 625 members Mstep: Class 22 contains 1321 members Mstep: Class 23 contains 33012 members Entering Unmasked Estep ConsiderDeletion Score: -147559920.000000 Penalty: 172723.218750 Iteration 166Q: 22 clusters Score -1.475599e+08 nChanged 1752 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 34365 members Mstep: Class 3 contains 857 members Mstep: Class 4 contains 1561 members Mstep: Class 5 contains 23743 members Mstep: Class 6 contains 26932 members Mstep: Class 7 contains 83184 members Mstep: Class 8 contains 1476 members Mstep: Class 9 contains 795 members Mstep: Class 10 contains 139701 members Mstep: Class 11 contains 72551 members Mstep: Class 12 contains 522 members Mstep: Class 13 contains 457 members Mstep: Class 14 contains 159642 members Mstep: Class 15 contains 29733 members Mstep: Class 16 contains 34210 members Mstep: Class 18 contains 9097 members Mstep: Class 19 contains 24577 members Mstep: Class 21 contains 625 members Mstep: Class 22 contains 1321 members Mstep: Class 23 contains 33138 members Entering Unmasked Estep ConsiderDeletion Score: -147559968.000000 Penalty: 172723.218750 Iteration 167Q: 22 clusters Score -1.4756e+08 nChanged 1538 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 34346 members Mstep: Class 3 contains 857 members Mstep: Class 4 contains 1561 members Mstep: Class 5 contains 23758 members Mstep: Class 6 contains 26944 members Mstep: Class 7 contains 82441 members Mstep: Class 8 contains 1476 members Mstep: Class 9 contains 795 members Mstep: Class 10 contains 139706 members Mstep: Class 11 contains 73346 members Mstep: Class 12 contains 522 members Mstep: Class 13 contains 457 members Mstep: Class 14 contains 159649 members Mstep: Class 15 contains 29543 members Mstep: Class 16 contains 34206 members Mstep: Class 18 contains 9104 members Mstep: Class 19 contains 24579 members Mstep: Class 21 contains 625 members Mstep: Class 22 contains 1321 members Mstep: Class 23 contains 33251 members Entering Unmasked Estep ConsiderDeletion Score: -147560432.000000 Penalty: 172723.218750 Iteration 168Q: 22 clusters Score -1.475604e+08 nChanged 1288 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 34335 members Mstep: Class 3 contains 857 members Mstep: Class 4 contains 1561 members Mstep: Class 5 contains 23774 members Mstep: Class 6 contains 26955 members Mstep: Class 7 contains 81804 members Mstep: Class 8 contains 1477 members Mstep: Class 9 contains 795 members Mstep: Class 10 contains 139705 members Mstep: Class 11 contains 74043 members Mstep: Class 12 contains 522 members Mstep: Class 13 contains 457 members Mstep: Class 14 contains 159649 members Mstep: Class 15 contains 29384 members Mstep: Class 16 contains 34200 members Mstep: Class 18 contains 9112 members Mstep: Class 19 contains 24580 members Mstep: Class 21 contains 625 members Mstep: Class 22 contains 1321 members Mstep: Class 23 contains 33331 members Entering Unmasked Estep ConsiderDeletion Score: -147560672.000000 Penalty: 172723.218750 Iteration 169Q: 22 clusters Score -1.475607e+08 nChanged 1169 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 34328 members Mstep: Class 3 contains 857 members Mstep: Class 4 contains 1561 members Mstep: Class 5 contains 23779 members Mstep: Class 6 contains 26969 members Mstep: Class 7 contains 81205 members Mstep: Class 8 contains 1477 members Mstep: Class 9 contains 795 members Mstep: Class 10 contains 139698 members Mstep: Class 11 contains 74704 members Mstep: Class 12 contains 522 members Mstep: Class 13 contains 457 members Mstep: Class 14 contains 159650 members Mstep: Class 15 contains 29256 members Mstep: Class 16 contains 34200 members Mstep: Class 18 contains 9113 members Mstep: Class 19 contains 24583 members Mstep: Class 21 contains 625 members Mstep: Class 22 contains 1321 members Mstep: Class 23 contains 33387 members Entering Unmasked Estep ConsiderDeletion Score: -147560784.000000 Penalty: 172723.218750 Iteration 170Q: 22 clusters Score -1.475608e+08 nChanged 1032 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 34306 members Mstep: Class 3 contains 857 members Mstep: Class 4 contains 1561 members Mstep: Class 5 contains 23786 members Mstep: Class 6 contains 26978 members Mstep: Class 7 contains 80651 members Mstep: Class 8 contains 1477 members Mstep: Class 9 contains 795 members Mstep: Class 10 contains 139698 members Mstep: Class 11 contains 75316 members Mstep: Class 12 contains 522 members Mstep: Class 13 contains 457 members Mstep: Class 14 contains 159656 members Mstep: Class 15 contains 29140 members Mstep: Class 16 contains 34201 members Mstep: Class 18 contains 9113 members Mstep: Class 19 contains 24582 members Mstep: Class 21 contains 625 members Mstep: Class 22 contains 1321 members Mstep: Class 23 contains 33445 members Entering Unmasked Estep ConsiderDeletion Score: -147560864.000000 Penalty: 172723.218750 Iteration 171Q: 22 clusters Score -1.475609e+08 nChanged 899 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 34293 members Mstep: Class 3 contains 857 members Mstep: Class 4 contains 1561 members Mstep: Class 5 contains 23792 members Mstep: Class 6 contains 26978 members Mstep: Class 7 contains 80128 members Mstep: Class 8 contains 1477 members Mstep: Class 9 contains 795 members Mstep: Class 10 contains 139696 members Mstep: Class 11 contains 75879 members Mstep: Class 12 contains 522 members Mstep: Class 13 contains 457 members Mstep: Class 14 contains 159654 members Mstep: Class 15 contains 29056 members Mstep: Class 16 contains 34199 members Mstep: Class 18 contains 9116 members Mstep: Class 19 contains 24586 members Mstep: Class 21 contains 625 members Mstep: Class 22 contains 1321 members Mstep: Class 23 contains 33495 members Entering Unmasked Estep ConsiderDeletion Score: -147560752.000000 Penalty: 172723.218750 Iteration 172Q: 22 clusters Score -1.475608e+08 nChanged 797 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 34286 members Mstep: Class 3 contains 857 members Mstep: Class 4 contains 1561 members Mstep: Class 5 contains 23806 members Mstep: Class 6 contains 26977 members Mstep: Class 7 contains 79640 members Mstep: Class 8 contains 1477 members Mstep: Class 9 contains 795 members Mstep: Class 10 contains 139688 members Mstep: Class 11 contains 76411 members Mstep: Class 12 contains 522 members Mstep: Class 13 contains 457 members Mstep: Class 14 contains 159643 members Mstep: Class 15 contains 28986 members Mstep: Class 16 contains 34198 members Mstep: Class 18 contains 9117 members Mstep: Class 19 contains 24588 members Mstep: Class 21 contains 625 members Mstep: Class 22 contains 1321 members Mstep: Class 23 contains 33532 members Entering Unmasked Estep ConsiderDeletion Score: -147560656.000000 Penalty: 172723.218750 Iteration 173Q: 22 clusters Score -1.475607e+08 nChanged 749 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 34274 members Mstep: Class 3 contains 857 members Mstep: Class 4 contains 1561 members Mstep: Class 5 contains 23823 members Mstep: Class 6 contains 26980 members Mstep: Class 7 contains 79164 members Mstep: Class 8 contains 1477 members Mstep: Class 9 contains 795 members Mstep: Class 10 contains 139685 members Mstep: Class 11 contains 76912 members Mstep: Class 12 contains 522 members Mstep: Class 13 contains 456 members Mstep: Class 14 contains 159637 members Mstep: Class 15 contains 28928 members Mstep: Class 16 contains 34197 members Mstep: Class 18 contains 9117 members Mstep: Class 19 contains 24588 members Mstep: Class 21 contains 625 members Mstep: Class 22 contains 1321 members Mstep: Class 23 contains 33568 members Entering Unmasked Estep ConsiderDeletion Score: -147560544.000000 Penalty: 172723.218750 Iteration 174Q: 22 clusters Score -1.475605e+08 nChanged 690 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 34269 members Mstep: Class 3 contains 857 members Mstep: Class 4 contains 1561 members Mstep: Class 5 contains 23833 members Mstep: Class 6 contains 26985 members Mstep: Class 7 contains 78723 members Mstep: Class 8 contains 1477 members Mstep: Class 9 contains 795 members Mstep: Class 10 contains 139688 members Mstep: Class 11 contains 77372 members Mstep: Class 12 contains 522 members Mstep: Class 13 contains 456 members Mstep: Class 14 contains 159630 members Mstep: Class 15 contains 28861 members Mstep: Class 16 contains 34200 members Mstep: Class 18 contains 9118 members Mstep: Class 19 contains 24593 members Mstep: Class 21 contains 625 members Mstep: Class 22 contains 1321 members Mstep: Class 23 contains 33601 members Entering Unmasked Estep ConsiderDeletion Score: -147560576.000000 Penalty: 172723.218750 Iteration 175Q: 22 clusters Score -1.475606e+08 nChanged 629 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 34260 members Mstep: Class 3 contains 857 members Mstep: Class 4 contains 1561 members Mstep: Class 5 contains 23852 members Mstep: Class 6 contains 26985 members Mstep: Class 7 contains 78315 members Mstep: Class 8 contains 1477 members Mstep: Class 9 contains 795 members Mstep: Class 10 contains 139674 members Mstep: Class 11 contains 77802 members Mstep: Class 12 contains 522 members Mstep: Class 13 contains 456 members Mstep: Class 14 contains 159629 members Mstep: Class 15 contains 28798 members Mstep: Class 16 contains 34203 members Mstep: Class 18 contains 9115 members Mstep: Class 19 contains 24596 members Mstep: Class 21 contains 625 members Mstep: Class 22 contains 1321 members Mstep: Class 23 contains 33644 members Entering Unmasked Estep ConsiderDeletion Score: -147560544.000000 Penalty: 172723.218750 Iteration 176Q: 22 clusters Score -1.475605e+08 nChanged 583 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 34250 members Mstep: Class 3 contains 857 members Mstep: Class 4 contains 1561 members Mstep: Class 5 contains 23873 members Mstep: Class 6 contains 26985 members Mstep: Class 7 contains 77916 members Mstep: Class 8 contains 1477 members Mstep: Class 9 contains 795 members Mstep: Class 10 contains 139674 members Mstep: Class 11 contains 78208 members Mstep: Class 12 contains 522 members Mstep: Class 13 contains 456 members Mstep: Class 14 contains 159628 members Mstep: Class 15 contains 28747 members Mstep: Class 16 contains 34201 members Mstep: Class 18 contains 9113 members Mstep: Class 19 contains 24597 members Mstep: Class 21 contains 625 members Mstep: Class 22 contains 1321 members Mstep: Class 23 contains 33681 members Entering Unmasked Estep ConsiderDeletion Score: -147560784.000000 Penalty: 172723.218750 Iteration 177Q: 22 clusters Score -1.475608e+08 nChanged 525 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 34248 members Mstep: Class 3 contains 857 members Mstep: Class 4 contains 1561 members Mstep: Class 5 contains 23884 members Mstep: Class 6 contains 26989 members Mstep: Class 7 contains 77582 members Mstep: Class 8 contains 1477 members Mstep: Class 9 contains 795 members Mstep: Class 10 contains 139664 members Mstep: Class 11 contains 78549 members Mstep: Class 12 contains 522 members Mstep: Class 13 contains 456 members Mstep: Class 14 contains 159620 members Mstep: Class 15 contains 28713 members Mstep: Class 16 contains 34202 members Mstep: Class 18 contains 9112 members Mstep: Class 19 contains 24596 members Mstep: Class 21 contains 625 members Mstep: Class 22 contains 1321 members Mstep: Class 23 contains 33714 members Entering Unmasked Estep ConsiderDeletion Score: -147560816.000000 Penalty: 172723.218750 Iteration 178Q: 22 clusters Score -1.475608e+08 nChanged 475 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 34243 members Mstep: Class 3 contains 857 members Mstep: Class 4 contains 1561 members Mstep: Class 5 contains 23893 members Mstep: Class 6 contains 26988 members Mstep: Class 7 contains 77272 members Mstep: Class 8 contains 1477 members Mstep: Class 9 contains 795 members Mstep: Class 10 contains 139656 members Mstep: Class 11 contains 78865 members Mstep: Class 12 contains 522 members Mstep: Class 13 contains 456 members Mstep: Class 14 contains 159610 members Mstep: Class 15 contains 28681 members Mstep: Class 16 contains 34202 members Mstep: Class 18 contains 9115 members Mstep: Class 19 contains 24599 members Mstep: Class 21 contains 626 members Mstep: Class 22 contains 1321 members Mstep: Class 23 contains 33748 members Entering Unmasked Estep ConsiderDeletion Score: -147560608.000000 Penalty: 172723.218750 Iteration 179Q: 22 clusters Score -1.475606e+08 nChanged 445 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 34247 members Mstep: Class 3 contains 857 members Mstep: Class 4 contains 1561 members Mstep: Class 5 contains 23906 members Mstep: Class 6 contains 26999 members Mstep: Class 7 contains 76965 members Mstep: Class 8 contains 1477 members Mstep: Class 9 contains 795 members Mstep: Class 10 contains 139644 members Mstep: Class 11 contains 79180 members Mstep: Class 12 contains 522 members Mstep: Class 13 contains 456 members Mstep: Class 14 contains 159605 members Mstep: Class 15 contains 28641 members Mstep: Class 16 contains 34202 members Mstep: Class 18 contains 9110 members Mstep: Class 19 contains 24602 members Mstep: Class 21 contains 626 members Mstep: Class 22 contains 1321 members Mstep: Class 23 contains 33771 members Entering Unmasked Estep ConsiderDeletion Score: -147560816.000000 Penalty: 172723.218750 Iteration 180F: 22 clusters Score -1.475608e+08 nChanged 425 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 34249 members Mstep: Class 3 contains 857 members Mstep: Class 4 contains 1561 members Mstep: Class 5 contains 23912 members Mstep: Class 6 contains 27004 members Mstep: Class 7 contains 76689 members Mstep: Class 8 contains 1477 members Mstep: Class 9 contains 795 members Mstep: Class 10 contains 139630 members Mstep: Class 11 contains 79464 members Mstep: Class 12 contains 522 members Mstep: Class 13 contains 456 members Mstep: Class 14 contains 159606 members Mstep: Class 15 contains 28603 members Mstep: Class 16 contains 34203 members Mstep: Class 18 contains 9109 members Mstep: Class 19 contains 24603 members Mstep: Class 21 contains 626 members Mstep: Class 22 contains 1321 members Mstep: Class 23 contains 33800 members Entering Unmasked Estep ConsiderDeletion Score: -147560864.000000 Penalty: 172723.218750 Iteration 181Q: 22 clusters Score -1.475609e+08 nChanged 384 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 34245 members Mstep: Class 3 contains 857 members Mstep: Class 4 contains 1561 members Mstep: Class 5 contains 23930 members Mstep: Class 6 contains 27011 members Mstep: Class 7 contains 76431 members Mstep: Class 8 contains 1477 members Mstep: Class 9 contains 795 members Mstep: Class 10 contains 139629 members Mstep: Class 11 contains 79723 members Mstep: Class 12 contains 522 members Mstep: Class 13 contains 455 members Mstep: Class 14 contains 159599 members Mstep: Class 15 contains 28559 members Mstep: Class 16 contains 34205 members Mstep: Class 18 contains 9111 members Mstep: Class 19 contains 24603 members Mstep: Class 21 contains 626 members Mstep: Class 22 contains 1321 members Mstep: Class 23 contains 33827 members Entering Unmasked Estep ConsiderDeletion Score: -147560928.000000 Penalty: 172723.218750 Iteration 182Q: 22 clusters Score -1.475609e+08 nChanged 354 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 34246 members Mstep: Class 3 contains 857 members Mstep: Class 4 contains 1561 members Mstep: Class 5 contains 23938 members Mstep: Class 6 contains 27015 members Mstep: Class 7 contains 76183 members Mstep: Class 8 contains 1477 members Mstep: Class 9 contains 795 members Mstep: Class 10 contains 139631 members Mstep: Class 11 contains 79975 members Mstep: Class 12 contains 522 members Mstep: Class 13 contains 454 members Mstep: Class 14 contains 159594 members Mstep: Class 15 contains 28520 members Mstep: Class 16 contains 34205 members Mstep: Class 18 contains 9115 members Mstep: Class 19 contains 24604 members Mstep: Class 21 contains 626 members Mstep: Class 22 contains 1321 members Mstep: Class 23 contains 33848 members Entering Unmasked Estep ConsiderDeletion Score: -147560832.000000 Penalty: 172723.218750 Iteration 183Q: 22 clusters Score -1.475608e+08 nChanged 383 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 34244 members Mstep: Class 3 contains 857 members Mstep: Class 4 contains 1561 members Mstep: Class 5 contains 23952 members Mstep: Class 6 contains 27017 members Mstep: Class 7 contains 75923 members Mstep: Class 8 contains 1477 members Mstep: Class 9 contains 795 members Mstep: Class 10 contains 139628 members Mstep: Class 11 contains 80237 members Mstep: Class 12 contains 522 members Mstep: Class 13 contains 453 members Mstep: Class 14 contains 159592 members Mstep: Class 15 contains 28480 members Mstep: Class 16 contains 34204 members Mstep: Class 18 contains 9119 members Mstep: Class 19 contains 24605 members Mstep: Class 21 contains 626 members Mstep: Class 22 contains 1321 members Mstep: Class 23 contains 33874 members Entering Unmasked Estep ConsiderDeletion Score: -147560896.000000 Penalty: 172723.218750 Iteration 184Q: 22 clusters Score -1.475609e+08 nChanged 357 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 34238 members Mstep: Class 3 contains 857 members Mstep: Class 4 contains 1561 members Mstep: Class 5 contains 23963 members Mstep: Class 6 contains 27020 members Mstep: Class 7 contains 75699 members Mstep: Class 8 contains 1477 members Mstep: Class 9 contains 795 members Mstep: Class 10 contains 139623 members Mstep: Class 11 contains 80465 members Mstep: Class 12 contains 522 members Mstep: Class 13 contains 453 members Mstep: Class 14 contains 159592 members Mstep: Class 15 contains 28450 members Mstep: Class 16 contains 34201 members Mstep: Class 18 contains 9116 members Mstep: Class 19 contains 24606 members Mstep: Class 21 contains 626 members Mstep: Class 22 contains 1321 members Mstep: Class 23 contains 33902 members Entering Unmasked Estep ConsiderDeletion Score: -147560992.000000 Penalty: 172723.218750 Iteration 185Q: 22 clusters Score -1.47561e+08 nChanged 321 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 34231 members Mstep: Class 3 contains 857 members Mstep: Class 4 contains 1561 members Mstep: Class 5 contains 23973 members Mstep: Class 6 contains 27028 members Mstep: Class 7 contains 75488 members Mstep: Class 8 contains 1477 members Mstep: Class 9 contains 795 members Mstep: Class 10 contains 139622 members Mstep: Class 11 contains 80677 members Mstep: Class 12 contains 522 members Mstep: Class 13 contains 453 members Mstep: Class 14 contains 159591 members Mstep: Class 15 contains 28420 members Mstep: Class 16 contains 34202 members Mstep: Class 18 contains 9118 members Mstep: Class 19 contains 24606 members Mstep: Class 21 contains 626 members Mstep: Class 22 contains 1321 members Mstep: Class 23 contains 33919 members Entering Unmasked Estep ConsiderDeletion Score: -147560880.000000 Penalty: 172723.218750 Iteration 186Q: 22 clusters Score -1.475609e+08 nChanged 296 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 34227 members Mstep: Class 3 contains 857 members Mstep: Class 4 contains 1561 members Mstep: Class 5 contains 23980 members Mstep: Class 6 contains 27038 members Mstep: Class 7 contains 75314 members Mstep: Class 8 contains 1477 members Mstep: Class 9 contains 795 members Mstep: Class 10 contains 139620 members Mstep: Class 11 contains 80860 members Mstep: Class 12 contains 522 members Mstep: Class 13 contains 453 members Mstep: Class 14 contains 159590 members Mstep: Class 15 contains 28376 members Mstep: Class 16 contains 34205 members Mstep: Class 18 contains 9119 members Mstep: Class 19 contains 24606 members Mstep: Class 21 contains 626 members Mstep: Class 22 contains 1321 members Mstep: Class 23 contains 33940 members Entering Unmasked Estep ConsiderDeletion Score: -147560976.000000 Penalty: 172723.218750 Iteration 187Q: 22 clusters Score -1.47561e+08 nChanged 288 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 34222 members Mstep: Class 3 contains 857 members Mstep: Class 4 contains 1561 members Mstep: Class 5 contains 23983 members Mstep: Class 6 contains 27042 members Mstep: Class 7 contains 75144 members Mstep: Class 8 contains 1477 members Mstep: Class 9 contains 795 members Mstep: Class 10 contains 139614 members Mstep: Class 11 contains 81039 members Mstep: Class 12 contains 522 members Mstep: Class 13 contains 453 members Mstep: Class 14 contains 159589 members Mstep: Class 15 contains 28335 members Mstep: Class 16 contains 34209 members Mstep: Class 18 contains 9123 members Mstep: Class 19 contains 24607 members Mstep: Class 21 contains 626 members Mstep: Class 22 contains 1321 members Mstep: Class 23 contains 33968 members Entering Unmasked Estep ConsiderDeletion Score: -147561088.000000 Penalty: 172723.218750 Iteration 188Q: 22 clusters Score -1.475611e+08 nChanged 264 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 34221 members Mstep: Class 3 contains 857 members Mstep: Class 4 contains 1561 members Mstep: Class 5 contains 23987 members Mstep: Class 6 contains 27045 members Mstep: Class 7 contains 74990 members Mstep: Class 8 contains 1477 members Mstep: Class 9 contains 795 members Mstep: Class 10 contains 139609 members Mstep: Class 11 contains 81203 members Mstep: Class 12 contains 522 members Mstep: Class 13 contains 453 members Mstep: Class 14 contains 159585 members Mstep: Class 15 contains 28311 members Mstep: Class 16 contains 34211 members Mstep: Class 18 contains 9121 members Mstep: Class 19 contains 24609 members Mstep: Class 21 contains 626 members Mstep: Class 22 contains 1321 members Mstep: Class 23 contains 33983 members Entering Unmasked Estep ConsiderDeletion Score: -147560880.000000 Penalty: 172723.218750 Iteration 189Q: 22 clusters Score -1.475609e+08 nChanged 252 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 34214 members Mstep: Class 3 contains 857 members Mstep: Class 4 contains 1561 members Mstep: Class 5 contains 23992 members Mstep: Class 6 contains 27049 members Mstep: Class 7 contains 74829 members Mstep: Class 8 contains 1477 members Mstep: Class 9 contains 795 members Mstep: Class 10 contains 139605 members Mstep: Class 11 contains 81363 members Mstep: Class 12 contains 522 members Mstep: Class 13 contains 453 members Mstep: Class 14 contains 159586 members Mstep: Class 15 contains 28294 members Mstep: Class 16 contains 34211 members Mstep: Class 18 contains 9126 members Mstep: Class 19 contains 24609 members Mstep: Class 21 contains 626 members Mstep: Class 22 contains 1321 members Mstep: Class 23 contains 33997 members Entering Unmasked Estep ConsiderDeletion Score: -147560816.000000 Penalty: 172723.218750 Iteration 190Q: 22 clusters Score -1.475608e+08 nChanged 209 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 34209 members Mstep: Class 3 contains 857 members Mstep: Class 4 contains 1561 members Mstep: Class 5 contains 23992 members Mstep: Class 6 contains 27050 members Mstep: Class 7 contains 74703 members Mstep: Class 8 contains 1477 members Mstep: Class 9 contains 795 members Mstep: Class 10 contains 139597 members Mstep: Class 11 contains 81494 members Mstep: Class 12 contains 522 members Mstep: Class 13 contains 453 members Mstep: Class 14 contains 159590 members Mstep: Class 15 contains 28279 members Mstep: Class 16 contains 34213 members Mstep: Class 18 contains 9126 members Mstep: Class 19 contains 24609 members Mstep: Class 21 contains 626 members Mstep: Class 22 contains 1321 members Mstep: Class 23 contains 34013 members Entering Unmasked Estep ConsiderDeletion Score: -147560816.000000 Penalty: 172723.218750 Iteration 191Q: 22 clusters Score -1.475608e+08 nChanged 205 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 34200 members Mstep: Class 3 contains 857 members Mstep: Class 4 contains 1561 members Mstep: Class 5 contains 23993 members Mstep: Class 6 contains 27052 members Mstep: Class 7 contains 74579 members Mstep: Class 8 contains 1477 members Mstep: Class 9 contains 795 members Mstep: Class 10 contains 139597 members Mstep: Class 11 contains 81625 members Mstep: Class 12 contains 522 members Mstep: Class 13 contains 453 members Mstep: Class 14 contains 159591 members Mstep: Class 15 contains 28268 members Mstep: Class 16 contains 34214 members Mstep: Class 18 contains 9126 members Mstep: Class 19 contains 24609 members Mstep: Class 21 contains 626 members Mstep: Class 22 contains 1321 members Mstep: Class 23 contains 34021 members Entering Unmasked Estep ConsiderDeletion Score: -147560928.000000 Penalty: 172723.218750 Iteration 192Q: 22 clusters Score -1.475609e+08 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 34196 members Mstep: Class 3 contains 857 members Mstep: Class 4 contains 1561 members Mstep: Class 5 contains 23996 members Mstep: Class 6 contains 27054 members Mstep: Class 7 contains 74470 members Mstep: Class 8 contains 1477 members Mstep: Class 9 contains 795 members Mstep: Class 10 contains 139591 members Mstep: Class 11 contains 81746 members Mstep: Class 12 contains 522 members Mstep: Class 13 contains 453 members Mstep: Class 14 contains 159591 members Mstep: Class 15 contains 28256 members Mstep: Class 16 contains 34215 members Mstep: Class 18 contains 9127 members Mstep: Class 19 contains 24609 members Mstep: Class 21 contains 626 members Mstep: Class 22 contains 1321 members Mstep: Class 23 contains 34024 members Entering Unmasked Estep ConsiderDeletion Score: -147560928.000000 Penalty: 172723.218750 Iteration 193Q: 22 clusters Score -1.475609e+08 nChanged 168 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 34192 members Mstep: Class 3 contains 857 members Mstep: Class 4 contains 1561 members Mstep: Class 5 contains 24005 members Mstep: Class 6 contains 27055 members Mstep: Class 7 contains 74372 members Mstep: Class 8 contains 1477 members Mstep: Class 9 contains 795 members Mstep: Class 10 contains 139587 members Mstep: Class 11 contains 81851 members Mstep: Class 12 contains 522 members Mstep: Class 13 contains 453 members Mstep: Class 14 contains 159590 members Mstep: Class 15 contains 28247 members Mstep: Class 16 contains 34215 members Mstep: Class 18 contains 9128 members Mstep: Class 19 contains 24610 members Mstep: Class 21 contains 626 members Mstep: Class 22 contains 1321 members Mstep: Class 23 contains 34023 members Entering Unmasked Estep ConsiderDeletion Score: -147560848.000000 Penalty: 172723.218750 Iteration 194Q: 22 clusters Score -1.475608e+08 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 34183 members Mstep: Class 3 contains 857 members Mstep: Class 4 contains 1561 members Mstep: Class 5 contains 24001 members Mstep: Class 6 contains 27058 members Mstep: Class 7 contains 74289 members Mstep: Class 8 contains 1477 members Mstep: Class 9 contains 795 members Mstep: Class 10 contains 139580 members Mstep: Class 11 contains 81949 members Mstep: Class 12 contains 522 members Mstep: Class 13 contains 453 members Mstep: Class 14 contains 159592 members Mstep: Class 15 contains 28239 members Mstep: Class 16 contains 34214 members Mstep: Class 18 contains 9128 members Mstep: Class 19 contains 24610 members Mstep: Class 21 contains 626 members Mstep: Class 22 contains 1321 members Mstep: Class 23 contains 34032 members Entering Unmasked Estep ConsiderDeletion Score: -147560976.000000 Penalty: 172723.218750 Iteration 195Q: 22 clusters Score -1.47561e+08 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 34175 members Mstep: Class 3 contains 857 members Mstep: Class 4 contains 1561 members Mstep: Class 5 contains 24004 members Mstep: Class 6 contains 27062 members Mstep: Class 7 contains 74200 members Mstep: Class 8 contains 1477 members Mstep: Class 9 contains 795 members Mstep: Class 10 contains 139574 members Mstep: Class 11 contains 82044 members Mstep: Class 12 contains 522 members Mstep: Class 13 contains 453 members Mstep: Class 14 contains 159590 members Mstep: Class 15 contains 28230 members Mstep: Class 16 contains 34215 members Mstep: Class 18 contains 9129 members Mstep: Class 19 contains 24611 members Mstep: Class 21 contains 626 members Mstep: Class 22 contains 1321 members Mstep: Class 23 contains 34041 members Entering Unmasked Estep ConsiderDeletion Score: -147560896.000000 Penalty: 172723.218750 Iteration 196Q: 22 clusters Score -1.475609e+08 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 34174 members Mstep: Class 3 contains 857 members Mstep: Class 4 contains 1561 members Mstep: Class 5 contains 23999 members Mstep: Class 6 contains 27064 members Mstep: Class 7 contains 74108 members Mstep: Class 8 contains 1477 members Mstep: Class 9 contains 795 members Mstep: Class 10 contains 139571 members Mstep: Class 11 contains 82144 members Mstep: Class 12 contains 522 members Mstep: Class 13 contains 453 members Mstep: Class 14 contains 159589 members Mstep: Class 15 contains 28227 members Mstep: Class 16 contains 34214 members Mstep: Class 18 contains 9129 members Mstep: Class 19 contains 24611 members Mstep: Class 21 contains 626 members Mstep: Class 22 contains 1321 members Mstep: Class 23 contains 34045 members Entering Unmasked Estep ConsiderDeletion Score: -147560960.000000 Penalty: 172723.218750 Iteration 197Q: 22 clusters Score -1.47561e+08 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 34177 members Mstep: Class 3 contains 857 members Mstep: Class 4 contains 1561 members Mstep: Class 5 contains 23989 members Mstep: Class 6 contains 27068 members Mstep: Class 7 contains 74023 members Mstep: Class 8 contains 1477 members Mstep: Class 9 contains 795 members Mstep: Class 10 contains 139571 members Mstep: Class 11 contains 82241 members Mstep: Class 12 contains 522 members Mstep: Class 13 contains 453 members Mstep: Class 14 contains 159585 members Mstep: Class 15 contains 28217 members Mstep: Class 16 contains 34213 members Mstep: Class 18 contains 9131 members Mstep: Class 19 contains 24611 members Mstep: Class 21 contains 626 members Mstep: Class 22 contains 1321 members Mstep: Class 23 contains 34049 members Entering Unmasked Estep ConsiderDeletion Score: -147560832.000000 Penalty: 172723.218750 Iteration 198Q: 22 clusters Score -1.475608e+08 nChanged 126 Entering ConstructFrom: Score: -147560832.000000 Penalty: 172723.218750 Entering ConstructFrom: Trying to split cluster 1 (521 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 521 members Entering Unmasked Estep Score: -67728.945312 Penalty: 3831.646973 Iteration 0F: 2 clusters Score -67728.95 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 268 members Mstep: Class 2 contains 253 members Entering Unmasked Estep Score: -64724.476562 Penalty: 7663.293945 Iteration 0F: 3 clusters Score -64724.48 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 292 members Mstep: Class 2 contains 229 members Entering Unmasked Estep Score: -65450.265625 Penalty: 7663.293945 Iteration 1F: 3 clusters Score -65450.27 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 324 members Mstep: Class 2 contains 197 members Entering Unmasked Estep Score: -66074.085938 Penalty: 7663.293945 Iteration 2F: 3 clusters Score -66074.09 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 348 members Mstep: Class 2 contains 173 members Entering Unmasked Estep Score: -66615.820312 Penalty: 7663.293945 Iteration 3F: 3 clusters Score -66615.82 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 365 members Mstep: Class 2 contains 156 members Entering Unmasked Estep Score: -66783.109375 Penalty: 7663.293945 Iteration 4Q: 3 clusters Score -66783.11 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 369 members Mstep: Class 2 contains 152 members Entering Unmasked Estep Score: -66818.296875 Penalty: 7663.293945 Iteration 5Q: 3 clusters Score -66818.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 373 members Mstep: Class 2 contains 148 members Entering Unmasked Estep Score: -66852.601562 Penalty: 7663.293945 Iteration 6Q: 3 clusters Score -66852.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 373 members Mstep: Class 2 contains 148 members Entering Unmasked Estep Score: -66852.601562 Penalty: 7663.293945 Iteration 7F: 3 clusters Score -66852.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (34176 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34176 members Entering Unmasked Estep Score: -7529922.000000 Penalty: 6394.058105 Iteration 0F: 2 clusters Score -7529922 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17158 members Mstep: Class 2 contains 17018 members Entering Unmasked Estep Score: -7504365.500000 Penalty: 12788.116211 Iteration 0F: 3 clusters Score -7504366 nChanged 14634 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17590 members Mstep: Class 2 contains 16586 members Entering Unmasked Estep Score: -7512215.500000 Penalty: 12788.116211 Iteration 1F: 3 clusters Score -7512216 nChanged 2135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17983 members Mstep: Class 2 contains 16193 members Entering Unmasked Estep Score: -7513206.000000 Penalty: 12788.116211 Iteration 2F: 3 clusters Score -7513206 nChanged 1897 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18548 members Mstep: Class 2 contains 15628 members Entering Unmasked Estep Score: -7514269.500000 Penalty: 12788.116211 Iteration 3F: 3 clusters Score -7514270 nChanged 1945 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19303 members Mstep: Class 2 contains 14873 members Entering Unmasked Estep Score: -7515411.500000 Penalty: 12788.116211 Iteration 4F: 3 clusters Score -7515412 nChanged 1998 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20287 members Mstep: Class 2 contains 13889 members Entering Unmasked Estep Score: -7516607.000000 Penalty: 12788.116211 Iteration 5F: 3 clusters Score -7516607 nChanged 1940 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21447 members Mstep: Class 2 contains 12729 members Entering Unmasked Estep Score: -7517882.000000 Penalty: 12788.116211 Iteration 6F: 3 clusters Score -7517882 nChanged 1911 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22718 members Mstep: Class 2 contains 11458 members Entering Unmasked Estep Score: -7519206.000000 Penalty: 12788.116211 Iteration 7F: 3 clusters Score -7519206 nChanged 1873 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24037 members Mstep: Class 2 contains 10139 members Entering Unmasked Estep Score: -7520742.500000 Penalty: 12788.116211 Iteration 8F: 3 clusters Score -7520742 nChanged 1696 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25187 members Mstep: Class 2 contains 8989 members Entering Unmasked Estep Score: -7522380.500000 Penalty: 12788.116211 Iteration 9Q: 3 clusters Score -7522380 nChanged 1476 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26049 members Mstep: Class 2 contains 8127 members Entering Unmasked Estep Score: -7523997.500000 Penalty: 12788.116211 Iteration 10Q: 3 clusters Score -7523998 nChanged 1210 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26559 members Mstep: Class 2 contains 7617 members Entering Unmasked Estep Score: -7525516.500000 Penalty: 12788.116211 Iteration 11Q: 3 clusters Score -7525516 nChanged 1031 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26666 members Mstep: Class 2 contains 7510 members Entering Unmasked Estep Score: -7526516.500000 Penalty: 12788.116211 Iteration 12Q: 3 clusters Score -7526516 nChanged 842 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26502 members Mstep: Class 2 contains 7674 members Entering Unmasked Estep Score: -7527362.500000 Penalty: 12788.116211 Iteration 13Q: 3 clusters Score -7527362 nChanged 700 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26240 members Mstep: Class 2 contains 7936 members Entering Unmasked Estep Score: -7528081.500000 Penalty: 12788.116211 Iteration 14Q: 3 clusters Score -7528082 nChanged 623 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25917 members Mstep: Class 2 contains 8259 members Entering Unmasked Estep Score: -7528585.500000 Penalty: 12788.116211 Iteration 15Q: 3 clusters Score -7528586 nChanged 446 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25685 members Mstep: Class 2 contains 8491 members Entering Unmasked Estep Score: -7528853.500000 Penalty: 12788.116211 Iteration 16Q: 3 clusters Score -7528854 nChanged 269 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25552 members Mstep: Class 2 contains 8624 members Entering Unmasked Estep Score: -7528962.500000 Penalty: 12788.116211 Iteration 17Q: 3 clusters Score -7528962 nChanged 174 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25472 members Mstep: Class 2 contains 8704 members Entering Unmasked Estep Score: -7529018.000000 Penalty: 12788.116211 Iteration 18Q: 3 clusters Score -7529018 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25427 members Mstep: Class 2 contains 8749 members Entering Unmasked Estep Score: -7529056.000000 Penalty: 12788.116211 Iteration 19Q: 3 clusters Score -7529056 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25398 members Mstep: Class 2 contains 8778 members Entering Unmasked Estep Score: -7529056.000000 Penalty: 12788.116211 Iteration 20F: 3 clusters Score -7529056 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25390 members Mstep: Class 2 contains 8786 members Entering Unmasked Estep Score: -7529080.500000 Penalty: 12788.116211 Iteration 21Q: 3 clusters Score -7529080 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25383 members Mstep: Class 2 contains 8793 members Entering Unmasked Estep Score: -7529077.500000 Penalty: 12788.116211 Iteration 22Q: 3 clusters Score -7529078 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25363 members Mstep: Class 2 contains 8813 members Entering Unmasked Estep Score: -7529095.500000 Penalty: 12788.116211 Iteration 23Q: 3 clusters Score -7529096 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25354 members Mstep: Class 2 contains 8822 members Entering Unmasked Estep Score: -7529102.000000 Penalty: 12788.116211 Iteration 24Q: 3 clusters Score -7529102 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25351 members Mstep: Class 2 contains 8825 members Entering Unmasked Estep Score: -7529108.500000 Penalty: 12788.116211 Iteration 25Q: 3 clusters Score -7529108 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25352 members Mstep: Class 2 contains 8824 members Entering Unmasked Estep Score: -7529105.500000 Penalty: 12788.116211 Iteration 26Q: 3 clusters Score -7529106 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25351 members Mstep: Class 2 contains 8825 members Entering Unmasked Estep Score: -7529113.500000 Penalty: 12788.116211 Iteration 27Q: 3 clusters Score -7529114 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25353 members Mstep: Class 2 contains 8823 members Entering Unmasked Estep Score: -7529106.000000 Penalty: 12788.116211 Iteration 28Q: 3 clusters Score -7529106 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25355 members Mstep: Class 2 contains 8821 members Entering Unmasked Estep Score: -7529104.000000 Penalty: 12788.116211 Iteration 29Q: 3 clusters Score -7529104 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25355 members Mstep: Class 2 contains 8821 members Entering Unmasked Estep Score: -7529104.000000 Penalty: 12788.116211 Iteration 30F: 3 clusters Score -7529104 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (857 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 857 members Entering Unmasked Estep Score: -162396.812500 Penalty: 4136.480957 Iteration 0F: 2 clusters Score -162396.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 390 members Mstep: Class 2 contains 467 members Entering Unmasked Estep Score: -158568.359375 Penalty: 8272.961914 Iteration 0F: 3 clusters Score -158568.4 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 422 members Mstep: Class 2 contains 435 members Entering Unmasked Estep Score: -159022.875000 Penalty: 8272.961914 Iteration 1F: 3 clusters Score -159022.9 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 443 members Mstep: Class 2 contains 414 members Entering Unmasked Estep Score: -159309.343750 Penalty: 8272.961914 Iteration 2F: 3 clusters Score -159309.3 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 467 members Mstep: Class 2 contains 390 members Entering Unmasked Estep Score: -160034.750000 Penalty: 8272.961914 Iteration 3Q: 3 clusters Score -160034.8 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 524 members Mstep: Class 2 contains 333 members Entering Unmasked Estep Score: -160268.937500 Penalty: 8272.961914 Iteration 4F: 3 clusters Score -160268.9 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 562 members Mstep: Class 2 contains 295 members Entering Unmasked Estep Score: -160448.593750 Penalty: 8272.961914 Iteration 5Q: 3 clusters Score -160448.6 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 600 members Mstep: Class 2 contains 257 members Entering Unmasked Estep Score: -160683.265625 Penalty: 8272.961914 Iteration 6F: 3 clusters Score -160683.3 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 607 members Mstep: Class 2 contains 250 members Entering Unmasked Estep Score: -160955.453125 Penalty: 8272.961914 Iteration 7Q: 3 clusters Score -160955.5 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 626 members Mstep: Class 2 contains 231 members Entering Unmasked Estep Score: -161368.234375 Penalty: 8272.961914 Iteration 8Q: 3 clusters Score -161368.2 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 648 members Mstep: Class 2 contains 209 members Entering Unmasked Estep Score: -161533.875000 Penalty: 8272.961914 Iteration 9Q: 3 clusters Score -161533.9 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 666 members Mstep: Class 2 contains 191 members Entering Unmasked Estep Score: -161643.515625 Penalty: 8272.961914 Iteration 10Q: 3 clusters Score -161643.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 677 members Mstep: Class 2 contains 180 members Entering Unmasked Estep Score: -161711.000000 Penalty: 8272.961914 Iteration 11Q: 3 clusters Score -161711 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 680 members Mstep: Class 2 contains 177 members Entering Unmasked Estep Score: -161737.531250 Penalty: 8272.961914 Iteration 12Q: 3 clusters Score -161737.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 683 members Mstep: Class 2 contains 174 members Entering Unmasked Estep Score: -161776.937500 Penalty: 8272.961914 Iteration 13Q: 3 clusters Score -161776.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 687 members Mstep: Class 2 contains 170 members Entering Unmasked Estep Score: -161796.843750 Penalty: 8272.961914 Iteration 14Q: 3 clusters Score -161796.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 689 members Mstep: Class 2 contains 168 members Entering Unmasked Estep Score: -161810.640625 Penalty: 8272.961914 Iteration 15Q: 3 clusters Score -161810.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 689 members Mstep: Class 2 contains 168 members Entering Unmasked Estep Score: -161810.640625 Penalty: 8272.961914 Iteration 16F: 3 clusters Score -161810.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (1561 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1561 members Entering Unmasked Estep Score: -339357.406250 Penalty: 4503.762695 Iteration 0F: 2 clusters Score -339357.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 813 members Mstep: Class 2 contains 748 members Entering Unmasked Estep Score: -334717.437500 Penalty: 9007.525391 Iteration 0F: 3 clusters Score -334717.4 nChanged 290 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 825 members Mstep: Class 2 contains 736 members Entering Unmasked Estep Score: -335204.562500 Penalty: 9007.525391 Iteration 1F: 3 clusters Score -335204.6 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 834 members Mstep: Class 2 contains 727 members Entering Unmasked Estep Score: -335365.468750 Penalty: 9007.525391 Iteration 2F: 3 clusters Score -335365.5 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 838 members Mstep: Class 2 contains 723 members Entering Unmasked Estep Score: -335431.093750 Penalty: 9007.525391 Iteration 3Q: 3 clusters Score -335431.1 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 838 members Mstep: Class 2 contains 723 members Entering Unmasked Estep Score: -335465.343750 Penalty: 9007.525391 Iteration 4Q: 3 clusters Score -335465.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 840 members Mstep: Class 2 contains 721 members Entering Unmasked Estep Score: -335483.000000 Penalty: 9007.525391 Iteration 5Q: 3 clusters Score -335483 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 837 members Mstep: Class 2 contains 724 members Entering Unmasked Estep Score: -335506.281250 Penalty: 9007.525391 Iteration 6Q: 3 clusters Score -335506.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 836 members Mstep: Class 2 contains 725 members Entering Unmasked Estep Score: -335517.437500 Penalty: 9007.525391 Iteration 7Q: 3 clusters Score -335517.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 836 members Mstep: Class 2 contains 725 members Entering Unmasked Estep Score: -335528.968750 Penalty: 9007.525391 Iteration 8Q: 3 clusters Score -335529 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 840 members Mstep: Class 2 contains 721 members Entering Unmasked Estep Score: -335537.218750 Penalty: 9007.525391 Iteration 9Q: 3 clusters Score -335537.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 842 members Mstep: Class 2 contains 719 members Entering Unmasked Estep Score: -335543.562500 Penalty: 9007.525391 Iteration 10Q: 3 clusters Score -335543.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 844 members Mstep: Class 2 contains 717 members Entering Unmasked Estep Score: -335547.156250 Penalty: 9007.525391 Iteration 11Q: 3 clusters Score -335547.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 845 members Mstep: Class 2 contains 716 members Entering Unmasked Estep Score: -335555.875000 Penalty: 9007.525391 Iteration 12Q: 3 clusters Score -335555.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 845 members Mstep: Class 2 contains 716 members Entering Unmasked Estep Score: -335559.593750 Penalty: 9007.525391 Iteration 13Q: 3 clusters Score -335559.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 845 members Mstep: Class 2 contains 716 members Entering Unmasked Estep Score: -335563.343750 Penalty: 9007.525391 Iteration 14Q: 3 clusters Score -335563.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 844 members Mstep: Class 2 contains 717 members Entering Unmasked Estep Score: -335564.375000 Penalty: 9007.525391 Iteration 15Q: 3 clusters Score -335564.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 842 members Mstep: Class 2 contains 719 members Entering Unmasked Estep Score: -335566.968750 Penalty: 9007.525391 Iteration 16Q: 3 clusters Score -335567 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 841 members Mstep: Class 2 contains 720 members Entering Unmasked Estep Score: -335569.531250 Penalty: 9007.525391 Iteration 17Q: 3 clusters Score -335569.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 840 members Mstep: Class 2 contains 721 members Entering Unmasked Estep Score: -335571.781250 Penalty: 9007.525391 Iteration 18Q: 3 clusters Score -335571.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 843 members Mstep: Class 2 contains 718 members Entering Unmasked Estep Score: -335576.812500 Penalty: 9007.525391 Iteration 19Q: 3 clusters Score -335576.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 844 members Mstep: Class 2 contains 717 members Entering Unmasked Estep Score: -335581.156250 Penalty: 9007.525391 Iteration 20F: 3 clusters Score -335581.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 846 members Mstep: Class 2 contains 715 members Entering Unmasked Estep Score: -335584.281250 Penalty: 9007.525391 Iteration 21Q: 3 clusters Score -335584.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 847 members Mstep: Class 2 contains 714 members Entering Unmasked Estep Score: -335586.187500 Penalty: 9007.525391 Iteration 22Q: 3 clusters Score -335586.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 848 members Mstep: Class 2 contains 713 members Entering Unmasked Estep Score: -335587.031250 Penalty: 9007.525391 Iteration 23Q: 3 clusters Score -335587 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 848 members Mstep: Class 2 contains 713 members Entering Unmasked Estep Score: -335587.031250 Penalty: 9007.525391 Iteration 24F: 3 clusters Score -335587 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (23981 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23981 members Entering Unmasked Estep Score: -5090742.500000 Penalty: 6177.073242 Iteration 0F: 2 clusters Score -5090742 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12083 members Mstep: Class 2 contains 11898 members Entering Unmasked Estep Score: -5071672.500000 Penalty: 12354.146484 Iteration 0F: 3 clusters Score -5071672 nChanged 9948 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12515 members Mstep: Class 2 contains 11466 members Entering Unmasked Estep Score: -5077155.500000 Penalty: 12354.146484 Iteration 1F: 3 clusters Score -5077156 nChanged 1662 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12785 members Mstep: Class 2 contains 11196 members Entering Unmasked Estep Score: -5078123.500000 Penalty: 12354.146484 Iteration 2F: 3 clusters Score -5078124 nChanged 1438 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13091 members Mstep: Class 2 contains 10890 members Entering Unmasked Estep Score: -5079113.000000 Penalty: 12354.146484 Iteration 3F: 3 clusters Score -5079113 nChanged 1350 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13449 members Mstep: Class 2 contains 10532 members Entering Unmasked Estep Score: -5080225.500000 Penalty: 12354.146484 Iteration 4F: 3 clusters Score -5080226 nChanged 1386 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13731 members Mstep: Class 2 contains 10250 members Entering Unmasked Estep Score: -5081415.500000 Penalty: 12354.146484 Iteration 5F: 3 clusters Score -5081416 nChanged 1373 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13818 members Mstep: Class 2 contains 10163 members Entering Unmasked Estep Score: -5082401.500000 Penalty: 12354.146484 Iteration 6F: 3 clusters Score -5082402 nChanged 1205 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13717 members Mstep: Class 2 contains 10264 members Entering Unmasked Estep Score: -5083097.000000 Penalty: 12354.146484 Iteration 7F: 3 clusters Score -5083097 nChanged 1016 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13461 members Mstep: Class 2 contains 10520 members Entering Unmasked Estep Score: -5083636.000000 Penalty: 12354.146484 Iteration 8Q: 3 clusters Score -5083636 nChanged 871 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13102 members Mstep: Class 2 contains 10879 members Entering Unmasked Estep Score: -5084126.000000 Penalty: 12354.146484 Iteration 9Q: 3 clusters Score -5084126 nChanged 822 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12660 members Mstep: Class 2 contains 11321 members Entering Unmasked Estep Score: -5084574.000000 Penalty: 12354.146484 Iteration 10Q: 3 clusters Score -5084574 nChanged 790 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12102 members Mstep: Class 2 contains 11879 members Entering Unmasked Estep Score: -5085020.500000 Penalty: 12354.146484 Iteration 11Q: 3 clusters Score -5085020 nChanged 808 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11452 members Mstep: Class 2 contains 12529 members Entering Unmasked Estep Score: -5085567.000000 Penalty: 12354.146484 Iteration 12Q: 3 clusters Score -5085567 nChanged 887 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10667 members Mstep: Class 2 contains 13314 members Entering Unmasked Estep Score: -5086220.500000 Penalty: 12354.146484 Iteration 13Q: 3 clusters Score -5086220 nChanged 891 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9836 members Mstep: Class 2 contains 14145 members Entering Unmasked Estep Score: -5086874.500000 Penalty: 12354.146484 Iteration 14Q: 3 clusters Score -5086874 nChanged 885 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8979 members Mstep: Class 2 contains 15002 members Entering Unmasked Estep Score: -5087586.000000 Penalty: 12354.146484 Iteration 15Q: 3 clusters Score -5087586 nChanged 847 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8152 members Mstep: Class 2 contains 15829 members Entering Unmasked Estep Score: -5088333.000000 Penalty: 12354.146484 Iteration 16Q: 3 clusters Score -5088333 nChanged 760 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7412 members Mstep: Class 2 contains 16569 members Entering Unmasked Estep Score: -5088985.500000 Penalty: 12354.146484 Iteration 17Q: 3 clusters Score -5088986 nChanged 642 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6782 members Mstep: Class 2 contains 17199 members Entering Unmasked Estep Score: -5089519.000000 Penalty: 12354.146484 Iteration 18Q: 3 clusters Score -5089519 nChanged 563 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6229 members Mstep: Class 2 contains 17752 members Entering Unmasked Estep Score: -5089971.000000 Penalty: 12354.146484 Iteration 19Q: 3 clusters Score -5089971 nChanged 453 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5778 members Mstep: Class 2 contains 18203 members Entering Unmasked Estep Score: -5090305.500000 Penalty: 12354.146484 Iteration 20F: 3 clusters Score -5090306 nChanged 390 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5390 members Mstep: Class 2 contains 18591 members Entering Unmasked Estep Score: -5090603.000000 Penalty: 12354.146484 Iteration 21Q: 3 clusters Score -5090603 nChanged 341 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5051 members Mstep: Class 2 contains 18930 members Entering Unmasked Estep Score: -5090858.500000 Penalty: 12354.146484 Iteration 22Q: 3 clusters Score -5090858 nChanged 311 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4740 members Mstep: Class 2 contains 19241 members Entering Unmasked Estep Score: -5091115.500000 Penalty: 12354.146484 Iteration 23Q: 3 clusters Score -5091116 nChanged 281 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4461 members Mstep: Class 2 contains 19520 members Entering Unmasked Estep Score: -5091333.500000 Penalty: 12354.146484 Iteration 24Q: 3 clusters Score -5091334 nChanged 211 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4252 members Mstep: Class 2 contains 19729 members Entering Unmasked Estep Score: -5091501.000000 Penalty: 12354.146484 Iteration 25Q: 3 clusters Score -5091501 nChanged 187 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4071 members Mstep: Class 2 contains 19910 members Entering Unmasked Estep Score: -5091620.000000 Penalty: 12354.146484 Iteration 26Q: 3 clusters Score -5091620 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3924 members Mstep: Class 2 contains 20057 members Entering Unmasked Estep Score: -5091725.000000 Penalty: 12354.146484 Iteration 27Q: 3 clusters Score -5091725 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3806 members Mstep: Class 2 contains 20175 members Entering Unmasked Estep Score: -5091794.000000 Penalty: 12354.146484 Iteration 28Q: 3 clusters Score -5091794 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3718 members Mstep: Class 2 contains 20263 members Entering Unmasked Estep Score: -5091841.500000 Penalty: 12354.146484 Iteration 29Q: 3 clusters Score -5091842 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3638 members Mstep: Class 2 contains 20343 members Entering Unmasked Estep Score: -5091875.500000 Penalty: 12354.146484 Iteration 30Q: 3 clusters Score -5091876 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3578 members Mstep: Class 2 contains 20403 members Entering Unmasked Estep Score: -5091906.000000 Penalty: 12354.146484 Iteration 31Q: 3 clusters Score -5091906 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3524 members Mstep: Class 2 contains 20457 members Entering Unmasked Estep Score: -5091933.500000 Penalty: 12354.146484 Iteration 32Q: 3 clusters Score -5091934 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3479 members Mstep: Class 2 contains 20502 members Entering Unmasked Estep Score: -5091940.000000 Penalty: 12354.146484 Iteration 33Q: 3 clusters Score -5091940 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3446 members Mstep: Class 2 contains 20535 members Entering Unmasked Estep Score: -5091977.000000 Penalty: 12354.146484 Iteration 34Q: 3 clusters Score -5091977 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3412 members Mstep: Class 2 contains 20569 members Entering Unmasked Estep Score: -5091982.500000 Penalty: 12354.146484 Iteration 35Q: 3 clusters Score -5091982 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3392 members Mstep: Class 2 contains 20589 members Entering Unmasked Estep Score: -5091983.500000 Penalty: 12354.146484 Iteration 36Q: 3 clusters Score -5091984 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3379 members Mstep: Class 2 contains 20602 members Entering Unmasked Estep Score: -5091995.500000 Penalty: 12354.146484 Iteration 37Q: 3 clusters Score -5091996 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3368 members Mstep: Class 2 contains 20613 members Entering Unmasked Estep Score: -5092007.500000 Penalty: 12354.146484 Iteration 38Q: 3 clusters Score -5092008 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3359 members Mstep: Class 2 contains 20622 members Entering Unmasked Estep Score: -5092008.000000 Penalty: 12354.146484 Iteration 39Q: 3 clusters Score -5092008 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3354 members Mstep: Class 2 contains 20627 members Entering Unmasked Estep Score: -5092015.000000 Penalty: 12354.146484 Iteration 40F: 3 clusters Score -5092015 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3353 members Mstep: Class 2 contains 20628 members Entering Unmasked Estep Score: -5092013.500000 Penalty: 12354.146484 Iteration 41Q: 3 clusters Score -5092014 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3350 members Mstep: Class 2 contains 20631 members Entering Unmasked Estep Score: -5092012.000000 Penalty: 12354.146484 Iteration 42Q: 3 clusters Score -5092012 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3346 members Mstep: Class 2 contains 20635 members Entering Unmasked Estep Score: -5092018.000000 Penalty: 12354.146484 Iteration 43Q: 3 clusters Score -5092018 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3343 members Mstep: Class 2 contains 20638 members Entering Unmasked Estep Score: -5092022.500000 Penalty: 12354.146484 Iteration 44Q: 3 clusters Score -5092022 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3343 members Mstep: Class 2 contains 20638 members Entering Unmasked Estep Score: -5092022.500000 Penalty: 12354.146484 Iteration 45F: 3 clusters Score -5092022 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 34176 members Mstep: Class 3 contains 857 members Mstep: Class 4 contains 1561 members Mstep: Class 5 contains 3343 members Mstep: Class 6 contains 27068 members Mstep: Class 7 contains 73938 members Mstep: Class 8 contains 1477 members Mstep: Class 9 contains 795 members Mstep: Class 10 contains 139568 members Mstep: Class 11 contains 82338 members Mstep: Class 12 contains 522 members Mstep: Class 13 contains 453 members Mstep: Class 14 contains 159587 members Mstep: Class 15 contains 28213 members Mstep: Class 16 contains 34213 members Mstep: Class 17 contains 20638 members Mstep: Class 18 contains 9130 members Mstep: Class 19 contains 24612 members Mstep: Class 21 contains 626 members Mstep: Class 22 contains 1321 members Mstep: Class 23 contains 34051 members Entering Unmasked Estep Score: -147560560.000000 Penalty: 180948.125000 Splitting cluster 5 changes total score from -147560832.000000 to -147560560.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 6 (27068 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27068 members Entering Unmasked Estep Score: -5941685.000000 Penalty: 6251.240723 Iteration 0F: 2 clusters Score -5941685 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13520 members Mstep: Class 2 contains 13548 members Entering Unmasked Estep Score: -5920745.500000 Penalty: 12502.481445 Iteration 0F: 3 clusters Score -5920746 nChanged 11303 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13555 members Mstep: Class 2 contains 13513 members Entering Unmasked Estep Score: -5926762.000000 Penalty: 12502.481445 Iteration 1F: 3 clusters Score -5926762 nChanged 1611 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13746 members Mstep: Class 2 contains 13322 members Entering Unmasked Estep Score: -5927523.500000 Penalty: 12502.481445 Iteration 2F: 3 clusters Score -5927524 nChanged 1277 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13953 members Mstep: Class 2 contains 13115 members Entering Unmasked Estep Score: -5928121.000000 Penalty: 12502.481445 Iteration 3Q: 3 clusters Score -5928121 nChanged 1224 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14211 members Mstep: Class 2 contains 12857 members Entering Unmasked Estep Score: -5928703.500000 Penalty: 12502.481445 Iteration 4Q: 3 clusters Score -5928704 nChanged 1157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14550 members Mstep: Class 2 contains 12518 members Entering Unmasked Estep Score: -5929269.500000 Penalty: 12502.481445 Iteration 5Q: 3 clusters Score -5929270 nChanged 1061 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14993 members Mstep: Class 2 contains 12075 members Entering Unmasked Estep Score: -5929700.000000 Penalty: 12502.481445 Iteration 6Q: 3 clusters Score -5929700 nChanged 1081 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15560 members Mstep: Class 2 contains 11508 members Entering Unmasked Estep Score: -5930145.500000 Penalty: 12502.481445 Iteration 7Q: 3 clusters Score -5930146 nChanged 994 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16150 members Mstep: Class 2 contains 10918 members Entering Unmasked Estep Score: -5930718.000000 Penalty: 12502.481445 Iteration 8Q: 3 clusters Score -5930718 nChanged 1031 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16799 members Mstep: Class 2 contains 10269 members Entering Unmasked Estep Score: -5931269.500000 Penalty: 12502.481445 Iteration 9Q: 3 clusters Score -5931270 nChanged 1014 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17527 members Mstep: Class 2 contains 9541 members Entering Unmasked Estep Score: -5931757.500000 Penalty: 12502.481445 Iteration 10Q: 3 clusters Score -5931758 nChanged 1015 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18314 members Mstep: Class 2 contains 8754 members Entering Unmasked Estep Score: -5932310.000000 Penalty: 12502.481445 Iteration 11Q: 3 clusters Score -5932310 nChanged 1003 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19139 members Mstep: Class 2 contains 7929 members Entering Unmasked Estep Score: -5932866.500000 Penalty: 12502.481445 Iteration 12Q: 3 clusters Score -5932866 nChanged 994 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19971 members Mstep: Class 2 contains 7097 members Entering Unmasked Estep Score: -5933424.000000 Penalty: 12502.481445 Iteration 13Q: 3 clusters Score -5933424 nChanged 875 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20766 members Mstep: Class 2 contains 6302 members Entering Unmasked Estep Score: -5933994.000000 Penalty: 12502.481445 Iteration 14Q: 3 clusters Score -5933994 nChanged 826 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21526 members Mstep: Class 2 contains 5542 members Entering Unmasked Estep Score: -5934528.000000 Penalty: 12502.481445 Iteration 15Q: 3 clusters Score -5934528 nChanged 705 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22179 members Mstep: Class 2 contains 4889 members Entering Unmasked Estep Score: -5934973.000000 Penalty: 12502.481445 Iteration 16Q: 3 clusters Score -5934973 nChanged 636 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22777 members Mstep: Class 2 contains 4291 members Entering Unmasked Estep Score: -5935403.000000 Penalty: 12502.481445 Iteration 17Q: 3 clusters Score -5935403 nChanged 542 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23289 members Mstep: Class 2 contains 3779 members Entering Unmasked Estep Score: -5935776.000000 Penalty: 12502.481445 Iteration 18Q: 3 clusters Score -5935776 nChanged 461 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23726 members Mstep: Class 2 contains 3342 members Entering Unmasked Estep Score: -5936107.000000 Penalty: 12502.481445 Iteration 19Q: 3 clusters Score -5936107 nChanged 404 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24106 members Mstep: Class 2 contains 2962 members Entering Unmasked Estep Score: -5936424.000000 Penalty: 12502.481445 Iteration 20F: 3 clusters Score -5936424 nChanged 345 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24425 members Mstep: Class 2 contains 2643 members Entering Unmasked Estep Score: -5936661.000000 Penalty: 12502.481445 Iteration 21Q: 3 clusters Score -5936661 nChanged 252 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24649 members Mstep: Class 2 contains 2419 members Entering Unmasked Estep Score: -5936822.500000 Penalty: 12502.481445 Iteration 22Q: 3 clusters Score -5936822 nChanged 168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24803 members Mstep: Class 2 contains 2265 members Entering Unmasked Estep Score: -5936934.000000 Penalty: 12502.481445 Iteration 23Q: 3 clusters Score -5936934 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24914 members Mstep: Class 2 contains 2154 members Entering Unmasked Estep Score: -5937009.500000 Penalty: 12502.481445 Iteration 24Q: 3 clusters Score -5937010 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25001 members Mstep: Class 2 contains 2067 members Entering Unmasked Estep Score: -5937064.000000 Penalty: 12502.481445 Iteration 25Q: 3 clusters Score -5937064 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25053 members Mstep: Class 2 contains 2015 members Entering Unmasked Estep Score: -5937094.500000 Penalty: 12502.481445 Iteration 26Q: 3 clusters Score -5937094 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25113 members Mstep: Class 2 contains 1955 members Entering Unmasked Estep Score: -5937134.000000 Penalty: 12502.481445 Iteration 27Q: 3 clusters Score -5937134 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25175 members Mstep: Class 2 contains 1893 members Entering Unmasked Estep Score: -5937161.000000 Penalty: 12502.481445 Iteration 28Q: 3 clusters Score -5937161 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25230 members Mstep: Class 2 contains 1838 members Entering Unmasked Estep Score: -5937204.500000 Penalty: 12502.481445 Iteration 29Q: 3 clusters Score -5937204 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25266 members Mstep: Class 2 contains 1802 members Entering Unmasked Estep Score: -5937255.000000 Penalty: 12502.481445 Iteration 30Q: 3 clusters Score -5937255 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25306 members Mstep: Class 2 contains 1762 members Entering Unmasked Estep Score: -5937267.500000 Penalty: 12502.481445 Iteration 31Q: 3 clusters Score -5937268 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25331 members Mstep: Class 2 contains 1737 members Entering Unmasked Estep Score: -5937291.500000 Penalty: 12502.481445 Iteration 32Q: 3 clusters Score -5937292 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25351 members Mstep: Class 2 contains 1717 members Entering Unmasked Estep Score: -5937293.000000 Penalty: 12502.481445 Iteration 33Q: 3 clusters Score -5937293 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25365 members Mstep: Class 2 contains 1703 members Entering Unmasked Estep Score: -5937304.500000 Penalty: 12502.481445 Iteration 34Q: 3 clusters Score -5937304 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25372 members Mstep: Class 2 contains 1696 members Entering Unmasked Estep Score: -5937315.500000 Penalty: 12502.481445 Iteration 35Q: 3 clusters Score -5937316 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25381 members Mstep: Class 2 contains 1687 members Entering Unmasked Estep Score: -5937327.500000 Penalty: 12502.481445 Iteration 36Q: 3 clusters Score -5937328 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25390 members Mstep: Class 2 contains 1678 members Entering Unmasked Estep Score: -5937335.500000 Penalty: 12502.481445 Iteration 37Q: 3 clusters Score -5937336 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25396 members Mstep: Class 2 contains 1672 members Entering Unmasked Estep Score: -5937333.500000 Penalty: 12502.481445 Iteration 38Q: 3 clusters Score -5937334 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25402 members Mstep: Class 2 contains 1666 members Entering Unmasked Estep Score: -5937330.000000 Penalty: 12502.481445 Iteration 39Q: 3 clusters Score -5937330 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25410 members Mstep: Class 2 contains 1658 members Entering Unmasked Estep Score: -5937350.000000 Penalty: 12502.481445 Iteration 40F: 3 clusters Score -5937350 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25415 members Mstep: Class 2 contains 1653 members Entering Unmasked Estep Score: -5937349.000000 Penalty: 12502.481445 Iteration 41Q: 3 clusters Score -5937349 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25420 members Mstep: Class 2 contains 1648 members Entering Unmasked Estep Score: -5937342.000000 Penalty: 12502.481445 Iteration 42Q: 3 clusters Score -5937342 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25426 members Mstep: Class 2 contains 1642 members Entering Unmasked Estep Score: -5937345.000000 Penalty: 12502.481445 Iteration 43Q: 3 clusters Score -5937345 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25427 members Mstep: Class 2 contains 1641 members Entering Unmasked Estep Score: -5937345.500000 Penalty: 12502.481445 Iteration 44Q: 3 clusters Score -5937346 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25428 members Mstep: Class 2 contains 1640 members Entering Unmasked Estep Score: -5937346.500000 Penalty: 12502.481445 Iteration 45Q: 3 clusters Score -5937346 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25429 members Mstep: Class 2 contains 1639 members Entering Unmasked Estep Score: -5937352.000000 Penalty: 12502.481445 Iteration 46Q: 3 clusters Score -5937352 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25432 members Mstep: Class 2 contains 1636 members Entering Unmasked Estep Score: -5937353.000000 Penalty: 12502.481445 Iteration 47Q: 3 clusters Score -5937353 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25436 members Mstep: Class 2 contains 1632 members Entering Unmasked Estep Score: -5937351.500000 Penalty: 12502.481445 Iteration 48Q: 3 clusters Score -5937352 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25436 members Mstep: Class 2 contains 1632 members Entering Unmasked Estep Score: -5937351.500000 Penalty: 12502.481445 Iteration 49F: 3 clusters Score -5937352 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (73938 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73938 members Entering Unmasked Estep Score: -16291326.000000 Penalty: 6866.726562 Iteration 0F: 2 clusters Score -1.629133e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36935 members Mstep: Class 2 contains 37003 members Entering Unmasked Estep Score: -16239992.000000 Penalty: 13733.453125 Iteration 0F: 3 clusters Score -1.623999e+07 nChanged 33241 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36842 members Mstep: Class 2 contains 37096 members Entering Unmasked Estep Score: -16257765.000000 Penalty: 13733.453125 Iteration 1F: 3 clusters Score -1.625776e+07 nChanged 3303 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36797 members Mstep: Class 2 contains 37141 members Entering Unmasked Estep Score: -16258705.000000 Penalty: 13733.453125 Iteration 2Q: 3 clusters Score -1.62587e+07 nChanged 2826 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36735 members Mstep: Class 2 contains 37203 members Entering Unmasked Estep Score: -16259504.000000 Penalty: 13733.453125 Iteration 3Q: 3 clusters Score -1.62595e+07 nChanged 2456 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36689 members Mstep: Class 2 contains 37249 members Entering Unmasked Estep Score: -16260203.000000 Penalty: 13733.453125 Iteration 4Q: 3 clusters Score -1.62602e+07 nChanged 2188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36683 members Mstep: Class 2 contains 37255 members Entering Unmasked Estep Score: -16260739.000000 Penalty: 13733.453125 Iteration 5Q: 3 clusters Score -1.626074e+07 nChanged 1983 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36740 members Mstep: Class 2 contains 37198 members Entering Unmasked Estep Score: -16261261.000000 Penalty: 13733.453125 Iteration 6Q: 3 clusters Score -1.626126e+07 nChanged 1839 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36871 members Mstep: Class 2 contains 37067 members Entering Unmasked Estep Score: -16261738.000000 Penalty: 13733.453125 Iteration 7Q: 3 clusters Score -1.626174e+07 nChanged 1882 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37099 members Mstep: Class 2 contains 36839 members Entering Unmasked Estep Score: -16262182.000000 Penalty: 13733.453125 Iteration 8Q: 3 clusters Score -1.626218e+07 nChanged 2112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37411 members Mstep: Class 2 contains 36527 members Entering Unmasked Estep Score: -16262872.000000 Penalty: 13733.453125 Iteration 9Q: 3 clusters Score -1.626287e+07 nChanged 2466 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37883 members Mstep: Class 2 contains 36055 members Entering Unmasked Estep Score: -16263826.000000 Penalty: 13733.453125 Iteration 10Q: 3 clusters Score -1.626383e+07 nChanged 2933 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38476 members Mstep: Class 2 contains 35462 members Entering Unmasked Estep Score: -16265372.000000 Penalty: 13733.453125 Iteration 11Q: 3 clusters Score -1.626537e+07 nChanged 3480 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39192 members Mstep: Class 2 contains 34746 members Entering Unmasked Estep Score: -16267233.000000 Penalty: 13733.453125 Iteration 12Q: 3 clusters Score -1.626723e+07 nChanged 3834 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40136 members Mstep: Class 2 contains 33802 members Entering Unmasked Estep Score: -16269175.000000 Penalty: 13733.453125 Iteration 13F: 3 clusters Score -1.626918e+07 nChanged 3772 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41180 members Mstep: Class 2 contains 32758 members Entering Unmasked Estep Score: -16271105.000000 Penalty: 13733.453125 Iteration 14F: 3 clusters Score -1.62711e+07 nChanged 3535 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42293 members Mstep: Class 2 contains 31645 members Entering Unmasked Estep Score: -16272892.000000 Penalty: 13733.453125 Iteration 15Q: 3 clusters Score -1.627289e+07 nChanged 3091 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43328 members Mstep: Class 2 contains 30610 members Entering Unmasked Estep Score: -16274230.000000 Penalty: 13733.453125 Iteration 16Q: 3 clusters Score -1.627423e+07 nChanged 2605 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44297 members Mstep: Class 2 contains 29641 members Entering Unmasked Estep Score: -16275278.000000 Penalty: 13733.453125 Iteration 17Q: 3 clusters Score -1.627528e+07 nChanged 2274 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45289 members Mstep: Class 2 contains 28649 members Entering Unmasked Estep Score: -16276321.000000 Penalty: 13733.453125 Iteration 18Q: 3 clusters Score -1.627632e+07 nChanged 2065 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46324 members Mstep: Class 2 contains 27614 members Entering Unmasked Estep Score: -16277326.000000 Penalty: 13733.453125 Iteration 19Q: 3 clusters Score -1.627733e+07 nChanged 1921 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47437 members Mstep: Class 2 contains 26501 members Entering Unmasked Estep Score: -16278471.000000 Penalty: 13733.453125 Iteration 20F: 3 clusters Score -1.627847e+07 nChanged 1958 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48593 members Mstep: Class 2 contains 25345 members Entering Unmasked Estep Score: -16279857.000000 Penalty: 13733.453125 Iteration 21Q: 3 clusters Score -1.627986e+07 nChanged 1765 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49708 members Mstep: Class 2 contains 24230 members Entering Unmasked Estep Score: -16280877.000000 Penalty: 13733.453125 Iteration 22Q: 3 clusters Score -1.628088e+07 nChanged 1461 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50709 members Mstep: Class 2 contains 23229 members Entering Unmasked Estep Score: -16281491.000000 Penalty: 13733.453125 Iteration 23Q: 3 clusters Score -1.628149e+07 nChanged 1073 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51504 members Mstep: Class 2 contains 22434 members Entering Unmasked Estep Score: -16281917.000000 Penalty: 13733.453125 Iteration 24Q: 3 clusters Score -1.628192e+07 nChanged 791 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52145 members Mstep: Class 2 contains 21793 members Entering Unmasked Estep Score: -16282213.000000 Penalty: 13733.453125 Iteration 25Q: 3 clusters Score -1.628221e+07 nChanged 621 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52662 members Mstep: Class 2 contains 21276 members Entering Unmasked Estep Score: -16282357.000000 Penalty: 13733.453125 Iteration 26Q: 3 clusters Score -1.628236e+07 nChanged 556 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53168 members Mstep: Class 2 contains 20770 members Entering Unmasked Estep Score: -16282469.000000 Penalty: 13733.453125 Iteration 27Q: 3 clusters Score -1.628247e+07 nChanged 478 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53616 members Mstep: Class 2 contains 20322 members Entering Unmasked Estep Score: -16282580.000000 Penalty: 13733.453125 Iteration 28Q: 3 clusters Score -1.628258e+07 nChanged 425 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54009 members Mstep: Class 2 contains 19929 members Entering Unmasked Estep Score: -16282657.000000 Penalty: 13733.453125 Iteration 29Q: 3 clusters Score -1.628266e+07 nChanged 386 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54371 members Mstep: Class 2 contains 19567 members Entering Unmasked Estep Score: -16282687.000000 Penalty: 13733.453125 Iteration 30Q: 3 clusters Score -1.628269e+07 nChanged 359 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54716 members Mstep: Class 2 contains 19222 members Entering Unmasked Estep Score: -16282727.000000 Penalty: 13733.453125 Iteration 31Q: 3 clusters Score -1.628273e+07 nChanged 334 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55042 members Mstep: Class 2 contains 18896 members Entering Unmasked Estep Score: -16282847.000000 Penalty: 13733.453125 Iteration 32Q: 3 clusters Score -1.628285e+07 nChanged 292 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55324 members Mstep: Class 2 contains 18614 members Entering Unmasked Estep Score: -16282897.000000 Penalty: 13733.453125 Iteration 33Q: 3 clusters Score -1.62829e+07 nChanged 280 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55598 members Mstep: Class 2 contains 18340 members Entering Unmasked Estep Score: -16282967.000000 Penalty: 13733.453125 Iteration 34Q: 3 clusters Score -1.628297e+07 nChanged 255 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55851 members Mstep: Class 2 contains 18087 members Entering Unmasked Estep Score: -16282959.000000 Penalty: 13733.453125 Iteration 35Q: 3 clusters Score -1.628296e+07 nChanged 255 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56102 members Mstep: Class 2 contains 17836 members Entering Unmasked Estep Score: -16283052.000000 Penalty: 13733.453125 Iteration 36Q: 3 clusters Score -1.628305e+07 nChanged 258 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56354 members Mstep: Class 2 contains 17584 members Entering Unmasked Estep Score: -16283077.000000 Penalty: 13733.453125 Iteration 37Q: 3 clusters Score -1.628308e+07 nChanged 252 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56606 members Mstep: Class 2 contains 17332 members Entering Unmasked Estep Score: -16283146.000000 Penalty: 13733.453125 Iteration 38Q: 3 clusters Score -1.628315e+07 nChanged 216 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56822 members Mstep: Class 2 contains 17116 members Entering Unmasked Estep Score: -16283162.000000 Penalty: 13733.453125 Iteration 39Q: 3 clusters Score -1.628316e+07 nChanged 197 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57017 members Mstep: Class 2 contains 16921 members Entering Unmasked Estep Score: -16283155.000000 Penalty: 13733.453125 Iteration 40F: 3 clusters Score -1.628316e+07 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57192 members Mstep: Class 2 contains 16746 members Entering Unmasked Estep Score: -16283183.000000 Penalty: 13733.453125 Iteration 41Q: 3 clusters Score -1.628318e+07 nChanged 177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57369 members Mstep: Class 2 contains 16569 members Entering Unmasked Estep Score: -16283210.000000 Penalty: 13733.453125 Iteration 42Q: 3 clusters Score -1.628321e+07 nChanged 212 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57581 members Mstep: Class 2 contains 16357 members Entering Unmasked Estep Score: -16283244.000000 Penalty: 13733.453125 Iteration 43Q: 3 clusters Score -1.628324e+07 nChanged 203 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57784 members Mstep: Class 2 contains 16154 members Entering Unmasked Estep Score: -16283247.000000 Penalty: 13733.453125 Iteration 44Q: 3 clusters Score -1.628325e+07 nChanged 187 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57969 members Mstep: Class 2 contains 15969 members Entering Unmasked Estep Score: -16283280.000000 Penalty: 13733.453125 Iteration 45Q: 3 clusters Score -1.628328e+07 nChanged 218 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58187 members Mstep: Class 2 contains 15751 members Entering Unmasked Estep Score: -16283353.000000 Penalty: 13733.453125 Iteration 46Q: 3 clusters Score -1.628335e+07 nChanged 223 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58410 members Mstep: Class 2 contains 15528 members Entering Unmasked Estep Score: -16283402.000000 Penalty: 13733.453125 Iteration 47Q: 3 clusters Score -1.62834e+07 nChanged 217 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58627 members Mstep: Class 2 contains 15311 members Entering Unmasked Estep Score: -16283448.000000 Penalty: 13733.453125 Iteration 48Q: 3 clusters Score -1.628345e+07 nChanged 208 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58835 members Mstep: Class 2 contains 15103 members Entering Unmasked Estep Score: -16283459.000000 Penalty: 13733.453125 Iteration 49Q: 3 clusters Score -1.628346e+07 nChanged 199 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59032 members Mstep: Class 2 contains 14906 members Entering Unmasked Estep Score: -16283481.000000 Penalty: 13733.453125 Iteration 50Q: 3 clusters Score -1.628348e+07 nChanged 181 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59213 members Mstep: Class 2 contains 14725 members Entering Unmasked Estep Score: -16283490.000000 Penalty: 13733.453125 Iteration 51Q: 3 clusters Score -1.628349e+07 nChanged 177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59390 members Mstep: Class 2 contains 14548 members Entering Unmasked Estep Score: -16283500.000000 Penalty: 13733.453125 Iteration 52Q: 3 clusters Score -1.62835e+07 nChanged 183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59573 members Mstep: Class 2 contains 14365 members Entering Unmasked Estep Score: -16283523.000000 Penalty: 13733.453125 Iteration 53Q: 3 clusters Score -1.628352e+07 nChanged 189 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59762 members Mstep: Class 2 contains 14176 members Entering Unmasked Estep Score: -16283550.000000 Penalty: 13733.453125 Iteration 54Q: 3 clusters Score -1.628355e+07 nChanged 204 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59964 members Mstep: Class 2 contains 13974 members Entering Unmasked Estep Score: -16283591.000000 Penalty: 13733.453125 Iteration 55Q: 3 clusters Score -1.628359e+07 nChanged 222 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60186 members Mstep: Class 2 contains 13752 members Entering Unmasked Estep Score: -16283627.000000 Penalty: 13733.453125 Iteration 56Q: 3 clusters Score -1.628363e+07 nChanged 190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60372 members Mstep: Class 2 contains 13566 members Entering Unmasked Estep Score: -16283708.000000 Penalty: 13733.453125 Iteration 57Q: 3 clusters Score -1.628371e+07 nChanged 198 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60570 members Mstep: Class 2 contains 13368 members Entering Unmasked Estep Score: -16283737.000000 Penalty: 13733.453125 Iteration 58Q: 3 clusters Score -1.628374e+07 nChanged 179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60745 members Mstep: Class 2 contains 13193 members Entering Unmasked Estep Score: -16283742.000000 Penalty: 13733.453125 Iteration 59Q: 3 clusters Score -1.628374e+07 nChanged 178 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60923 members Mstep: Class 2 contains 13015 members Entering Unmasked Estep Score: -16283779.000000 Penalty: 13733.453125 Iteration 60F: 3 clusters Score -1.628378e+07 nChanged 182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61103 members Mstep: Class 2 contains 12835 members Entering Unmasked Estep Score: -16283804.000000 Penalty: 13733.453125 Iteration 61Q: 3 clusters Score -1.62838e+07 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61252 members Mstep: Class 2 contains 12686 members Entering Unmasked Estep Score: -16283853.000000 Penalty: 13733.453125 Iteration 62Q: 3 clusters Score -1.628385e+07 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61400 members Mstep: Class 2 contains 12538 members Entering Unmasked Estep Score: -16283863.000000 Penalty: 13733.453125 Iteration 63Q: 3 clusters Score -1.628386e+07 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61545 members Mstep: Class 2 contains 12393 members Entering Unmasked Estep Score: -16283895.000000 Penalty: 13733.453125 Iteration 64Q: 3 clusters Score -1.62839e+07 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61694 members Mstep: Class 2 contains 12244 members Entering Unmasked Estep Score: -16283896.000000 Penalty: 13733.453125 Iteration 65Q: 3 clusters Score -1.62839e+07 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61838 members Mstep: Class 2 contains 12100 members Entering Unmasked Estep Score: -16283896.000000 Penalty: 13733.453125 Iteration 66Q: 3 clusters Score -1.62839e+07 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61980 members Mstep: Class 2 contains 11958 members Entering Unmasked Estep Score: -16283902.000000 Penalty: 13733.453125 Iteration 67Q: 3 clusters Score -1.62839e+07 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62128 members Mstep: Class 2 contains 11810 members Entering Unmasked Estep Score: -16283921.000000 Penalty: 13733.453125 Iteration 68Q: 3 clusters Score -1.628392e+07 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62259 members Mstep: Class 2 contains 11679 members Entering Unmasked Estep Score: -16283949.000000 Penalty: 13733.453125 Iteration 69Q: 3 clusters Score -1.628395e+07 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62400 members Mstep: Class 2 contains 11538 members Entering Unmasked Estep Score: -16283950.000000 Penalty: 13733.453125 Iteration 70Q: 3 clusters Score -1.628395e+07 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62553 members Mstep: Class 2 contains 11385 members Entering Unmasked Estep Score: -16283986.000000 Penalty: 13733.453125 Iteration 71Q: 3 clusters Score -1.628399e+07 nChanged 169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62720 members Mstep: Class 2 contains 11218 members Entering Unmasked Estep Score: -16284070.000000 Penalty: 13733.453125 Iteration 72Q: 3 clusters Score -1.628407e+07 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62884 members Mstep: Class 2 contains 11054 members Entering Unmasked Estep Score: -16284088.000000 Penalty: 13733.453125 Iteration 73Q: 3 clusters Score -1.628409e+07 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63031 members Mstep: Class 2 contains 10907 members Entering Unmasked Estep Score: -16284107.000000 Penalty: 13733.453125 Iteration 74Q: 3 clusters Score -1.628411e+07 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63169 members Mstep: Class 2 contains 10769 members Entering Unmasked Estep Score: -16284138.000000 Penalty: 13733.453125 Iteration 75Q: 3 clusters Score -1.628414e+07 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63307 members Mstep: Class 2 contains 10631 members Entering Unmasked Estep Score: -16284145.000000 Penalty: 13733.453125 Iteration 76Q: 3 clusters Score -1.628414e+07 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63419 members Mstep: Class 2 contains 10519 members Entering Unmasked Estep Score: -16284176.000000 Penalty: 13733.453125 Iteration 77Q: 3 clusters Score -1.628418e+07 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63529 members Mstep: Class 2 contains 10409 members Entering Unmasked Estep Score: -16284217.000000 Penalty: 13733.453125 Iteration 78Q: 3 clusters Score -1.628422e+07 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63642 members Mstep: Class 2 contains 10296 members Entering Unmasked Estep Score: -16284216.000000 Penalty: 13733.453125 Iteration 79Q: 3 clusters Score -1.628422e+07 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63758 members Mstep: Class 2 contains 10180 members Entering Unmasked Estep Score: -16284224.000000 Penalty: 13733.453125 Iteration 80F: 3 clusters Score -1.628422e+07 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63872 members Mstep: Class 2 contains 10066 members Entering Unmasked Estep Score: -16284229.000000 Penalty: 13733.453125 Iteration 81Q: 3 clusters Score -1.628423e+07 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63982 members Mstep: Class 2 contains 9956 members Entering Unmasked Estep Score: -16284244.000000 Penalty: 13733.453125 Iteration 82Q: 3 clusters Score -1.628424e+07 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64114 members Mstep: Class 2 contains 9824 members Entering Unmasked Estep Score: -16284255.000000 Penalty: 13733.453125 Iteration 83Q: 3 clusters Score -1.628426e+07 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64257 members Mstep: Class 2 contains 9681 members Entering Unmasked Estep Score: -16284309.000000 Penalty: 13733.453125 Iteration 84Q: 3 clusters Score -1.628431e+07 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64408 members Mstep: Class 2 contains 9530 members Entering Unmasked Estep Score: -16284335.000000 Penalty: 13733.453125 Iteration 85Q: 3 clusters Score -1.628434e+07 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64538 members Mstep: Class 2 contains 9400 members Entering Unmasked Estep Score: -16284368.000000 Penalty: 13733.453125 Iteration 86Q: 3 clusters Score -1.628437e+07 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64663 members Mstep: Class 2 contains 9275 members Entering Unmasked Estep Score: -16284395.000000 Penalty: 13733.453125 Iteration 87Q: 3 clusters Score -1.62844e+07 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64775 members Mstep: Class 2 contains 9163 members Entering Unmasked Estep Score: -16284424.000000 Penalty: 13733.453125 Iteration 88Q: 3 clusters Score -1.628442e+07 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64888 members Mstep: Class 2 contains 9050 members Entering Unmasked Estep Score: -16284427.000000 Penalty: 13733.453125 Iteration 89Q: 3 clusters Score -1.628443e+07 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65007 members Mstep: Class 2 contains 8931 members Entering Unmasked Estep Score: -16284442.000000 Penalty: 13733.453125 Iteration 90Q: 3 clusters Score -1.628444e+07 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65121 members Mstep: Class 2 contains 8817 members Entering Unmasked Estep Score: -16284456.000000 Penalty: 13733.453125 Iteration 91Q: 3 clusters Score -1.628446e+07 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65234 members Mstep: Class 2 contains 8704 members Entering Unmasked Estep Score: -16284463.000000 Penalty: 13733.453125 Iteration 92Q: 3 clusters Score -1.628446e+07 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65335 members Mstep: Class 2 contains 8603 members Entering Unmasked Estep Score: -16284509.000000 Penalty: 13733.453125 Iteration 93Q: 3 clusters Score -1.628451e+07 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65435 members Mstep: Class 2 contains 8503 members Entering Unmasked Estep Score: -16284567.000000 Penalty: 13733.453125 Iteration 94Q: 3 clusters Score -1.628457e+07 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65519 members Mstep: Class 2 contains 8419 members Entering Unmasked Estep Score: -16284589.000000 Penalty: 13733.453125 Iteration 95Q: 3 clusters Score -1.628459e+07 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65637 members Mstep: Class 2 contains 8301 members Entering Unmasked Estep Score: -16284588.000000 Penalty: 13733.453125 Iteration 96Q: 3 clusters Score -1.628459e+07 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65743 members Mstep: Class 2 contains 8195 members Entering Unmasked Estep Score: -16284606.000000 Penalty: 13733.453125 Iteration 97Q: 3 clusters Score -1.628461e+07 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65850 members Mstep: Class 2 contains 8088 members Entering Unmasked Estep Score: -16284633.000000 Penalty: 13733.453125 Iteration 98Q: 3 clusters Score -1.628463e+07 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65941 members Mstep: Class 2 contains 7997 members Entering Unmasked Estep Score: -16284630.000000 Penalty: 13733.453125 Iteration 99Q: 3 clusters Score -1.628463e+07 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66040 members Mstep: Class 2 contains 7898 members Entering Unmasked Estep Score: -16284636.000000 Penalty: 13733.453125 Iteration 100F: 3 clusters Score -1.628464e+07 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66145 members Mstep: Class 2 contains 7793 members Entering Unmasked Estep Score: -16284619.000000 Penalty: 13733.453125 Iteration 101Q: 3 clusters Score -1.628462e+07 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66245 members Mstep: Class 2 contains 7693 members Entering Unmasked Estep Score: -16284645.000000 Penalty: 13733.453125 Iteration 102Q: 3 clusters Score -1.628464e+07 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66325 members Mstep: Class 2 contains 7613 members Entering Unmasked Estep Score: -16284645.000000 Penalty: 13733.453125 Iteration 103Q: 3 clusters Score -1.628464e+07 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66419 members Mstep: Class 2 contains 7519 members Entering Unmasked Estep Score: -16284686.000000 Penalty: 13733.453125 Iteration 104Q: 3 clusters Score -1.628469e+07 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66498 members Mstep: Class 2 contains 7440 members Entering Unmasked Estep Score: -16284705.000000 Penalty: 13733.453125 Iteration 105Q: 3 clusters Score -1.62847e+07 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66585 members Mstep: Class 2 contains 7353 members Entering Unmasked Estep Score: -16284703.000000 Penalty: 13733.453125 Iteration 106Q: 3 clusters Score -1.62847e+07 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66672 members Mstep: Class 2 contains 7266 members Entering Unmasked Estep Score: -16284761.000000 Penalty: 13733.453125 Iteration 107Q: 3 clusters Score -1.628476e+07 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66771 members Mstep: Class 2 contains 7167 members Entering Unmasked Estep Score: -16284770.000000 Penalty: 13733.453125 Iteration 108Q: 3 clusters Score -1.628477e+07 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66859 members Mstep: Class 2 contains 7079 members Entering Unmasked Estep Score: -16284776.000000 Penalty: 13733.453125 Iteration 109Q: 3 clusters Score -1.628478e+07 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66936 members Mstep: Class 2 contains 7002 members Entering Unmasked Estep Score: -16284778.000000 Penalty: 13733.453125 Iteration 110Q: 3 clusters Score -1.628478e+07 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67018 members Mstep: Class 2 contains 6920 members Entering Unmasked Estep Score: -16284804.000000 Penalty: 13733.453125 Iteration 111Q: 3 clusters Score -1.62848e+07 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67092 members Mstep: Class 2 contains 6846 members Entering Unmasked Estep Score: -16284810.000000 Penalty: 13733.453125 Iteration 112Q: 3 clusters Score -1.628481e+07 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67169 members Mstep: Class 2 contains 6769 members Entering Unmasked Estep Score: -16284843.000000 Penalty: 13733.453125 Iteration 113Q: 3 clusters Score -1.628484e+07 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67242 members Mstep: Class 2 contains 6696 members Entering Unmasked Estep Score: -16284845.000000 Penalty: 13733.453125 Iteration 114Q: 3 clusters Score -1.628484e+07 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67313 members Mstep: Class 2 contains 6625 members Entering Unmasked Estep Score: -16284869.000000 Penalty: 13733.453125 Iteration 115Q: 3 clusters Score -1.628487e+07 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67380 members Mstep: Class 2 contains 6558 members Entering Unmasked Estep Score: -16284882.000000 Penalty: 13733.453125 Iteration 116Q: 3 clusters Score -1.628488e+07 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67442 members Mstep: Class 2 contains 6496 members Entering Unmasked Estep Score: -16284888.000000 Penalty: 13733.453125 Iteration 117Q: 3 clusters Score -1.628489e+07 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67496 members Mstep: Class 2 contains 6442 members Entering Unmasked Estep Score: -16284921.000000 Penalty: 13733.453125 Iteration 118Q: 3 clusters Score -1.628492e+07 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67541 members Mstep: Class 2 contains 6397 members Entering Unmasked Estep Score: -16284910.000000 Penalty: 13733.453125 Iteration 119Q: 3 clusters Score -1.628491e+07 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67586 members Mstep: Class 2 contains 6352 members Entering Unmasked Estep Score: -16284905.000000 Penalty: 13733.453125 Iteration 120F: 3 clusters Score -1.62849e+07 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67623 members Mstep: Class 2 contains 6315 members Entering Unmasked Estep Score: -16284913.000000 Penalty: 13733.453125 Iteration 121Q: 3 clusters Score -1.628491e+07 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67656 members Mstep: Class 2 contains 6282 members Entering Unmasked Estep Score: -16284885.000000 Penalty: 13733.453125 Iteration 122Q: 3 clusters Score -1.628488e+07 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67688 members Mstep: Class 2 contains 6250 members Entering Unmasked Estep Score: -16284919.000000 Penalty: 13733.453125 Iteration 123Q: 3 clusters Score -1.628492e+07 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67726 members Mstep: Class 2 contains 6212 members Entering Unmasked Estep Score: -16284922.000000 Penalty: 13733.453125 Iteration 124Q: 3 clusters Score -1.628492e+07 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67758 members Mstep: Class 2 contains 6180 members Entering Unmasked Estep Score: -16284932.000000 Penalty: 13733.453125 Iteration 125Q: 3 clusters Score -1.628493e+07 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67779 members Mstep: Class 2 contains 6159 members Entering Unmasked Estep Score: -16284932.000000 Penalty: 13733.453125 Iteration 126Q: 3 clusters Score -1.628493e+07 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67800 members Mstep: Class 2 contains 6138 members Entering Unmasked Estep Score: -16284941.000000 Penalty: 13733.453125 Iteration 127Q: 3 clusters Score -1.628494e+07 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67818 members Mstep: Class 2 contains 6120 members Entering Unmasked Estep Score: -16284941.000000 Penalty: 13733.453125 Iteration 128Q: 3 clusters Score -1.628494e+07 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67841 members Mstep: Class 2 contains 6097 members Entering Unmasked Estep Score: -16284921.000000 Penalty: 13733.453125 Iteration 129Q: 3 clusters Score -1.628492e+07 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67863 members Mstep: Class 2 contains 6075 members Entering Unmasked Estep Score: -16284926.000000 Penalty: 13733.453125 Iteration 130Q: 3 clusters Score -1.628493e+07 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67889 members Mstep: Class 2 contains 6049 members Entering Unmasked Estep Score: -16284951.000000 Penalty: 13733.453125 Iteration 131Q: 3 clusters Score -1.628495e+07 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67920 members Mstep: Class 2 contains 6018 members Entering Unmasked Estep Score: -16284970.000000 Penalty: 13733.453125 Iteration 132Q: 3 clusters Score -1.628497e+07 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67943 members Mstep: Class 2 contains 5995 members Entering Unmasked Estep Score: -16284960.000000 Penalty: 13733.453125 Iteration 133Q: 3 clusters Score -1.628496e+07 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67973 members Mstep: Class 2 contains 5965 members Entering Unmasked Estep Score: -16284962.000000 Penalty: 13733.453125 Iteration 134Q: 3 clusters Score -1.628496e+07 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67993 members Mstep: Class 2 contains 5945 members Entering Unmasked Estep Score: -16284970.000000 Penalty: 13733.453125 Iteration 135Q: 3 clusters Score -1.628497e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 68008 members Mstep: Class 2 contains 5930 members Entering Unmasked Estep Score: -16284981.000000 Penalty: 13733.453125 Iteration 136Q: 3 clusters Score -1.628498e+07 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 68032 members Mstep: Class 2 contains 5906 members Entering Unmasked Estep Score: -16284967.000000 Penalty: 13733.453125 Iteration 137Q: 3 clusters Score -1.628497e+07 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 68053 members Mstep: Class 2 contains 5885 members Entering Unmasked Estep Score: -16284961.000000 Penalty: 13733.453125 Iteration 138Q: 3 clusters Score -1.628496e+07 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 68075 members Mstep: Class 2 contains 5863 members Entering Unmasked Estep Score: -16284954.000000 Penalty: 13733.453125 Iteration 139Q: 3 clusters Score -1.628495e+07 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 68097 members Mstep: Class 2 contains 5841 members Entering Unmasked Estep Score: -16284952.000000 Penalty: 13733.453125 Iteration 140F: 3 clusters Score -1.628495e+07 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 68116 members Mstep: Class 2 contains 5822 members Entering Unmasked Estep Score: -16284966.000000 Penalty: 13733.453125 Iteration 141Q: 3 clusters Score -1.628497e+07 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 68136 members Mstep: Class 2 contains 5802 members Entering Unmasked Estep Score: -16284972.000000 Penalty: 13733.453125 Iteration 142Q: 3 clusters Score -1.628497e+07 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 68156 members Mstep: Class 2 contains 5782 members Entering Unmasked Estep Score: -16284973.000000 Penalty: 13733.453125 Iteration 143Q: 3 clusters Score -1.628497e+07 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 68177 members Mstep: Class 2 contains 5761 members Entering Unmasked Estep Score: -16284970.000000 Penalty: 13733.453125 Iteration 144Q: 3 clusters Score -1.628497e+07 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 68195 members Mstep: Class 2 contains 5743 members Entering Unmasked Estep Score: -16284977.000000 Penalty: 13733.453125 Iteration 145Q: 3 clusters Score -1.628498e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 68204 members Mstep: Class 2 contains 5734 members Entering Unmasked Estep Score: -16284985.000000 Penalty: 13733.453125 Iteration 146Q: 3 clusters Score -1.628498e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 68210 members Mstep: Class 2 contains 5728 members Entering Unmasked Estep Score: -16284987.000000 Penalty: 13733.453125 Iteration 147Q: 3 clusters Score -1.628499e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 68217 members Mstep: Class 2 contains 5721 members Entering Unmasked Estep Score: -16284994.000000 Penalty: 13733.453125 Iteration 148Q: 3 clusters Score -1.628499e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 68226 members Mstep: Class 2 contains 5712 members Entering Unmasked Estep Score: -16284991.000000 Penalty: 13733.453125 Iteration 149Q: 3 clusters Score -1.628499e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 68229 members Mstep: Class 2 contains 5709 members Entering Unmasked Estep Score: -16284991.000000 Penalty: 13733.453125 Iteration 150Q: 3 clusters Score -1.628499e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 68231 members Mstep: Class 2 contains 5707 members Entering Unmasked Estep Score: -16284997.000000 Penalty: 13733.453125 Iteration 151Q: 3 clusters Score -1.6285e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 68231 members Mstep: Class 2 contains 5707 members Entering Unmasked Estep Score: -16284997.000000 Penalty: 13733.453125 Iteration 152F: 3 clusters Score -1.6285e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (1477 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1477 members Entering Unmasked Estep Score: -278026.968750 Penalty: 4469.882812 Iteration 0F: 2 clusters Score -278027 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 762 members Mstep: Class 2 contains 715 members Entering Unmasked Estep Score: -273796.906250 Penalty: 8939.765625 Iteration 0F: 3 clusters Score -273796.9 nChanged 375 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 825 members Mstep: Class 2 contains 652 members Entering Unmasked Estep Score: -275291.656250 Penalty: 8939.765625 Iteration 1F: 3 clusters Score -275291.7 nChanged 215 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 926 members Mstep: Class 2 contains 551 members Entering Unmasked Estep Score: -277410.750000 Penalty: 8939.765625 Iteration 2F: 3 clusters Score -277410.8 nChanged 183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1053 members Mstep: Class 2 contains 424 members Entering Unmasked Estep Score: -278979.218750 Penalty: 8939.765625 Iteration 3F: 3 clusters Score -278979.2 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1103 members Mstep: Class 2 contains 374 members Entering Unmasked Estep Score: -279911.312500 Penalty: 8939.765625 Iteration 4F: 3 clusters Score -279911.3 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1123 members Mstep: Class 2 contains 354 members Entering Unmasked Estep Score: -280154.750000 Penalty: 8939.765625 Iteration 5Q: 3 clusters Score -280154.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1131 members Mstep: Class 2 contains 346 members Entering Unmasked Estep Score: -280201.781250 Penalty: 8939.765625 Iteration 6Q: 3 clusters Score -280201.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1134 members Mstep: Class 2 contains 343 members Entering Unmasked Estep Score: -280242.375000 Penalty: 8939.765625 Iteration 7Q: 3 clusters Score -280242.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1137 members Mstep: Class 2 contains 340 members Entering Unmasked Estep Score: -280289.281250 Penalty: 8939.765625 Iteration 8Q: 3 clusters Score -280289.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1138 members Mstep: Class 2 contains 339 members Entering Unmasked Estep Score: -280305.031250 Penalty: 8939.765625 Iteration 9Q: 3 clusters Score -280305 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1139 members Mstep: Class 2 contains 338 members Entering Unmasked Estep Score: -280313.406250 Penalty: 8939.765625 Iteration 10Q: 3 clusters Score -280313.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1140 members Mstep: Class 2 contains 337 members Entering Unmasked Estep Score: -280320.531250 Penalty: 8939.765625 Iteration 11Q: 3 clusters Score -280320.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1140 members Mstep: Class 2 contains 337 members Entering Unmasked Estep Score: -280320.531250 Penalty: 8939.765625 Iteration 12F: 3 clusters Score -280320.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 34176 members Mstep: Class 3 contains 857 members Mstep: Class 4 contains 1561 members Mstep: Class 5 contains 23981 members Mstep: Class 6 contains 27068 members Mstep: Class 7 contains 73938 members Mstep: Class 8 contains 1140 members Mstep: Class 9 contains 795 members Mstep: Class 10 contains 139568 members Mstep: Class 11 contains 82338 members Mstep: Class 12 contains 522 members Mstep: Class 13 contains 453 members Mstep: Class 14 contains 159587 members Mstep: Class 15 contains 28213 members Mstep: Class 16 contains 34213 members Mstep: Class 17 contains 337 members Mstep: Class 18 contains 9130 members Mstep: Class 19 contains 24612 members Mstep: Class 21 contains 626 members Mstep: Class 22 contains 1321 members Mstep: Class 23 contains 34051 members Entering Unmasked Estep Score: -147559072.000000 Penalty: 180948.125000 Splitting cluster 8 changes total score from -147560832.000000 to -147559072.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 9 (795 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 795 members Entering Unmasked Estep Score: -135190.281250 Penalty: 4090.484375 Iteration 0F: 2 clusters Score -135190.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 389 members Mstep: Class 2 contains 406 members Entering Unmasked Estep Score: -131598.750000 Penalty: 8180.968750 Iteration 0F: 3 clusters Score -131598.8 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 461 members Mstep: Class 2 contains 334 members Entering Unmasked Estep Score: -132729.765625 Penalty: 8180.968750 Iteration 1F: 3 clusters Score -132729.8 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 504 members Mstep: Class 2 contains 291 members Entering Unmasked Estep Score: -134141.906250 Penalty: 8180.968750 Iteration 2F: 3 clusters Score -134141.9 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 467 members Mstep: Class 2 contains 328 members Entering Unmasked Estep Score: -135327.109375 Penalty: 8180.968750 Iteration 3F: 3 clusters Score -135327.1 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 435 members Mstep: Class 2 contains 360 members Entering Unmasked Estep Score: -136451.062500 Penalty: 8180.968750 Iteration 4F: 3 clusters Score -136451.1 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 412 members Mstep: Class 2 contains 383 members Entering Unmasked Estep Score: -137231.218750 Penalty: 8180.968750 Iteration 5Q: 3 clusters Score -137231.2 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 396 members Mstep: Class 2 contains 399 members Entering Unmasked Estep Score: -137490.437500 Penalty: 8180.968750 Iteration 6Q: 3 clusters Score -137490.4 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 383 members Mstep: Class 2 contains 412 members Entering Unmasked Estep Score: -137671.593750 Penalty: 8180.968750 Iteration 7Q: 3 clusters Score -137671.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 373 members Mstep: Class 2 contains 422 members Entering Unmasked Estep Score: -137823.468750 Penalty: 8180.968750 Iteration 8Q: 3 clusters Score -137823.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 363 members Mstep: Class 2 contains 432 members Entering Unmasked Estep Score: -138108.484375 Penalty: 8180.968750 Iteration 9Q: 3 clusters Score -138108.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 358 members Mstep: Class 2 contains 437 members Entering Unmasked Estep Score: -138209.781250 Penalty: 8180.968750 Iteration 10Q: 3 clusters Score -138209.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 358 members Mstep: Class 2 contains 437 members Entering Unmasked Estep Score: -138209.781250 Penalty: 8180.968750 Iteration 11F: 3 clusters Score -138209.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 34176 members Mstep: Class 3 contains 857 members Mstep: Class 4 contains 1561 members Mstep: Class 5 contains 23981 members Mstep: Class 6 contains 27068 members Mstep: Class 7 contains 73938 members Mstep: Class 8 contains 1477 members Mstep: Class 9 contains 358 members Mstep: Class 10 contains 139568 members Mstep: Class 11 contains 82338 members Mstep: Class 12 contains 522 members Mstep: Class 13 contains 453 members Mstep: Class 14 contains 159587 members Mstep: Class 15 contains 28213 members Mstep: Class 16 contains 34213 members Mstep: Class 17 contains 437 members Mstep: Class 18 contains 9130 members Mstep: Class 19 contains 24612 members Mstep: Class 21 contains 626 members Mstep: Class 22 contains 1321 members Mstep: Class 23 contains 34051 members Entering Unmasked Estep Score: -147560144.000000 Penalty: 180948.125000 Splitting cluster 9 changes total score from -147560832.000000 to -147560144.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 10 (139568 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139568 members Entering Unmasked Estep Score: -31114056.000000 Penalty: 7255.862793 Iteration 0F: 2 clusters Score -3.111406e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 69708 members Mstep: Class 2 contains 69860 members Entering Unmasked Estep Score: -31021644.000000 Penalty: 14511.725586 Iteration 0F: 3 clusters Score -3.102164e+07 nChanged 64710 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 68570 members Mstep: Class 2 contains 70998 members Entering Unmasked Estep Score: -31058132.000000 Penalty: 14511.725586 Iteration 1F: 3 clusters Score -3.105813e+07 nChanged 5770 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67638 members Mstep: Class 2 contains 71930 members Entering Unmasked Estep Score: -31059852.000000 Penalty: 14511.725586 Iteration 2Q: 3 clusters Score -3.105985e+07 nChanged 6096 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66184 members Mstep: Class 2 contains 73384 members Entering Unmasked Estep Score: -31062274.000000 Penalty: 14511.725586 Iteration 3Q: 3 clusters Score -3.106227e+07 nChanged 6958 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63704 members Mstep: Class 2 contains 75864 members Entering Unmasked Estep Score: -31065696.000000 Penalty: 14511.725586 Iteration 4Q: 3 clusters Score -3.10657e+07 nChanged 8063 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60183 members Mstep: Class 2 contains 79385 members Entering Unmasked Estep Score: -31070024.000000 Penalty: 14511.725586 Iteration 5F: 3 clusters Score -3.107002e+07 nChanged 8923 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55650 members Mstep: Class 2 contains 83918 members Entering Unmasked Estep Score: -31075464.000000 Penalty: 14511.725586 Iteration 6F: 3 clusters Score -3.107546e+07 nChanged 9452 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50142 members Mstep: Class 2 contains 89426 members Entering Unmasked Estep Score: -31081368.000000 Penalty: 14511.725586 Iteration 7F: 3 clusters Score -3.108137e+07 nChanged 9046 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43978 members Mstep: Class 2 contains 95590 members Entering Unmasked Estep Score: -31087294.000000 Penalty: 14511.725586 Iteration 8F: 3 clusters Score -3.108729e+07 nChanged 7795 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37785 members Mstep: Class 2 contains 101783 members Entering Unmasked Estep Score: -31093036.000000 Penalty: 14511.725586 Iteration 9F: 3 clusters Score -3.109304e+07 nChanged 6387 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32212 members Mstep: Class 2 contains 107356 members Entering Unmasked Estep Score: -31098240.000000 Penalty: 14511.725586 Iteration 10Q: 3 clusters Score -3.109824e+07 nChanged 5187 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27617 members Mstep: Class 2 contains 111951 members Entering Unmasked Estep Score: -31102784.000000 Penalty: 14511.725586 Iteration 11Q: 3 clusters Score -3.110278e+07 nChanged 3926 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24141 members Mstep: Class 2 contains 115427 members Entering Unmasked Estep Score: -31105880.000000 Penalty: 14511.725586 Iteration 12Q: 3 clusters Score -3.110588e+07 nChanged 2878 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21531 members Mstep: Class 2 contains 118037 members Entering Unmasked Estep Score: -31107686.000000 Penalty: 14511.725586 Iteration 13Q: 3 clusters Score -3.110769e+07 nChanged 2160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19477 members Mstep: Class 2 contains 120091 members Entering Unmasked Estep Score: -31108886.000000 Penalty: 14511.725586 Iteration 14Q: 3 clusters Score -3.110889e+07 nChanged 1677 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17854 members Mstep: Class 2 contains 121714 members Entering Unmasked Estep Score: -31109530.000000 Penalty: 14511.725586 Iteration 15Q: 3 clusters Score -3.110953e+07 nChanged 1356 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16540 members Mstep: Class 2 contains 123028 members Entering Unmasked Estep Score: -31110102.000000 Penalty: 14511.725586 Iteration 16Q: 3 clusters Score -3.11101e+07 nChanged 1114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15456 members Mstep: Class 2 contains 124112 members Entering Unmasked Estep Score: -31110484.000000 Penalty: 14511.725586 Iteration 17Q: 3 clusters Score -3.111048e+07 nChanged 944 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14546 members Mstep: Class 2 contains 125022 members Entering Unmasked Estep Score: -31110908.000000 Penalty: 14511.725586 Iteration 18Q: 3 clusters Score -3.111091e+07 nChanged 832 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13746 members Mstep: Class 2 contains 125822 members Entering Unmasked Estep Score: -31111282.000000 Penalty: 14511.725586 Iteration 19Q: 3 clusters Score -3.111128e+07 nChanged 723 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13035 members Mstep: Class 2 contains 126533 members Entering Unmasked Estep Score: -31111700.000000 Penalty: 14511.725586 Iteration 20F: 3 clusters Score -3.11117e+07 nChanged 640 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12447 members Mstep: Class 2 contains 127121 members Entering Unmasked Estep Score: -31112174.000000 Penalty: 14511.725586 Iteration 21Q: 3 clusters Score -3.111217e+07 nChanged 567 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11942 members Mstep: Class 2 contains 127626 members Entering Unmasked Estep Score: -31112658.000000 Penalty: 14511.725586 Iteration 22Q: 3 clusters Score -3.111266e+07 nChanged 499 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11559 members Mstep: Class 2 contains 128009 members Entering Unmasked Estep Score: -31112854.000000 Penalty: 14511.725586 Iteration 23Q: 3 clusters Score -3.111285e+07 nChanged 390 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11245 members Mstep: Class 2 contains 128323 members Entering Unmasked Estep Score: -31112874.000000 Penalty: 14511.725586 Iteration 24Q: 3 clusters Score -3.111287e+07 nChanged 251 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11032 members Mstep: Class 2 contains 128536 members Entering Unmasked Estep Score: -31112904.000000 Penalty: 14511.725586 Iteration 25Q: 3 clusters Score -3.11129e+07 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10888 members Mstep: Class 2 contains 128680 members Entering Unmasked Estep Score: -31112936.000000 Penalty: 14511.725586 Iteration 26Q: 3 clusters Score -3.111294e+07 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10776 members Mstep: Class 2 contains 128792 members Entering Unmasked Estep Score: -31112948.000000 Penalty: 14511.725586 Iteration 27Q: 3 clusters Score -3.111295e+07 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10690 members Mstep: Class 2 contains 128878 members Entering Unmasked Estep Score: -31112962.000000 Penalty: 14511.725586 Iteration 28Q: 3 clusters Score -3.111296e+07 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10629 members Mstep: Class 2 contains 128939 members Entering Unmasked Estep Score: -31113014.000000 Penalty: 14511.725586 Iteration 29Q: 3 clusters Score -3.111301e+07 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10588 members Mstep: Class 2 contains 128980 members Entering Unmasked Estep Score: -31113030.000000 Penalty: 14511.725586 Iteration 30Q: 3 clusters Score -3.111303e+07 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10560 members Mstep: Class 2 contains 129008 members Entering Unmasked Estep Score: -31113002.000000 Penalty: 14511.725586 Iteration 31Q: 3 clusters Score -3.1113e+07 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10536 members Mstep: Class 2 contains 129032 members Entering Unmasked Estep Score: -31113008.000000 Penalty: 14511.725586 Iteration 32Q: 3 clusters Score -3.111301e+07 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10511 members Mstep: Class 2 contains 129057 members Entering Unmasked Estep Score: -31113006.000000 Penalty: 14511.725586 Iteration 33Q: 3 clusters Score -3.111301e+07 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10488 members Mstep: Class 2 contains 129080 members Entering Unmasked Estep Score: -31113018.000000 Penalty: 14511.725586 Iteration 34Q: 3 clusters Score -3.111302e+07 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10472 members Mstep: Class 2 contains 129096 members Entering Unmasked Estep Score: -31113014.000000 Penalty: 14511.725586 Iteration 35Q: 3 clusters Score -3.111301e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10462 members Mstep: Class 2 contains 129106 members Entering Unmasked Estep Score: -31113018.000000 Penalty: 14511.725586 Iteration 36Q: 3 clusters Score -3.111302e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10458 members Mstep: Class 2 contains 129110 members Entering Unmasked Estep Score: -31113018.000000 Penalty: 14511.725586 Iteration 37Q: 3 clusters Score -3.111302e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10453 members Mstep: Class 2 contains 129115 members Entering Unmasked Estep Score: -31113012.000000 Penalty: 14511.725586 Iteration 38Q: 3 clusters Score -3.111301e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10445 members Mstep: Class 2 contains 129123 members Entering Unmasked Estep Score: -31113010.000000 Penalty: 14511.725586 Iteration 39Q: 3 clusters Score -3.111301e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10437 members Mstep: Class 2 contains 129131 members Entering Unmasked Estep Score: -31113020.000000 Penalty: 14511.725586 Iteration 40F: 3 clusters Score -3.111302e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10429 members Mstep: Class 2 contains 129139 members Entering Unmasked Estep Score: -31113004.000000 Penalty: 14511.725586 Iteration 41Q: 3 clusters Score -3.1113e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10419 members Mstep: Class 2 contains 129149 members Entering Unmasked Estep Score: -31113020.000000 Penalty: 14511.725586 Iteration 42Q: 3 clusters Score -3.111302e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10412 members Mstep: Class 2 contains 129156 members Entering Unmasked Estep Score: -31113028.000000 Penalty: 14511.725586 Iteration 43Q: 3 clusters Score -3.111303e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10408 members Mstep: Class 2 contains 129160 members Entering Unmasked Estep Score: -31113058.000000 Penalty: 14511.725586 Iteration 44Q: 3 clusters Score -3.111306e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10405 members Mstep: Class 2 contains 129163 members Entering Unmasked Estep Score: -31113052.000000 Penalty: 14511.725586 Iteration 45Q: 3 clusters Score -3.111305e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10401 members Mstep: Class 2 contains 129167 members Entering Unmasked Estep Score: -31113050.000000 Penalty: 14511.725586 Iteration 46Q: 3 clusters Score -3.111305e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10398 members Mstep: Class 2 contains 129170 members Entering Unmasked Estep Score: -31113062.000000 Penalty: 14511.725586 Iteration 47Q: 3 clusters Score -3.111306e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10396 members Mstep: Class 2 contains 129172 members Entering Unmasked Estep Score: -31113056.000000 Penalty: 14511.725586 Iteration 48Q: 3 clusters Score -3.111306e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10394 members Mstep: Class 2 contains 129174 members Entering Unmasked Estep Score: -31113040.000000 Penalty: 14511.725586 Iteration 49Q: 3 clusters Score -3.111304e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10391 members Mstep: Class 2 contains 129177 members Entering Unmasked Estep Score: -31113044.000000 Penalty: 14511.725586 Iteration 50Q: 3 clusters Score -3.111304e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10391 members Mstep: Class 2 contains 129177 members Entering Unmasked Estep Score: -31113042.000000 Penalty: 14511.725586 Iteration 51Q: 3 clusters Score -3.111304e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10390 members Mstep: Class 2 contains 129178 members Entering Unmasked Estep Score: -31113042.000000 Penalty: 14511.725586 Iteration 52Q: 3 clusters Score -3.111304e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10390 members Mstep: Class 2 contains 129178 members Entering Unmasked Estep Score: -31113042.000000 Penalty: 14511.725586 Iteration 53F: 3 clusters Score -3.111304e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (82338 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 82338 members Entering Unmasked Estep Score: -18199346.000000 Penalty: 6932.635254 Iteration 0F: 2 clusters Score -1.819935e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41195 members Mstep: Class 2 contains 41143 members Entering Unmasked Estep Score: -18142576.000000 Penalty: 13865.270508 Iteration 0F: 3 clusters Score -1.814258e+07 nChanged 37503 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41060 members Mstep: Class 2 contains 41278 members Entering Unmasked Estep Score: -18162836.000000 Penalty: 13865.270508 Iteration 1F: 3 clusters Score -1.816284e+07 nChanged 3601 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41111 members Mstep: Class 2 contains 41227 members Entering Unmasked Estep Score: -18163840.000000 Penalty: 13865.270508 Iteration 2Q: 3 clusters Score -1.816384e+07 nChanged 3209 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41090 members Mstep: Class 2 contains 41248 members Entering Unmasked Estep Score: -18164750.000000 Penalty: 13865.270508 Iteration 3Q: 3 clusters Score -1.816475e+07 nChanged 2903 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41065 members Mstep: Class 2 contains 41273 members Entering Unmasked Estep Score: -18165502.000000 Penalty: 13865.270508 Iteration 4Q: 3 clusters Score -1.81655e+07 nChanged 2677 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41016 members Mstep: Class 2 contains 41322 members Entering Unmasked Estep Score: -18166284.000000 Penalty: 13865.270508 Iteration 5Q: 3 clusters Score -1.816628e+07 nChanged 2561 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40861 members Mstep: Class 2 contains 41477 members Entering Unmasked Estep Score: -18167026.000000 Penalty: 13865.270508 Iteration 6Q: 3 clusters Score -1.816703e+07 nChanged 2726 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40461 members Mstep: Class 2 contains 41877 members Entering Unmasked Estep Score: -18168070.000000 Penalty: 13865.270508 Iteration 7Q: 3 clusters Score -1.816807e+07 nChanged 2923 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39876 members Mstep: Class 2 contains 42462 members Entering Unmasked Estep Score: -18169266.000000 Penalty: 13865.270508 Iteration 8Q: 3 clusters Score -1.816927e+07 nChanged 3183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39069 members Mstep: Class 2 contains 43269 members Entering Unmasked Estep Score: -18170614.000000 Penalty: 13865.270508 Iteration 9Q: 3 clusters Score -1.817061e+07 nChanged 3537 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37964 members Mstep: Class 2 contains 44374 members Entering Unmasked Estep Score: -18172114.000000 Penalty: 13865.270508 Iteration 10Q: 3 clusters Score -1.817211e+07 nChanged 3871 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36571 members Mstep: Class 2 contains 45767 members Entering Unmasked Estep Score: -18173986.000000 Penalty: 13865.270508 Iteration 11Q: 3 clusters Score -1.817399e+07 nChanged 4057 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34926 members Mstep: Class 2 contains 47412 members Entering Unmasked Estep Score: -18175862.000000 Penalty: 13865.270508 Iteration 12Q: 3 clusters Score -1.817586e+07 nChanged 3863 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33091 members Mstep: Class 2 contains 49247 members Entering Unmasked Estep Score: -18177510.000000 Penalty: 13865.270508 Iteration 13Q: 3 clusters Score -1.817751e+07 nChanged 3374 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31295 members Mstep: Class 2 contains 51043 members Entering Unmasked Estep Score: -18178876.000000 Penalty: 13865.270508 Iteration 14Q: 3 clusters Score -1.817888e+07 nChanged 2919 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29490 members Mstep: Class 2 contains 52848 members Entering Unmasked Estep Score: -18180024.000000 Penalty: 13865.270508 Iteration 15Q: 3 clusters Score -1.818002e+07 nChanged 2485 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27683 members Mstep: Class 2 contains 54655 members Entering Unmasked Estep Score: -18181092.000000 Penalty: 13865.270508 Iteration 16Q: 3 clusters Score -1.818109e+07 nChanged 2165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25888 members Mstep: Class 2 contains 56450 members Entering Unmasked Estep Score: -18181866.000000 Penalty: 13865.270508 Iteration 17Q: 3 clusters Score -1.818187e+07 nChanged 2043 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24035 members Mstep: Class 2 contains 58303 members Entering Unmasked Estep Score: -18182622.000000 Penalty: 13865.270508 Iteration 18Q: 3 clusters Score -1.818262e+07 nChanged 2022 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22099 members Mstep: Class 2 contains 60239 members Entering Unmasked Estep Score: -18183526.000000 Penalty: 13865.270508 Iteration 19Q: 3 clusters Score -1.818353e+07 nChanged 2022 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20127 members Mstep: Class 2 contains 62211 members Entering Unmasked Estep Score: -18184580.000000 Penalty: 13865.270508 Iteration 20F: 3 clusters Score -1.818458e+07 nChanged 2025 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18160 members Mstep: Class 2 contains 64178 members Entering Unmasked Estep Score: -18185810.000000 Penalty: 13865.270508 Iteration 21Q: 3 clusters Score -1.818581e+07 nChanged 1871 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16355 members Mstep: Class 2 contains 65983 members Entering Unmasked Estep Score: -18186830.000000 Penalty: 13865.270508 Iteration 22Q: 3 clusters Score -1.818683e+07 nChanged 1700 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14719 members Mstep: Class 2 contains 67619 members Entering Unmasked Estep Score: -18187914.000000 Penalty: 13865.270508 Iteration 23Q: 3 clusters Score -1.818791e+07 nChanged 1544 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13237 members Mstep: Class 2 contains 69101 members Entering Unmasked Estep Score: -18188848.000000 Penalty: 13865.270508 Iteration 24Q: 3 clusters Score -1.818885e+07 nChanged 1346 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11939 members Mstep: Class 2 contains 70399 members Entering Unmasked Estep Score: -18189630.000000 Penalty: 13865.270508 Iteration 25Q: 3 clusters Score -1.818963e+07 nChanged 1146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10821 members Mstep: Class 2 contains 71517 members Entering Unmasked Estep Score: -18190220.000000 Penalty: 13865.270508 Iteration 26Q: 3 clusters Score -1.819022e+07 nChanged 968 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9863 members Mstep: Class 2 contains 72475 members Entering Unmasked Estep Score: -18190644.000000 Penalty: 13865.270508 Iteration 27Q: 3 clusters Score -1.819064e+07 nChanged 831 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9038 members Mstep: Class 2 contains 73300 members Entering Unmasked Estep Score: -18190966.000000 Penalty: 13865.270508 Iteration 28Q: 3 clusters Score -1.819097e+07 nChanged 715 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8325 members Mstep: Class 2 contains 74013 members Entering Unmasked Estep Score: -18191266.000000 Penalty: 13865.270508 Iteration 29Q: 3 clusters Score -1.819127e+07 nChanged 628 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7697 members Mstep: Class 2 contains 74641 members Entering Unmasked Estep Score: -18191548.000000 Penalty: 13865.270508 Iteration 30Q: 3 clusters Score -1.819155e+07 nChanged 582 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7115 members Mstep: Class 2 contains 75223 members Entering Unmasked Estep Score: -18191728.000000 Penalty: 13865.270508 Iteration 31Q: 3 clusters Score -1.819173e+07 nChanged 546 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6571 members Mstep: Class 2 contains 75767 members Entering Unmasked Estep Score: -18191912.000000 Penalty: 13865.270508 Iteration 32Q: 3 clusters Score -1.819191e+07 nChanged 457 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6114 members Mstep: Class 2 contains 76224 members Entering Unmasked Estep Score: -18192064.000000 Penalty: 13865.270508 Iteration 33Q: 3 clusters Score -1.819206e+07 nChanged 421 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5693 members Mstep: Class 2 contains 76645 members Entering Unmasked Estep Score: -18192188.000000 Penalty: 13865.270508 Iteration 34Q: 3 clusters Score -1.819219e+07 nChanged 346 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5349 members Mstep: Class 2 contains 76989 members Entering Unmasked Estep Score: -18192298.000000 Penalty: 13865.270508 Iteration 35Q: 3 clusters Score -1.81923e+07 nChanged 321 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5030 members Mstep: Class 2 contains 77308 members Entering Unmasked Estep Score: -18192438.000000 Penalty: 13865.270508 Iteration 36Q: 3 clusters Score -1.819244e+07 nChanged 263 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4769 members Mstep: Class 2 contains 77569 members Entering Unmasked Estep Score: -18192590.000000 Penalty: 13865.270508 Iteration 37Q: 3 clusters Score -1.819259e+07 nChanged 242 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4531 members Mstep: Class 2 contains 77807 members Entering Unmasked Estep Score: -18192642.000000 Penalty: 13865.270508 Iteration 38Q: 3 clusters Score -1.819264e+07 nChanged 207 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4324 members Mstep: Class 2 contains 78014 members Entering Unmasked Estep Score: -18192714.000000 Penalty: 13865.270508 Iteration 39Q: 3 clusters Score -1.819271e+07 nChanged 181 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4147 members Mstep: Class 2 contains 78191 members Entering Unmasked Estep Score: -18192762.000000 Penalty: 13865.270508 Iteration 40F: 3 clusters Score -1.819276e+07 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4004 members Mstep: Class 2 contains 78334 members Entering Unmasked Estep Score: -18192784.000000 Penalty: 13865.270508 Iteration 41Q: 3 clusters Score -1.819278e+07 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3874 members Mstep: Class 2 contains 78464 members Entering Unmasked Estep Score: -18192856.000000 Penalty: 13865.270508 Iteration 42Q: 3 clusters Score -1.819286e+07 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3753 members Mstep: Class 2 contains 78585 members Entering Unmasked Estep Score: -18192906.000000 Penalty: 13865.270508 Iteration 43Q: 3 clusters Score -1.819291e+07 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3637 members Mstep: Class 2 contains 78701 members Entering Unmasked Estep Score: -18192964.000000 Penalty: 13865.270508 Iteration 44Q: 3 clusters Score -1.819296e+07 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3540 members Mstep: Class 2 contains 78798 members Entering Unmasked Estep Score: -18193018.000000 Penalty: 13865.270508 Iteration 45Q: 3 clusters Score -1.819302e+07 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3459 members Mstep: Class 2 contains 78879 members Entering Unmasked Estep Score: -18193098.000000 Penalty: 13865.270508 Iteration 46Q: 3 clusters Score -1.81931e+07 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3392 members Mstep: Class 2 contains 78946 members Entering Unmasked Estep Score: -18193092.000000 Penalty: 13865.270508 Iteration 47Q: 3 clusters Score -1.819309e+07 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3338 members Mstep: Class 2 contains 79000 members Entering Unmasked Estep Score: -18193080.000000 Penalty: 13865.270508 Iteration 48Q: 3 clusters Score -1.819308e+07 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3293 members Mstep: Class 2 contains 79045 members Entering Unmasked Estep Score: -18193086.000000 Penalty: 13865.270508 Iteration 49Q: 3 clusters Score -1.819309e+07 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3247 members Mstep: Class 2 contains 79091 members Entering Unmasked Estep Score: -18193092.000000 Penalty: 13865.270508 Iteration 50Q: 3 clusters Score -1.819309e+07 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3204 members Mstep: Class 2 contains 79134 members Entering Unmasked Estep Score: -18193116.000000 Penalty: 13865.270508 Iteration 51Q: 3 clusters Score -1.819312e+07 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3159 members Mstep: Class 2 contains 79179 members Entering Unmasked Estep Score: -18193132.000000 Penalty: 13865.270508 Iteration 52Q: 3 clusters Score -1.819313e+07 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3125 members Mstep: Class 2 contains 79213 members Entering Unmasked Estep Score: -18193136.000000 Penalty: 13865.270508 Iteration 53Q: 3 clusters Score -1.819314e+07 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3103 members Mstep: Class 2 contains 79235 members Entering Unmasked Estep Score: -18193166.000000 Penalty: 13865.270508 Iteration 54Q: 3 clusters Score -1.819317e+07 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3080 members Mstep: Class 2 contains 79258 members Entering Unmasked Estep Score: -18193164.000000 Penalty: 13865.270508 Iteration 55Q: 3 clusters Score -1.819316e+07 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3056 members Mstep: Class 2 contains 79282 members Entering Unmasked Estep Score: -18193168.000000 Penalty: 13865.270508 Iteration 56Q: 3 clusters Score -1.819317e+07 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3031 members Mstep: Class 2 contains 79307 members Entering Unmasked Estep Score: -18193160.000000 Penalty: 13865.270508 Iteration 57Q: 3 clusters Score -1.819316e+07 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3009 members Mstep: Class 2 contains 79329 members Entering Unmasked Estep Score: -18193186.000000 Penalty: 13865.270508 Iteration 58Q: 3 clusters Score -1.819319e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2992 members Mstep: Class 2 contains 79346 members Entering Unmasked Estep Score: -18193204.000000 Penalty: 13865.270508 Iteration 59Q: 3 clusters Score -1.81932e+07 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2974 members Mstep: Class 2 contains 79364 members Entering Unmasked Estep Score: -18193192.000000 Penalty: 13865.270508 Iteration 60F: 3 clusters Score -1.819319e+07 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2955 members Mstep: Class 2 contains 79383 members Entering Unmasked Estep Score: -18193200.000000 Penalty: 13865.270508 Iteration 61Q: 3 clusters Score -1.81932e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2938 members Mstep: Class 2 contains 79400 members Entering Unmasked Estep Score: -18193218.000000 Penalty: 13865.270508 Iteration 62Q: 3 clusters Score -1.819322e+07 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2920 members Mstep: Class 2 contains 79418 members Entering Unmasked Estep Score: -18193230.000000 Penalty: 13865.270508 Iteration 63Q: 3 clusters Score -1.819323e+07 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2896 members Mstep: Class 2 contains 79442 members Entering Unmasked Estep Score: -18193264.000000 Penalty: 13865.270508 Iteration 64Q: 3 clusters Score -1.819326e+07 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2876 members Mstep: Class 2 contains 79462 members Entering Unmasked Estep Score: -18193262.000000 Penalty: 13865.270508 Iteration 65Q: 3 clusters Score -1.819326e+07 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2849 members Mstep: Class 2 contains 79489 members Entering Unmasked Estep Score: -18193260.000000 Penalty: 13865.270508 Iteration 66Q: 3 clusters Score -1.819326e+07 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2831 members Mstep: Class 2 contains 79507 members Entering Unmasked Estep Score: -18193282.000000 Penalty: 13865.270508 Iteration 67Q: 3 clusters Score -1.819328e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2819 members Mstep: Class 2 contains 79519 members Entering Unmasked Estep Score: -18193312.000000 Penalty: 13865.270508 Iteration 68Q: 3 clusters Score -1.819331e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2809 members Mstep: Class 2 contains 79529 members Entering Unmasked Estep Score: -18193300.000000 Penalty: 13865.270508 Iteration 69Q: 3 clusters Score -1.81933e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2797 members Mstep: Class 2 contains 79541 members Entering Unmasked Estep Score: -18193280.000000 Penalty: 13865.270508 Iteration 70Q: 3 clusters Score -1.819328e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2792 members Mstep: Class 2 contains 79546 members Entering Unmasked Estep Score: -18193292.000000 Penalty: 13865.270508 Iteration 71Q: 3 clusters Score -1.819329e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2782 members Mstep: Class 2 contains 79556 members Entering Unmasked Estep Score: -18193296.000000 Penalty: 13865.270508 Iteration 72Q: 3 clusters Score -1.81933e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2774 members Mstep: Class 2 contains 79564 members Entering Unmasked Estep Score: -18193302.000000 Penalty: 13865.270508 Iteration 73Q: 3 clusters Score -1.81933e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2771 members Mstep: Class 2 contains 79567 members Entering Unmasked Estep Score: -18193326.000000 Penalty: 13865.270508 Iteration 74Q: 3 clusters Score -1.819333e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2765 members Mstep: Class 2 contains 79573 members Entering Unmasked Estep Score: -18193300.000000 Penalty: 13865.270508 Iteration 75Q: 3 clusters Score -1.81933e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2757 members Mstep: Class 2 contains 79581 members Entering Unmasked Estep Score: -18193302.000000 Penalty: 13865.270508 Iteration 76Q: 3 clusters Score -1.81933e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2747 members Mstep: Class 2 contains 79591 members Entering Unmasked Estep Score: -18193320.000000 Penalty: 13865.270508 Iteration 77Q: 3 clusters Score -1.819332e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2740 members Mstep: Class 2 contains 79598 members Entering Unmasked Estep Score: -18193310.000000 Penalty: 13865.270508 Iteration 78Q: 3 clusters Score -1.819331e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2732 members Mstep: Class 2 contains 79606 members Entering Unmasked Estep Score: -18193312.000000 Penalty: 13865.270508 Iteration 79Q: 3 clusters Score -1.819331e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2728 members Mstep: Class 2 contains 79610 members Entering Unmasked Estep Score: -18193326.000000 Penalty: 13865.270508 Iteration 80F: 3 clusters Score -1.819333e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2722 members Mstep: Class 2 contains 79616 members Entering Unmasked Estep Score: -18193336.000000 Penalty: 13865.270508 Iteration 81Q: 3 clusters Score -1.819334e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2719 members Mstep: Class 2 contains 79619 members Entering Unmasked Estep Score: -18193322.000000 Penalty: 13865.270508 Iteration 82Q: 3 clusters Score -1.819332e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2713 members Mstep: Class 2 contains 79625 members Entering Unmasked Estep Score: -18193330.000000 Penalty: 13865.270508 Iteration 83Q: 3 clusters Score -1.819333e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2706 members Mstep: Class 2 contains 79632 members Entering Unmasked Estep Score: -18193328.000000 Penalty: 13865.270508 Iteration 84Q: 3 clusters Score -1.819333e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2700 members Mstep: Class 2 contains 79638 members Entering Unmasked Estep Score: -18193320.000000 Penalty: 13865.270508 Iteration 85Q: 3 clusters Score -1.819332e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2691 members Mstep: Class 2 contains 79647 members Entering Unmasked Estep Score: -18193330.000000 Penalty: 13865.270508 Iteration 86Q: 3 clusters Score -1.819333e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2686 members Mstep: Class 2 contains 79652 members Entering Unmasked Estep Score: -18193320.000000 Penalty: 13865.270508 Iteration 87Q: 3 clusters Score -1.819332e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2680 members Mstep: Class 2 contains 79658 members Entering Unmasked Estep Score: -18193322.000000 Penalty: 13865.270508 Iteration 88Q: 3 clusters Score -1.819332e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2676 members Mstep: Class 2 contains 79662 members Entering Unmasked Estep Score: -18193320.000000 Penalty: 13865.270508 Iteration 89Q: 3 clusters Score -1.819332e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2674 members Mstep: Class 2 contains 79664 members Entering Unmasked Estep Score: -18193324.000000 Penalty: 13865.270508 Iteration 90Q: 3 clusters Score -1.819332e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2672 members Mstep: Class 2 contains 79666 members Entering Unmasked Estep Score: -18193338.000000 Penalty: 13865.270508 Iteration 91Q: 3 clusters Score -1.819334e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2670 members Mstep: Class 2 contains 79668 members Entering Unmasked Estep Score: -18193334.000000 Penalty: 13865.270508 Iteration 92Q: 3 clusters Score -1.819333e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2666 members Mstep: Class 2 contains 79672 members Entering Unmasked Estep Score: -18193332.000000 Penalty: 13865.270508 Iteration 93Q: 3 clusters Score -1.819333e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2664 members Mstep: Class 2 contains 79674 members Entering Unmasked Estep Score: -18193342.000000 Penalty: 13865.270508 Iteration 94Q: 3 clusters Score -1.819334e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2661 members Mstep: Class 2 contains 79677 members Entering Unmasked Estep Score: -18193328.000000 Penalty: 13865.270508 Iteration 95Q: 3 clusters Score -1.819333e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2656 members Mstep: Class 2 contains 79682 members Entering Unmasked Estep Score: -18193344.000000 Penalty: 13865.270508 Iteration 96Q: 3 clusters Score -1.819334e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2654 members Mstep: Class 2 contains 79684 members Entering Unmasked Estep Score: -18193352.000000 Penalty: 13865.270508 Iteration 97Q: 3 clusters Score -1.819335e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2652 members Mstep: Class 2 contains 79686 members Entering Unmasked Estep Score: -18193372.000000 Penalty: 13865.270508 Iteration 98Q: 3 clusters Score -1.819337e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2651 members Mstep: Class 2 contains 79687 members Entering Unmasked Estep Score: -18193366.000000 Penalty: 13865.270508 Iteration 99Q: 3 clusters Score -1.819337e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2648 members Mstep: Class 2 contains 79690 members Entering Unmasked Estep Score: -18193370.000000 Penalty: 13865.270508 Iteration 100F: 3 clusters Score -1.819337e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (522 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 522 members Entering Unmasked Estep Score: -110599.132812 Penalty: 3832.821289 Iteration 0F: 2 clusters Score -110599.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 252 members Mstep: Class 2 contains 270 members Entering Unmasked Estep Score: -107181.953125 Penalty: 7665.642578 Iteration 0F: 3 clusters Score -107182 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 257 members Mstep: Class 2 contains 265 members Entering Unmasked Estep Score: -107284.664062 Penalty: 7665.642578 Iteration 1Q: 3 clusters Score -107284.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 258 members Mstep: Class 2 contains 264 members Entering Unmasked Estep Score: -107324.515625 Penalty: 7665.642578 Iteration 2Q: 3 clusters Score -107324.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 259 members Mstep: Class 2 contains 263 members Entering Unmasked Estep Score: -107338.109375 Penalty: 7665.642578 Iteration 3Q: 3 clusters Score -107338.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 259 members Mstep: Class 2 contains 263 members Entering Unmasked Estep Score: -107338.109375 Penalty: 7665.642578 Iteration 4F: 3 clusters Score -107338.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (453 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 453 members Entering Unmasked Estep Score: -85380.953125 Penalty: 3745.983887 Iteration 0F: 2 clusters Score -85380.95 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 221 members Mstep: Class 2 contains 232 members Entering Unmasked Estep Score: -82118.328125 Penalty: 7491.967773 Iteration 0F: 3 clusters Score -82118.33 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 214 members Mstep: Class 2 contains 239 members Entering Unmasked Estep Score: -82358.312500 Penalty: 7491.967773 Iteration 1F: 3 clusters Score -82358.31 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 213 members Mstep: Class 2 contains 240 members Entering Unmasked Estep Score: -82484.500000 Penalty: 7491.967773 Iteration 2Q: 3 clusters Score -82484.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 210 members Mstep: Class 2 contains 243 members Entering Unmasked Estep Score: -82575.484375 Penalty: 7491.967773 Iteration 3Q: 3 clusters Score -82575.48 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 209 members Mstep: Class 2 contains 244 members Entering Unmasked Estep Score: -82650.585938 Penalty: 7491.967773 Iteration 4Q: 3 clusters Score -82650.59 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 208 members Mstep: Class 2 contains 245 members Entering Unmasked Estep Score: -82661.375000 Penalty: 7491.967773 Iteration 5Q: 3 clusters Score -82661.38 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 206 members Mstep: Class 2 contains 247 members Entering Unmasked Estep Score: -82677.898438 Penalty: 7491.967773 Iteration 6Q: 3 clusters Score -82677.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 205 members Mstep: Class 2 contains 248 members Entering Unmasked Estep Score: -82683.687500 Penalty: 7491.967773 Iteration 7Q: 3 clusters Score -82683.69 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 206 members Mstep: Class 2 contains 247 members Entering Unmasked Estep Score: -82689.781250 Penalty: 7491.967773 Iteration 8Q: 3 clusters Score -82689.78 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 205 members Mstep: Class 2 contains 248 members Entering Unmasked Estep Score: -82700.929688 Penalty: 7491.967773 Iteration 9Q: 3 clusters Score -82700.93 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 203 members Mstep: Class 2 contains 250 members Entering Unmasked Estep Score: -82707.812500 Penalty: 7491.967773 Iteration 10Q: 3 clusters Score -82707.81 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 203 members Mstep: Class 2 contains 250 members Entering Unmasked Estep Score: -82707.812500 Penalty: 7491.967773 Iteration 11F: 3 clusters Score -82707.81 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (159587 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 159587 members Entering Unmasked Estep Score: -35036488.000000 Penalty: 7337.960938 Iteration 0F: 2 clusters Score -3.503649e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 79541 members Mstep: Class 2 contains 80046 members Entering Unmasked Estep Score: -34928656.000000 Penalty: 14675.921875 Iteration 0F: 3 clusters Score -3.492866e+07 nChanged 74170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 77345 members Mstep: Class 2 contains 82242 members Entering Unmasked Estep Score: -34969444.000000 Penalty: 14675.921875 Iteration 1F: 3 clusters Score -3.496944e+07 nChanged 5597 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 75844 members Mstep: Class 2 contains 83743 members Entering Unmasked Estep Score: -34970956.000000 Penalty: 14675.921875 Iteration 2Q: 3 clusters Score -3.497096e+07 nChanged 5576 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73458 members Mstep: Class 2 contains 86129 members Entering Unmasked Estep Score: -34972760.000000 Penalty: 14675.921875 Iteration 3Q: 3 clusters Score -3.497276e+07 nChanged 5800 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 69906 members Mstep: Class 2 contains 89681 members Entering Unmasked Estep Score: -34974576.000000 Penalty: 14675.921875 Iteration 4Q: 3 clusters Score -3.497458e+07 nChanged 6488 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64856 members Mstep: Class 2 contains 94731 members Entering Unmasked Estep Score: -34976872.000000 Penalty: 14675.921875 Iteration 5Q: 3 clusters Score -3.497687e+07 nChanged 8079 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57617 members Mstep: Class 2 contains 101970 members Entering Unmasked Estep Score: -34981084.000000 Penalty: 14675.921875 Iteration 6F: 3 clusters Score -3.498108e+07 nChanged 10223 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47828 members Mstep: Class 2 contains 111759 members Entering Unmasked Estep Score: -34987652.000000 Penalty: 14675.921875 Iteration 7F: 3 clusters Score -3.498765e+07 nChanged 12490 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35512 members Mstep: Class 2 contains 124075 members Entering Unmasked Estep Score: -34997280.000000 Penalty: 14675.921875 Iteration 8F: 3 clusters Score -3.499728e+07 nChanged 13124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22474 members Mstep: Class 2 contains 137113 members Entering Unmasked Estep Score: -35008972.000000 Penalty: 14675.921875 Iteration 9F: 3 clusters Score -3.500897e+07 nChanged 10738 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11784 members Mstep: Class 2 contains 147803 members Entering Unmasked Estep Score: -35019540.000000 Penalty: 14675.921875 Iteration 10F: 3 clusters Score -3.501954e+07 nChanged 6361 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5449 members Mstep: Class 2 contains 154138 members Entering Unmasked Estep Score: -35025204.000000 Penalty: 14675.921875 Iteration 11Q: 3 clusters Score -3.50252e+07 nChanged 2850 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2619 members Mstep: Class 2 contains 156968 members Entering Unmasked Estep Score: -35027988.000000 Penalty: 14675.921875 Iteration 12Q: 3 clusters Score -3.502799e+07 nChanged 1092 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1557 members Mstep: Class 2 contains 158030 members Entering Unmasked Estep Score: -35028984.000000 Penalty: 14675.921875 Iteration 13Q: 3 clusters Score -3.502898e+07 nChanged 444 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1139 members Mstep: Class 2 contains 158448 members Entering Unmasked Estep Score: -35029396.000000 Penalty: 14675.921875 Iteration 14Q: 3 clusters Score -3.50294e+07 nChanged 193 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 976 members Mstep: Class 2 contains 158611 members Entering Unmasked Estep Score: -35029568.000000 Penalty: 14675.921875 Iteration 15Q: 3 clusters Score -3.502957e+07 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 885 members Mstep: Class 2 contains 158702 members Entering Unmasked Estep Score: -35029752.000000 Penalty: 14675.921875 Iteration 16Q: 3 clusters Score -3.502975e+07 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 843 members Mstep: Class 2 contains 158744 members Entering Unmasked Estep Score: -35029824.000000 Penalty: 14675.921875 Iteration 17Q: 3 clusters Score -3.502982e+07 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 807 members Mstep: Class 2 contains 158780 members Entering Unmasked Estep Score: -35029920.000000 Penalty: 14675.921875 Iteration 18Q: 3 clusters Score -3.502992e+07 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 791 members Mstep: Class 2 contains 158796 members Entering Unmasked Estep Score: -35029948.000000 Penalty: 14675.921875 Iteration 19Q: 3 clusters Score -3.502995e+07 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 780 members Mstep: Class 2 contains 158807 members Entering Unmasked Estep Score: -35029952.000000 Penalty: 14675.921875 Iteration 20F: 3 clusters Score -3.502995e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 777 members Mstep: Class 2 contains 158810 members Entering Unmasked Estep Score: -35029956.000000 Penalty: 14675.921875 Iteration 21Q: 3 clusters Score -3.502996e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 769 members Mstep: Class 2 contains 158818 members Entering Unmasked Estep Score: -35029952.000000 Penalty: 14675.921875 Iteration 22Q: 3 clusters Score -3.502995e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 760 members Mstep: Class 2 contains 158827 members Entering Unmasked Estep Score: -35029948.000000 Penalty: 14675.921875 Iteration 23Q: 3 clusters Score -3.502995e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 756 members Mstep: Class 2 contains 158831 members Entering Unmasked Estep Score: -35029956.000000 Penalty: 14675.921875 Iteration 24Q: 3 clusters Score -3.502996e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 755 members Mstep: Class 2 contains 158832 members Entering Unmasked Estep Score: -35029972.000000 Penalty: 14675.921875 Iteration 25Q: 3 clusters Score -3.502997e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 752 members Mstep: Class 2 contains 158835 members Entering Unmasked Estep Score: -35029968.000000 Penalty: 14675.921875 Iteration 26Q: 3 clusters Score -3.502997e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 754 members Mstep: Class 2 contains 158833 members Entering Unmasked Estep Score: -35029960.000000 Penalty: 14675.921875 Iteration 27Q: 3 clusters Score -3.502996e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 755 members Mstep: Class 2 contains 158832 members Entering Unmasked Estep Score: -35029968.000000 Penalty: 14675.921875 Iteration 28Q: 3 clusters Score -3.502997e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 755 members Mstep: Class 2 contains 158832 members Entering Unmasked Estep Score: -35029956.000000 Penalty: 14675.921875 Iteration 29Q: 3 clusters Score -3.502996e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 754 members Mstep: Class 2 contains 158833 members Entering Unmasked Estep Score: -35029968.000000 Penalty: 14675.921875 Iteration 30Q: 3 clusters Score -3.502997e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 755 members Mstep: Class 2 contains 158832 members Entering Unmasked Estep Score: -35029968.000000 Penalty: 14675.921875 Iteration 31Q: 3 clusters Score -3.502997e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 755 members Mstep: Class 2 contains 158832 members Entering Unmasked Estep Score: -35029968.000000 Penalty: 14675.921875 Iteration 32F: 3 clusters Score -3.502997e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (28213 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28213 members Entering Unmasked Estep Score: -6039093.000000 Penalty: 6276.617188 Iteration 0F: 2 clusters Score -6039093 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14201 members Mstep: Class 2 contains 14012 members Entering Unmasked Estep Score: -6017328.500000 Penalty: 12553.234375 Iteration 0F: 3 clusters Score -6017328 nChanged 11780 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14401 members Mstep: Class 2 contains 13812 members Entering Unmasked Estep Score: -6023668.000000 Penalty: 12553.234375 Iteration 1F: 3 clusters Score -6023668 nChanged 1688 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14561 members Mstep: Class 2 contains 13652 members Entering Unmasked Estep Score: -6024369.000000 Penalty: 12553.234375 Iteration 2F: 3 clusters Score -6024369 nChanged 1361 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14798 members Mstep: Class 2 contains 13415 members Entering Unmasked Estep Score: -6024906.000000 Penalty: 12553.234375 Iteration 3Q: 3 clusters Score -6024906 nChanged 1182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15118 members Mstep: Class 2 contains 13095 members Entering Unmasked Estep Score: -6025406.500000 Penalty: 12553.234375 Iteration 4Q: 3 clusters Score -6025406 nChanged 1034 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15518 members Mstep: Class 2 contains 12695 members Entering Unmasked Estep Score: -6025792.500000 Penalty: 12553.234375 Iteration 5Q: 3 clusters Score -6025792 nChanged 939 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15983 members Mstep: Class 2 contains 12230 members Entering Unmasked Estep Score: -6026171.000000 Penalty: 12553.234375 Iteration 6Q: 3 clusters Score -6026171 nChanged 893 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16518 members Mstep: Class 2 contains 11695 members Entering Unmasked Estep Score: -6026533.000000 Penalty: 12553.234375 Iteration 7Q: 3 clusters Score -6026533 nChanged 908 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17174 members Mstep: Class 2 contains 11039 members Entering Unmasked Estep Score: -6026876.500000 Penalty: 12553.234375 Iteration 8Q: 3 clusters Score -6026876 nChanged 950 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17908 members Mstep: Class 2 contains 10305 members Entering Unmasked Estep Score: -6027328.000000 Penalty: 12553.234375 Iteration 9Q: 3 clusters Score -6027328 nChanged 984 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18752 members Mstep: Class 2 contains 9461 members Entering Unmasked Estep Score: -6027800.000000 Penalty: 12553.234375 Iteration 10Q: 3 clusters Score -6027800 nChanged 1083 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19689 members Mstep: Class 2 contains 8524 members Entering Unmasked Estep Score: -6028389.000000 Penalty: 12553.234375 Iteration 11Q: 3 clusters Score -6028389 nChanged 1178 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20771 members Mstep: Class 2 contains 7442 members Entering Unmasked Estep Score: -6029156.000000 Penalty: 12553.234375 Iteration 12Q: 3 clusters Score -6029156 nChanged 1202 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21883 members Mstep: Class 2 contains 6330 members Entering Unmasked Estep Score: -6029965.000000 Penalty: 12553.234375 Iteration 13Q: 3 clusters Score -6029965 nChanged 1143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22924 members Mstep: Class 2 contains 5289 members Entering Unmasked Estep Score: -6030769.000000 Penalty: 12553.234375 Iteration 14Q: 3 clusters Score -6030769 nChanged 947 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23797 members Mstep: Class 2 contains 4416 members Entering Unmasked Estep Score: -6031401.500000 Penalty: 12553.234375 Iteration 15Q: 3 clusters Score -6031402 nChanged 779 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24518 members Mstep: Class 2 contains 3695 members Entering Unmasked Estep Score: -6031948.500000 Penalty: 12553.234375 Iteration 16Q: 3 clusters Score -6031948 nChanged 598 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25074 members Mstep: Class 2 contains 3139 members Entering Unmasked Estep Score: -6032348.500000 Penalty: 12553.234375 Iteration 17Q: 3 clusters Score -6032348 nChanged 440 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25470 members Mstep: Class 2 contains 2743 members Entering Unmasked Estep Score: -6032653.500000 Penalty: 12553.234375 Iteration 18Q: 3 clusters Score -6032654 nChanged 347 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25783 members Mstep: Class 2 contains 2430 members Entering Unmasked Estep Score: -6032865.500000 Penalty: 12553.234375 Iteration 19Q: 3 clusters Score -6032866 nChanged 246 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26009 members Mstep: Class 2 contains 2204 members Entering Unmasked Estep Score: -6033029.500000 Penalty: 12553.234375 Iteration 20F: 3 clusters Score -6033030 nChanged 189 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26184 members Mstep: Class 2 contains 2029 members Entering Unmasked Estep Score: -6033139.000000 Penalty: 12553.234375 Iteration 21Q: 3 clusters Score -6033139 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26311 members Mstep: Class 2 contains 1902 members Entering Unmasked Estep Score: -6033222.500000 Penalty: 12553.234375 Iteration 22Q: 3 clusters Score -6033222 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26408 members Mstep: Class 2 contains 1805 members Entering Unmasked Estep Score: -6033298.000000 Penalty: 12553.234375 Iteration 23Q: 3 clusters Score -6033298 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26504 members Mstep: Class 2 contains 1709 members Entering Unmasked Estep Score: -6033356.000000 Penalty: 12553.234375 Iteration 24Q: 3 clusters Score -6033356 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26569 members Mstep: Class 2 contains 1644 members Entering Unmasked Estep Score: -6033430.500000 Penalty: 12553.234375 Iteration 25Q: 3 clusters Score -6033430 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26623 members Mstep: Class 2 contains 1590 members Entering Unmasked Estep Score: -6033463.500000 Penalty: 12553.234375 Iteration 26Q: 3 clusters Score -6033464 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26665 members Mstep: Class 2 contains 1548 members Entering Unmasked Estep Score: -6033486.000000 Penalty: 12553.234375 Iteration 27Q: 3 clusters Score -6033486 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26711 members Mstep: Class 2 contains 1502 members Entering Unmasked Estep Score: -6033537.000000 Penalty: 12553.234375 Iteration 28Q: 3 clusters Score -6033537 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26749 members Mstep: Class 2 contains 1464 members Entering Unmasked Estep Score: -6033555.000000 Penalty: 12553.234375 Iteration 29Q: 3 clusters Score -6033555 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26770 members Mstep: Class 2 contains 1443 members Entering Unmasked Estep Score: -6033589.500000 Penalty: 12553.234375 Iteration 30Q: 3 clusters Score -6033590 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26794 members Mstep: Class 2 contains 1419 members Entering Unmasked Estep Score: -6033602.000000 Penalty: 12553.234375 Iteration 31Q: 3 clusters Score -6033602 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26823 members Mstep: Class 2 contains 1390 members Entering Unmasked Estep Score: -6033640.500000 Penalty: 12553.234375 Iteration 32Q: 3 clusters Score -6033640 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26843 members Mstep: Class 2 contains 1370 members Entering Unmasked Estep Score: -6033673.500000 Penalty: 12553.234375 Iteration 33Q: 3 clusters Score -6033674 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26863 members Mstep: Class 2 contains 1350 members Entering Unmasked Estep Score: -6033681.500000 Penalty: 12553.234375 Iteration 34Q: 3 clusters Score -6033682 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26882 members Mstep: Class 2 contains 1331 members Entering Unmasked Estep Score: -6033696.500000 Penalty: 12553.234375 Iteration 35Q: 3 clusters Score -6033696 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26902 members Mstep: Class 2 contains 1311 members Entering Unmasked Estep Score: -6033714.000000 Penalty: 12553.234375 Iteration 36Q: 3 clusters Score -6033714 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26913 members Mstep: Class 2 contains 1300 members Entering Unmasked Estep Score: -6033721.500000 Penalty: 12553.234375 Iteration 37Q: 3 clusters Score -6033722 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26924 members Mstep: Class 2 contains 1289 members Entering Unmasked Estep Score: -6033723.000000 Penalty: 12553.234375 Iteration 38Q: 3 clusters Score -6033723 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26931 members Mstep: Class 2 contains 1282 members Entering Unmasked Estep Score: -6033725.500000 Penalty: 12553.234375 Iteration 39Q: 3 clusters Score -6033726 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26933 members Mstep: Class 2 contains 1280 members Entering Unmasked Estep Score: -6033735.500000 Penalty: 12553.234375 Iteration 40F: 3 clusters Score -6033736 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26935 members Mstep: Class 2 contains 1278 members Entering Unmasked Estep Score: -6033736.500000 Penalty: 12553.234375 Iteration 41Q: 3 clusters Score -6033736 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26937 members Mstep: Class 2 contains 1276 members Entering Unmasked Estep Score: -6033743.000000 Penalty: 12553.234375 Iteration 42Q: 3 clusters Score -6033743 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26938 members Mstep: Class 2 contains 1275 members Entering Unmasked Estep Score: -6033740.500000 Penalty: 12553.234375 Iteration 43Q: 3 clusters Score -6033740 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26941 members Mstep: Class 2 contains 1272 members Entering Unmasked Estep Score: -6033737.500000 Penalty: 12553.234375 Iteration 44Q: 3 clusters Score -6033738 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26946 members Mstep: Class 2 contains 1267 members Entering Unmasked Estep Score: -6033744.500000 Penalty: 12553.234375 Iteration 45Q: 3 clusters Score -6033744 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26952 members Mstep: Class 2 contains 1261 members Entering Unmasked Estep Score: -6033758.000000 Penalty: 12553.234375 Iteration 46Q: 3 clusters Score -6033758 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26956 members Mstep: Class 2 contains 1257 members Entering Unmasked Estep Score: -6033761.000000 Penalty: 12553.234375 Iteration 47Q: 3 clusters Score -6033761 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26963 members Mstep: Class 2 contains 1250 members Entering Unmasked Estep Score: -6033767.000000 Penalty: 12553.234375 Iteration 48Q: 3 clusters Score -6033767 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26973 members Mstep: Class 2 contains 1240 members Entering Unmasked Estep Score: -6033763.000000 Penalty: 12553.234375 Iteration 49Q: 3 clusters Score -6033763 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26973 members Mstep: Class 2 contains 1240 members Entering Unmasked Estep Score: -6033766.000000 Penalty: 12553.234375 Iteration 50Q: 3 clusters Score -6033766 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26972 members Mstep: Class 2 contains 1241 members Entering Unmasked Estep Score: -6033769.000000 Penalty: 12553.234375 Iteration 51Q: 3 clusters Score -6033769 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26972 members Mstep: Class 2 contains 1241 members Entering Unmasked Estep Score: -6033769.000000 Penalty: 12553.234375 Iteration 52F: 3 clusters Score -6033769 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (34213 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34213 members Entering Unmasked Estep Score: -7578855.500000 Penalty: 6394.721191 Iteration 0F: 2 clusters Score -7578856 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17226 members Mstep: Class 2 contains 16987 members Entering Unmasked Estep Score: -7553268.500000 Penalty: 12789.442383 Iteration 0F: 3 clusters Score -7553268 nChanged 14697 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17813 members Mstep: Class 2 contains 16400 members Entering Unmasked Estep Score: -7560987.000000 Penalty: 12789.442383 Iteration 1F: 3 clusters Score -7560987 nChanged 1947 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18152 members Mstep: Class 2 contains 16061 members Entering Unmasked Estep Score: -7561830.000000 Penalty: 12789.442383 Iteration 2F: 3 clusters Score -7561830 nChanged 1603 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18581 members Mstep: Class 2 contains 15632 members Entering Unmasked Estep Score: -7562433.500000 Penalty: 12789.442383 Iteration 3Q: 3 clusters Score -7562434 nChanged 1334 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19079 members Mstep: Class 2 contains 15134 members Entering Unmasked Estep Score: -7562888.500000 Penalty: 12789.442383 Iteration 4Q: 3 clusters Score -7562888 nChanged 1150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19687 members Mstep: Class 2 contains 14526 members Entering Unmasked Estep Score: -7563265.000000 Penalty: 12789.442383 Iteration 5Q: 3 clusters Score -7563265 nChanged 1018 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20407 members Mstep: Class 2 contains 13806 members Entering Unmasked Estep Score: -7563597.000000 Penalty: 12789.442383 Iteration 6Q: 3 clusters Score -7563597 nChanged 1076 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21295 members Mstep: Class 2 contains 12918 members Entering Unmasked Estep Score: -7564058.000000 Penalty: 12789.442383 Iteration 7Q: 3 clusters Score -7564058 nChanged 1190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22399 members Mstep: Class 2 contains 11814 members Entering Unmasked Estep Score: -7564660.500000 Penalty: 12789.442383 Iteration 8Q: 3 clusters Score -7564660 nChanged 1412 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23753 members Mstep: Class 2 contains 10460 members Entering Unmasked Estep Score: -7565393.500000 Penalty: 12789.442383 Iteration 9Q: 3 clusters Score -7565394 nChanged 1644 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25355 members Mstep: Class 2 contains 8858 members Entering Unmasked Estep Score: -7566397.000000 Penalty: 12789.442383 Iteration 10Q: 3 clusters Score -7566397 nChanged 1823 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27138 members Mstep: Class 2 contains 7075 members Entering Unmasked Estep Score: -7567725.000000 Penalty: 12789.442383 Iteration 11F: 3 clusters Score -7567725 nChanged 1761 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28865 members Mstep: Class 2 contains 5348 members Entering Unmasked Estep Score: -7569115.000000 Penalty: 12789.442383 Iteration 12F: 3 clusters Score -7569115 nChanged 1605 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30438 members Mstep: Class 2 contains 3775 members Entering Unmasked Estep Score: -7570524.500000 Penalty: 12789.442383 Iteration 13Q: 3 clusters Score -7570524 nChanged 1223 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31637 members Mstep: Class 2 contains 2576 members Entering Unmasked Estep Score: -7571624.500000 Penalty: 12789.442383 Iteration 14Q: 3 clusters Score -7571624 nChanged 795 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32404 members Mstep: Class 2 contains 1809 members Entering Unmasked Estep Score: -7572314.500000 Penalty: 12789.442383 Iteration 15Q: 3 clusters Score -7572314 nChanged 441 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32823 members Mstep: Class 2 contains 1390 members Entering Unmasked Estep Score: -7572676.000000 Penalty: 12789.442383 Iteration 16Q: 3 clusters Score -7572676 nChanged 271 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33072 members Mstep: Class 2 contains 1141 members Entering Unmasked Estep Score: -7572908.500000 Penalty: 12789.442383 Iteration 17Q: 3 clusters Score -7572908 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33204 members Mstep: Class 2 contains 1009 members Entering Unmasked Estep Score: -7573057.500000 Penalty: 12789.442383 Iteration 18Q: 3 clusters Score -7573058 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33271 members Mstep: Class 2 contains 942 members Entering Unmasked Estep Score: -7573148.500000 Penalty: 12789.442383 Iteration 19Q: 3 clusters Score -7573148 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33315 members Mstep: Class 2 contains 898 members Entering Unmasked Estep Score: -7573192.500000 Penalty: 12789.442383 Iteration 20F: 3 clusters Score -7573192 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33356 members Mstep: Class 2 contains 857 members Entering Unmasked Estep Score: -7573259.500000 Penalty: 12789.442383 Iteration 21Q: 3 clusters Score -7573260 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33382 members Mstep: Class 2 contains 831 members Entering Unmasked Estep Score: -7573293.500000 Penalty: 12789.442383 Iteration 22Q: 3 clusters Score -7573294 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33394 members Mstep: Class 2 contains 819 members Entering Unmasked Estep Score: -7573314.500000 Penalty: 12789.442383 Iteration 23Q: 3 clusters Score -7573314 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33416 members Mstep: Class 2 contains 797 members Entering Unmasked Estep Score: -7573320.000000 Penalty: 12789.442383 Iteration 24Q: 3 clusters Score -7573320 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33432 members Mstep: Class 2 contains 781 members Entering Unmasked Estep Score: -7573355.500000 Penalty: 12789.442383 Iteration 25Q: 3 clusters Score -7573356 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33439 members Mstep: Class 2 contains 774 members Entering Unmasked Estep Score: -7573364.500000 Penalty: 12789.442383 Iteration 26Q: 3 clusters Score -7573364 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33443 members Mstep: Class 2 contains 770 members Entering Unmasked Estep Score: -7573376.000000 Penalty: 12789.442383 Iteration 27Q: 3 clusters Score -7573376 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33448 members Mstep: Class 2 contains 765 members Entering Unmasked Estep Score: -7573384.500000 Penalty: 12789.442383 Iteration 28Q: 3 clusters Score -7573384 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33451 members Mstep: Class 2 contains 762 members Entering Unmasked Estep Score: -7573388.000000 Penalty: 12789.442383 Iteration 29Q: 3 clusters Score -7573388 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33460 members Mstep: Class 2 contains 753 members Entering Unmasked Estep Score: -7573400.000000 Penalty: 12789.442383 Iteration 30Q: 3 clusters Score -7573400 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33460 members Mstep: Class 2 contains 753 members Entering Unmasked Estep Score: -7573401.000000 Penalty: 12789.442383 Iteration 31Q: 3 clusters Score -7573401 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33464 members Mstep: Class 2 contains 749 members Entering Unmasked Estep Score: -7573398.500000 Penalty: 12789.442383 Iteration 32Q: 3 clusters Score -7573398 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33467 members Mstep: Class 2 contains 746 members Entering Unmasked Estep Score: -7573405.000000 Penalty: 12789.442383 Iteration 33Q: 3 clusters Score -7573405 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33471 members Mstep: Class 2 contains 742 members Entering Unmasked Estep Score: -7573413.000000 Penalty: 12789.442383 Iteration 34Q: 3 clusters Score -7573413 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33475 members Mstep: Class 2 contains 738 members Entering Unmasked Estep Score: -7573417.500000 Penalty: 12789.442383 Iteration 35Q: 3 clusters Score -7573418 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33476 members Mstep: Class 2 contains 737 members Entering Unmasked Estep Score: -7573415.500000 Penalty: 12789.442383 Iteration 36Q: 3 clusters Score -7573416 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33477 members Mstep: Class 2 contains 736 members Entering Unmasked Estep Score: -7573415.500000 Penalty: 12789.442383 Iteration 37Q: 3 clusters Score -7573416 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33478 members Mstep: Class 2 contains 735 members Entering Unmasked Estep Score: -7573419.000000 Penalty: 12789.442383 Iteration 38Q: 3 clusters Score -7573419 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33480 members Mstep: Class 2 contains 733 members Entering Unmasked Estep Score: -7573422.500000 Penalty: 12789.442383 Iteration 39Q: 3 clusters Score -7573422 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33480 members Mstep: Class 2 contains 733 members Entering Unmasked Estep Score: -7573423.500000 Penalty: 12789.442383 Iteration 40F: 3 clusters Score -7573424 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (9130 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9130 members Entering Unmasked Estep Score: -1917404.625000 Penalty: 5585.583984 Iteration 0F: 2 clusters Score -1917405 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4590 members Mstep: Class 2 contains 4540 members Entering Unmasked Estep Score: -1907825.500000 Penalty: 11171.167969 Iteration 0F: 3 clusters Score -1907826 nChanged 3324 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4672 members Mstep: Class 2 contains 4458 members Entering Unmasked Estep Score: -1909929.875000 Penalty: 11171.167969 Iteration 1F: 3 clusters Score -1909930 nChanged 776 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4738 members Mstep: Class 2 contains 4392 members Entering Unmasked Estep Score: -1910512.000000 Penalty: 11171.167969 Iteration 2F: 3 clusters Score -1910512 nChanged 484 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4812 members Mstep: Class 2 contains 4318 members Entering Unmasked Estep Score: -1910861.375000 Penalty: 11171.167969 Iteration 3F: 3 clusters Score -1910861 nChanged 367 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4877 members Mstep: Class 2 contains 4253 members Entering Unmasked Estep Score: -1911096.750000 Penalty: 11171.167969 Iteration 4Q: 3 clusters Score -1911097 nChanged 284 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4943 members Mstep: Class 2 contains 4187 members Entering Unmasked Estep Score: -1911270.125000 Penalty: 11171.167969 Iteration 5Q: 3 clusters Score -1911270 nChanged 228 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4983 members Mstep: Class 2 contains 4147 members Entering Unmasked Estep Score: -1911395.625000 Penalty: 11171.167969 Iteration 6Q: 3 clusters Score -1911396 nChanged 194 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5041 members Mstep: Class 2 contains 4089 members Entering Unmasked Estep Score: -1911500.250000 Penalty: 11171.167969 Iteration 7Q: 3 clusters Score -1911500 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5107 members Mstep: Class 2 contains 4023 members Entering Unmasked Estep Score: -1911593.750000 Penalty: 11171.167969 Iteration 8Q: 3 clusters Score -1911594 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5184 members Mstep: Class 2 contains 3946 members Entering Unmasked Estep Score: -1911668.625000 Penalty: 11171.167969 Iteration 9Q: 3 clusters Score -1911669 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5244 members Mstep: Class 2 contains 3886 members Entering Unmasked Estep Score: -1911736.625000 Penalty: 11171.167969 Iteration 10Q: 3 clusters Score -1911737 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5300 members Mstep: Class 2 contains 3830 members Entering Unmasked Estep Score: -1911790.500000 Penalty: 11171.167969 Iteration 11Q: 3 clusters Score -1911790 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5361 members Mstep: Class 2 contains 3769 members Entering Unmasked Estep Score: -1911856.250000 Penalty: 11171.167969 Iteration 12Q: 3 clusters Score -1911856 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5425 members Mstep: Class 2 contains 3705 members Entering Unmasked Estep Score: -1911937.500000 Penalty: 11171.167969 Iteration 13Q: 3 clusters Score -1911938 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5520 members Mstep: Class 2 contains 3610 members Entering Unmasked Estep Score: -1912021.250000 Penalty: 11171.167969 Iteration 14Q: 3 clusters Score -1912021 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5633 members Mstep: Class 2 contains 3497 members Entering Unmasked Estep Score: -1912108.875000 Penalty: 11171.167969 Iteration 15Q: 3 clusters Score -1912109 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5745 members Mstep: Class 2 contains 3385 members Entering Unmasked Estep Score: -1912200.500000 Penalty: 11171.167969 Iteration 16Q: 3 clusters Score -1912200 nChanged 169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5868 members Mstep: Class 2 contains 3262 members Entering Unmasked Estep Score: -1912299.625000 Penalty: 11171.167969 Iteration 17Q: 3 clusters Score -1912300 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5980 members Mstep: Class 2 contains 3150 members Entering Unmasked Estep Score: -1912391.875000 Penalty: 11171.167969 Iteration 18Q: 3 clusters Score -1912392 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6090 members Mstep: Class 2 contains 3040 members Entering Unmasked Estep Score: -1912479.000000 Penalty: 11171.167969 Iteration 19Q: 3 clusters Score -1912479 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6199 members Mstep: Class 2 contains 2931 members Entering Unmasked Estep Score: -1912570.750000 Penalty: 11171.167969 Iteration 20F: 3 clusters Score -1912571 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6317 members Mstep: Class 2 contains 2813 members Entering Unmasked Estep Score: -1912680.500000 Penalty: 11171.167969 Iteration 21Q: 3 clusters Score -1912680 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6441 members Mstep: Class 2 contains 2689 members Entering Unmasked Estep Score: -1912791.375000 Penalty: 11171.167969 Iteration 22Q: 3 clusters Score -1912791 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6553 members Mstep: Class 2 contains 2577 members Entering Unmasked Estep Score: -1912888.750000 Penalty: 11171.167969 Iteration 23Q: 3 clusters Score -1912889 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6671 members Mstep: Class 2 contains 2459 members Entering Unmasked Estep Score: -1912984.875000 Penalty: 11171.167969 Iteration 24Q: 3 clusters Score -1912985 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6764 members Mstep: Class 2 contains 2366 members Entering Unmasked Estep Score: -1913063.125000 Penalty: 11171.167969 Iteration 25Q: 3 clusters Score -1913063 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6843 members Mstep: Class 2 contains 2287 members Entering Unmasked Estep Score: -1913131.250000 Penalty: 11171.167969 Iteration 26Q: 3 clusters Score -1913131 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6913 members Mstep: Class 2 contains 2217 members Entering Unmasked Estep Score: -1913194.375000 Penalty: 11171.167969 Iteration 27Q: 3 clusters Score -1913194 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6986 members Mstep: Class 2 contains 2144 members Entering Unmasked Estep Score: -1913265.000000 Penalty: 11171.167969 Iteration 28Q: 3 clusters Score -1913265 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7059 members Mstep: Class 2 contains 2071 members Entering Unmasked Estep Score: -1913334.125000 Penalty: 11171.167969 Iteration 29Q: 3 clusters Score -1913334 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7126 members Mstep: Class 2 contains 2004 members Entering Unmasked Estep Score: -1913374.125000 Penalty: 11171.167969 Iteration 30Q: 3 clusters Score -1913374 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7187 members Mstep: Class 2 contains 1943 members Entering Unmasked Estep Score: -1913426.250000 Penalty: 11171.167969 Iteration 31Q: 3 clusters Score -1913426 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7241 members Mstep: Class 2 contains 1889 members Entering Unmasked Estep Score: -1913466.625000 Penalty: 11171.167969 Iteration 32Q: 3 clusters Score -1913467 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7276 members Mstep: Class 2 contains 1854 members Entering Unmasked Estep Score: -1913511.000000 Penalty: 11171.167969 Iteration 33Q: 3 clusters Score -1913511 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7312 members Mstep: Class 2 contains 1818 members Entering Unmasked Estep Score: -1913529.375000 Penalty: 11171.167969 Iteration 34Q: 3 clusters Score -1913529 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7335 members Mstep: Class 2 contains 1795 members Entering Unmasked Estep Score: -1913544.375000 Penalty: 11171.167969 Iteration 35Q: 3 clusters Score -1913544 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7354 members Mstep: Class 2 contains 1776 members Entering Unmasked Estep Score: -1913565.750000 Penalty: 11171.167969 Iteration 36Q: 3 clusters Score -1913566 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7366 members Mstep: Class 2 contains 1764 members Entering Unmasked Estep Score: -1913569.000000 Penalty: 11171.167969 Iteration 37Q: 3 clusters Score -1913569 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7375 members Mstep: Class 2 contains 1755 members Entering Unmasked Estep Score: -1913571.875000 Penalty: 11171.167969 Iteration 38Q: 3 clusters Score -1913572 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7381 members Mstep: Class 2 contains 1749 members Entering Unmasked Estep Score: -1913576.375000 Penalty: 11171.167969 Iteration 39Q: 3 clusters Score -1913576 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7383 members Mstep: Class 2 contains 1747 members Entering Unmasked Estep Score: -1913579.000000 Penalty: 11171.167969 Iteration 40F: 3 clusters Score -1913579 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7386 members Mstep: Class 2 contains 1744 members Entering Unmasked Estep Score: -1913581.250000 Penalty: 11171.167969 Iteration 41Q: 3 clusters Score -1913581 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7398 members Mstep: Class 2 contains 1732 members Entering Unmasked Estep Score: -1913591.750000 Penalty: 11171.167969 Iteration 42Q: 3 clusters Score -1913592 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7402 members Mstep: Class 2 contains 1728 members Entering Unmasked Estep Score: -1913597.500000 Penalty: 11171.167969 Iteration 43Q: 3 clusters Score -1913598 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7402 members Mstep: Class 2 contains 1728 members Entering Unmasked Estep Score: -1913599.125000 Penalty: 11171.167969 Iteration 44Q: 3 clusters Score -1913599 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7404 members Mstep: Class 2 contains 1726 members Entering Unmasked Estep Score: -1913600.875000 Penalty: 11171.167969 Iteration 45Q: 3 clusters Score -1913601 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7405 members Mstep: Class 2 contains 1725 members Entering Unmasked Estep Score: -1913600.375000 Penalty: 11171.167969 Iteration 46Q: 3 clusters Score -1913600 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7407 members Mstep: Class 2 contains 1723 members Entering Unmasked Estep Score: -1913600.000000 Penalty: 11171.167969 Iteration 47Q: 3 clusters Score -1913600 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7409 members Mstep: Class 2 contains 1721 members Entering Unmasked Estep Score: -1913599.125000 Penalty: 11171.167969 Iteration 48Q: 3 clusters Score -1913599 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7409 members Mstep: Class 2 contains 1721 members Entering Unmasked Estep Score: -1913599.125000 Penalty: 11171.167969 Iteration 49F: 3 clusters Score -1913599 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (24612 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24612 members Entering Unmasked Estep Score: -5322973.000000 Penalty: 6192.980957 Iteration 0F: 2 clusters Score -5322973 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12410 members Mstep: Class 2 contains 12202 members Entering Unmasked Estep Score: -5303573.500000 Penalty: 12385.961914 Iteration 0F: 3 clusters Score -5303574 nChanged 10172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12620 members Mstep: Class 2 contains 11992 members Entering Unmasked Estep Score: -5309087.000000 Penalty: 12385.961914 Iteration 1F: 3 clusters Score -5309087 nChanged 1633 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12743 members Mstep: Class 2 contains 11869 members Entering Unmasked Estep Score: -5309799.000000 Penalty: 12385.961914 Iteration 2F: 3 clusters Score -5309799 nChanged 1132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12945 members Mstep: Class 2 contains 11667 members Entering Unmasked Estep Score: -5310235.500000 Penalty: 12385.961914 Iteration 3Q: 3 clusters Score -5310236 nChanged 922 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13183 members Mstep: Class 2 contains 11429 members Entering Unmasked Estep Score: -5310677.000000 Penalty: 12385.961914 Iteration 4Q: 3 clusters Score -5310677 nChanged 863 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13502 members Mstep: Class 2 contains 11110 members Entering Unmasked Estep Score: -5311231.500000 Penalty: 12385.961914 Iteration 5Q: 3 clusters Score -5311232 nChanged 1036 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13964 members Mstep: Class 2 contains 10648 members Entering Unmasked Estep Score: -5312154.500000 Penalty: 12385.961914 Iteration 6Q: 3 clusters Score -5312154 nChanged 1298 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14678 members Mstep: Class 2 contains 9934 members Entering Unmasked Estep Score: -5313336.000000 Penalty: 12385.961914 Iteration 7F: 3 clusters Score -5313336 nChanged 1618 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15686 members Mstep: Class 2 contains 8926 members Entering Unmasked Estep Score: -5314623.500000 Penalty: 12385.961914 Iteration 8F: 3 clusters Score -5314624 nChanged 1704 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16974 members Mstep: Class 2 contains 7638 members Entering Unmasked Estep Score: -5316035.500000 Penalty: 12385.961914 Iteration 9F: 3 clusters Score -5316036 nChanged 1626 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18308 members Mstep: Class 2 contains 6304 members Entering Unmasked Estep Score: -5317460.000000 Penalty: 12385.961914 Iteration 10F: 3 clusters Score -5317460 nChanged 1323 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19447 members Mstep: Class 2 contains 5165 members Entering Unmasked Estep Score: -5318535.500000 Penalty: 12385.961914 Iteration 11F: 3 clusters Score -5318536 nChanged 1056 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20379 members Mstep: Class 2 contains 4233 members Entering Unmasked Estep Score: -5319387.000000 Penalty: 12385.961914 Iteration 12Q: 3 clusters Score -5319387 nChanged 738 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21025 members Mstep: Class 2 contains 3587 members Entering Unmasked Estep Score: -5319956.500000 Penalty: 12385.961914 Iteration 13Q: 3 clusters Score -5319956 nChanged 553 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21528 members Mstep: Class 2 contains 3084 members Entering Unmasked Estep Score: -5320352.000000 Penalty: 12385.961914 Iteration 14Q: 3 clusters Score -5320352 nChanged 378 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21878 members Mstep: Class 2 contains 2734 members Entering Unmasked Estep Score: -5320597.000000 Penalty: 12385.961914 Iteration 15Q: 3 clusters Score -5320597 nChanged 264 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22128 members Mstep: Class 2 contains 2484 members Entering Unmasked Estep Score: -5320770.500000 Penalty: 12385.961914 Iteration 16Q: 3 clusters Score -5320770 nChanged 206 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22328 members Mstep: Class 2 contains 2284 members Entering Unmasked Estep Score: -5320884.500000 Penalty: 12385.961914 Iteration 17Q: 3 clusters Score -5320884 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22455 members Mstep: Class 2 contains 2157 members Entering Unmasked Estep Score: -5320955.500000 Penalty: 12385.961914 Iteration 18Q: 3 clusters Score -5320956 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22567 members Mstep: Class 2 contains 2045 members Entering Unmasked Estep Score: -5321013.500000 Penalty: 12385.961914 Iteration 19Q: 3 clusters Score -5321014 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22646 members Mstep: Class 2 contains 1966 members Entering Unmasked Estep Score: -5321047.000000 Penalty: 12385.961914 Iteration 20F: 3 clusters Score -5321047 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22703 members Mstep: Class 2 contains 1909 members Entering Unmasked Estep Score: -5321067.500000 Penalty: 12385.961914 Iteration 21Q: 3 clusters Score -5321068 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22743 members Mstep: Class 2 contains 1869 members Entering Unmasked Estep Score: -5321064.000000 Penalty: 12385.961914 Iteration 22Q: 3 clusters Score -5321064 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22767 members Mstep: Class 2 contains 1845 members Entering Unmasked Estep Score: -5321095.000000 Penalty: 12385.961914 Iteration 23Q: 3 clusters Score -5321095 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22790 members Mstep: Class 2 contains 1822 members Entering Unmasked Estep Score: -5321108.000000 Penalty: 12385.961914 Iteration 24Q: 3 clusters Score -5321108 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22813 members Mstep: Class 2 contains 1799 members Entering Unmasked Estep Score: -5321125.500000 Penalty: 12385.961914 Iteration 25Q: 3 clusters Score -5321126 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22832 members Mstep: Class 2 contains 1780 members Entering Unmasked Estep Score: -5321120.000000 Penalty: 12385.961914 Iteration 26Q: 3 clusters Score -5321120 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22843 members Mstep: Class 2 contains 1769 members Entering Unmasked Estep Score: -5321118.000000 Penalty: 12385.961914 Iteration 27Q: 3 clusters Score -5321118 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22851 members Mstep: Class 2 contains 1761 members Entering Unmasked Estep Score: -5321126.500000 Penalty: 12385.961914 Iteration 28Q: 3 clusters Score -5321126 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22858 members Mstep: Class 2 contains 1754 members Entering Unmasked Estep Score: -5321137.500000 Penalty: 12385.961914 Iteration 29Q: 3 clusters Score -5321138 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22862 members Mstep: Class 2 contains 1750 members Entering Unmasked Estep Score: -5321140.000000 Penalty: 12385.961914 Iteration 30Q: 3 clusters Score -5321140 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22867 members Mstep: Class 2 contains 1745 members Entering Unmasked Estep Score: -5321140.000000 Penalty: 12385.961914 Iteration 31Q: 3 clusters Score -5321140 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22872 members Mstep: Class 2 contains 1740 members Entering Unmasked Estep Score: -5321136.500000 Penalty: 12385.961914 Iteration 32Q: 3 clusters Score -5321136 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22875 members Mstep: Class 2 contains 1737 members Entering Unmasked Estep Score: -5321136.000000 Penalty: 12385.961914 Iteration 33Q: 3 clusters Score -5321136 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22879 members Mstep: Class 2 contains 1733 members Entering Unmasked Estep Score: -5321131.500000 Penalty: 12385.961914 Iteration 34Q: 3 clusters Score -5321132 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22881 members Mstep: Class 2 contains 1731 members Entering Unmasked Estep Score: -5321134.500000 Penalty: 12385.961914 Iteration 35Q: 3 clusters Score -5321134 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22882 members Mstep: Class 2 contains 1730 members Entering Unmasked Estep Score: -5321131.500000 Penalty: 12385.961914 Iteration 36Q: 3 clusters Score -5321132 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22885 members Mstep: Class 2 contains 1727 members Entering Unmasked Estep Score: -5321132.000000 Penalty: 12385.961914 Iteration 37Q: 3 clusters Score -5321132 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22885 members Mstep: Class 2 contains 1727 members Entering Unmasked Estep Score: -5321132.000000 Penalty: 12385.961914 Iteration 38F: 3 clusters Score -5321132 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (626 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 626 members Entering Unmasked Estep Score: -125224.992188 Penalty: 3944.102051 Iteration 0F: 2 clusters Score -125225 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 301 members Mstep: Class 2 contains 325 members Entering Unmasked Estep Score: -121589.273438 Penalty: 7888.204102 Iteration 0F: 3 clusters Score -121589.3 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 298 members Mstep: Class 2 contains 328 members Entering Unmasked Estep Score: -121822.164062 Penalty: 7888.204102 Iteration 1F: 3 clusters Score -121822.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 294 members Mstep: Class 2 contains 332 members Entering Unmasked Estep Score: -121881.578125 Penalty: 7888.204102 Iteration 2Q: 3 clusters Score -121881.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 296 members Mstep: Class 2 contains 330 members Entering Unmasked Estep Score: -121903.914062 Penalty: 7888.204102 Iteration 3Q: 3 clusters Score -121903.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 300 members Mstep: Class 2 contains 326 members Entering Unmasked Estep Score: -121922.601562 Penalty: 7888.204102 Iteration 4Q: 3 clusters Score -121922.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 301 members Mstep: Class 2 contains 325 members Entering Unmasked Estep Score: -121937.718750 Penalty: 7888.204102 Iteration 5Q: 3 clusters Score -121937.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 301 members Mstep: Class 2 contains 325 members Entering Unmasked Estep Score: -121949.718750 Penalty: 7888.204102 Iteration 6Q: 3 clusters Score -121949.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 300 members Mstep: Class 2 contains 326 members Entering Unmasked Estep Score: -121954.468750 Penalty: 7888.204102 Iteration 7Q: 3 clusters Score -121954.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 300 members Mstep: Class 2 contains 326 members Entering Unmasked Estep Score: -121954.468750 Penalty: 7888.204102 Iteration 8F: 3 clusters Score -121954.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 22 (1321 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1321 members Entering Unmasked Estep Score: -250604.734375 Penalty: 4401.513184 Iteration 0F: 2 clusters Score -250604.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 651 members Mstep: Class 2 contains 670 members Entering Unmasked Estep Score: -246411.656250 Penalty: 8803.026367 Iteration 0F: 3 clusters Score -246411.7 nChanged 300 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 707 members Mstep: Class 2 contains 614 members Entering Unmasked Estep Score: -247378.031250 Penalty: 8803.026367 Iteration 1F: 3 clusters Score -247378 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 753 members Mstep: Class 2 contains 568 members Entering Unmasked Estep Score: -247801.093750 Penalty: 8803.026367 Iteration 2F: 3 clusters Score -247801.1 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 785 members Mstep: Class 2 contains 536 members Entering Unmasked Estep Score: -248110.921875 Penalty: 8803.026367 Iteration 3F: 3 clusters Score -248110.9 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 805 members Mstep: Class 2 contains 516 members Entering Unmasked Estep Score: -248386.859375 Penalty: 8803.026367 Iteration 4Q: 3 clusters Score -248386.9 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 825 members Mstep: Class 2 contains 496 members Entering Unmasked Estep Score: -248695.421875 Penalty: 8803.026367 Iteration 5Q: 3 clusters Score -248695.4 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 831 members Mstep: Class 2 contains 490 members Entering Unmasked Estep Score: -249022.593750 Penalty: 8803.026367 Iteration 6Q: 3 clusters Score -249022.6 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 816 members Mstep: Class 2 contains 505 members Entering Unmasked Estep Score: -249212.343750 Penalty: 8803.026367 Iteration 7Q: 3 clusters Score -249212.3 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 794 members Mstep: Class 2 contains 527 members Entering Unmasked Estep Score: -249421.343750 Penalty: 8803.026367 Iteration 8Q: 3 clusters Score -249421.3 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 776 members Mstep: Class 2 contains 545 members Entering Unmasked Estep Score: -249681.078125 Penalty: 8803.026367 Iteration 9Q: 3 clusters Score -249681.1 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 764 members Mstep: Class 2 contains 557 members Entering Unmasked Estep Score: -250198.593750 Penalty: 8803.026367 Iteration 10Q: 3 clusters Score -250198.6 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 749 members Mstep: Class 2 contains 572 members Entering Unmasked Estep Score: -250376.640625 Penalty: 8803.026367 Iteration 11Q: 3 clusters Score -250376.6 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 733 members Mstep: Class 2 contains 588 members Entering Unmasked Estep Score: -250572.609375 Penalty: 8803.026367 Iteration 12Q: 3 clusters Score -250572.6 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 720 members Mstep: Class 2 contains 601 members Entering Unmasked Estep Score: -250767.109375 Penalty: 8803.026367 Iteration 13Q: 3 clusters Score -250767.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 717 members Mstep: Class 2 contains 604 members Entering Unmasked Estep Score: -250785.109375 Penalty: 8803.026367 Iteration 14Q: 3 clusters Score -250785.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 715 members Mstep: Class 2 contains 606 members Entering Unmasked Estep Score: -250793.515625 Penalty: 8803.026367 Iteration 15Q: 3 clusters Score -250793.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 713 members Mstep: Class 2 contains 608 members Entering Unmasked Estep Score: -250797.890625 Penalty: 8803.026367 Iteration 16Q: 3 clusters Score -250797.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 712 members Mstep: Class 2 contains 609 members Entering Unmasked Estep Score: -250798.750000 Penalty: 8803.026367 Iteration 17Q: 3 clusters Score -250798.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 712 members Mstep: Class 2 contains 609 members Entering Unmasked Estep Score: -250799.156250 Penalty: 8803.026367 Iteration 18F: 3 clusters Score -250799.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 711 members Mstep: Class 2 contains 610 members Entering Unmasked Estep Score: -250806.578125 Penalty: 8803.026367 Iteration 19Q: 3 clusters Score -250806.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 710 members Mstep: Class 2 contains 611 members Entering Unmasked Estep Score: -250814.593750 Penalty: 8803.026367 Iteration 20F: 3 clusters Score -250814.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 708 members Mstep: Class 2 contains 613 members Entering Unmasked Estep Score: -250835.625000 Penalty: 8803.026367 Iteration 21Q: 3 clusters Score -250835.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 704 members Mstep: Class 2 contains 617 members Entering Unmasked Estep Score: -250878.296875 Penalty: 8803.026367 Iteration 22Q: 3 clusters Score -250878.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 700 members Mstep: Class 2 contains 621 members Entering Unmasked Estep Score: -250936.609375 Penalty: 8803.026367 Iteration 23Q: 3 clusters Score -250936.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 696 members Mstep: Class 2 contains 625 members Entering Unmasked Estep Score: -250967.000000 Penalty: 8803.026367 Iteration 24Q: 3 clusters Score -250967 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 693 members Mstep: Class 2 contains 628 members Entering Unmasked Estep Score: -250989.796875 Penalty: 8803.026367 Iteration 25Q: 3 clusters Score -250989.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 691 members Mstep: Class 2 contains 630 members Entering Unmasked Estep Score: -250996.890625 Penalty: 8803.026367 Iteration 26Q: 3 clusters Score -250996.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 688 members Mstep: Class 2 contains 633 members Entering Unmasked Estep Score: -251018.937500 Penalty: 8803.026367 Iteration 27Q: 3 clusters Score -251018.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 685 members Mstep: Class 2 contains 636 members Entering Unmasked Estep Score: -251028.250000 Penalty: 8803.026367 Iteration 28Q: 3 clusters Score -251028.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 682 members Mstep: Class 2 contains 639 members Entering Unmasked Estep Score: -251037.906250 Penalty: 8803.026367 Iteration 29Q: 3 clusters Score -251037.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 681 members Mstep: Class 2 contains 640 members Entering Unmasked Estep Score: -251040.359375 Penalty: 8803.026367 Iteration 30Q: 3 clusters Score -251040.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 681 members Mstep: Class 2 contains 640 members Entering Unmasked Estep Score: -251040.359375 Penalty: 8803.026367 Iteration 31F: 3 clusters Score -251040.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 34176 members Mstep: Class 3 contains 857 members Mstep: Class 4 contains 1561 members Mstep: Class 5 contains 23981 members Mstep: Class 6 contains 27068 members Mstep: Class 7 contains 73938 members Mstep: Class 8 contains 1477 members Mstep: Class 9 contains 795 members Mstep: Class 10 contains 139568 members Mstep: Class 11 contains 82338 members Mstep: Class 12 contains 522 members Mstep: Class 13 contains 453 members Mstep: Class 14 contains 159587 members Mstep: Class 15 contains 28213 members Mstep: Class 16 contains 34213 members Mstep: Class 17 contains 640 members Mstep: Class 18 contains 9130 members Mstep: Class 19 contains 24612 members Mstep: Class 21 contains 626 members Mstep: Class 22 contains 681 members Mstep: Class 23 contains 34051 members Entering Unmasked Estep Score: -147557392.000000 Penalty: 180948.125000 Splitting cluster 22 changes total score from -147560832.000000 to -147557392.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 23 (34051 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34051 members Entering Unmasked Estep Score: -7503761.000000 Penalty: 6391.813965 Iteration 0F: 2 clusters Score -7503761 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16876 members Mstep: Class 2 contains 17175 members Entering Unmasked Estep Score: -7478451.000000 Penalty: 12783.627930 Iteration 0F: 3 clusters Score -7478451 nChanged 14560 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16544 members Mstep: Class 2 contains 17507 members Entering Unmasked Estep Score: -7485975.500000 Penalty: 12783.627930 Iteration 1F: 3 clusters Score -7485976 nChanged 1958 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16306 members Mstep: Class 2 contains 17745 members Entering Unmasked Estep Score: -7486678.500000 Penalty: 12783.627930 Iteration 2F: 3 clusters Score -7486678 nChanged 1528 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16030 members Mstep: Class 2 contains 18021 members Entering Unmasked Estep Score: -7487242.000000 Penalty: 12783.627930 Iteration 3Q: 3 clusters Score -7487242 nChanged 1236 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15676 members Mstep: Class 2 contains 18375 members Entering Unmasked Estep Score: -7487593.000000 Penalty: 12783.627930 Iteration 4Q: 3 clusters Score -7487593 nChanged 1029 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15221 members Mstep: Class 2 contains 18830 members Entering Unmasked Estep Score: -7487963.000000 Penalty: 12783.627930 Iteration 5Q: 3 clusters Score -7487963 nChanged 1003 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14618 members Mstep: Class 2 contains 19433 members Entering Unmasked Estep Score: -7488307.500000 Penalty: 12783.627930 Iteration 6Q: 3 clusters Score -7488308 nChanged 946 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13906 members Mstep: Class 2 contains 20145 members Entering Unmasked Estep Score: -7488624.000000 Penalty: 12783.627930 Iteration 7Q: 3 clusters Score -7488624 nChanged 1026 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13026 members Mstep: Class 2 contains 21025 members Entering Unmasked Estep Score: -7489086.500000 Penalty: 12783.627930 Iteration 8Q: 3 clusters Score -7489086 nChanged 1183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11963 members Mstep: Class 2 contains 22088 members Entering Unmasked Estep Score: -7489591.500000 Penalty: 12783.627930 Iteration 9Q: 3 clusters Score -7489592 nChanged 1307 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10722 members Mstep: Class 2 contains 23329 members Entering Unmasked Estep Score: -7490267.500000 Penalty: 12783.627930 Iteration 10Q: 3 clusters Score -7490268 nChanged 1477 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9275 members Mstep: Class 2 contains 24776 members Entering Unmasked Estep Score: -7491132.500000 Penalty: 12783.627930 Iteration 11Q: 3 clusters Score -7491132 nChanged 1690 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7613 members Mstep: Class 2 contains 26438 members Entering Unmasked Estep Score: -7492258.000000 Penalty: 12783.627930 Iteration 12Q: 3 clusters Score -7492258 nChanged 1727 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5902 members Mstep: Class 2 contains 28149 members Entering Unmasked Estep Score: -7493533.000000 Penalty: 12783.627930 Iteration 13F: 3 clusters Score -7493533 nChanged 1635 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4281 members Mstep: Class 2 contains 29770 members Entering Unmasked Estep Score: -7494838.500000 Penalty: 12783.627930 Iteration 14Q: 3 clusters Score -7494838 nChanged 1332 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2975 members Mstep: Class 2 contains 31076 members Entering Unmasked Estep Score: -7495956.500000 Penalty: 12783.627930 Iteration 15Q: 3 clusters Score -7495956 nChanged 949 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2040 members Mstep: Class 2 contains 32011 members Entering Unmasked Estep Score: -7496833.500000 Penalty: 12783.627930 Iteration 16Q: 3 clusters Score -7496834 nChanged 602 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1452 members Mstep: Class 2 contains 32599 members Entering Unmasked Estep Score: -7497388.500000 Penalty: 12783.627930 Iteration 17Q: 3 clusters Score -7497388 nChanged 314 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1152 members Mstep: Class 2 contains 32899 members Entering Unmasked Estep Score: -7497661.000000 Penalty: 12783.627930 Iteration 18Q: 3 clusters Score -7497661 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 988 members Mstep: Class 2 contains 33063 members Entering Unmasked Estep Score: -7497837.000000 Penalty: 12783.627930 Iteration 19Q: 3 clusters Score -7497837 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 890 members Mstep: Class 2 contains 33161 members Entering Unmasked Estep Score: -7497958.500000 Penalty: 12783.627930 Iteration 20F: 3 clusters Score -7497958 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 831 members Mstep: Class 2 contains 33220 members Entering Unmasked Estep Score: -7498016.500000 Penalty: 12783.627930 Iteration 21Q: 3 clusters Score -7498016 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 789 members Mstep: Class 2 contains 33262 members Entering Unmasked Estep Score: -7498046.500000 Penalty: 12783.627930 Iteration 22Q: 3 clusters Score -7498046 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 767 members Mstep: Class 2 contains 33284 members Entering Unmasked Estep Score: -7498077.500000 Penalty: 12783.627930 Iteration 23Q: 3 clusters Score -7498078 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 755 members Mstep: Class 2 contains 33296 members Entering Unmasked Estep Score: -7498077.000000 Penalty: 12783.627930 Iteration 24Q: 3 clusters Score -7498077 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 745 members Mstep: Class 2 contains 33306 members Entering Unmasked Estep Score: -7498090.500000 Penalty: 12783.627930 Iteration 25Q: 3 clusters Score -7498090 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 739 members Mstep: Class 2 contains 33312 members Entering Unmasked Estep Score: -7498105.500000 Penalty: 12783.627930 Iteration 26Q: 3 clusters Score -7498106 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 731 members Mstep: Class 2 contains 33320 members Entering Unmasked Estep Score: -7498110.000000 Penalty: 12783.627930 Iteration 27Q: 3 clusters Score -7498110 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 727 members Mstep: Class 2 contains 33324 members Entering Unmasked Estep Score: -7498110.500000 Penalty: 12783.627930 Iteration 28Q: 3 clusters Score -7498110 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 723 members Mstep: Class 2 contains 33328 members Entering Unmasked Estep Score: -7498126.000000 Penalty: 12783.627930 Iteration 29Q: 3 clusters Score -7498126 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 722 members Mstep: Class 2 contains 33329 members Entering Unmasked Estep Score: -7498126.500000 Penalty: 12783.627930 Iteration 30Q: 3 clusters Score -7498126 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 719 members Mstep: Class 2 contains 33332 members Entering Unmasked Estep Score: -7498122.000000 Penalty: 12783.627930 Iteration 31Q: 3 clusters Score -7498122 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 717 members Mstep: Class 2 contains 33334 members Entering Unmasked Estep Score: -7498124.500000 Penalty: 12783.627930 Iteration 32Q: 3 clusters Score -7498124 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 714 members Mstep: Class 2 contains 33337 members Entering Unmasked Estep Score: -7498126.500000 Penalty: 12783.627930 Iteration 33Q: 3 clusters Score -7498126 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 712 members Mstep: Class 2 contains 33339 members Entering Unmasked Estep Score: -7498130.500000 Penalty: 12783.627930 Iteration 34Q: 3 clusters Score -7498130 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 712 members Mstep: Class 2 contains 33339 members Entering Unmasked Estep Score: -7498135.500000 Penalty: 12783.627930 Iteration 35Q: 3 clusters Score -7498136 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 713 members Mstep: Class 2 contains 33338 members Entering Unmasked Estep Score: -7498137.500000 Penalty: 12783.627930 Iteration 36Q: 3 clusters Score -7498138 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 710 members Mstep: Class 2 contains 33341 members Entering Unmasked Estep Score: -7498130.500000 Penalty: 12783.627930 Iteration 37Q: 3 clusters Score -7498130 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 709 members Mstep: Class 2 contains 33342 members Entering Unmasked Estep Score: -7498142.000000 Penalty: 12783.627930 Iteration 38Q: 3 clusters Score -7498142 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 709 members Mstep: Class 2 contains 33342 members Entering Unmasked Estep Score: -7498142.000000 Penalty: 12783.627930 Iteration 39F: 3 clusters Score -7498142 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 34176 members Mstep: Class 3 contains 857 members Mstep: Class 4 contains 1561 members Mstep: Class 5 contains 23981 members Mstep: Class 6 contains 27068 members Mstep: Class 7 contains 73938 members Mstep: Class 8 contains 1477 members Mstep: Class 9 contains 795 members Mstep: Class 10 contains 139568 members Mstep: Class 11 contains 82338 members Mstep: Class 12 contains 522 members Mstep: Class 13 contains 453 members Mstep: Class 14 contains 159587 members Mstep: Class 15 contains 28213 members Mstep: Class 16 contains 34213 members Mstep: Class 18 contains 9130 members Mstep: Class 19 contains 24612 members Mstep: Class 21 contains 626 members Mstep: Class 22 contains 1321 members Mstep: Class 23 contains 34051 members Entering Unmasked Estep ConsiderDeletion Score: -147560928.000000 Penalty: 172723.218750 Iteration 199Q: 22 clusters Score -1.475609e+08 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 34174 members Mstep: Class 3 contains 857 members Mstep: Class 4 contains 1561 members Mstep: Class 5 contains 23981 members Mstep: Class 6 contains 27068 members Mstep: Class 7 contains 73847 members Mstep: Class 8 contains 1477 members Mstep: Class 9 contains 795 members Mstep: Class 10 contains 139568 members Mstep: Class 11 contains 82435 members Mstep: Class 12 contains 522 members Mstep: Class 13 contains 453 members Mstep: Class 14 contains 159586 members Mstep: Class 15 contains 28211 members Mstep: Class 16 contains 34211 members Mstep: Class 18 contains 9131 members Mstep: Class 19 contains 24612 members Mstep: Class 21 contains 626 members Mstep: Class 22 contains 1321 members Mstep: Class 23 contains 34051 members Entering Unmasked Estep ConsiderDeletion Score: -147560864.000000 Penalty: 172723.218750 Iteration 200F: 22 clusters Score -1.475609e+08 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 34172 members Mstep: Class 3 contains 857 members Mstep: Class 4 contains 1561 members Mstep: Class 5 contains 23986 members Mstep: Class 6 contains 27069 members Mstep: Class 7 contains 73759 members Mstep: Class 8 contains 1477 members Mstep: Class 9 contains 795 members Mstep: Class 10 contains 139569 members Mstep: Class 11 contains 82526 members Mstep: Class 12 contains 522 members Mstep: Class 13 contains 453 members Mstep: Class 14 contains 159587 members Mstep: Class 15 contains 28202 members Mstep: Class 16 contains 34211 members Mstep: Class 18 contains 9129 members Mstep: Class 19 contains 24612 members Mstep: Class 21 contains 626 members Mstep: Class 22 contains 1321 members Mstep: Class 23 contains 34053 members Entering Unmasked Estep ConsiderDeletion Score: -147560880.000000 Penalty: 172723.218750 Iteration 201Q: 22 clusters Score -1.475609e+08 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 34170 members Mstep: Class 3 contains 857 members Mstep: Class 4 contains 1561 members Mstep: Class 5 contains 23988 members Mstep: Class 6 contains 27073 members Mstep: Class 7 contains 73678 members Mstep: Class 8 contains 1477 members Mstep: Class 9 contains 795 members Mstep: Class 10 contains 139569 members Mstep: Class 11 contains 82610 members Mstep: Class 12 contains 522 members Mstep: Class 13 contains 453 members Mstep: Class 14 contains 159585 members Mstep: Class 15 contains 28195 members Mstep: Class 16 contains 34212 members Mstep: Class 18 contains 9128 members Mstep: Class 19 contains 24612 members Mstep: Class 21 contains 626 members Mstep: Class 22 contains 1321 members Mstep: Class 23 contains 34055 members Entering Unmasked Estep ConsiderDeletion Score: -147560784.000000 Penalty: 172723.218750 Iteration 202Q: 22 clusters Score -1.475608e+08 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 34172 members Mstep: Class 3 contains 857 members Mstep: Class 4 contains 1561 members Mstep: Class 5 contains 23989 members Mstep: Class 6 contains 27073 members Mstep: Class 7 contains 73604 members Mstep: Class 8 contains 1477 members Mstep: Class 9 contains 795 members Mstep: Class 10 contains 139566 members Mstep: Class 11 contains 82685 members Mstep: Class 12 contains 522 members Mstep: Class 13 contains 453 members Mstep: Class 14 contains 159586 members Mstep: Class 15 contains 28190 members Mstep: Class 16 contains 34212 members Mstep: Class 18 contains 9127 members Mstep: Class 19 contains 24612 members Mstep: Class 21 contains 626 members Mstep: Class 22 contains 1321 members Mstep: Class 23 contains 34059 members Entering Unmasked Estep ConsiderDeletion Score: -147560656.000000 Penalty: 172723.218750 Iteration 203Q: 22 clusters Score -1.475607e+08 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 34174 members Mstep: Class 3 contains 857 members Mstep: Class 4 contains 1561 members Mstep: Class 5 contains 23985 members Mstep: Class 6 contains 27073 members Mstep: Class 7 contains 73523 members Mstep: Class 8 contains 1477 members Mstep: Class 9 contains 795 members Mstep: Class 10 contains 139565 members Mstep: Class 11 contains 82771 members Mstep: Class 12 contains 522 members Mstep: Class 13 contains 453 members Mstep: Class 14 contains 159586 members Mstep: Class 15 contains 28189 members Mstep: Class 16 contains 34212 members Mstep: Class 18 contains 9127 members Mstep: Class 19 contains 24612 members Mstep: Class 21 contains 626 members Mstep: Class 22 contains 1321 members Mstep: Class 23 contains 34058 members Entering Unmasked Estep ConsiderDeletion Score: -147560608.000000 Penalty: 172723.218750 Iteration 204Q: 22 clusters Score -1.475606e+08 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 34174 members Mstep: Class 3 contains 857 members Mstep: Class 4 contains 1561 members Mstep: Class 5 contains 23982 members Mstep: Class 6 contains 27073 members Mstep: Class 7 contains 73441 members Mstep: Class 8 contains 1477 members Mstep: Class 9 contains 795 members Mstep: Class 10 contains 139565 members Mstep: Class 11 contains 82858 members Mstep: Class 12 contains 522 members Mstep: Class 13 contains 453 members Mstep: Class 14 contains 159587 members Mstep: Class 15 contains 28187 members Mstep: Class 16 contains 34212 members Mstep: Class 18 contains 9128 members Mstep: Class 19 contains 24612 members Mstep: Class 21 contains 626 members Mstep: Class 22 contains 1321 members Mstep: Class 23 contains 34056 members Entering Unmasked Estep ConsiderDeletion Score: -147560784.000000 Penalty: 172723.218750 Iteration 205Q: 22 clusters Score -1.475608e+08 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 34175 members Mstep: Class 3 contains 857 members Mstep: Class 4 contains 1561 members Mstep: Class 5 contains 23979 members Mstep: Class 6 contains 27074 members Mstep: Class 7 contains 73365 members Mstep: Class 8 contains 1477 members Mstep: Class 9 contains 795 members Mstep: Class 10 contains 139562 members Mstep: Class 11 contains 82937 members Mstep: Class 12 contains 522 members Mstep: Class 13 contains 453 members Mstep: Class 14 contains 159588 members Mstep: Class 15 contains 28181 members Mstep: Class 16 contains 34212 members Mstep: Class 18 contains 9128 members Mstep: Class 19 contains 24612 members Mstep: Class 21 contains 626 members Mstep: Class 22 contains 1321 members Mstep: Class 23 contains 34062 members Entering Unmasked Estep ConsiderDeletion Score: -147560864.000000 Penalty: 172723.218750 Iteration 206Q: 22 clusters Score -1.475609e+08 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 34175 members Mstep: Class 3 contains 857 members Mstep: Class 4 contains 1561 members Mstep: Class 5 contains 23977 members Mstep: Class 6 contains 27080 members Mstep: Class 7 contains 73274 members Mstep: Class 8 contains 1477 members Mstep: Class 9 contains 795 members Mstep: Class 10 contains 139556 members Mstep: Class 11 contains 83027 members Mstep: Class 12 contains 522 members Mstep: Class 13 contains 453 members Mstep: Class 14 contains 159590 members Mstep: Class 15 contains 28177 members Mstep: Class 16 contains 34211 members Mstep: Class 18 contains 9128 members Mstep: Class 19 contains 24612 members Mstep: Class 21 contains 626 members Mstep: Class 22 contains 1321 members Mstep: Class 23 contains 34068 members Entering Unmasked Estep ConsiderDeletion Score: -147560864.000000 Penalty: 172723.218750 Iteration 207Q: 22 clusters Score -1.475609e+08 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 34173 members Mstep: Class 3 contains 857 members Mstep: Class 4 contains 1561 members Mstep: Class 5 contains 23974 members Mstep: Class 6 contains 27080 members Mstep: Class 7 contains 73194 members Mstep: Class 8 contains 1477 members Mstep: Class 9 contains 795 members Mstep: Class 10 contains 139553 members Mstep: Class 11 contains 83113 members Mstep: Class 12 contains 522 members Mstep: Class 13 contains 453 members Mstep: Class 14 contains 159591 members Mstep: Class 15 contains 28174 members Mstep: Class 16 contains 34211 members Mstep: Class 18 contains 9127 members Mstep: Class 19 contains 24612 members Mstep: Class 21 contains 626 members Mstep: Class 22 contains 1321 members Mstep: Class 23 contains 34073 members Entering Unmasked Estep ConsiderDeletion Score: -147560960.000000 Penalty: 172723.218750 Iteration 208Q: 22 clusters Score -1.47561e+08 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 34172 members Mstep: Class 3 contains 857 members Mstep: Class 4 contains 1561 members Mstep: Class 5 contains 23977 members Mstep: Class 6 contains 27083 members Mstep: Class 7 contains 73134 members Mstep: Class 8 contains 1477 members Mstep: Class 9 contains 795 members Mstep: Class 10 contains 139554 members Mstep: Class 11 contains 83173 members Mstep: Class 12 contains 522 members Mstep: Class 13 contains 453 members Mstep: Class 14 contains 159590 members Mstep: Class 15 contains 28165 members Mstep: Class 16 contains 34211 members Mstep: Class 18 contains 9127 members Mstep: Class 19 contains 24612 members Mstep: Class 21 contains 626 members Mstep: Class 22 contains 1321 members Mstep: Class 23 contains 34077 members Entering Unmasked Estep ConsiderDeletion Score: -147560912.000000 Penalty: 172723.218750 Iteration 209Q: 22 clusters Score -1.475609e+08 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 34171 members Mstep: Class 3 contains 857 members Mstep: Class 4 contains 1561 members Mstep: Class 5 contains 23981 members Mstep: Class 6 contains 27086 members Mstep: Class 7 contains 73061 members Mstep: Class 8 contains 1477 members Mstep: Class 9 contains 795 members Mstep: Class 10 contains 139553 members Mstep: Class 11 contains 83242 members Mstep: Class 12 contains 522 members Mstep: Class 13 contains 453 members Mstep: Class 14 contains 159588 members Mstep: Class 15 contains 28164 members Mstep: Class 16 contains 34211 members Mstep: Class 18 contains 9128 members Mstep: Class 19 contains 24612 members Mstep: Class 21 contains 626 members Mstep: Class 22 contains 1321 members Mstep: Class 23 contains 34078 members Entering Unmasked Estep ConsiderDeletion Score: -147560992.000000 Penalty: 172723.218750 Iteration 210Q: 22 clusters Score -1.47561e+08 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 34171 members Mstep: Class 3 contains 857 members Mstep: Class 4 contains 1561 members Mstep: Class 5 contains 23977 members Mstep: Class 6 contains 27086 members Mstep: Class 7 contains 72998 members Mstep: Class 8 contains 1477 members Mstep: Class 9 contains 795 members Mstep: Class 10 contains 139552 members Mstep: Class 11 contains 83308 members Mstep: Class 12 contains 522 members Mstep: Class 13 contains 453 members Mstep: Class 14 contains 159588 members Mstep: Class 15 contains 28165 members Mstep: Class 16 contains 34211 members Mstep: Class 18 contains 9128 members Mstep: Class 19 contains 24612 members Mstep: Class 21 contains 626 members Mstep: Class 22 contains 1321 members Mstep: Class 23 contains 34079 members Entering Unmasked Estep ConsiderDeletion Score: -147561008.000000 Penalty: 172723.218750 Iteration 211Q: 22 clusters Score -1.47561e+08 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 34171 members Mstep: Class 3 contains 857 members Mstep: Class 4 contains 1561 members Mstep: Class 5 contains 23975 members Mstep: Class 6 contains 27086 members Mstep: Class 7 contains 72947 members Mstep: Class 8 contains 1477 members Mstep: Class 9 contains 795 members Mstep: Class 10 contains 139552 members Mstep: Class 11 contains 83361 members Mstep: Class 12 contains 522 members Mstep: Class 13 contains 453 members Mstep: Class 14 contains 159587 members Mstep: Class 15 contains 28168 members Mstep: Class 16 contains 34211 members Mstep: Class 18 contains 9127 members Mstep: Class 19 contains 24612 members Mstep: Class 21 contains 626 members Mstep: Class 22 contains 1321 members Mstep: Class 23 contains 34078 members Entering Unmasked Estep ConsiderDeletion Score: -147561024.000000 Penalty: 172723.218750 Iteration 212Q: 22 clusters Score -1.47561e+08 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 34170 members Mstep: Class 3 contains 857 members Mstep: Class 4 contains 1561 members Mstep: Class 5 contains 23970 members Mstep: Class 6 contains 27088 members Mstep: Class 7 contains 72899 members Mstep: Class 8 contains 1477 members Mstep: Class 9 contains 795 members Mstep: Class 10 contains 139554 members Mstep: Class 11 contains 83414 members Mstep: Class 12 contains 522 members Mstep: Class 13 contains 453 members Mstep: Class 14 contains 159586 members Mstep: Class 15 contains 28168 members Mstep: Class 16 contains 34211 members Mstep: Class 18 contains 9127 members Mstep: Class 19 contains 24612 members Mstep: Class 21 contains 626 members Mstep: Class 22 contains 1321 members Mstep: Class 23 contains 34076 members Entering Unmasked Estep ConsiderDeletion Score: -147561024.000000 Penalty: 172723.218750 Iteration 213Q: 22 clusters Score -1.47561e+08 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 34169 members Mstep: Class 3 contains 857 members Mstep: Class 4 contains 1561 members Mstep: Class 5 contains 23971 members Mstep: Class 6 contains 27091 members Mstep: Class 7 contains 72852 members Mstep: Class 8 contains 1477 members Mstep: Class 9 contains 795 members Mstep: Class 10 contains 139553 members Mstep: Class 11 contains 83458 members Mstep: Class 12 contains 522 members Mstep: Class 13 contains 453 members Mstep: Class 14 contains 159586 members Mstep: Class 15 contains 28167 members Mstep: Class 16 contains 34211 members Mstep: Class 18 contains 9127 members Mstep: Class 19 contains 24612 members Mstep: Class 21 contains 626 members Mstep: Class 22 contains 1321 members Mstep: Class 23 contains 34078 members Entering Unmasked Estep ConsiderDeletion Score: -147561104.000000 Penalty: 172723.218750 Iteration 214Q: 22 clusters Score -1.475611e+08 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 34169 members Mstep: Class 3 contains 857 members Mstep: Class 4 contains 1561 members Mstep: Class 5 contains 23970 members Mstep: Class 6 contains 27090 members Mstep: Class 7 contains 72816 members Mstep: Class 8 contains 1477 members Mstep: Class 9 contains 795 members Mstep: Class 10 contains 139554 members Mstep: Class 11 contains 83496 members Mstep: Class 12 contains 522 members Mstep: Class 13 contains 453 members Mstep: Class 14 contains 159587 members Mstep: Class 15 contains 28167 members Mstep: Class 16 contains 34211 members Mstep: Class 18 contains 9126 members Mstep: Class 19 contains 24612 members Mstep: Class 21 contains 626 members Mstep: Class 22 contains 1321 members Mstep: Class 23 contains 34077 members Entering Unmasked Estep ConsiderDeletion Score: -147561104.000000 Penalty: 172723.218750 Iteration 215Q: 22 clusters Score -1.475611e+08 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 34169 members Mstep: Class 3 contains 857 members Mstep: Class 4 contains 1561 members Mstep: Class 5 contains 23969 members Mstep: Class 6 contains 27090 members Mstep: Class 7 contains 72781 members Mstep: Class 8 contains 1477 members Mstep: Class 9 contains 795 members Mstep: Class 10 contains 139554 members Mstep: Class 11 contains 83530 members Mstep: Class 12 contains 522 members Mstep: Class 13 contains 453 members Mstep: Class 14 contains 159587 members Mstep: Class 15 contains 28167 members Mstep: Class 16 contains 34211 members Mstep: Class 18 contains 9126 members Mstep: Class 19 contains 24612 members Mstep: Class 21 contains 626 members Mstep: Class 22 contains 1321 members Mstep: Class 23 contains 34079 members Entering Unmasked Estep ConsiderDeletion Score: -147561120.000000 Penalty: 172723.218750 Iteration 216Q: 22 clusters Score -1.475611e+08 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 34169 members Mstep: Class 3 contains 857 members Mstep: Class 4 contains 1561 members Mstep: Class 5 contains 23963 members Mstep: Class 6 contains 27089 members Mstep: Class 7 contains 72758 members Mstep: Class 8 contains 1477 members Mstep: Class 9 contains 795 members Mstep: Class 10 contains 139553 members Mstep: Class 11 contains 83561 members Mstep: Class 12 contains 522 members Mstep: Class 13 contains 453 members Mstep: Class 14 contains 159587 members Mstep: Class 15 contains 28167 members Mstep: Class 16 contains 34211 members Mstep: Class 18 contains 9126 members Mstep: Class 19 contains 24612 members Mstep: Class 21 contains 626 members Mstep: Class 22 contains 1321 members Mstep: Class 23 contains 34079 members Entering Unmasked Estep ConsiderDeletion Score: -147561088.000000 Penalty: 172723.218750 Iteration 217Q: 22 clusters Score -1.475611e+08 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 34167 members Mstep: Class 3 contains 857 members Mstep: Class 4 contains 1561 members Mstep: Class 5 contains 23962 members Mstep: Class 6 contains 27088 members Mstep: Class 7 contains 72732 members Mstep: Class 8 contains 1477 members Mstep: Class 9 contains 795 members Mstep: Class 10 contains 139554 members Mstep: Class 11 contains 83590 members Mstep: Class 12 contains 522 members Mstep: Class 13 contains 453 members Mstep: Class 14 contains 159587 members Mstep: Class 15 contains 28167 members Mstep: Class 16 contains 34211 members Mstep: Class 18 contains 9126 members Mstep: Class 19 contains 24612 members Mstep: Class 21 contains 626 members Mstep: Class 22 contains 1321 members Mstep: Class 23 contains 34079 members Entering Unmasked Estep ConsiderDeletion Score: -147561104.000000 Penalty: 172723.218750 Iteration 218Q: 22 clusters Score -1.475611e+08 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 34167 members Mstep: Class 3 contains 857 members Mstep: Class 4 contains 1561 members Mstep: Class 5 contains 23964 members Mstep: Class 6 contains 27088 members Mstep: Class 7 contains 72702 members Mstep: Class 8 contains 1477 members Mstep: Class 9 contains 795 members Mstep: Class 10 contains 139553 members Mstep: Class 11 contains 83622 members Mstep: Class 12 contains 522 members Mstep: Class 13 contains 453 members Mstep: Class 14 contains 159587 members Mstep: Class 15 contains 28167 members Mstep: Class 16 contains 34211 members Mstep: Class 18 contains 9125 members Mstep: Class 19 contains 24612 members Mstep: Class 21 contains 626 members Mstep: Class 22 contains 1321 members Mstep: Class 23 contains 34077 members Entering Unmasked Estep ConsiderDeletion Score: -147561008.000000 Penalty: 172723.218750 Iteration 219Q: 22 clusters Score -1.47561e+08 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 34167 members Mstep: Class 3 contains 857 members Mstep: Class 4 contains 1561 members Mstep: Class 5 contains 23963 members Mstep: Class 6 contains 27088 members Mstep: Class 7 contains 72668 members Mstep: Class 8 contains 1477 members Mstep: Class 9 contains 795 members Mstep: Class 10 contains 139552 members Mstep: Class 11 contains 83659 members Mstep: Class 12 contains 522 members Mstep: Class 13 contains 453 members Mstep: Class 14 contains 159589 members Mstep: Class 15 contains 28167 members Mstep: Class 16 contains 34211 members Mstep: Class 18 contains 9124 members Mstep: Class 19 contains 24612 members Mstep: Class 21 contains 626 members Mstep: Class 22 contains 1321 members Mstep: Class 23 contains 34075 members Entering Unmasked Estep ConsiderDeletion Score: -147561056.000000 Penalty: 172723.218750 Iteration 220F: 22 clusters Score -1.475611e+08 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 34167 members Mstep: Class 3 contains 857 members Mstep: Class 4 contains 1561 members Mstep: Class 5 contains 23963 members Mstep: Class 6 contains 27088 members Mstep: Class 7 contains 72638 members Mstep: Class 8 contains 1477 members Mstep: Class 9 contains 795 members Mstep: Class 10 contains 139552 members Mstep: Class 11 contains 83693 members Mstep: Class 12 contains 522 members Mstep: Class 13 contains 453 members Mstep: Class 14 contains 159589 members Mstep: Class 15 contains 28167 members Mstep: Class 16 contains 34211 members Mstep: Class 18 contains 9122 members Mstep: Class 19 contains 24612 members Mstep: Class 21 contains 626 members Mstep: Class 22 contains 1321 members Mstep: Class 23 contains 34073 members Entering Unmasked Estep ConsiderDeletion Score: -147561024.000000 Penalty: 172723.218750 Iteration 221Q: 22 clusters Score -1.47561e+08 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 34167 members Mstep: Class 3 contains 857 members Mstep: Class 4 contains 1561 members Mstep: Class 5 contains 23962 members Mstep: Class 6 contains 27089 members Mstep: Class 7 contains 72600 members Mstep: Class 8 contains 1477 members Mstep: Class 9 contains 795 members Mstep: Class 10 contains 139552 members Mstep: Class 11 contains 83731 members Mstep: Class 12 contains 522 members Mstep: Class 13 contains 453 members Mstep: Class 14 contains 159589 members Mstep: Class 15 contains 28167 members Mstep: Class 16 contains 34211 members Mstep: Class 18 contains 9123 members Mstep: Class 19 contains 24612 members Mstep: Class 21 contains 626 members Mstep: Class 22 contains 1321 members Mstep: Class 23 contains 34072 members Entering Unmasked Estep ConsiderDeletion Score: -147561024.000000 Penalty: 172723.218750 Iteration 222Q: 22 clusters Score -1.47561e+08 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 34167 members Mstep: Class 3 contains 857 members Mstep: Class 4 contains 1561 members Mstep: Class 5 contains 23960 members Mstep: Class 6 contains 27088 members Mstep: Class 7 contains 72556 members Mstep: Class 8 contains 1477 members Mstep: Class 9 contains 795 members Mstep: Class 10 contains 139552 members Mstep: Class 11 contains 83778 members Mstep: Class 12 contains 522 members Mstep: Class 13 contains 453 members Mstep: Class 14 contains 159589 members Mstep: Class 15 contains 28167 members Mstep: Class 16 contains 34211 members Mstep: Class 18 contains 9124 members Mstep: Class 19 contains 24612 members Mstep: Class 21 contains 626 members Mstep: Class 22 contains 1321 members Mstep: Class 23 contains 34071 members Entering Unmasked Estep ConsiderDeletion Score: -147561056.000000 Penalty: 172723.218750 Iteration 223Q: 22 clusters Score -1.475611e+08 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 34167 members Mstep: Class 3 contains 857 members Mstep: Class 4 contains 1561 members Mstep: Class 5 contains 23959 members Mstep: Class 6 contains 27088 members Mstep: Class 7 contains 72503 members Mstep: Class 8 contains 1477 members Mstep: Class 9 contains 795 members Mstep: Class 10 contains 139552 members Mstep: Class 11 contains 83833 members Mstep: Class 12 contains 522 members Mstep: Class 13 contains 453 members Mstep: Class 14 contains 159589 members Mstep: Class 15 contains 28167 members Mstep: Class 16 contains 34211 members Mstep: Class 18 contains 9124 members Mstep: Class 19 contains 24612 members Mstep: Class 21 contains 626 members Mstep: Class 22 contains 1321 members Mstep: Class 23 contains 34070 members Entering Unmasked Estep ConsiderDeletion Score: -147561152.000000 Penalty: 172723.218750 Iteration 224Q: 22 clusters Score -1.475612e+08 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 34167 members Mstep: Class 3 contains 857 members Mstep: Class 4 contains 1561 members Mstep: Class 5 contains 23958 members Mstep: Class 6 contains 27088 members Mstep: Class 7 contains 72451 members Mstep: Class 8 contains 1477 members Mstep: Class 9 contains 795 members Mstep: Class 10 contains 139552 members Mstep: Class 11 contains 83889 members Mstep: Class 12 contains 522 members Mstep: Class 13 contains 453 members Mstep: Class 14 contains 159589 members Mstep: Class 15 contains 28167 members Mstep: Class 16 contains 34211 members Mstep: Class 18 contains 9124 members Mstep: Class 19 contains 24612 members Mstep: Class 21 contains 626 members Mstep: Class 22 contains 1321 members Mstep: Class 23 contains 34067 members Entering Unmasked Estep ConsiderDeletion Score: -147561136.000000 Penalty: 172723.218750 Iteration 225Q: 22 clusters Score -1.475611e+08 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 34167 members Mstep: Class 3 contains 857 members Mstep: Class 4 contains 1561 members Mstep: Class 5 contains 23958 members Mstep: Class 6 contains 27088 members Mstep: Class 7 contains 72391 members Mstep: Class 8 contains 1477 members Mstep: Class 9 contains 795 members Mstep: Class 10 contains 139552 members Mstep: Class 11 contains 83950 members Mstep: Class 12 contains 522 members Mstep: Class 13 contains 453 members Mstep: Class 14 contains 159589 members Mstep: Class 15 contains 28167 members Mstep: Class 16 contains 34211 members Mstep: Class 18 contains 9124 members Mstep: Class 19 contains 24612 members Mstep: Class 21 contains 626 members Mstep: Class 22 contains 1321 members Mstep: Class 23 contains 34066 members Entering Unmasked Estep ConsiderDeletion Score: -147561104.000000 Penalty: 172723.218750 Iteration 226Q: 22 clusters Score -1.475611e+08 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 34166 members Mstep: Class 3 contains 857 members Mstep: Class 4 contains 1561 members Mstep: Class 5 contains 23955 members Mstep: Class 6 contains 27088 members Mstep: Class 7 contains 72342 members Mstep: Class 8 contains 1477 members Mstep: Class 9 contains 795 members Mstep: Class 10 contains 139552 members Mstep: Class 11 contains 84006 members Mstep: Class 12 contains 522 members Mstep: Class 13 contains 453 members Mstep: Class 14 contains 159589 members Mstep: Class 15 contains 28167 members Mstep: Class 16 contains 34211 members Mstep: Class 18 contains 9121 members Mstep: Class 19 contains 24612 members Mstep: Class 21 contains 626 members Mstep: Class 22 contains 1321 members Mstep: Class 23 contains 34066 members Entering Unmasked Estep ConsiderDeletion Score: -147561168.000000 Penalty: 172723.218750 Iteration 227Q: 22 clusters Score -1.475612e+08 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 34167 members Mstep: Class 3 contains 857 members Mstep: Class 4 contains 1561 members Mstep: Class 5 contains 23956 members Mstep: Class 6 contains 27088 members Mstep: Class 7 contains 72302 members Mstep: Class 8 contains 1477 members Mstep: Class 9 contains 795 members Mstep: Class 10 contains 139552 members Mstep: Class 11 contains 84049 members Mstep: Class 12 contains 522 members Mstep: Class 13 contains 453 members Mstep: Class 14 contains 159589 members Mstep: Class 15 contains 28166 members Mstep: Class 16 contains 34211 members Mstep: Class 18 contains 9119 members Mstep: Class 19 contains 24612 members Mstep: Class 21 contains 626 members Mstep: Class 22 contains 1321 members Mstep: Class 23 contains 34064 members Entering Unmasked Estep ConsiderDeletion Score: -147561168.000000 Penalty: 172723.218750 Iteration 228Q: 22 clusters Score -1.475612e+08 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 34167 members Mstep: Class 3 contains 857 members Mstep: Class 4 contains 1561 members Mstep: Class 5 contains 23957 members Mstep: Class 6 contains 27088 members Mstep: Class 7 contains 72261 members Mstep: Class 8 contains 1477 members Mstep: Class 9 contains 795 members Mstep: Class 10 contains 139551 members Mstep: Class 11 contains 84092 members Mstep: Class 12 contains 522 members Mstep: Class 13 contains 453 members Mstep: Class 14 contains 159589 members Mstep: Class 15 contains 28163 members Mstep: Class 16 contains 34211 members Mstep: Class 18 contains 9119 members Mstep: Class 19 contains 24612 members Mstep: Class 21 contains 626 members Mstep: Class 22 contains 1321 members Mstep: Class 23 contains 34065 members Entering Unmasked Estep ConsiderDeletion Score: -147561152.000000 Penalty: 172723.218750 Iteration 229Q: 22 clusters Score -1.475612e+08 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 34166 members Mstep: Class 3 contains 857 members Mstep: Class 4 contains 1561 members Mstep: Class 5 contains 23959 members Mstep: Class 6 contains 27089 members Mstep: Class 7 contains 72205 members Mstep: Class 8 contains 1477 members Mstep: Class 9 contains 795 members Mstep: Class 10 contains 139551 members Mstep: Class 11 contains 84145 members Mstep: Class 12 contains 522 members Mstep: Class 13 contains 453 members Mstep: Class 14 contains 159590 members Mstep: Class 15 contains 28162 members Mstep: Class 16 contains 34211 members Mstep: Class 18 contains 9120 members Mstep: Class 19 contains 24612 members Mstep: Class 21 contains 626 members Mstep: Class 22 contains 1321 members Mstep: Class 23 contains 34065 members Entering Unmasked Estep ConsiderDeletion Score: -147561088.000000 Penalty: 172723.218750 Iteration 230Q: 22 clusters Score -1.475611e+08 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 34165 members Mstep: Class 3 contains 857 members Mstep: Class 4 contains 1561 members Mstep: Class 5 contains 23958 members Mstep: Class 6 contains 27089 members Mstep: Class 7 contains 72156 members Mstep: Class 8 contains 1477 members Mstep: Class 9 contains 795 members Mstep: Class 10 contains 139551 members Mstep: Class 11 contains 84197 members Mstep: Class 12 contains 522 members Mstep: Class 13 contains 453 members Mstep: Class 14 contains 159590 members Mstep: Class 15 contains 28162 members Mstep: Class 16 contains 34211 members Mstep: Class 18 contains 9121 members Mstep: Class 19 contains 24612 members Mstep: Class 21 contains 626 members Mstep: Class 22 contains 1321 members Mstep: Class 23 contains 34063 members Entering Unmasked Estep ConsiderDeletion Score: -147561104.000000 Penalty: 172723.218750 Iteration 231Q: 22 clusters Score -1.475611e+08 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 34165 members Mstep: Class 3 contains 857 members Mstep: Class 4 contains 1561 members Mstep: Class 5 contains 23956 members Mstep: Class 6 contains 27089 members Mstep: Class 7 contains 72097 members Mstep: Class 8 contains 1477 members Mstep: Class 9 contains 795 members Mstep: Class 10 contains 139551 members Mstep: Class 11 contains 84261 members Mstep: Class 12 contains 522 members Mstep: Class 13 contains 453 members Mstep: Class 14 contains 159590 members Mstep: Class 15 contains 28162 members Mstep: Class 16 contains 34211 members Mstep: Class 18 contains 9120 members Mstep: Class 19 contains 24612 members Mstep: Class 21 contains 626 members Mstep: Class 22 contains 1321 members Mstep: Class 23 contains 34061 members Entering Unmasked Estep ConsiderDeletion Score: -147561104.000000 Penalty: 172723.218750 Iteration 232Q: 22 clusters Score -1.475611e+08 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 34165 members Mstep: Class 3 contains 857 members Mstep: Class 4 contains 1561 members Mstep: Class 5 contains 23959 members Mstep: Class 6 contains 27088 members Mstep: Class 7 contains 72053 members Mstep: Class 8 contains 1477 members Mstep: Class 9 contains 795 members Mstep: Class 10 contains 139551 members Mstep: Class 11 contains 84308 members Mstep: Class 12 contains 522 members Mstep: Class 13 contains 453 members Mstep: Class 14 contains 159590 members Mstep: Class 15 contains 28162 members Mstep: Class 16 contains 34211 members Mstep: Class 18 contains 9116 members Mstep: Class 19 contains 24612 members Mstep: Class 21 contains 626 members Mstep: Class 22 contains 1321 members Mstep: Class 23 contains 34060 members Entering Unmasked Estep ConsiderDeletion Score: -147561200.000000 Penalty: 172723.218750 Iteration 233Q: 22 clusters Score -1.475612e+08 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 34164 members Mstep: Class 3 contains 857 members Mstep: Class 4 contains 1561 members Mstep: Class 5 contains 23960 members Mstep: Class 6 contains 27087 members Mstep: Class 7 contains 72014 members Mstep: Class 8 contains 1477 members Mstep: Class 9 contains 795 members Mstep: Class 10 contains 139551 members Mstep: Class 11 contains 84348 members Mstep: Class 12 contains 522 members Mstep: Class 13 contains 453 members Mstep: Class 14 contains 159590 members Mstep: Class 15 contains 28161 members Mstep: Class 16 contains 34211 members Mstep: Class 18 contains 9117 members Mstep: Class 19 contains 24612 members Mstep: Class 21 contains 626 members Mstep: Class 22 contains 1321 members Mstep: Class 23 contains 34060 members Entering Unmasked Estep ConsiderDeletion Score: -147561216.000000 Penalty: 172723.218750 Iteration 234Q: 22 clusters Score -1.475612e+08 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 34164 members Mstep: Class 3 contains 857 members Mstep: Class 4 contains 1561 members Mstep: Class 5 contains 23960 members Mstep: Class 6 contains 27087 members Mstep: Class 7 contains 71966 members Mstep: Class 8 contains 1477 members Mstep: Class 9 contains 795 members Mstep: Class 10 contains 139551 members Mstep: Class 11 contains 84397 members Mstep: Class 12 contains 522 members Mstep: Class 13 contains 453 members Mstep: Class 14 contains 159590 members Mstep: Class 15 contains 28161 members Mstep: Class 16 contains 34211 members Mstep: Class 18 contains 9117 members Mstep: Class 19 contains 24612 members Mstep: Class 21 contains 626 members Mstep: Class 22 contains 1321 members Mstep: Class 23 contains 34059 members Entering Unmasked Estep ConsiderDeletion Score: -147561184.000000 Penalty: 172723.218750 Iteration 235Q: 22 clusters Score -1.475612e+08 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 34164 members Mstep: Class 3 contains 857 members Mstep: Class 4 contains 1561 members Mstep: Class 5 contains 23961 members Mstep: Class 6 contains 27087 members Mstep: Class 7 contains 71914 members Mstep: Class 8 contains 1477 members Mstep: Class 9 contains 795 members Mstep: Class 10 contains 139551 members Mstep: Class 11 contains 84450 members Mstep: Class 12 contains 522 members Mstep: Class 13 contains 453 members Mstep: Class 14 contains 159590 members Mstep: Class 15 contains 28161 members Mstep: Class 16 contains 34211 members Mstep: Class 18 contains 9117 members Mstep: Class 19 contains 24612 members Mstep: Class 21 contains 626 members Mstep: Class 22 contains 1321 members Mstep: Class 23 contains 34057 members Entering Unmasked Estep ConsiderDeletion Score: -147561184.000000 Penalty: 172723.218750 Iteration 236Q: 22 clusters Score -1.475612e+08 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 34164 members Mstep: Class 3 contains 857 members Mstep: Class 4 contains 1561 members Mstep: Class 5 contains 23959 members Mstep: Class 6 contains 27087 members Mstep: Class 7 contains 71883 members Mstep: Class 8 contains 1477 members Mstep: Class 9 contains 795 members Mstep: Class 10 contains 139551 members Mstep: Class 11 contains 84487 members Mstep: Class 12 contains 522 members Mstep: Class 13 contains 453 members Mstep: Class 14 contains 159590 members Mstep: Class 15 contains 28161 members Mstep: Class 16 contains 34211 members Mstep: Class 18 contains 9117 members Mstep: Class 19 contains 24612 members Mstep: Class 21 contains 626 members Mstep: Class 22 contains 1321 members Mstep: Class 23 contains 34053 members Entering Unmasked Estep ConsiderDeletion Score: -147561248.000000 Penalty: 172723.218750 Iteration 237Q: 22 clusters Score -1.475612e+08 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 34164 members Mstep: Class 3 contains 857 members Mstep: Class 4 contains 1561 members Mstep: Class 5 contains 23959 members Mstep: Class 6 contains 27087 members Mstep: Class 7 contains 71853 members Mstep: Class 8 contains 1477 members Mstep: Class 9 contains 795 members Mstep: Class 10 contains 139551 members Mstep: Class 11 contains 84517 members Mstep: Class 12 contains 522 members Mstep: Class 13 contains 453 members Mstep: Class 14 contains 159590 members Mstep: Class 15 contains 28160 members Mstep: Class 16 contains 34211 members Mstep: Class 18 contains 9117 members Mstep: Class 19 contains 24612 members Mstep: Class 21 contains 626 members Mstep: Class 22 contains 1321 members Mstep: Class 23 contains 34054 members Entering Unmasked Estep ConsiderDeletion Score: -147561232.000000 Penalty: 172723.218750 Iteration 238Q: 22 clusters Score -1.475612e+08 nChanged 47 Entering ConstructFrom: Score: -147561232.000000 Penalty: 172723.218750 Entering ConstructFrom: Trying to split cluster 1 (521 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 521 members Entering Unmasked Estep Score: -67728.945312 Penalty: 3831.646973 Iteration 0F: 2 clusters Score -67728.95 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 253 members Mstep: Class 2 contains 268 members Entering Unmasked Estep Score: -64803.250000 Penalty: 7663.293945 Iteration 0F: 3 clusters Score -64803.25 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 265 members Mstep: Class 2 contains 256 members Entering Unmasked Estep Score: -65454.898438 Penalty: 7663.293945 Iteration 1F: 3 clusters Score -65454.9 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 263 members Mstep: Class 2 contains 258 members Entering Unmasked Estep Score: -65782.796875 Penalty: 7663.293945 Iteration 2F: 3 clusters Score -65782.8 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 270 members Mstep: Class 2 contains 251 members Entering Unmasked Estep Score: -66268.148438 Penalty: 7663.293945 Iteration 3F: 3 clusters Score -66268.15 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 282 members Mstep: Class 2 contains 239 members Entering Unmasked Estep Score: -66546.109375 Penalty: 7663.293945 Iteration 4F: 3 clusters Score -66546.11 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 286 members Mstep: Class 2 contains 235 members Entering Unmasked Estep Score: -66788.460938 Penalty: 7663.293945 Iteration 5Q: 3 clusters Score -66788.46 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 278 members Mstep: Class 2 contains 243 members Entering Unmasked Estep Score: -67149.734375 Penalty: 7663.293945 Iteration 6Q: 3 clusters Score -67149.73 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 281 members Mstep: Class 2 contains 240 members Entering Unmasked Estep Score: -67443.226562 Penalty: 7663.293945 Iteration 7Q: 3 clusters Score -67443.23 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 283 members Mstep: Class 2 contains 238 members Entering Unmasked Estep Score: -67567.601562 Penalty: 7663.293945 Iteration 8Q: 3 clusters Score -67567.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 284 members Mstep: Class 2 contains 237 members Entering Unmasked Estep Score: -67591.828125 Penalty: 7663.293945 Iteration 9Q: 3 clusters Score -67591.83 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 284 members Mstep: Class 2 contains 237 members Entering Unmasked Estep Score: -67623.203125 Penalty: 7663.293945 Iteration 10Q: 3 clusters Score -67623.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 286 members Mstep: Class 2 contains 235 members Entering Unmasked Estep Score: -67659.773438 Penalty: 7663.293945 Iteration 11Q: 3 clusters Score -67659.77 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 286 members Mstep: Class 2 contains 235 members Entering Unmasked Estep Score: -67696.828125 Penalty: 7663.293945 Iteration 12Q: 3 clusters Score -67696.83 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 289 members Mstep: Class 2 contains 232 members Entering Unmasked Estep Score: -67764.890625 Penalty: 7663.293945 Iteration 13Q: 3 clusters Score -67764.89 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 290 members Mstep: Class 2 contains 231 members Entering Unmasked Estep Score: -67787.328125 Penalty: 7663.293945 Iteration 14Q: 3 clusters Score -67787.33 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 290 members Mstep: Class 2 contains 231 members Entering Unmasked Estep Score: -67801.492188 Penalty: 7663.293945 Iteration 15F: 3 clusters Score -67801.49 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 292 members Mstep: Class 2 contains 229 members Entering Unmasked Estep Score: -67946.343750 Penalty: 7663.293945 Iteration 16Q: 3 clusters Score -67946.34 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 296 members Mstep: Class 2 contains 225 members Entering Unmasked Estep Score: -68094.976562 Penalty: 7663.293945 Iteration 17Q: 3 clusters Score -68094.98 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 291 members Mstep: Class 2 contains 230 members Entering Unmasked Estep Score: -68113.906250 Penalty: 7663.293945 Iteration 18Q: 3 clusters Score -68113.91 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 291 members Mstep: Class 2 contains 230 members Entering Unmasked Estep Score: -68113.906250 Penalty: 7663.293945 Iteration 19F: 3 clusters Score -68113.91 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 291 members Mstep: Class 2 contains 34164 members Mstep: Class 3 contains 857 members Mstep: Class 4 contains 1561 members Mstep: Class 5 contains 23959 members Mstep: Class 6 contains 27087 members Mstep: Class 7 contains 71812 members Mstep: Class 8 contains 1477 members Mstep: Class 9 contains 795 members Mstep: Class 10 contains 139551 members Mstep: Class 11 contains 84559 members Mstep: Class 12 contains 522 members Mstep: Class 13 contains 453 members Mstep: Class 14 contains 159590 members Mstep: Class 15 contains 28160 members Mstep: Class 16 contains 34211 members Mstep: Class 17 contains 230 members Mstep: Class 18 contains 9117 members Mstep: Class 19 contains 24612 members Mstep: Class 21 contains 626 members Mstep: Class 22 contains 1321 members Mstep: Class 23 contains 34053 members Entering Unmasked Estep Score: -147557200.000000 Penalty: 180948.125000 Splitting cluster 1 changes total score from -147561232.000000 to -147557200.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 2 (34164 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34164 members Entering Unmasked Estep Score: -7527253.500000 Penalty: 6393.843262 Iteration 0F: 2 clusters Score -7527254 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17122 members Mstep: Class 2 contains 17042 members Entering Unmasked Estep Score: -7501832.500000 Penalty: 12787.686523 Iteration 0F: 3 clusters Score -7501832 nChanged 14636 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17302 members Mstep: Class 2 contains 16862 members Entering Unmasked Estep Score: -7509427.500000 Penalty: 12787.686523 Iteration 1F: 3 clusters Score -7509428 nChanged 1917 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17343 members Mstep: Class 2 contains 16821 members Entering Unmasked Estep Score: -7510215.500000 Penalty: 12787.686523 Iteration 2F: 3 clusters Score -7510216 nChanged 1527 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17396 members Mstep: Class 2 contains 16768 members Entering Unmasked Estep Score: -7510756.500000 Penalty: 12787.686523 Iteration 3Q: 3 clusters Score -7510756 nChanged 1295 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17441 members Mstep: Class 2 contains 16723 members Entering Unmasked Estep Score: -7511249.500000 Penalty: 12787.686523 Iteration 4Q: 3 clusters Score -7511250 nChanged 1146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17469 members Mstep: Class 2 contains 16695 members Entering Unmasked Estep Score: -7511682.500000 Penalty: 12787.686523 Iteration 5Q: 3 clusters Score -7511682 nChanged 1136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17531 members Mstep: Class 2 contains 16633 members Entering Unmasked Estep Score: -7512217.000000 Penalty: 12787.686523 Iteration 6Q: 3 clusters Score -7512217 nChanged 1178 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17541 members Mstep: Class 2 contains 16623 members Entering Unmasked Estep Score: -7512749.000000 Penalty: 12787.686523 Iteration 7Q: 3 clusters Score -7512749 nChanged 1190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17525 members Mstep: Class 2 contains 16639 members Entering Unmasked Estep Score: -7513319.000000 Penalty: 12787.686523 Iteration 8Q: 3 clusters Score -7513319 nChanged 1273 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17430 members Mstep: Class 2 contains 16734 members Entering Unmasked Estep Score: -7513969.500000 Penalty: 12787.686523 Iteration 9Q: 3 clusters Score -7513970 nChanged 1273 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17281 members Mstep: Class 2 contains 16883 members Entering Unmasked Estep Score: -7514601.000000 Penalty: 12787.686523 Iteration 10Q: 3 clusters Score -7514601 nChanged 1386 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17011 members Mstep: Class 2 contains 17153 members Entering Unmasked Estep Score: -7515419.500000 Penalty: 12787.686523 Iteration 11Q: 3 clusters Score -7515420 nChanged 1485 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16598 members Mstep: Class 2 contains 17566 members Entering Unmasked Estep Score: -7516409.500000 Penalty: 12787.686523 Iteration 12Q: 3 clusters Score -7516410 nChanged 1730 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16056 members Mstep: Class 2 contains 18108 members Entering Unmasked Estep Score: -7517864.000000 Penalty: 12787.686523 Iteration 13F: 3 clusters Score -7517864 nChanged 1963 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15351 members Mstep: Class 2 contains 18813 members Entering Unmasked Estep Score: -7519746.500000 Penalty: 12787.686523 Iteration 14F: 3 clusters Score -7519746 nChanged 1954 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14455 members Mstep: Class 2 contains 19709 members Entering Unmasked Estep Score: -7521595.000000 Penalty: 12787.686523 Iteration 15F: 3 clusters Score -7521595 nChanged 1623 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13540 members Mstep: Class 2 contains 20624 members Entering Unmasked Estep Score: -7523097.000000 Penalty: 12787.686523 Iteration 16Q: 3 clusters Score -7523097 nChanged 1250 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12668 members Mstep: Class 2 contains 21496 members Entering Unmasked Estep Score: -7524393.000000 Penalty: 12787.686523 Iteration 17Q: 3 clusters Score -7524393 nChanged 883 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11957 members Mstep: Class 2 contains 22207 members Entering Unmasked Estep Score: -7525231.500000 Penalty: 12787.686523 Iteration 18Q: 3 clusters Score -7525232 nChanged 626 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11371 members Mstep: Class 2 contains 22793 members Entering Unmasked Estep Score: -7525672.000000 Penalty: 12787.686523 Iteration 19Q: 3 clusters Score -7525672 nChanged 465 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10916 members Mstep: Class 2 contains 23248 members Entering Unmasked Estep Score: -7525931.000000 Penalty: 12787.686523 Iteration 20F: 3 clusters Score -7525931 nChanged 352 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10570 members Mstep: Class 2 contains 23594 members Entering Unmasked Estep Score: -7526063.500000 Penalty: 12787.686523 Iteration 21Q: 3 clusters Score -7526064 nChanged 230 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10342 members Mstep: Class 2 contains 23822 members Entering Unmasked Estep Score: -7526155.000000 Penalty: 12787.686523 Iteration 22Q: 3 clusters Score -7526155 nChanged 174 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10168 members Mstep: Class 2 contains 23996 members Entering Unmasked Estep Score: -7526200.500000 Penalty: 12787.686523 Iteration 23Q: 3 clusters Score -7526200 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10012 members Mstep: Class 2 contains 24152 members Entering Unmasked Estep Score: -7526211.500000 Penalty: 12787.686523 Iteration 24Q: 3 clusters Score -7526212 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9898 members Mstep: Class 2 contains 24266 members Entering Unmasked Estep Score: -7526249.000000 Penalty: 12787.686523 Iteration 25Q: 3 clusters Score -7526249 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9813 members Mstep: Class 2 contains 24351 members Entering Unmasked Estep Score: -7526248.500000 Penalty: 12787.686523 Iteration 26Q: 3 clusters Score -7526248 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9743 members Mstep: Class 2 contains 24421 members Entering Unmasked Estep Score: -7526261.000000 Penalty: 12787.686523 Iteration 27Q: 3 clusters Score -7526261 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9683 members Mstep: Class 2 contains 24481 members Entering Unmasked Estep Score: -7526287.500000 Penalty: 12787.686523 Iteration 28Q: 3 clusters Score -7526288 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9623 members Mstep: Class 2 contains 24541 members Entering Unmasked Estep Score: -7526287.500000 Penalty: 12787.686523 Iteration 29Q: 3 clusters Score -7526288 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9574 members Mstep: Class 2 contains 24590 members Entering Unmasked Estep Score: -7526312.500000 Penalty: 12787.686523 Iteration 30Q: 3 clusters Score -7526312 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9525 members Mstep: Class 2 contains 24639 members Entering Unmasked Estep Score: -7526322.500000 Penalty: 12787.686523 Iteration 31Q: 3 clusters Score -7526322 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9479 members Mstep: Class 2 contains 24685 members Entering Unmasked Estep Score: -7526356.000000 Penalty: 12787.686523 Iteration 32Q: 3 clusters Score -7526356 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9435 members Mstep: Class 2 contains 24729 members Entering Unmasked Estep Score: -7526347.000000 Penalty: 12787.686523 Iteration 33Q: 3 clusters Score -7526347 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9403 members Mstep: Class 2 contains 24761 members Entering Unmasked Estep Score: -7526360.500000 Penalty: 12787.686523 Iteration 34Q: 3 clusters Score -7526360 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9383 members Mstep: Class 2 contains 24781 members Entering Unmasked Estep Score: -7526371.000000 Penalty: 12787.686523 Iteration 35Q: 3 clusters Score -7526371 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9370 members Mstep: Class 2 contains 24794 members Entering Unmasked Estep Score: -7526367.500000 Penalty: 12787.686523 Iteration 36Q: 3 clusters Score -7526368 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9360 members Mstep: Class 2 contains 24804 members Entering Unmasked Estep Score: -7526370.000000 Penalty: 12787.686523 Iteration 37Q: 3 clusters Score -7526370 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9346 members Mstep: Class 2 contains 24818 members Entering Unmasked Estep Score: -7526372.500000 Penalty: 12787.686523 Iteration 38Q: 3 clusters Score -7526372 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9335 members Mstep: Class 2 contains 24829 members Entering Unmasked Estep Score: -7526369.000000 Penalty: 12787.686523 Iteration 39Q: 3 clusters Score -7526369 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9323 members Mstep: Class 2 contains 24841 members Entering Unmasked Estep Score: -7526388.500000 Penalty: 12787.686523 Iteration 40F: 3 clusters Score -7526388 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9315 members Mstep: Class 2 contains 24849 members Entering Unmasked Estep Score: -7526373.500000 Penalty: 12787.686523 Iteration 41Q: 3 clusters Score -7526374 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9306 members Mstep: Class 2 contains 24858 members Entering Unmasked Estep Score: -7526381.000000 Penalty: 12787.686523 Iteration 42Q: 3 clusters Score -7526381 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9301 members Mstep: Class 2 contains 24863 members Entering Unmasked Estep Score: -7526378.500000 Penalty: 12787.686523 Iteration 43Q: 3 clusters Score -7526378 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9298 members Mstep: Class 2 contains 24866 members Entering Unmasked Estep Score: -7526379.500000 Penalty: 12787.686523 Iteration 44Q: 3 clusters Score -7526380 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9297 members Mstep: Class 2 contains 24867 members Entering Unmasked Estep Score: -7526376.000000 Penalty: 12787.686523 Iteration 45Q: 3 clusters Score -7526376 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9296 members Mstep: Class 2 contains 24868 members Entering Unmasked Estep Score: -7526376.000000 Penalty: 12787.686523 Iteration 46Q: 3 clusters Score -7526376 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9294 members Mstep: Class 2 contains 24870 members Entering Unmasked Estep Score: -7526381.500000 Penalty: 12787.686523 Iteration 47Q: 3 clusters Score -7526382 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9292 members Mstep: Class 2 contains 24872 members Entering Unmasked Estep Score: -7526386.000000 Penalty: 12787.686523 Iteration 48Q: 3 clusters Score -7526386 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9291 members Mstep: Class 2 contains 24873 members Entering Unmasked Estep Score: -7526381.500000 Penalty: 12787.686523 Iteration 49Q: 3 clusters Score -7526382 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9290 members Mstep: Class 2 contains 24874 members Entering Unmasked Estep Score: -7526381.000000 Penalty: 12787.686523 Iteration 50Q: 3 clusters Score -7526381 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9289 members Mstep: Class 2 contains 24875 members Entering Unmasked Estep Score: -7526379.000000 Penalty: 12787.686523 Iteration 51Q: 3 clusters Score -7526379 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9289 members Mstep: Class 2 contains 24875 members Entering Unmasked Estep Score: -7526379.000000 Penalty: 12787.686523 Iteration 52F: 3 clusters Score -7526379 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (857 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 857 members Entering Unmasked Estep Score: -162396.812500 Penalty: 4136.480957 Iteration 0F: 2 clusters Score -162396.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 423 members Mstep: Class 2 contains 434 members Entering Unmasked Estep Score: -158557.812500 Penalty: 8272.961914 Iteration 0F: 3 clusters Score -158557.8 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 421 members Mstep: Class 2 contains 436 members Entering Unmasked Estep Score: -159180.968750 Penalty: 8272.961914 Iteration 1F: 3 clusters Score -159181 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 438 members Mstep: Class 2 contains 419 members Entering Unmasked Estep Score: -159854.968750 Penalty: 8272.961914 Iteration 2F: 3 clusters Score -159855 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 470 members Mstep: Class 2 contains 387 members Entering Unmasked Estep Score: -160045.921875 Penalty: 8272.961914 Iteration 3F: 3 clusters Score -160045.9 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 494 members Mstep: Class 2 contains 363 members Entering Unmasked Estep Score: -160162.609375 Penalty: 8272.961914 Iteration 4Q: 3 clusters Score -160162.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 506 members Mstep: Class 2 contains 351 members Entering Unmasked Estep Score: -160201.640625 Penalty: 8272.961914 Iteration 5Q: 3 clusters Score -160201.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 516 members Mstep: Class 2 contains 341 members Entering Unmasked Estep Score: -160237.562500 Penalty: 8272.961914 Iteration 6Q: 3 clusters Score -160237.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 524 members Mstep: Class 2 contains 333 members Entering Unmasked Estep Score: -160264.203125 Penalty: 8272.961914 Iteration 7Q: 3 clusters Score -160264.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 534 members Mstep: Class 2 contains 323 members Entering Unmasked Estep Score: -160296.453125 Penalty: 8272.961914 Iteration 8Q: 3 clusters Score -160296.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 540 members Mstep: Class 2 contains 317 members Entering Unmasked Estep Score: -160318.906250 Penalty: 8272.961914 Iteration 9Q: 3 clusters Score -160318.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 544 members Mstep: Class 2 contains 313 members Entering Unmasked Estep Score: -160331.171875 Penalty: 8272.961914 Iteration 10Q: 3 clusters Score -160331.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 547 members Mstep: Class 2 contains 310 members Entering Unmasked Estep Score: -160337.781250 Penalty: 8272.961914 Iteration 11Q: 3 clusters Score -160337.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 553 members Mstep: Class 2 contains 304 members Entering Unmasked Estep Score: -160356.781250 Penalty: 8272.961914 Iteration 12Q: 3 clusters Score -160356.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 556 members Mstep: Class 2 contains 301 members Entering Unmasked Estep Score: -160365.859375 Penalty: 8272.961914 Iteration 13Q: 3 clusters Score -160365.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 559 members Mstep: Class 2 contains 298 members Entering Unmasked Estep Score: -160373.640625 Penalty: 8272.961914 Iteration 14Q: 3 clusters Score -160373.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 560 members Mstep: Class 2 contains 297 members Entering Unmasked Estep Score: -160376.453125 Penalty: 8272.961914 Iteration 15Q: 3 clusters Score -160376.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 561 members Mstep: Class 2 contains 296 members Entering Unmasked Estep Score: -160380.578125 Penalty: 8272.961914 Iteration 16Q: 3 clusters Score -160380.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 563 members Mstep: Class 2 contains 294 members Entering Unmasked Estep Score: -160388.468750 Penalty: 8272.961914 Iteration 17Q: 3 clusters Score -160388.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 565 members Mstep: Class 2 contains 292 members Entering Unmasked Estep Score: -160395.343750 Penalty: 8272.961914 Iteration 18Q: 3 clusters Score -160395.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 566 members Mstep: Class 2 contains 291 members Entering Unmasked Estep Score: -160397.203125 Penalty: 8272.961914 Iteration 19Q: 3 clusters Score -160397.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 566 members Mstep: Class 2 contains 291 members Entering Unmasked Estep Score: -160397.203125 Penalty: 8272.961914 Iteration 20F: 3 clusters Score -160397.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (1561 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1561 members Entering Unmasked Estep Score: -339357.406250 Penalty: 4503.762695 Iteration 0F: 2 clusters Score -339357.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 786 members Mstep: Class 2 contains 775 members Entering Unmasked Estep Score: -334778.281250 Penalty: 9007.525391 Iteration 0F: 3 clusters Score -334778.3 nChanged 276 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 796 members Mstep: Class 2 contains 765 members Entering Unmasked Estep Score: -335225.843750 Penalty: 9007.525391 Iteration 1F: 3 clusters Score -335225.8 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 813 members Mstep: Class 2 contains 748 members Entering Unmasked Estep Score: -335369.406250 Penalty: 9007.525391 Iteration 2F: 3 clusters Score -335369.4 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 819 members Mstep: Class 2 contains 742 members Entering Unmasked Estep Score: -335423.812500 Penalty: 9007.525391 Iteration 3Q: 3 clusters Score -335423.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 816 members Mstep: Class 2 contains 745 members Entering Unmasked Estep Score: -335454.562500 Penalty: 9007.525391 Iteration 4Q: 3 clusters Score -335454.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 812 members Mstep: Class 2 contains 749 members Entering Unmasked Estep Score: -335477.125000 Penalty: 9007.525391 Iteration 5Q: 3 clusters Score -335477.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 813 members Mstep: Class 2 contains 748 members Entering Unmasked Estep Score: -335488.937500 Penalty: 9007.525391 Iteration 6Q: 3 clusters Score -335488.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 812 members Mstep: Class 2 contains 749 members Entering Unmasked Estep Score: -335494.656250 Penalty: 9007.525391 Iteration 7Q: 3 clusters Score -335494.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 809 members Mstep: Class 2 contains 752 members Entering Unmasked Estep Score: -335501.531250 Penalty: 9007.525391 Iteration 8Q: 3 clusters Score -335501.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 809 members Mstep: Class 2 contains 752 members Entering Unmasked Estep Score: -335505.593750 Penalty: 9007.525391 Iteration 9Q: 3 clusters Score -335505.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 811 members Mstep: Class 2 contains 750 members Entering Unmasked Estep Score: -335510.031250 Penalty: 9007.525391 Iteration 10Q: 3 clusters Score -335510 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 814 members Mstep: Class 2 contains 747 members Entering Unmasked Estep Score: -335513.187500 Penalty: 9007.525391 Iteration 11Q: 3 clusters Score -335513.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 813 members Mstep: Class 2 contains 748 members Entering Unmasked Estep Score: -335515.156250 Penalty: 9007.525391 Iteration 12Q: 3 clusters Score -335515.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 812 members Mstep: Class 2 contains 749 members Entering Unmasked Estep Score: -335518.687500 Penalty: 9007.525391 Iteration 13Q: 3 clusters Score -335518.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 812 members Mstep: Class 2 contains 749 members Entering Unmasked Estep Score: -335524.187500 Penalty: 9007.525391 Iteration 14Q: 3 clusters Score -335524.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 813 members Mstep: Class 2 contains 748 members Entering Unmasked Estep Score: -335526.281250 Penalty: 9007.525391 Iteration 15Q: 3 clusters Score -335526.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 813 members Mstep: Class 2 contains 748 members Entering Unmasked Estep Score: -335530.468750 Penalty: 9007.525391 Iteration 16Q: 3 clusters Score -335530.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 813 members Mstep: Class 2 contains 748 members Entering Unmasked Estep Score: -335530.468750 Penalty: 9007.525391 Iteration 17F: 3 clusters Score -335530.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (23959 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23959 members Entering Unmasked Estep Score: -5085887.000000 Penalty: 6176.511230 Iteration 0F: 2 clusters Score -5085887 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12032 members Mstep: Class 2 contains 11927 members Entering Unmasked Estep Score: -5066851.000000 Penalty: 12353.022461 Iteration 0F: 3 clusters Score -5066851 nChanged 9993 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12171 members Mstep: Class 2 contains 11788 members Entering Unmasked Estep Score: -5072180.000000 Penalty: 12353.022461 Iteration 1F: 3 clusters Score -5072180 nChanged 1560 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12181 members Mstep: Class 2 contains 11778 members Entering Unmasked Estep Score: -5072973.000000 Penalty: 12353.022461 Iteration 2F: 3 clusters Score -5072973 nChanged 1252 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12211 members Mstep: Class 2 contains 11748 members Entering Unmasked Estep Score: -5073629.000000 Penalty: 12353.022461 Iteration 3F: 3 clusters Score -5073629 nChanged 1151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12252 members Mstep: Class 2 contains 11707 members Entering Unmasked Estep Score: -5074287.000000 Penalty: 12353.022461 Iteration 4Q: 3 clusters Score -5074287 nChanged 1052 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12368 members Mstep: Class 2 contains 11591 members Entering Unmasked Estep Score: -5074908.500000 Penalty: 12353.022461 Iteration 5Q: 3 clusters Score -5074908 nChanged 1006 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12452 members Mstep: Class 2 contains 11507 members Entering Unmasked Estep Score: -5075492.000000 Penalty: 12353.022461 Iteration 6Q: 3 clusters Score -5075492 nChanged 1017 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12565 members Mstep: Class 2 contains 11394 members Entering Unmasked Estep Score: -5076196.000000 Penalty: 12353.022461 Iteration 7Q: 3 clusters Score -5076196 nChanged 1125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12740 members Mstep: Class 2 contains 11219 members Entering Unmasked Estep Score: -5077036.000000 Penalty: 12353.022461 Iteration 8Q: 3 clusters Score -5077036 nChanged 1193 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13027 members Mstep: Class 2 contains 10932 members Entering Unmasked Estep Score: -5077929.500000 Penalty: 12353.022461 Iteration 9Q: 3 clusters Score -5077930 nChanged 1180 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13533 members Mstep: Class 2 contains 10426 members Entering Unmasked Estep Score: -5079002.500000 Penalty: 12353.022461 Iteration 10Q: 3 clusters Score -5079002 nChanged 1217 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14152 members Mstep: Class 2 contains 9807 members Entering Unmasked Estep Score: -5080190.000000 Penalty: 12353.022461 Iteration 11F: 3 clusters Score -5080190 nChanged 1252 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14888 members Mstep: Class 2 contains 9071 members Entering Unmasked Estep Score: -5081470.500000 Penalty: 12353.022461 Iteration 12F: 3 clusters Score -5081470 nChanged 1152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15666 members Mstep: Class 2 contains 8293 members Entering Unmasked Estep Score: -5082659.500000 Penalty: 12353.022461 Iteration 13Q: 3 clusters Score -5082660 nChanged 1042 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16448 members Mstep: Class 2 contains 7511 members Entering Unmasked Estep Score: -5083661.500000 Penalty: 12353.022461 Iteration 14Q: 3 clusters Score -5083662 nChanged 813 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17151 members Mstep: Class 2 contains 6808 members Entering Unmasked Estep Score: -5084420.000000 Penalty: 12353.022461 Iteration 15Q: 3 clusters Score -5084420 nChanged 653 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17754 members Mstep: Class 2 contains 6205 members Entering Unmasked Estep Score: -5084960.000000 Penalty: 12353.022461 Iteration 16Q: 3 clusters Score -5084960 nChanged 477 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18227 members Mstep: Class 2 contains 5732 members Entering Unmasked Estep Score: -5085358.000000 Penalty: 12353.022461 Iteration 17Q: 3 clusters Score -5085358 nChanged 439 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18662 members Mstep: Class 2 contains 5297 members Entering Unmasked Estep Score: -5085739.500000 Penalty: 12353.022461 Iteration 18Q: 3 clusters Score -5085740 nChanged 373 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19029 members Mstep: Class 2 contains 4930 members Entering Unmasked Estep Score: -5086045.500000 Penalty: 12353.022461 Iteration 19Q: 3 clusters Score -5086046 nChanged 309 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19338 members Mstep: Class 2 contains 4621 members Entering Unmasked Estep Score: -5086304.000000 Penalty: 12353.022461 Iteration 20F: 3 clusters Score -5086304 nChanged 252 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19586 members Mstep: Class 2 contains 4373 members Entering Unmasked Estep Score: -5086525.500000 Penalty: 12353.022461 Iteration 21Q: 3 clusters Score -5086526 nChanged 212 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19796 members Mstep: Class 2 contains 4163 members Entering Unmasked Estep Score: -5086669.000000 Penalty: 12353.022461 Iteration 22Q: 3 clusters Score -5086669 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19963 members Mstep: Class 2 contains 3996 members Entering Unmasked Estep Score: -5086811.000000 Penalty: 12353.022461 Iteration 23Q: 3 clusters Score -5086811 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20100 members Mstep: Class 2 contains 3859 members Entering Unmasked Estep Score: -5086897.500000 Penalty: 12353.022461 Iteration 24Q: 3 clusters Score -5086898 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20213 members Mstep: Class 2 contains 3746 members Entering Unmasked Estep Score: -5086966.500000 Penalty: 12353.022461 Iteration 25Q: 3 clusters Score -5086966 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20288 members Mstep: Class 2 contains 3671 members Entering Unmasked Estep Score: -5087008.000000 Penalty: 12353.022461 Iteration 26Q: 3 clusters Score -5087008 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20369 members Mstep: Class 2 contains 3590 members Entering Unmasked Estep Score: -5087048.500000 Penalty: 12353.022461 Iteration 27Q: 3 clusters Score -5087048 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20434 members Mstep: Class 2 contains 3525 members Entering Unmasked Estep Score: -5087095.500000 Penalty: 12353.022461 Iteration 28Q: 3 clusters Score -5087096 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20483 members Mstep: Class 2 contains 3476 members Entering Unmasked Estep Score: -5087114.500000 Penalty: 12353.022461 Iteration 29Q: 3 clusters Score -5087114 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20516 members Mstep: Class 2 contains 3443 members Entering Unmasked Estep Score: -5087137.000000 Penalty: 12353.022461 Iteration 30Q: 3 clusters Score -5087137 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20546 members Mstep: Class 2 contains 3413 members Entering Unmasked Estep Score: -5087150.500000 Penalty: 12353.022461 Iteration 31Q: 3 clusters Score -5087150 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20572 members Mstep: Class 2 contains 3387 members Entering Unmasked Estep Score: -5087157.500000 Penalty: 12353.022461 Iteration 32Q: 3 clusters Score -5087158 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20587 members Mstep: Class 2 contains 3372 members Entering Unmasked Estep Score: -5087166.000000 Penalty: 12353.022461 Iteration 33Q: 3 clusters Score -5087166 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20603 members Mstep: Class 2 contains 3356 members Entering Unmasked Estep Score: -5087165.000000 Penalty: 12353.022461 Iteration 34Q: 3 clusters Score -5087165 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20612 members Mstep: Class 2 contains 3347 members Entering Unmasked Estep Score: -5087166.500000 Penalty: 12353.022461 Iteration 35Q: 3 clusters Score -5087166 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20619 members Mstep: Class 2 contains 3340 members Entering Unmasked Estep Score: -5087170.500000 Penalty: 12353.022461 Iteration 36Q: 3 clusters Score -5087170 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20628 members Mstep: Class 2 contains 3331 members Entering Unmasked Estep Score: -5087173.000000 Penalty: 12353.022461 Iteration 37Q: 3 clusters Score -5087173 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20637 members Mstep: Class 2 contains 3322 members Entering Unmasked Estep Score: -5087179.500000 Penalty: 12353.022461 Iteration 38Q: 3 clusters Score -5087180 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20644 members Mstep: Class 2 contains 3315 members Entering Unmasked Estep Score: -5087173.500000 Penalty: 12353.022461 Iteration 39Q: 3 clusters Score -5087174 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20651 members Mstep: Class 2 contains 3308 members Entering Unmasked Estep Score: -5087178.500000 Penalty: 12353.022461 Iteration 40F: 3 clusters Score -5087178 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20655 members Mstep: Class 2 contains 3304 members Entering Unmasked Estep Score: -5087180.000000 Penalty: 12353.022461 Iteration 41Q: 3 clusters Score -5087180 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20659 members Mstep: Class 2 contains 3300 members Entering Unmasked Estep Score: -5087180.000000 Penalty: 12353.022461 Iteration 42Q: 3 clusters Score -5087180 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20661 members Mstep: Class 2 contains 3298 members Entering Unmasked Estep Score: -5087183.000000 Penalty: 12353.022461 Iteration 43Q: 3 clusters Score -5087183 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20662 members Mstep: Class 2 contains 3297 members Entering Unmasked Estep Score: -5087186.500000 Penalty: 12353.022461 Iteration 44Q: 3 clusters Score -5087186 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20663 members Mstep: Class 2 contains 3296 members Entering Unmasked Estep Score: -5087189.500000 Penalty: 12353.022461 Iteration 45Q: 3 clusters Score -5087190 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20663 members Mstep: Class 2 contains 3296 members Entering Unmasked Estep Score: -5087189.500000 Penalty: 12353.022461 Iteration 46F: 3 clusters Score -5087190 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 34164 members Mstep: Class 3 contains 857 members Mstep: Class 4 contains 1561 members Mstep: Class 5 contains 20663 members Mstep: Class 6 contains 27087 members Mstep: Class 7 contains 71812 members Mstep: Class 8 contains 1477 members Mstep: Class 9 contains 795 members Mstep: Class 10 contains 139551 members Mstep: Class 11 contains 84559 members Mstep: Class 12 contains 522 members Mstep: Class 13 contains 453 members Mstep: Class 14 contains 159590 members Mstep: Class 15 contains 28160 members Mstep: Class 16 contains 34211 members Mstep: Class 17 contains 3296 members Mstep: Class 18 contains 9117 members Mstep: Class 19 contains 24612 members Mstep: Class 21 contains 626 members Mstep: Class 22 contains 1321 members Mstep: Class 23 contains 34053 members Entering Unmasked Estep Score: -147560768.000000 Penalty: 180948.125000 Splitting cluster 5 changes total score from -147561232.000000 to -147560768.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 6 (27087 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27087 members Entering Unmasked Estep Score: -5945898.000000 Penalty: 6251.670410 Iteration 0F: 2 clusters Score -5945898 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13476 members Mstep: Class 2 contains 13611 members Entering Unmasked Estep Score: -5925018.000000 Penalty: 12503.340820 Iteration 0F: 3 clusters Score -5925018 nChanged 11318 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13444 members Mstep: Class 2 contains 13643 members Entering Unmasked Estep Score: -5930997.000000 Penalty: 12503.340820 Iteration 1F: 3 clusters Score -5930997 nChanged 1626 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13422 members Mstep: Class 2 contains 13665 members Entering Unmasked Estep Score: -5931635.500000 Penalty: 12503.340820 Iteration 2F: 3 clusters Score -5931636 nChanged 1200 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13394 members Mstep: Class 2 contains 13693 members Entering Unmasked Estep Score: -5932195.000000 Penalty: 12503.340820 Iteration 3Q: 3 clusters Score -5932195 nChanged 1013 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13327 members Mstep: Class 2 contains 13760 members Entering Unmasked Estep Score: -5932587.500000 Penalty: 12503.340820 Iteration 4Q: 3 clusters Score -5932588 nChanged 865 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13250 members Mstep: Class 2 contains 13837 members Entering Unmasked Estep Score: -5932886.500000 Penalty: 12503.340820 Iteration 5Q: 3 clusters Score -5932886 nChanged 749 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13127 members Mstep: Class 2 contains 13960 members Entering Unmasked Estep Score: -5933161.500000 Penalty: 12503.340820 Iteration 6Q: 3 clusters Score -5933162 nChanged 696 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12939 members Mstep: Class 2 contains 14148 members Entering Unmasked Estep Score: -5933391.000000 Penalty: 12503.340820 Iteration 7Q: 3 clusters Score -5933391 nChanged 666 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12687 members Mstep: Class 2 contains 14400 members Entering Unmasked Estep Score: -5933642.000000 Penalty: 12503.340820 Iteration 8Q: 3 clusters Score -5933642 nChanged 672 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12423 members Mstep: Class 2 contains 14664 members Entering Unmasked Estep Score: -5933894.000000 Penalty: 12503.340820 Iteration 9Q: 3 clusters Score -5933894 nChanged 665 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12124 members Mstep: Class 2 contains 14963 members Entering Unmasked Estep Score: -5934202.500000 Penalty: 12503.340820 Iteration 10Q: 3 clusters Score -5934202 nChanged 688 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11802 members Mstep: Class 2 contains 15285 members Entering Unmasked Estep Score: -5934485.000000 Penalty: 12503.340820 Iteration 11Q: 3 clusters Score -5934485 nChanged 721 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11423 members Mstep: Class 2 contains 15664 members Entering Unmasked Estep Score: -5934806.500000 Penalty: 12503.340820 Iteration 12Q: 3 clusters Score -5934806 nChanged 729 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10992 members Mstep: Class 2 contains 16095 members Entering Unmasked Estep Score: -5935137.000000 Penalty: 12503.340820 Iteration 13Q: 3 clusters Score -5935137 nChanged 726 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10474 members Mstep: Class 2 contains 16613 members Entering Unmasked Estep Score: -5935440.000000 Penalty: 12503.340820 Iteration 14Q: 3 clusters Score -5935440 nChanged 768 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9916 members Mstep: Class 2 contains 17171 members Entering Unmasked Estep Score: -5935820.000000 Penalty: 12503.340820 Iteration 15Q: 3 clusters Score -5935820 nChanged 863 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9251 members Mstep: Class 2 contains 17836 members Entering Unmasked Estep Score: -5936336.000000 Penalty: 12503.340820 Iteration 16Q: 3 clusters Score -5936336 nChanged 955 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8484 members Mstep: Class 2 contains 18603 members Entering Unmasked Estep Score: -5936922.000000 Penalty: 12503.340820 Iteration 17Q: 3 clusters Score -5936922 nChanged 959 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7705 members Mstep: Class 2 contains 19382 members Entering Unmasked Estep Score: -5937568.000000 Penalty: 12503.340820 Iteration 18Q: 3 clusters Score -5937568 nChanged 929 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6930 members Mstep: Class 2 contains 20157 members Entering Unmasked Estep Score: -5938170.000000 Penalty: 12503.340820 Iteration 19Q: 3 clusters Score -5938170 nChanged 865 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6169 members Mstep: Class 2 contains 20918 members Entering Unmasked Estep Score: -5938764.500000 Penalty: 12503.340820 Iteration 20F: 3 clusters Score -5938764 nChanged 773 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5496 members Mstep: Class 2 contains 21591 members Entering Unmasked Estep Score: -5939289.500000 Penalty: 12503.340820 Iteration 21Q: 3 clusters Score -5939290 nChanged 700 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4884 members Mstep: Class 2 contains 22203 members Entering Unmasked Estep Score: -5939749.000000 Penalty: 12503.340820 Iteration 22Q: 3 clusters Score -5939749 nChanged 578 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4360 members Mstep: Class 2 contains 22727 members Entering Unmasked Estep Score: -5940083.500000 Penalty: 12503.340820 Iteration 23Q: 3 clusters Score -5940084 nChanged 503 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3917 members Mstep: Class 2 contains 23170 members Entering Unmasked Estep Score: -5940393.000000 Penalty: 12503.340820 Iteration 24Q: 3 clusters Score -5940393 nChanged 398 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3557 members Mstep: Class 2 contains 23530 members Entering Unmasked Estep Score: -5940604.000000 Penalty: 12503.340820 Iteration 25Q: 3 clusters Score -5940604 nChanged 311 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3268 members Mstep: Class 2 contains 23819 members Entering Unmasked Estep Score: -5940784.000000 Penalty: 12503.340820 Iteration 26Q: 3 clusters Score -5940784 nChanged 258 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3018 members Mstep: Class 2 contains 24069 members Entering Unmasked Estep Score: -5940936.500000 Penalty: 12503.340820 Iteration 27Q: 3 clusters Score -5940936 nChanged 227 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2803 members Mstep: Class 2 contains 24284 members Entering Unmasked Estep Score: -5941062.500000 Penalty: 12503.340820 Iteration 28Q: 3 clusters Score -5941062 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2655 members Mstep: Class 2 contains 24432 members Entering Unmasked Estep Score: -5941135.500000 Penalty: 12503.340820 Iteration 29Q: 3 clusters Score -5941136 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2533 members Mstep: Class 2 contains 24554 members Entering Unmasked Estep Score: -5941199.500000 Penalty: 12503.340820 Iteration 30Q: 3 clusters Score -5941200 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2442 members Mstep: Class 2 contains 24645 members Entering Unmasked Estep Score: -5941245.500000 Penalty: 12503.340820 Iteration 31Q: 3 clusters Score -5941246 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2366 members Mstep: Class 2 contains 24721 members Entering Unmasked Estep Score: -5941296.500000 Penalty: 12503.340820 Iteration 32Q: 3 clusters Score -5941296 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2295 members Mstep: Class 2 contains 24792 members Entering Unmasked Estep Score: -5941332.000000 Penalty: 12503.340820 Iteration 33Q: 3 clusters Score -5941332 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2247 members Mstep: Class 2 contains 24840 members Entering Unmasked Estep Score: -5941351.000000 Penalty: 12503.340820 Iteration 34Q: 3 clusters Score -5941351 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2204 members Mstep: Class 2 contains 24883 members Entering Unmasked Estep Score: -5941378.000000 Penalty: 12503.340820 Iteration 35Q: 3 clusters Score -5941378 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2165 members Mstep: Class 2 contains 24922 members Entering Unmasked Estep Score: -5941392.000000 Penalty: 12503.340820 Iteration 36Q: 3 clusters Score -5941392 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2135 members Mstep: Class 2 contains 24952 members Entering Unmasked Estep Score: -5941398.000000 Penalty: 12503.340820 Iteration 37Q: 3 clusters Score -5941398 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2109 members Mstep: Class 2 contains 24978 members Entering Unmasked Estep Score: -5941426.500000 Penalty: 12503.340820 Iteration 38Q: 3 clusters Score -5941426 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2087 members Mstep: Class 2 contains 25000 members Entering Unmasked Estep Score: -5941446.000000 Penalty: 12503.340820 Iteration 39Q: 3 clusters Score -5941446 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2068 members Mstep: Class 2 contains 25019 members Entering Unmasked Estep Score: -5941467.500000 Penalty: 12503.340820 Iteration 40F: 3 clusters Score -5941468 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2048 members Mstep: Class 2 contains 25039 members Entering Unmasked Estep Score: -5941471.000000 Penalty: 12503.340820 Iteration 41Q: 3 clusters Score -5941471 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2035 members Mstep: Class 2 contains 25052 members Entering Unmasked Estep Score: -5941485.500000 Penalty: 12503.340820 Iteration 42Q: 3 clusters Score -5941486 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2025 members Mstep: Class 2 contains 25062 members Entering Unmasked Estep Score: -5941492.500000 Penalty: 12503.340820 Iteration 43Q: 3 clusters Score -5941492 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2015 members Mstep: Class 2 contains 25072 members Entering Unmasked Estep Score: -5941493.500000 Penalty: 12503.340820 Iteration 44Q: 3 clusters Score -5941494 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2005 members Mstep: Class 2 contains 25082 members Entering Unmasked Estep Score: -5941497.500000 Penalty: 12503.340820 Iteration 45Q: 3 clusters Score -5941498 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1994 members Mstep: Class 2 contains 25093 members Entering Unmasked Estep Score: -5941515.500000 Penalty: 12503.340820 Iteration 46Q: 3 clusters Score -5941516 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1985 members Mstep: Class 2 contains 25102 members Entering Unmasked Estep Score: -5941515.000000 Penalty: 12503.340820 Iteration 47Q: 3 clusters Score -5941515 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1977 members Mstep: Class 2 contains 25110 members Entering Unmasked Estep Score: -5941508.500000 Penalty: 12503.340820 Iteration 48Q: 3 clusters Score -5941508 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1969 members Mstep: Class 2 contains 25118 members Entering Unmasked Estep Score: -5941514.500000 Penalty: 12503.340820 Iteration 49Q: 3 clusters Score -5941514 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1957 members Mstep: Class 2 contains 25130 members Entering Unmasked Estep Score: -5941519.500000 Penalty: 12503.340820 Iteration 50Q: 3 clusters Score -5941520 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1949 members Mstep: Class 2 contains 25138 members Entering Unmasked Estep Score: -5941519.500000 Penalty: 12503.340820 Iteration 51Q: 3 clusters Score -5941520 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1940 members Mstep: Class 2 contains 25147 members Entering Unmasked Estep Score: -5941521.000000 Penalty: 12503.340820 Iteration 52Q: 3 clusters Score -5941521 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1933 members Mstep: Class 2 contains 25154 members Entering Unmasked Estep Score: -5941530.500000 Penalty: 12503.340820 Iteration 53Q: 3 clusters Score -5941530 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1929 members Mstep: Class 2 contains 25158 members Entering Unmasked Estep Score: -5941534.500000 Penalty: 12503.340820 Iteration 54Q: 3 clusters Score -5941534 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1925 members Mstep: Class 2 contains 25162 members Entering Unmasked Estep Score: -5941540.500000 Penalty: 12503.340820 Iteration 55Q: 3 clusters Score -5941540 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1923 members Mstep: Class 2 contains 25164 members Entering Unmasked Estep Score: -5941538.500000 Penalty: 12503.340820 Iteration 56Q: 3 clusters Score -5941538 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1922 members Mstep: Class 2 contains 25165 members Entering Unmasked Estep Score: -5941531.500000 Penalty: 12503.340820 Iteration 57Q: 3 clusters Score -5941532 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1918 members Mstep: Class 2 contains 25169 members Entering Unmasked Estep Score: -5941538.000000 Penalty: 12503.340820 Iteration 58Q: 3 clusters Score -5941538 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1914 members Mstep: Class 2 contains 25173 members Entering Unmasked Estep Score: -5941536.000000 Penalty: 12503.340820 Iteration 59Q: 3 clusters Score -5941536 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1910 members Mstep: Class 2 contains 25177 members Entering Unmasked Estep Score: -5941536.500000 Penalty: 12503.340820 Iteration 60F: 3 clusters Score -5941536 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1910 members Mstep: Class 2 contains 25177 members Entering Unmasked Estep Score: -5941537.000000 Penalty: 12503.340820 Iteration 61Q: 3 clusters Score -5941537 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1909 members Mstep: Class 2 contains 25178 members Entering Unmasked Estep Score: -5941536.000000 Penalty: 12503.340820 Iteration 62Q: 3 clusters Score -5941536 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1908 members Mstep: Class 2 contains 25179 members Entering Unmasked Estep Score: -5941535.500000 Penalty: 12503.340820 Iteration 63Q: 3 clusters Score -5941536 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1907 members Mstep: Class 2 contains 25180 members Entering Unmasked Estep Score: -5941542.000000 Penalty: 12503.340820 Iteration 64Q: 3 clusters Score -5941542 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1901 members Mstep: Class 2 contains 25186 members Entering Unmasked Estep Score: -5941547.500000 Penalty: 12503.340820 Iteration 65Q: 3 clusters Score -5941548 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1898 members Mstep: Class 2 contains 25189 members Entering Unmasked Estep Score: -5941549.500000 Penalty: 12503.340820 Iteration 66Q: 3 clusters Score -5941550 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1895 members Mstep: Class 2 contains 25192 members Entering Unmasked Estep Score: -5941552.500000 Penalty: 12503.340820 Iteration 67Q: 3 clusters Score -5941552 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1894 members Mstep: Class 2 contains 25193 members Entering Unmasked Estep Score: -5941544.000000 Penalty: 12503.340820 Iteration 68Q: 3 clusters Score -5941544 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1894 members Mstep: Class 2 contains 25193 members Entering Unmasked Estep Score: -5941544.000000 Penalty: 12503.340820 Iteration 69F: 3 clusters Score -5941544 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (71812 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71812 members Entering Unmasked Estep Score: -15821420.000000 Penalty: 6848.856445 Iteration 0F: 2 clusters Score -1.582142e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35775 members Mstep: Class 2 contains 36037 members Entering Unmasked Estep Score: -15771674.000000 Penalty: 13697.712891 Iteration 0F: 3 clusters Score -1.577167e+07 nChanged 32242 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35061 members Mstep: Class 2 contains 36751 members Entering Unmasked Estep Score: -15788868.000000 Penalty: 13697.712891 Iteration 1F: 3 clusters Score -1.578887e+07 nChanged 3254 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34497 members Mstep: Class 2 contains 37315 members Entering Unmasked Estep Score: -15789840.000000 Penalty: 13697.712891 Iteration 2Q: 3 clusters Score -1.578984e+07 nChanged 2932 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33715 members Mstep: Class 2 contains 38097 members Entering Unmasked Estep Score: -15790874.000000 Penalty: 13697.712891 Iteration 3Q: 3 clusters Score -1.579087e+07 nChanged 2912 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32593 members Mstep: Class 2 contains 39219 members Entering Unmasked Estep Score: -15791971.000000 Penalty: 13697.712891 Iteration 4Q: 3 clusters Score -1.579197e+07 nChanged 3066 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30995 members Mstep: Class 2 contains 40817 members Entering Unmasked Estep Score: -15793296.000000 Penalty: 13697.712891 Iteration 5Q: 3 clusters Score -1.57933e+07 nChanged 3528 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28819 members Mstep: Class 2 contains 42993 members Entering Unmasked Estep Score: -15795076.000000 Penalty: 13697.712891 Iteration 6Q: 3 clusters Score -1.579508e+07 nChanged 4204 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25953 members Mstep: Class 2 contains 45859 members Entering Unmasked Estep Score: -15797682.000000 Penalty: 13697.712891 Iteration 7F: 3 clusters Score -1.579768e+07 nChanged 4711 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22536 members Mstep: Class 2 contains 49276 members Entering Unmasked Estep Score: -15800802.000000 Penalty: 13697.712891 Iteration 8F: 3 clusters Score -1.58008e+07 nChanged 4741 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18907 members Mstep: Class 2 contains 52905 members Entering Unmasked Estep Score: -15804175.000000 Penalty: 13697.712891 Iteration 9F: 3 clusters Score -1.580418e+07 nChanged 4039 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15776 members Mstep: Class 2 contains 56036 members Entering Unmasked Estep Score: -15807036.000000 Penalty: 13697.712891 Iteration 10F: 3 clusters Score -1.580704e+07 nChanged 3119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13283 members Mstep: Class 2 contains 58529 members Entering Unmasked Estep Score: -15809309.000000 Penalty: 13697.712891 Iteration 11Q: 3 clusters Score -1.580931e+07 nChanged 2298 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11349 members Mstep: Class 2 contains 60463 members Entering Unmasked Estep Score: -15811156.000000 Penalty: 13697.712891 Iteration 12Q: 3 clusters Score -1.581116e+07 nChanged 1638 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10071 members Mstep: Class 2 contains 61741 members Entering Unmasked Estep Score: -15812730.000000 Penalty: 13697.712891 Iteration 13Q: 3 clusters Score -1.581273e+07 nChanged 1228 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9291 members Mstep: Class 2 contains 62521 members Entering Unmasked Estep Score: -15813729.000000 Penalty: 13697.712891 Iteration 14Q: 3 clusters Score -1.581373e+07 nChanged 945 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8802 members Mstep: Class 2 contains 63010 members Entering Unmasked Estep Score: -15814278.000000 Penalty: 13697.712891 Iteration 15Q: 3 clusters Score -1.581428e+07 nChanged 651 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8499 members Mstep: Class 2 contains 63313 members Entering Unmasked Estep Score: -15814549.000000 Penalty: 13697.712891 Iteration 16Q: 3 clusters Score -1.581455e+07 nChanged 405 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8224 members Mstep: Class 2 contains 63588 members Entering Unmasked Estep Score: -15814699.000000 Penalty: 13697.712891 Iteration 17Q: 3 clusters Score -1.58147e+07 nChanged 269 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8011 members Mstep: Class 2 contains 63801 members Entering Unmasked Estep Score: -15814735.000000 Penalty: 13697.712891 Iteration 18Q: 3 clusters Score -1.581474e+07 nChanged 222 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7829 members Mstep: Class 2 contains 63983 members Entering Unmasked Estep Score: -15814808.000000 Penalty: 13697.712891 Iteration 19Q: 3 clusters Score -1.581481e+07 nChanged 180 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7671 members Mstep: Class 2 contains 64141 members Entering Unmasked Estep Score: -15814861.000000 Penalty: 13697.712891 Iteration 20F: 3 clusters Score -1.581486e+07 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7534 members Mstep: Class 2 contains 64278 members Entering Unmasked Estep Score: -15814914.000000 Penalty: 13697.712891 Iteration 21Q: 3 clusters Score -1.581491e+07 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7411 members Mstep: Class 2 contains 64401 members Entering Unmasked Estep Score: -15814930.000000 Penalty: 13697.712891 Iteration 22Q: 3 clusters Score -1.581493e+07 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7304 members Mstep: Class 2 contains 64508 members Entering Unmasked Estep Score: -15814937.000000 Penalty: 13697.712891 Iteration 23Q: 3 clusters Score -1.581494e+07 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7184 members Mstep: Class 2 contains 64628 members Entering Unmasked Estep Score: -15814959.000000 Penalty: 13697.712891 Iteration 24Q: 3 clusters Score -1.581496e+07 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7082 members Mstep: Class 2 contains 64730 members Entering Unmasked Estep Score: -15814988.000000 Penalty: 13697.712891 Iteration 25Q: 3 clusters Score -1.581499e+07 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6990 members Mstep: Class 2 contains 64822 members Entering Unmasked Estep Score: -15814999.000000 Penalty: 13697.712891 Iteration 26Q: 3 clusters Score -1.5815e+07 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6901 members Mstep: Class 2 contains 64911 members Entering Unmasked Estep Score: -15815012.000000 Penalty: 13697.712891 Iteration 27Q: 3 clusters Score -1.581501e+07 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6823 members Mstep: Class 2 contains 64989 members Entering Unmasked Estep Score: -15815018.000000 Penalty: 13697.712891 Iteration 28Q: 3 clusters Score -1.581502e+07 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6750 members Mstep: Class 2 contains 65062 members Entering Unmasked Estep Score: -15815034.000000 Penalty: 13697.712891 Iteration 29Q: 3 clusters Score -1.581503e+07 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6689 members Mstep: Class 2 contains 65123 members Entering Unmasked Estep Score: -15815058.000000 Penalty: 13697.712891 Iteration 30Q: 3 clusters Score -1.581506e+07 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6627 members Mstep: Class 2 contains 65185 members Entering Unmasked Estep Score: -15815080.000000 Penalty: 13697.712891 Iteration 31Q: 3 clusters Score -1.581508e+07 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6549 members Mstep: Class 2 contains 65263 members Entering Unmasked Estep Score: -15815088.000000 Penalty: 13697.712891 Iteration 32Q: 3 clusters Score -1.581509e+07 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6489 members Mstep: Class 2 contains 65323 members Entering Unmasked Estep Score: -15815091.000000 Penalty: 13697.712891 Iteration 33Q: 3 clusters Score -1.581509e+07 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6429 members Mstep: Class 2 contains 65383 members Entering Unmasked Estep Score: -15815093.000000 Penalty: 13697.712891 Iteration 34Q: 3 clusters Score -1.581509e+07 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6382 members Mstep: Class 2 contains 65430 members Entering Unmasked Estep Score: -15815100.000000 Penalty: 13697.712891 Iteration 35Q: 3 clusters Score -1.58151e+07 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6338 members Mstep: Class 2 contains 65474 members Entering Unmasked Estep Score: -15815086.000000 Penalty: 13697.712891 Iteration 36Q: 3 clusters Score -1.581509e+07 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6295 members Mstep: Class 2 contains 65517 members Entering Unmasked Estep Score: -15815103.000000 Penalty: 13697.712891 Iteration 37Q: 3 clusters Score -1.58151e+07 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6240 members Mstep: Class 2 contains 65572 members Entering Unmasked Estep Score: -15815122.000000 Penalty: 13697.712891 Iteration 38Q: 3 clusters Score -1.581512e+07 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6180 members Mstep: Class 2 contains 65632 members Entering Unmasked Estep Score: -15815127.000000 Penalty: 13697.712891 Iteration 39Q: 3 clusters Score -1.581513e+07 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6119 members Mstep: Class 2 contains 65693 members Entering Unmasked Estep Score: -15815117.000000 Penalty: 13697.712891 Iteration 40F: 3 clusters Score -1.581512e+07 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6067 members Mstep: Class 2 contains 65745 members Entering Unmasked Estep Score: -15815125.000000 Penalty: 13697.712891 Iteration 41Q: 3 clusters Score -1.581512e+07 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6017 members Mstep: Class 2 contains 65795 members Entering Unmasked Estep Score: -15815132.000000 Penalty: 13697.712891 Iteration 42Q: 3 clusters Score -1.581513e+07 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5975 members Mstep: Class 2 contains 65837 members Entering Unmasked Estep Score: -15815153.000000 Penalty: 13697.712891 Iteration 43Q: 3 clusters Score -1.581515e+07 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5934 members Mstep: Class 2 contains 65878 members Entering Unmasked Estep Score: -15815136.000000 Penalty: 13697.712891 Iteration 44Q: 3 clusters Score -1.581514e+07 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5904 members Mstep: Class 2 contains 65908 members Entering Unmasked Estep Score: -15815163.000000 Penalty: 13697.712891 Iteration 45Q: 3 clusters Score -1.581516e+07 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5885 members Mstep: Class 2 contains 65927 members Entering Unmasked Estep Score: -15815149.000000 Penalty: 13697.712891 Iteration 46Q: 3 clusters Score -1.581515e+07 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5867 members Mstep: Class 2 contains 65945 members Entering Unmasked Estep Score: -15815153.000000 Penalty: 13697.712891 Iteration 47Q: 3 clusters Score -1.581515e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5852 members Mstep: Class 2 contains 65960 members Entering Unmasked Estep Score: -15815154.000000 Penalty: 13697.712891 Iteration 48Q: 3 clusters Score -1.581515e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5835 members Mstep: Class 2 contains 65977 members Entering Unmasked Estep Score: -15815161.000000 Penalty: 13697.712891 Iteration 49Q: 3 clusters Score -1.581516e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5822 members Mstep: Class 2 contains 65990 members Entering Unmasked Estep Score: -15815156.000000 Penalty: 13697.712891 Iteration 50Q: 3 clusters Score -1.581516e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5816 members Mstep: Class 2 contains 65996 members Entering Unmasked Estep Score: -15815147.000000 Penalty: 13697.712891 Iteration 51Q: 3 clusters Score -1.581515e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5812 members Mstep: Class 2 contains 66000 members Entering Unmasked Estep Score: -15815154.000000 Penalty: 13697.712891 Iteration 52Q: 3 clusters Score -1.581515e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5808 members Mstep: Class 2 contains 66004 members Entering Unmasked Estep Score: -15815150.000000 Penalty: 13697.712891 Iteration 53Q: 3 clusters Score -1.581515e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5807 members Mstep: Class 2 contains 66005 members Entering Unmasked Estep Score: -15815156.000000 Penalty: 13697.712891 Iteration 54Q: 3 clusters Score -1.581516e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5805 members Mstep: Class 2 contains 66007 members Entering Unmasked Estep Score: -15815161.000000 Penalty: 13697.712891 Iteration 55Q: 3 clusters Score -1.581516e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5802 members Mstep: Class 2 contains 66010 members Entering Unmasked Estep Score: -15815150.000000 Penalty: 13697.712891 Iteration 56Q: 3 clusters Score -1.581515e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5798 members Mstep: Class 2 contains 66014 members Entering Unmasked Estep Score: -15815152.000000 Penalty: 13697.712891 Iteration 57Q: 3 clusters Score -1.581515e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5794 members Mstep: Class 2 contains 66018 members Entering Unmasked Estep Score: -15815142.000000 Penalty: 13697.712891 Iteration 58Q: 3 clusters Score -1.581514e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5790 members Mstep: Class 2 contains 66022 members Entering Unmasked Estep Score: -15815157.000000 Penalty: 13697.712891 Iteration 59Q: 3 clusters Score -1.581516e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5790 members Mstep: Class 2 contains 66022 members Entering Unmasked Estep Score: -15815157.000000 Penalty: 13697.712891 Iteration 60F: 3 clusters Score -1.581516e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (1477 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1477 members Entering Unmasked Estep Score: -278026.968750 Penalty: 4469.882812 Iteration 0F: 2 clusters Score -278027 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 729 members Mstep: Class 2 contains 748 members Entering Unmasked Estep Score: -273669.125000 Penalty: 8939.765625 Iteration 0F: 3 clusters Score -273669.1 nChanged 324 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 685 members Mstep: Class 2 contains 792 members Entering Unmasked Estep Score: -274528.812500 Penalty: 8939.765625 Iteration 1F: 3 clusters Score -274528.8 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 641 members Mstep: Class 2 contains 836 members Entering Unmasked Estep Score: -275607.500000 Penalty: 8939.765625 Iteration 2F: 3 clusters Score -275607.5 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 526 members Mstep: Class 2 contains 951 members Entering Unmasked Estep Score: -276734.031250 Penalty: 8939.765625 Iteration 3F: 3 clusters Score -276734 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 396 members Mstep: Class 2 contains 1081 members Entering Unmasked Estep Score: -277899.531250 Penalty: 8939.765625 Iteration 4F: 3 clusters Score -277899.5 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 312 members Mstep: Class 2 contains 1165 members Entering Unmasked Estep Score: -278792.812500 Penalty: 8939.765625 Iteration 5F: 3 clusters Score -278792.8 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 273 members Mstep: Class 2 contains 1204 members Entering Unmasked Estep Score: -278982.531250 Penalty: 8939.765625 Iteration 6Q: 3 clusters Score -278982.5 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 259 members Mstep: Class 2 contains 1218 members Entering Unmasked Estep Score: -279061.875000 Penalty: 8939.765625 Iteration 7Q: 3 clusters Score -279061.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 250 members Mstep: Class 2 contains 1227 members Entering Unmasked Estep Score: -279110.875000 Penalty: 8939.765625 Iteration 8Q: 3 clusters Score -279110.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 246 members Mstep: Class 2 contains 1231 members Entering Unmasked Estep Score: -279127.593750 Penalty: 8939.765625 Iteration 9Q: 3 clusters Score -279127.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 245 members Mstep: Class 2 contains 1232 members Entering Unmasked Estep Score: -279131.687500 Penalty: 8939.765625 Iteration 10Q: 3 clusters Score -279131.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 243 members Mstep: Class 2 contains 1234 members Entering Unmasked Estep Score: -279143.343750 Penalty: 8939.765625 Iteration 11Q: 3 clusters Score -279143.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 242 members Mstep: Class 2 contains 1235 members Entering Unmasked Estep Score: -279147.343750 Penalty: 8939.765625 Iteration 12Q: 3 clusters Score -279147.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 239 members Mstep: Class 2 contains 1238 members Entering Unmasked Estep Score: -279165.062500 Penalty: 8939.765625 Iteration 13Q: 3 clusters Score -279165.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 238 members Mstep: Class 2 contains 1239 members Entering Unmasked Estep Score: -279167.093750 Penalty: 8939.765625 Iteration 14Q: 3 clusters Score -279167.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 237 members Mstep: Class 2 contains 1240 members Entering Unmasked Estep Score: -279174.937500 Penalty: 8939.765625 Iteration 15Q: 3 clusters Score -279174.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 235 members Mstep: Class 2 contains 1242 members Entering Unmasked Estep Score: -279181.687500 Penalty: 8939.765625 Iteration 16Q: 3 clusters Score -279181.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 233 members Mstep: Class 2 contains 1244 members Entering Unmasked Estep Score: -279196.812500 Penalty: 8939.765625 Iteration 17Q: 3 clusters Score -279196.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 231 members Mstep: Class 2 contains 1246 members Entering Unmasked Estep Score: -279208.468750 Penalty: 8939.765625 Iteration 18Q: 3 clusters Score -279208.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 230 members Mstep: Class 2 contains 1247 members Entering Unmasked Estep Score: -279217.437500 Penalty: 8939.765625 Iteration 19Q: 3 clusters Score -279217.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 229 members Mstep: Class 2 contains 1248 members Entering Unmasked Estep Score: -279221.562500 Penalty: 8939.765625 Iteration 20F: 3 clusters Score -279221.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 34164 members Mstep: Class 3 contains 857 members Mstep: Class 4 contains 1561 members Mstep: Class 5 contains 23959 members Mstep: Class 6 contains 27087 members Mstep: Class 7 contains 71812 members Mstep: Class 8 contains 229 members Mstep: Class 9 contains 795 members Mstep: Class 10 contains 139551 members Mstep: Class 11 contains 84559 members Mstep: Class 12 contains 522 members Mstep: Class 13 contains 453 members Mstep: Class 14 contains 159590 members Mstep: Class 15 contains 28160 members Mstep: Class 16 contains 34211 members Mstep: Class 17 contains 1248 members Mstep: Class 18 contains 9117 members Mstep: Class 19 contains 24612 members Mstep: Class 21 contains 626 members Mstep: Class 22 contains 1321 members Mstep: Class 23 contains 34053 members Entering Unmasked Estep Score: -147558304.000000 Penalty: 180948.125000 Splitting cluster 8 changes total score from -147561232.000000 to -147558304.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 9 (795 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 795 members Entering Unmasked Estep Score: -135190.281250 Penalty: 4090.484375 Iteration 0F: 2 clusters Score -135190.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 409 members Mstep: Class 2 contains 386 members Entering Unmasked Estep Score: -131644.218750 Penalty: 8180.968750 Iteration 0F: 3 clusters Score -131644.2 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 383 members Mstep: Class 2 contains 412 members Entering Unmasked Estep Score: -132308.968750 Penalty: 8180.968750 Iteration 1F: 3 clusters Score -132309 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 319 members Mstep: Class 2 contains 476 members Entering Unmasked Estep Score: -133214.484375 Penalty: 8180.968750 Iteration 2F: 3 clusters Score -133214.5 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 288 members Mstep: Class 2 contains 507 members Entering Unmasked Estep Score: -134271.781250 Penalty: 8180.968750 Iteration 3F: 3 clusters Score -134271.8 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 303 members Mstep: Class 2 contains 492 members Entering Unmasked Estep Score: -135300.328125 Penalty: 8180.968750 Iteration 4F: 3 clusters Score -135300.3 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 341 members Mstep: Class 2 contains 454 members Entering Unmasked Estep Score: -135908.421875 Penalty: 8180.968750 Iteration 5F: 3 clusters Score -135908.4 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 355 members Mstep: Class 2 contains 440 members Entering Unmasked Estep Score: -136222.359375 Penalty: 8180.968750 Iteration 6Q: 3 clusters Score -136222.4 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 375 members Mstep: Class 2 contains 420 members Entering Unmasked Estep Score: -136574.968750 Penalty: 8180.968750 Iteration 7Q: 3 clusters Score -136575 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 386 members Mstep: Class 2 contains 409 members Entering Unmasked Estep Score: -136722.046875 Penalty: 8180.968750 Iteration 8Q: 3 clusters Score -136722 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 395 members Mstep: Class 2 contains 400 members Entering Unmasked Estep Score: -136875.109375 Penalty: 8180.968750 Iteration 9Q: 3 clusters Score -136875.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 401 members Mstep: Class 2 contains 394 members Entering Unmasked Estep Score: -137083.671875 Penalty: 8180.968750 Iteration 10Q: 3 clusters Score -137083.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 404 members Mstep: Class 2 contains 391 members Entering Unmasked Estep Score: -137213.906250 Penalty: 8180.968750 Iteration 11Q: 3 clusters Score -137213.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 407 members Mstep: Class 2 contains 388 members Entering Unmasked Estep Score: -137305.484375 Penalty: 8180.968750 Iteration 12Q: 3 clusters Score -137305.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 411 members Mstep: Class 2 contains 384 members Entering Unmasked Estep Score: -137500.796875 Penalty: 8180.968750 Iteration 13Q: 3 clusters Score -137500.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 413 members Mstep: Class 2 contains 382 members Entering Unmasked Estep Score: -137524.015625 Penalty: 8180.968750 Iteration 14Q: 3 clusters Score -137524 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 415 members Mstep: Class 2 contains 380 members Entering Unmasked Estep Score: -137558.671875 Penalty: 8180.968750 Iteration 15Q: 3 clusters Score -137558.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 417 members Mstep: Class 2 contains 378 members Entering Unmasked Estep Score: -137592.984375 Penalty: 8180.968750 Iteration 16Q: 3 clusters Score -137593 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 418 members Mstep: Class 2 contains 377 members Entering Unmasked Estep Score: -137607.609375 Penalty: 8180.968750 Iteration 17Q: 3 clusters Score -137607.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 419 members Mstep: Class 2 contains 376 members Entering Unmasked Estep Score: -137642.703125 Penalty: 8180.968750 Iteration 18Q: 3 clusters Score -137642.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 420 members Mstep: Class 2 contains 375 members Entering Unmasked Estep Score: -137676.546875 Penalty: 8180.968750 Iteration 19Q: 3 clusters Score -137676.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 422 members Mstep: Class 2 contains 373 members Entering Unmasked Estep Score: -137768.000000 Penalty: 8180.968750 Iteration 20F: 3 clusters Score -137768 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 427 members Mstep: Class 2 contains 368 members Entering Unmasked Estep Score: -138049.484375 Penalty: 8180.968750 Iteration 21Q: 3 clusters Score -138049.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 430 members Mstep: Class 2 contains 365 members Entering Unmasked Estep Score: -138245.937500 Penalty: 8180.968750 Iteration 22Q: 3 clusters Score -138245.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 432 members Mstep: Class 2 contains 363 members Entering Unmasked Estep Score: -138427.609375 Penalty: 8180.968750 Iteration 23Q: 3 clusters Score -138427.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 433 members Mstep: Class 2 contains 362 members Entering Unmasked Estep Score: -138437.250000 Penalty: 8180.968750 Iteration 24Q: 3 clusters Score -138437.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 433 members Mstep: Class 2 contains 362 members Entering Unmasked Estep Score: -138437.250000 Penalty: 8180.968750 Iteration 25F: 3 clusters Score -138437.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 34164 members Mstep: Class 3 contains 857 members Mstep: Class 4 contains 1561 members Mstep: Class 5 contains 23959 members Mstep: Class 6 contains 27087 members Mstep: Class 7 contains 71812 members Mstep: Class 8 contains 1477 members Mstep: Class 9 contains 433 members Mstep: Class 10 contains 139551 members Mstep: Class 11 contains 84559 members Mstep: Class 12 contains 522 members Mstep: Class 13 contains 453 members Mstep: Class 14 contains 159590 members Mstep: Class 15 contains 28160 members Mstep: Class 16 contains 34211 members Mstep: Class 17 contains 362 members Mstep: Class 18 contains 9117 members Mstep: Class 19 contains 24612 members Mstep: Class 21 contains 626 members Mstep: Class 22 contains 1321 members Mstep: Class 23 contains 34053 members Entering Unmasked Estep Score: -147560512.000000 Penalty: 180948.125000 Splitting cluster 9 changes total score from -147561232.000000 to -147560512.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 10 (139551 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139551 members Entering Unmasked Estep Score: -31110380.000000 Penalty: 7255.788574 Iteration 0F: 2 clusters Score -3.111038e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 69754 members Mstep: Class 2 contains 69797 members Entering Unmasked Estep Score: -31017786.000000 Penalty: 14511.577148 Iteration 0F: 3 clusters Score -3.101779e+07 nChanged 64683 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 69529 members Mstep: Class 2 contains 70022 members Entering Unmasked Estep Score: -31053204.000000 Penalty: 14511.577148 Iteration 1F: 3 clusters Score -3.10532e+07 nChanged 5284 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 69295 members Mstep: Class 2 contains 70256 members Entering Unmasked Estep Score: -31054586.000000 Penalty: 14511.577148 Iteration 2Q: 3 clusters Score -3.105459e+07 nChanged 5291 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 69040 members Mstep: Class 2 contains 70511 members Entering Unmasked Estep Score: -31056318.000000 Penalty: 14511.577148 Iteration 3Q: 3 clusters Score -3.105632e+07 nChanged 5478 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 68688 members Mstep: Class 2 contains 70863 members Entering Unmasked Estep Score: -31058318.000000 Penalty: 14511.577148 Iteration 4Q: 3 clusters Score -3.105832e+07 nChanged 5856 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 68154 members Mstep: Class 2 contains 71397 members Entering Unmasked Estep Score: -31060594.000000 Penalty: 14511.577148 Iteration 5Q: 3 clusters Score -3.106059e+07 nChanged 6373 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67231 members Mstep: Class 2 contains 72320 members Entering Unmasked Estep Score: -31063756.000000 Penalty: 14511.577148 Iteration 6Q: 3 clusters Score -3.106376e+07 nChanged 7015 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65822 members Mstep: Class 2 contains 73729 members Entering Unmasked Estep Score: -31067106.000000 Penalty: 14511.577148 Iteration 7F: 3 clusters Score -3.106711e+07 nChanged 7371 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63899 members Mstep: Class 2 contains 75652 members Entering Unmasked Estep Score: -31071096.000000 Penalty: 14511.577148 Iteration 8F: 3 clusters Score -3.10711e+07 nChanged 7305 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61630 members Mstep: Class 2 contains 77921 members Entering Unmasked Estep Score: -31075126.000000 Penalty: 14511.577148 Iteration 9F: 3 clusters Score -3.107513e+07 nChanged 7053 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59165 members Mstep: Class 2 contains 80386 members Entering Unmasked Estep Score: -31079064.000000 Penalty: 14511.577148 Iteration 10F: 3 clusters Score -3.107906e+07 nChanged 6685 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56720 members Mstep: Class 2 contains 82831 members Entering Unmasked Estep Score: -31082534.000000 Penalty: 14511.577148 Iteration 11Q: 3 clusters Score -3.108253e+07 nChanged 5795 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54385 members Mstep: Class 2 contains 85166 members Entering Unmasked Estep Score: -31085478.000000 Penalty: 14511.577148 Iteration 12Q: 3 clusters Score -3.108548e+07 nChanged 4858 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52297 members Mstep: Class 2 contains 87254 members Entering Unmasked Estep Score: -31087550.000000 Penalty: 14511.577148 Iteration 13Q: 3 clusters Score -3.108755e+07 nChanged 3832 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50419 members Mstep: Class 2 contains 89132 members Entering Unmasked Estep Score: -31088794.000000 Penalty: 14511.577148 Iteration 14Q: 3 clusters Score -3.108879e+07 nChanged 2957 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48546 members Mstep: Class 2 contains 91005 members Entering Unmasked Estep Score: -31089672.000000 Penalty: 14511.577148 Iteration 15Q: 3 clusters Score -3.108967e+07 nChanged 2464 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46658 members Mstep: Class 2 contains 92893 members Entering Unmasked Estep Score: -31090454.000000 Penalty: 14511.577148 Iteration 16Q: 3 clusters Score -3.109045e+07 nChanged 2207 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44763 members Mstep: Class 2 contains 94788 members Entering Unmasked Estep Score: -31091176.000000 Penalty: 14511.577148 Iteration 17Q: 3 clusters Score -3.109118e+07 nChanged 2165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42812 members Mstep: Class 2 contains 96739 members Entering Unmasked Estep Score: -31092048.000000 Penalty: 14511.577148 Iteration 18Q: 3 clusters Score -3.109205e+07 nChanged 2124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40856 members Mstep: Class 2 contains 98695 members Entering Unmasked Estep Score: -31092944.000000 Penalty: 14511.577148 Iteration 19Q: 3 clusters Score -3.109294e+07 nChanged 2141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38871 members Mstep: Class 2 contains 100680 members Entering Unmasked Estep Score: -31093692.000000 Penalty: 14511.577148 Iteration 20F: 3 clusters Score -3.109369e+07 nChanged 2076 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36917 members Mstep: Class 2 contains 102634 members Entering Unmasked Estep Score: -31094490.000000 Penalty: 14511.577148 Iteration 21Q: 3 clusters Score -3.109449e+07 nChanged 1944 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35057 members Mstep: Class 2 contains 104494 members Entering Unmasked Estep Score: -31095282.000000 Penalty: 14511.577148 Iteration 22Q: 3 clusters Score -3.109528e+07 nChanged 1891 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33234 members Mstep: Class 2 contains 106317 members Entering Unmasked Estep Score: -31095966.000000 Penalty: 14511.577148 Iteration 23Q: 3 clusters Score -3.109597e+07 nChanged 1836 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31442 members Mstep: Class 2 contains 108109 members Entering Unmasked Estep Score: -31096556.000000 Penalty: 14511.577148 Iteration 24Q: 3 clusters Score -3.109656e+07 nChanged 1830 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29640 members Mstep: Class 2 contains 109911 members Entering Unmasked Estep Score: -31096976.000000 Penalty: 14511.577148 Iteration 25Q: 3 clusters Score -3.109698e+07 nChanged 1852 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27820 members Mstep: Class 2 contains 111731 members Entering Unmasked Estep Score: -31097588.000000 Penalty: 14511.577148 Iteration 26Q: 3 clusters Score -3.109759e+07 nChanged 1805 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26031 members Mstep: Class 2 contains 113520 members Entering Unmasked Estep Score: -31098054.000000 Penalty: 14511.577148 Iteration 27Q: 3 clusters Score -3.109805e+07 nChanged 1697 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24344 members Mstep: Class 2 contains 115207 members Entering Unmasked Estep Score: -31098540.000000 Penalty: 14511.577148 Iteration 28Q: 3 clusters Score -3.109854e+07 nChanged 1661 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22703 members Mstep: Class 2 contains 116848 members Entering Unmasked Estep Score: -31098966.000000 Penalty: 14511.577148 Iteration 29Q: 3 clusters Score -3.109897e+07 nChanged 1608 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21109 members Mstep: Class 2 contains 118442 members Entering Unmasked Estep Score: -31099502.000000 Penalty: 14511.577148 Iteration 30Q: 3 clusters Score -3.10995e+07 nChanged 1581 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19536 members Mstep: Class 2 contains 120015 members Entering Unmasked Estep Score: -31099988.000000 Penalty: 14511.577148 Iteration 31Q: 3 clusters Score -3.109999e+07 nChanged 1483 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18057 members Mstep: Class 2 contains 121494 members Entering Unmasked Estep Score: -31100298.000000 Penalty: 14511.577148 Iteration 32Q: 3 clusters Score -3.11003e+07 nChanged 1416 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16643 members Mstep: Class 2 contains 122908 members Entering Unmasked Estep Score: -31100752.000000 Penalty: 14511.577148 Iteration 33Q: 3 clusters Score -3.110075e+07 nChanged 1294 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15351 members Mstep: Class 2 contains 124200 members Entering Unmasked Estep Score: -31101172.000000 Penalty: 14511.577148 Iteration 34Q: 3 clusters Score -3.110117e+07 nChanged 1302 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14049 members Mstep: Class 2 contains 125502 members Entering Unmasked Estep Score: -31101518.000000 Penalty: 14511.577148 Iteration 35Q: 3 clusters Score -3.110152e+07 nChanged 1208 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12843 members Mstep: Class 2 contains 126708 members Entering Unmasked Estep Score: -31101848.000000 Penalty: 14511.577148 Iteration 36Q: 3 clusters Score -3.110185e+07 nChanged 1131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11718 members Mstep: Class 2 contains 127833 members Entering Unmasked Estep Score: -31102236.000000 Penalty: 14511.577148 Iteration 37Q: 3 clusters Score -3.110224e+07 nChanged 1041 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10687 members Mstep: Class 2 contains 128864 members Entering Unmasked Estep Score: -31102460.000000 Penalty: 14511.577148 Iteration 38Q: 3 clusters Score -3.110246e+07 nChanged 954 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9737 members Mstep: Class 2 contains 129814 members Entering Unmasked Estep Score: -31102854.000000 Penalty: 14511.577148 Iteration 39Q: 3 clusters Score -3.110285e+07 nChanged 875 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8872 members Mstep: Class 2 contains 130679 members Entering Unmasked Estep Score: -31103188.000000 Penalty: 14511.577148 Iteration 40F: 3 clusters Score -3.110319e+07 nChanged 808 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8068 members Mstep: Class 2 contains 131483 members Entering Unmasked Estep Score: -31103392.000000 Penalty: 14511.577148 Iteration 41Q: 3 clusters Score -3.110339e+07 nChanged 705 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7369 members Mstep: Class 2 contains 132182 members Entering Unmasked Estep Score: -31103582.000000 Penalty: 14511.577148 Iteration 42Q: 3 clusters Score -3.110358e+07 nChanged 640 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6733 members Mstep: Class 2 contains 132818 members Entering Unmasked Estep Score: -31103734.000000 Penalty: 14511.577148 Iteration 43Q: 3 clusters Score -3.110373e+07 nChanged 592 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6149 members Mstep: Class 2 contains 133402 members Entering Unmasked Estep Score: -31103946.000000 Penalty: 14511.577148 Iteration 44Q: 3 clusters Score -3.110395e+07 nChanged 511 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5642 members Mstep: Class 2 contains 133909 members Entering Unmasked Estep Score: -31104112.000000 Penalty: 14511.577148 Iteration 45Q: 3 clusters Score -3.110411e+07 nChanged 467 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5177 members Mstep: Class 2 contains 134374 members Entering Unmasked Estep Score: -31104290.000000 Penalty: 14511.577148 Iteration 46Q: 3 clusters Score -3.110429e+07 nChanged 393 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4792 members Mstep: Class 2 contains 134759 members Entering Unmasked Estep Score: -31104342.000000 Penalty: 14511.577148 Iteration 47Q: 3 clusters Score -3.110434e+07 nChanged 338 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4462 members Mstep: Class 2 contains 135089 members Entering Unmasked Estep Score: -31104410.000000 Penalty: 14511.577148 Iteration 48Q: 3 clusters Score -3.110441e+07 nChanged 323 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4153 members Mstep: Class 2 contains 135398 members Entering Unmasked Estep Score: -31104512.000000 Penalty: 14511.577148 Iteration 49Q: 3 clusters Score -3.110451e+07 nChanged 270 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3897 members Mstep: Class 2 contains 135654 members Entering Unmasked Estep Score: -31104596.000000 Penalty: 14511.577148 Iteration 50Q: 3 clusters Score -3.11046e+07 nChanged 243 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3678 members Mstep: Class 2 contains 135873 members Entering Unmasked Estep Score: -31104596.000000 Penalty: 14511.577148 Iteration 51Q: 3 clusters Score -3.11046e+07 nChanged 178 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3518 members Mstep: Class 2 contains 136033 members Entering Unmasked Estep Score: -31104678.000000 Penalty: 14511.577148 Iteration 52Q: 3 clusters Score -3.110468e+07 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3375 members Mstep: Class 2 contains 136176 members Entering Unmasked Estep Score: -31104682.000000 Penalty: 14511.577148 Iteration 53Q: 3 clusters Score -3.110468e+07 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3243 members Mstep: Class 2 contains 136308 members Entering Unmasked Estep Score: -31104796.000000 Penalty: 14511.577148 Iteration 54Q: 3 clusters Score -3.11048e+07 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3123 members Mstep: Class 2 contains 136428 members Entering Unmasked Estep Score: -31104846.000000 Penalty: 14511.577148 Iteration 55Q: 3 clusters Score -3.110485e+07 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3026 members Mstep: Class 2 contains 136525 members Entering Unmasked Estep Score: -31104882.000000 Penalty: 14511.577148 Iteration 56Q: 3 clusters Score -3.110488e+07 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2936 members Mstep: Class 2 contains 136615 members Entering Unmasked Estep Score: -31104872.000000 Penalty: 14511.577148 Iteration 57Q: 3 clusters Score -3.110487e+07 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2848 members Mstep: Class 2 contains 136703 members Entering Unmasked Estep Score: -31104892.000000 Penalty: 14511.577148 Iteration 58Q: 3 clusters Score -3.110489e+07 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2769 members Mstep: Class 2 contains 136782 members Entering Unmasked Estep Score: -31104956.000000 Penalty: 14511.577148 Iteration 59Q: 3 clusters Score -3.110496e+07 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2703 members Mstep: Class 2 contains 136848 members Entering Unmasked Estep Score: -31104938.000000 Penalty: 14511.577148 Iteration 60F: 3 clusters Score -3.110494e+07 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2656 members Mstep: Class 2 contains 136895 members Entering Unmasked Estep Score: -31104960.000000 Penalty: 14511.577148 Iteration 61Q: 3 clusters Score -3.110496e+07 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2604 members Mstep: Class 2 contains 136947 members Entering Unmasked Estep Score: -31104956.000000 Penalty: 14511.577148 Iteration 62Q: 3 clusters Score -3.110496e+07 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2569 members Mstep: Class 2 contains 136982 members Entering Unmasked Estep Score: -31104952.000000 Penalty: 14511.577148 Iteration 63Q: 3 clusters Score -3.110495e+07 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2539 members Mstep: Class 2 contains 137012 members Entering Unmasked Estep Score: -31104970.000000 Penalty: 14511.577148 Iteration 64Q: 3 clusters Score -3.110497e+07 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2519 members Mstep: Class 2 contains 137032 members Entering Unmasked Estep Score: -31104996.000000 Penalty: 14511.577148 Iteration 65Q: 3 clusters Score -3.1105e+07 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2502 members Mstep: Class 2 contains 137049 members Entering Unmasked Estep Score: -31104978.000000 Penalty: 14511.577148 Iteration 66Q: 3 clusters Score -3.110498e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2488 members Mstep: Class 2 contains 137063 members Entering Unmasked Estep Score: -31104944.000000 Penalty: 14511.577148 Iteration 67Q: 3 clusters Score -3.110494e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2481 members Mstep: Class 2 contains 137070 members Entering Unmasked Estep Score: -31104958.000000 Penalty: 14511.577148 Iteration 68Q: 3 clusters Score -3.110496e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2469 members Mstep: Class 2 contains 137082 members Entering Unmasked Estep Score: -31104956.000000 Penalty: 14511.577148 Iteration 69Q: 3 clusters Score -3.110496e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2459 members Mstep: Class 2 contains 137092 members Entering Unmasked Estep Score: -31104964.000000 Penalty: 14511.577148 Iteration 70Q: 3 clusters Score -3.110496e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2450 members Mstep: Class 2 contains 137101 members Entering Unmasked Estep Score: -31104982.000000 Penalty: 14511.577148 Iteration 71Q: 3 clusters Score -3.110498e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2444 members Mstep: Class 2 contains 137107 members Entering Unmasked Estep Score: -31104994.000000 Penalty: 14511.577148 Iteration 72Q: 3 clusters Score -3.110499e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2438 members Mstep: Class 2 contains 137113 members Entering Unmasked Estep Score: -31105006.000000 Penalty: 14511.577148 Iteration 73Q: 3 clusters Score -3.110501e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2429 members Mstep: Class 2 contains 137122 members Entering Unmasked Estep Score: -31104980.000000 Penalty: 14511.577148 Iteration 74Q: 3 clusters Score -3.110498e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2421 members Mstep: Class 2 contains 137130 members Entering Unmasked Estep Score: -31104986.000000 Penalty: 14511.577148 Iteration 75Q: 3 clusters Score -3.110499e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2413 members Mstep: Class 2 contains 137138 members Entering Unmasked Estep Score: -31104998.000000 Penalty: 14511.577148 Iteration 76Q: 3 clusters Score -3.1105e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2410 members Mstep: Class 2 contains 137141 members Entering Unmasked Estep Score: -31105016.000000 Penalty: 14511.577148 Iteration 77Q: 3 clusters Score -3.110502e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2409 members Mstep: Class 2 contains 137142 members Entering Unmasked Estep Score: -31105004.000000 Penalty: 14511.577148 Iteration 78Q: 3 clusters Score -3.1105e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2408 members Mstep: Class 2 contains 137143 members Entering Unmasked Estep Score: -31105018.000000 Penalty: 14511.577148 Iteration 79Q: 3 clusters Score -3.110502e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2400 members Mstep: Class 2 contains 137151 members Entering Unmasked Estep Score: -31105020.000000 Penalty: 14511.577148 Iteration 80F: 3 clusters Score -3.110502e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2397 members Mstep: Class 2 contains 137154 members Entering Unmasked Estep Score: -31105042.000000 Penalty: 14511.577148 Iteration 81Q: 3 clusters Score -3.110504e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2394 members Mstep: Class 2 contains 137157 members Entering Unmasked Estep Score: -31105024.000000 Penalty: 14511.577148 Iteration 82Q: 3 clusters Score -3.110502e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2395 members Mstep: Class 2 contains 137156 members Entering Unmasked Estep Score: -31105024.000000 Penalty: 14511.577148 Iteration 83Q: 3 clusters Score -3.110502e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2396 members Mstep: Class 2 contains 137155 members Entering Unmasked Estep Score: -31105018.000000 Penalty: 14511.577148 Iteration 84Q: 3 clusters Score -3.110502e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2391 members Mstep: Class 2 contains 137160 members Entering Unmasked Estep Score: -31105016.000000 Penalty: 14511.577148 Iteration 85Q: 3 clusters Score -3.110502e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2385 members Mstep: Class 2 contains 137166 members Entering Unmasked Estep Score: -31105034.000000 Penalty: 14511.577148 Iteration 86Q: 3 clusters Score -3.110503e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2376 members Mstep: Class 2 contains 137175 members Entering Unmasked Estep Score: -31105000.000000 Penalty: 14511.577148 Iteration 87Q: 3 clusters Score -3.1105e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2366 members Mstep: Class 2 contains 137185 members Entering Unmasked Estep Score: -31105016.000000 Penalty: 14511.577148 Iteration 88Q: 3 clusters Score -3.110502e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2355 members Mstep: Class 2 contains 137196 members Entering Unmasked Estep Score: -31105032.000000 Penalty: 14511.577148 Iteration 89Q: 3 clusters Score -3.110503e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2351 members Mstep: Class 2 contains 137200 members Entering Unmasked Estep Score: -31105018.000000 Penalty: 14511.577148 Iteration 90Q: 3 clusters Score -3.110502e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2347 members Mstep: Class 2 contains 137204 members Entering Unmasked Estep Score: -31105024.000000 Penalty: 14511.577148 Iteration 91Q: 3 clusters Score -3.110502e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2345 members Mstep: Class 2 contains 137206 members Entering Unmasked Estep Score: -31105018.000000 Penalty: 14511.577148 Iteration 92Q: 3 clusters Score -3.110502e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2345 members Mstep: Class 2 contains 137206 members Entering Unmasked Estep Score: -31105028.000000 Penalty: 14511.577148 Iteration 93Q: 3 clusters Score -3.110503e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2342 members Mstep: Class 2 contains 137209 members Entering Unmasked Estep Score: -31105018.000000 Penalty: 14511.577148 Iteration 94Q: 3 clusters Score -3.110502e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2340 members Mstep: Class 2 contains 137211 members Entering Unmasked Estep Score: -31105032.000000 Penalty: 14511.577148 Iteration 95Q: 3 clusters Score -3.110503e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2337 members Mstep: Class 2 contains 137214 members Entering Unmasked Estep Score: -31105032.000000 Penalty: 14511.577148 Iteration 96Q: 3 clusters Score -3.110503e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2333 members Mstep: Class 2 contains 137218 members Entering Unmasked Estep Score: -31105032.000000 Penalty: 14511.577148 Iteration 97Q: 3 clusters Score -3.110503e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2327 members Mstep: Class 2 contains 137224 members Entering Unmasked Estep Score: -31105046.000000 Penalty: 14511.577148 Iteration 98Q: 3 clusters Score -3.110505e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2324 members Mstep: Class 2 contains 137227 members Entering Unmasked Estep Score: -31105016.000000 Penalty: 14511.577148 Iteration 99Q: 3 clusters Score -3.110502e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2322 members Mstep: Class 2 contains 137229 members Entering Unmasked Estep Score: -31105028.000000 Penalty: 14511.577148 Iteration 100F: 3 clusters Score -3.110503e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2321 members Mstep: Class 2 contains 137230 members Entering Unmasked Estep Score: -31105032.000000 Penalty: 14511.577148 Iteration 101Q: 3 clusters Score -3.110503e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2320 members Mstep: Class 2 contains 137231 members Entering Unmasked Estep Score: -31105024.000000 Penalty: 14511.577148 Iteration 102Q: 3 clusters Score -3.110502e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2320 members Mstep: Class 2 contains 137231 members Entering Unmasked Estep Score: -31105024.000000 Penalty: 14511.577148 Iteration 103F: 3 clusters Score -3.110502e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (84559 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 84559 members Entering Unmasked Estep Score: -18689326.000000 Penalty: 6948.937500 Iteration 0F: 2 clusters Score -1.868933e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42265 members Mstep: Class 2 contains 42294 members Entering Unmasked Estep Score: -18631212.000000 Penalty: 13897.875000 Iteration 0F: 3 clusters Score -1.863121e+07 nChanged 38430 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42097 members Mstep: Class 2 contains 42462 members Entering Unmasked Estep Score: -18651862.000000 Penalty: 13897.875000 Iteration 1F: 3 clusters Score -1.865186e+07 nChanged 3496 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42033 members Mstep: Class 2 contains 42526 members Entering Unmasked Estep Score: -18652812.000000 Penalty: 13897.875000 Iteration 2Q: 3 clusters Score -1.865281e+07 nChanged 3031 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41902 members Mstep: Class 2 contains 42657 members Entering Unmasked Estep Score: -18653610.000000 Penalty: 13897.875000 Iteration 3Q: 3 clusters Score -1.865361e+07 nChanged 2815 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41627 members Mstep: Class 2 contains 42932 members Entering Unmasked Estep Score: -18654340.000000 Penalty: 13897.875000 Iteration 4Q: 3 clusters Score -1.865434e+07 nChanged 2698 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41231 members Mstep: Class 2 contains 43328 members Entering Unmasked Estep Score: -18655136.000000 Penalty: 13897.875000 Iteration 5Q: 3 clusters Score -1.865514e+07 nChanged 2779 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40664 members Mstep: Class 2 contains 43895 members Entering Unmasked Estep Score: -18656012.000000 Penalty: 13897.875000 Iteration 6Q: 3 clusters Score -1.865601e+07 nChanged 3057 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39763 members Mstep: Class 2 contains 44796 members Entering Unmasked Estep Score: -18657130.000000 Penalty: 13897.875000 Iteration 7Q: 3 clusters Score -1.865713e+07 nChanged 3505 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38474 members Mstep: Class 2 contains 46085 members Entering Unmasked Estep Score: -18658616.000000 Penalty: 13897.875000 Iteration 8Q: 3 clusters Score -1.865862e+07 nChanged 4077 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36723 members Mstep: Class 2 contains 47836 members Entering Unmasked Estep Score: -18660646.000000 Penalty: 13897.875000 Iteration 9Q: 3 clusters Score -1.866065e+07 nChanged 4455 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34592 members Mstep: Class 2 contains 49967 members Entering Unmasked Estep Score: -18663000.000000 Penalty: 13897.875000 Iteration 10F: 3 clusters Score -1.8663e+07 nChanged 4663 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32125 members Mstep: Class 2 contains 52434 members Entering Unmasked Estep Score: -18665394.000000 Penalty: 13897.875000 Iteration 11F: 3 clusters Score -1.866539e+07 nChanged 4454 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29421 members Mstep: Class 2 contains 55138 members Entering Unmasked Estep Score: -18667792.000000 Penalty: 13897.875000 Iteration 12F: 3 clusters Score -1.866779e+07 nChanged 3960 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26701 members Mstep: Class 2 contains 57858 members Entering Unmasked Estep Score: -18669892.000000 Penalty: 13897.875000 Iteration 13Q: 3 clusters Score -1.866989e+07 nChanged 3356 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24135 members Mstep: Class 2 contains 60424 members Entering Unmasked Estep Score: -18671538.000000 Penalty: 13897.875000 Iteration 14Q: 3 clusters Score -1.867154e+07 nChanged 2790 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21703 members Mstep: Class 2 contains 62856 members Entering Unmasked Estep Score: -18673072.000000 Penalty: 13897.875000 Iteration 15Q: 3 clusters Score -1.867307e+07 nChanged 2470 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19397 members Mstep: Class 2 contains 65162 members Entering Unmasked Estep Score: -18674382.000000 Penalty: 13897.875000 Iteration 16Q: 3 clusters Score -1.867438e+07 nChanged 2326 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17153 members Mstep: Class 2 contains 67406 members Entering Unmasked Estep Score: -18675916.000000 Penalty: 13897.875000 Iteration 17Q: 3 clusters Score -1.867592e+07 nChanged 2044 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15169 members Mstep: Class 2 contains 69390 members Entering Unmasked Estep Score: -18677132.000000 Penalty: 13897.875000 Iteration 18Q: 3 clusters Score -1.867713e+07 nChanged 1763 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13486 members Mstep: Class 2 contains 71073 members Entering Unmasked Estep Score: -18678304.000000 Penalty: 13897.875000 Iteration 19Q: 3 clusters Score -1.86783e+07 nChanged 1582 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12018 members Mstep: Class 2 contains 72541 members Entering Unmasked Estep Score: -18679216.000000 Penalty: 13897.875000 Iteration 20F: 3 clusters Score -1.867922e+07 nChanged 1346 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10780 members Mstep: Class 2 contains 73779 members Entering Unmasked Estep Score: -18680124.000000 Penalty: 13897.875000 Iteration 21Q: 3 clusters Score -1.868012e+07 nChanged 1096 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9728 members Mstep: Class 2 contains 74831 members Entering Unmasked Estep Score: -18680644.000000 Penalty: 13897.875000 Iteration 22Q: 3 clusters Score -1.868064e+07 nChanged 885 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8861 members Mstep: Class 2 contains 75698 members Entering Unmasked Estep Score: -18681068.000000 Penalty: 13897.875000 Iteration 23Q: 3 clusters Score -1.868107e+07 nChanged 755 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8116 members Mstep: Class 2 contains 76443 members Entering Unmasked Estep Score: -18681420.000000 Penalty: 13897.875000 Iteration 24Q: 3 clusters Score -1.868142e+07 nChanged 669 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7447 members Mstep: Class 2 contains 77112 members Entering Unmasked Estep Score: -18681576.000000 Penalty: 13897.875000 Iteration 25Q: 3 clusters Score -1.868158e+07 nChanged 604 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6843 members Mstep: Class 2 contains 77716 members Entering Unmasked Estep Score: -18681876.000000 Penalty: 13897.875000 Iteration 26Q: 3 clusters Score -1.868188e+07 nChanged 536 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6309 members Mstep: Class 2 contains 78250 members Entering Unmasked Estep Score: -18682092.000000 Penalty: 13897.875000 Iteration 27Q: 3 clusters Score -1.868209e+07 nChanged 467 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5848 members Mstep: Class 2 contains 78711 members Entering Unmasked Estep Score: -18682260.000000 Penalty: 13897.875000 Iteration 28Q: 3 clusters Score -1.868226e+07 nChanged 401 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5447 members Mstep: Class 2 contains 79112 members Entering Unmasked Estep Score: -18682436.000000 Penalty: 13897.875000 Iteration 29Q: 3 clusters Score -1.868244e+07 nChanged 333 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5114 members Mstep: Class 2 contains 79445 members Entering Unmasked Estep Score: -18682532.000000 Penalty: 13897.875000 Iteration 30Q: 3 clusters Score -1.868253e+07 nChanged 282 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4834 members Mstep: Class 2 contains 79725 members Entering Unmasked Estep Score: -18682626.000000 Penalty: 13897.875000 Iteration 31Q: 3 clusters Score -1.868263e+07 nChanged 255 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4579 members Mstep: Class 2 contains 79980 members Entering Unmasked Estep Score: -18682760.000000 Penalty: 13897.875000 Iteration 32Q: 3 clusters Score -1.868276e+07 nChanged 227 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4352 members Mstep: Class 2 contains 80207 members Entering Unmasked Estep Score: -18682850.000000 Penalty: 13897.875000 Iteration 33Q: 3 clusters Score -1.868285e+07 nChanged 218 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4136 members Mstep: Class 2 contains 80423 members Entering Unmasked Estep Score: -18682916.000000 Penalty: 13897.875000 Iteration 34Q: 3 clusters Score -1.868292e+07 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3973 members Mstep: Class 2 contains 80586 members Entering Unmasked Estep Score: -18682898.000000 Penalty: 13897.875000 Iteration 35Q: 3 clusters Score -1.86829e+07 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3819 members Mstep: Class 2 contains 80740 members Entering Unmasked Estep Score: -18682944.000000 Penalty: 13897.875000 Iteration 36Q: 3 clusters Score -1.868294e+07 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3703 members Mstep: Class 2 contains 80856 members Entering Unmasked Estep Score: -18682978.000000 Penalty: 13897.875000 Iteration 37Q: 3 clusters Score -1.868298e+07 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3581 members Mstep: Class 2 contains 80978 members Entering Unmasked Estep Score: -18683036.000000 Penalty: 13897.875000 Iteration 38Q: 3 clusters Score -1.868304e+07 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3482 members Mstep: Class 2 contains 81077 members Entering Unmasked Estep Score: -18683086.000000 Penalty: 13897.875000 Iteration 39Q: 3 clusters Score -1.868309e+07 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3400 members Mstep: Class 2 contains 81159 members Entering Unmasked Estep Score: -18683122.000000 Penalty: 13897.875000 Iteration 40F: 3 clusters Score -1.868312e+07 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3319 members Mstep: Class 2 contains 81240 members Entering Unmasked Estep Score: -18683134.000000 Penalty: 13897.875000 Iteration 41Q: 3 clusters Score -1.868313e+07 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3254 members Mstep: Class 2 contains 81305 members Entering Unmasked Estep Score: -18683154.000000 Penalty: 13897.875000 Iteration 42Q: 3 clusters Score -1.868315e+07 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3199 members Mstep: Class 2 contains 81360 members Entering Unmasked Estep Score: -18683142.000000 Penalty: 13897.875000 Iteration 43Q: 3 clusters Score -1.868314e+07 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3159 members Mstep: Class 2 contains 81400 members Entering Unmasked Estep Score: -18683152.000000 Penalty: 13897.875000 Iteration 44Q: 3 clusters Score -1.868315e+07 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3128 members Mstep: Class 2 contains 81431 members Entering Unmasked Estep Score: -18683216.000000 Penalty: 13897.875000 Iteration 45Q: 3 clusters Score -1.868322e+07 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3099 members Mstep: Class 2 contains 81460 members Entering Unmasked Estep Score: -18683226.000000 Penalty: 13897.875000 Iteration 46Q: 3 clusters Score -1.868323e+07 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3073 members Mstep: Class 2 contains 81486 members Entering Unmasked Estep Score: -18683198.000000 Penalty: 13897.875000 Iteration 47Q: 3 clusters Score -1.86832e+07 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3054 members Mstep: Class 2 contains 81505 members Entering Unmasked Estep Score: -18683224.000000 Penalty: 13897.875000 Iteration 48Q: 3 clusters Score -1.868322e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3039 members Mstep: Class 2 contains 81520 members Entering Unmasked Estep Score: -18683228.000000 Penalty: 13897.875000 Iteration 49Q: 3 clusters Score -1.868323e+07 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3021 members Mstep: Class 2 contains 81538 members Entering Unmasked Estep Score: -18683232.000000 Penalty: 13897.875000 Iteration 50Q: 3 clusters Score -1.868323e+07 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3006 members Mstep: Class 2 contains 81553 members Entering Unmasked Estep Score: -18683232.000000 Penalty: 13897.875000 Iteration 51Q: 3 clusters Score -1.868323e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2992 members Mstep: Class 2 contains 81567 members Entering Unmasked Estep Score: -18683240.000000 Penalty: 13897.875000 Iteration 52Q: 3 clusters Score -1.868324e+07 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2975 members Mstep: Class 2 contains 81584 members Entering Unmasked Estep Score: -18683240.000000 Penalty: 13897.875000 Iteration 53Q: 3 clusters Score -1.868324e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2958 members Mstep: Class 2 contains 81601 members Entering Unmasked Estep Score: -18683256.000000 Penalty: 13897.875000 Iteration 54Q: 3 clusters Score -1.868326e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2944 members Mstep: Class 2 contains 81615 members Entering Unmasked Estep Score: -18683256.000000 Penalty: 13897.875000 Iteration 55Q: 3 clusters Score -1.868326e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2930 members Mstep: Class 2 contains 81629 members Entering Unmasked Estep Score: -18683266.000000 Penalty: 13897.875000 Iteration 56Q: 3 clusters Score -1.868327e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2916 members Mstep: Class 2 contains 81643 members Entering Unmasked Estep Score: -18683256.000000 Penalty: 13897.875000 Iteration 57Q: 3 clusters Score -1.868326e+07 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2895 members Mstep: Class 2 contains 81664 members Entering Unmasked Estep Score: -18683292.000000 Penalty: 13897.875000 Iteration 58Q: 3 clusters Score -1.868329e+07 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2875 members Mstep: Class 2 contains 81684 members Entering Unmasked Estep Score: -18683326.000000 Penalty: 13897.875000 Iteration 59Q: 3 clusters Score -1.868333e+07 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2852 members Mstep: Class 2 contains 81707 members Entering Unmasked Estep Score: -18683322.000000 Penalty: 13897.875000 Iteration 60F: 3 clusters Score -1.868332e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2838 members Mstep: Class 2 contains 81721 members Entering Unmasked Estep Score: -18683332.000000 Penalty: 13897.875000 Iteration 61Q: 3 clusters Score -1.868333e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2828 members Mstep: Class 2 contains 81731 members Entering Unmasked Estep Score: -18683314.000000 Penalty: 13897.875000 Iteration 62Q: 3 clusters Score -1.868331e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2819 members Mstep: Class 2 contains 81740 members Entering Unmasked Estep Score: -18683336.000000 Penalty: 13897.875000 Iteration 63Q: 3 clusters Score -1.868334e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2811 members Mstep: Class 2 contains 81748 members Entering Unmasked Estep Score: -18683346.000000 Penalty: 13897.875000 Iteration 64Q: 3 clusters Score -1.868335e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2805 members Mstep: Class 2 contains 81754 members Entering Unmasked Estep Score: -18683348.000000 Penalty: 13897.875000 Iteration 65Q: 3 clusters Score -1.868335e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2800 members Mstep: Class 2 contains 81759 members Entering Unmasked Estep Score: -18683344.000000 Penalty: 13897.875000 Iteration 66Q: 3 clusters Score -1.868334e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2794 members Mstep: Class 2 contains 81765 members Entering Unmasked Estep Score: -18683322.000000 Penalty: 13897.875000 Iteration 67Q: 3 clusters Score -1.868332e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2788 members Mstep: Class 2 contains 81771 members Entering Unmasked Estep Score: -18683322.000000 Penalty: 13897.875000 Iteration 68Q: 3 clusters Score -1.868332e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2782 members Mstep: Class 2 contains 81777 members Entering Unmasked Estep Score: -18683304.000000 Penalty: 13897.875000 Iteration 69Q: 3 clusters Score -1.86833e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2776 members Mstep: Class 2 contains 81783 members Entering Unmasked Estep Score: -18683306.000000 Penalty: 13897.875000 Iteration 70Q: 3 clusters Score -1.868331e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2769 members Mstep: Class 2 contains 81790 members Entering Unmasked Estep Score: -18683306.000000 Penalty: 13897.875000 Iteration 71Q: 3 clusters Score -1.868331e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2763 members Mstep: Class 2 contains 81796 members Entering Unmasked Estep Score: -18683302.000000 Penalty: 13897.875000 Iteration 72Q: 3 clusters Score -1.86833e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2760 members Mstep: Class 2 contains 81799 members Entering Unmasked Estep Score: -18683310.000000 Penalty: 13897.875000 Iteration 73Q: 3 clusters Score -1.868331e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2759 members Mstep: Class 2 contains 81800 members Entering Unmasked Estep Score: -18683302.000000 Penalty: 13897.875000 Iteration 74Q: 3 clusters Score -1.86833e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2755 members Mstep: Class 2 contains 81804 members Entering Unmasked Estep Score: -18683310.000000 Penalty: 13897.875000 Iteration 75Q: 3 clusters Score -1.868331e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2752 members Mstep: Class 2 contains 81807 members Entering Unmasked Estep Score: -18683304.000000 Penalty: 13897.875000 Iteration 76Q: 3 clusters Score -1.86833e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2750 members Mstep: Class 2 contains 81809 members Entering Unmasked Estep Score: -18683302.000000 Penalty: 13897.875000 Iteration 77Q: 3 clusters Score -1.86833e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2747 members Mstep: Class 2 contains 81812 members Entering Unmasked Estep Score: -18683306.000000 Penalty: 13897.875000 Iteration 78Q: 3 clusters Score -1.868331e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2747 members Mstep: Class 2 contains 81812 members Entering Unmasked Estep Score: -18683306.000000 Penalty: 13897.875000 Iteration 79F: 3 clusters Score -1.868331e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (522 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 522 members Entering Unmasked Estep Score: -110599.132812 Penalty: 3832.821289 Iteration 0F: 2 clusters Score -110599.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 248 members Mstep: Class 2 contains 274 members Entering Unmasked Estep Score: -107147.015625 Penalty: 7665.642578 Iteration 0F: 3 clusters Score -107147 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 249 members Mstep: Class 2 contains 273 members Entering Unmasked Estep Score: -107285.796875 Penalty: 7665.642578 Iteration 1F: 3 clusters Score -107285.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 249 members Mstep: Class 2 contains 273 members Entering Unmasked Estep Score: -107358.320312 Penalty: 7665.642578 Iteration 2Q: 3 clusters Score -107358.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 247 members Mstep: Class 2 contains 275 members Entering Unmasked Estep Score: -107371.953125 Penalty: 7665.642578 Iteration 3Q: 3 clusters Score -107372 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 248 members Mstep: Class 2 contains 274 members Entering Unmasked Estep Score: -107374.976562 Penalty: 7665.642578 Iteration 4Q: 3 clusters Score -107375 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 248 members Mstep: Class 2 contains 274 members Entering Unmasked Estep Score: -107374.976562 Penalty: 7665.642578 Iteration 5F: 3 clusters Score -107375 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (453 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 453 members Entering Unmasked Estep Score: -85380.953125 Penalty: 3745.983887 Iteration 0F: 2 clusters Score -85380.95 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 215 members Mstep: Class 2 contains 238 members Entering Unmasked Estep Score: -82211.726562 Penalty: 7491.967773 Iteration 0F: 3 clusters Score -82211.73 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 223 members Mstep: Class 2 contains 230 members Entering Unmasked Estep Score: -82438.062500 Penalty: 7491.967773 Iteration 1F: 3 clusters Score -82438.06 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 224 members Mstep: Class 2 contains 229 members Entering Unmasked Estep Score: -82598.171875 Penalty: 7491.967773 Iteration 2Q: 3 clusters Score -82598.17 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 229 members Mstep: Class 2 contains 224 members Entering Unmasked Estep Score: -82682.789062 Penalty: 7491.967773 Iteration 3Q: 3 clusters Score -82682.79 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 233 members Mstep: Class 2 contains 220 members Entering Unmasked Estep Score: -82775.203125 Penalty: 7491.967773 Iteration 4Q: 3 clusters Score -82775.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 237 members Mstep: Class 2 contains 216 members Entering Unmasked Estep Score: -82866.226562 Penalty: 7491.967773 Iteration 5Q: 3 clusters Score -82866.23 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 243 members Mstep: Class 2 contains 210 members Entering Unmasked Estep Score: -82903.765625 Penalty: 7491.967773 Iteration 6Q: 3 clusters Score -82903.77 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 247 members Mstep: Class 2 contains 206 members Entering Unmasked Estep Score: -82922.085938 Penalty: 7491.967773 Iteration 7Q: 3 clusters Score -82922.09 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 249 members Mstep: Class 2 contains 204 members Entering Unmasked Estep Score: -82932.929688 Penalty: 7491.967773 Iteration 8Q: 3 clusters Score -82932.93 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 250 members Mstep: Class 2 contains 203 members Entering Unmasked Estep Score: -82953.468750 Penalty: 7491.967773 Iteration 9Q: 3 clusters Score -82953.47 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 248 members Mstep: Class 2 contains 205 members Entering Unmasked Estep Score: -83000.218750 Penalty: 7491.967773 Iteration 10Q: 3 clusters Score -83000.22 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 249 members Mstep: Class 2 contains 204 members Entering Unmasked Estep Score: -83049.796875 Penalty: 7491.967773 Iteration 11Q: 3 clusters Score -83049.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251 members Mstep: Class 2 contains 202 members Entering Unmasked Estep Score: -83102.234375 Penalty: 7491.967773 Iteration 12Q: 3 clusters Score -83102.23 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251 members Mstep: Class 2 contains 202 members Entering Unmasked Estep Score: -83148.328125 Penalty: 7491.967773 Iteration 13Q: 3 clusters Score -83148.33 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251 members Mstep: Class 2 contains 202 members Entering Unmasked Estep Score: -83222.375000 Penalty: 7491.967773 Iteration 14Q: 3 clusters Score -83222.38 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 249 members Mstep: Class 2 contains 204 members Entering Unmasked Estep Score: -83301.703125 Penalty: 7491.967773 Iteration 15Q: 3 clusters Score -83301.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 249 members Mstep: Class 2 contains 204 members Entering Unmasked Estep Score: -83385.828125 Penalty: 7491.967773 Iteration 16Q: 3 clusters Score -83385.83 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 249 members Mstep: Class 2 contains 204 members Entering Unmasked Estep Score: -83462.523438 Penalty: 7491.967773 Iteration 17Q: 3 clusters Score -83462.52 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 250 members Mstep: Class 2 contains 203 members Entering Unmasked Estep Score: -83502.539062 Penalty: 7491.967773 Iteration 18Q: 3 clusters Score -83502.54 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 252 members Mstep: Class 2 contains 201 members Entering Unmasked Estep Score: -83519.804688 Penalty: 7491.967773 Iteration 19Q: 3 clusters Score -83519.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 254 members Mstep: Class 2 contains 199 members Entering Unmasked Estep Score: -83536.812500 Penalty: 7491.967773 Iteration 20F: 3 clusters Score -83536.81 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 256 members Mstep: Class 2 contains 197 members Entering Unmasked Estep Score: -83652.046875 Penalty: 7491.967773 Iteration 21Q: 3 clusters Score -83652.05 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 257 members Mstep: Class 2 contains 196 members Entering Unmasked Estep Score: -83704.617188 Penalty: 7491.967773 Iteration 22Q: 3 clusters Score -83704.62 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 262 members Mstep: Class 2 contains 191 members Entering Unmasked Estep Score: -83735.601562 Penalty: 7491.967773 Iteration 23Q: 3 clusters Score -83735.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 263 members Mstep: Class 2 contains 190 members Entering Unmasked Estep Score: -83780.500000 Penalty: 7491.967773 Iteration 24Q: 3 clusters Score -83780.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 265 members Mstep: Class 2 contains 188 members Entering Unmasked Estep Score: -83802.476562 Penalty: 7491.967773 Iteration 25Q: 3 clusters Score -83802.48 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 267 members Mstep: Class 2 contains 186 members Entering Unmasked Estep Score: -83816.242188 Penalty: 7491.967773 Iteration 26Q: 3 clusters Score -83816.24 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 266 members Mstep: Class 2 contains 187 members Entering Unmasked Estep Score: -83906.718750 Penalty: 7491.967773 Iteration 27Q: 3 clusters Score -83906.72 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 267 members Mstep: Class 2 contains 186 members Entering Unmasked Estep Score: -83968.085938 Penalty: 7491.967773 Iteration 28Q: 3 clusters Score -83968.09 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 268 members Mstep: Class 2 contains 185 members Entering Unmasked Estep Score: -84020.343750 Penalty: 7491.967773 Iteration 29Q: 3 clusters Score -84020.34 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 268 members Mstep: Class 2 contains 185 members Entering Unmasked Estep Score: -84020.343750 Penalty: 7491.967773 Iteration 30F: 3 clusters Score -84020.34 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (159590 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 159590 members Entering Unmasked Estep Score: -35037160.000000 Penalty: 7337.972168 Iteration 0F: 2 clusters Score -3.503716e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 79631 members Mstep: Class 2 contains 79959 members Entering Unmasked Estep Score: -34929548.000000 Penalty: 14675.944336 Iteration 0F: 3 clusters Score -3.492955e+07 nChanged 74358 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 78043 members Mstep: Class 2 contains 81547 members Entering Unmasked Estep Score: -34970768.000000 Penalty: 14675.944336 Iteration 1F: 3 clusters Score -3.497077e+07 nChanged 5519 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 76998 members Mstep: Class 2 contains 82592 members Entering Unmasked Estep Score: -34972296.000000 Penalty: 14675.944336 Iteration 2Q: 3 clusters Score -3.49723e+07 nChanged 5288 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 75344 members Mstep: Class 2 contains 84246 members Entering Unmasked Estep Score: -34973720.000000 Penalty: 14675.944336 Iteration 3Q: 3 clusters Score -3.497372e+07 nChanged 5061 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72931 members Mstep: Class 2 contains 86659 members Entering Unmasked Estep Score: -34974864.000000 Penalty: 14675.944336 Iteration 4Q: 3 clusters Score -3.497486e+07 nChanged 5303 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 69480 members Mstep: Class 2 contains 90110 members Entering Unmasked Estep Score: -34976540.000000 Penalty: 14675.944336 Iteration 5Q: 3 clusters Score -3.497654e+07 nChanged 6168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64478 members Mstep: Class 2 contains 95112 members Entering Unmasked Estep Score: -34978732.000000 Penalty: 14675.944336 Iteration 6Q: 3 clusters Score -3.497873e+07 nChanged 7680 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57464 members Mstep: Class 2 contains 102126 members Entering Unmasked Estep Score: -34982512.000000 Penalty: 14675.944336 Iteration 7Q: 3 clusters Score -3.498251e+07 nChanged 9746 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48024 members Mstep: Class 2 contains 111566 members Entering Unmasked Estep Score: -34988368.000000 Penalty: 14675.944336 Iteration 8F: 3 clusters Score -3.498837e+07 nChanged 11897 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36261 members Mstep: Class 2 contains 123329 members Entering Unmasked Estep Score: -34997452.000000 Penalty: 14675.944336 Iteration 9F: 3 clusters Score -3.499745e+07 nChanged 12624 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23673 members Mstep: Class 2 contains 135917 members Entering Unmasked Estep Score: -35008572.000000 Penalty: 14675.944336 Iteration 10F: 3 clusters Score -3.500857e+07 nChanged 10858 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12839 members Mstep: Class 2 contains 146751 members Entering Unmasked Estep Score: -35019132.000000 Penalty: 14675.944336 Iteration 11F: 3 clusters Score -3.501913e+07 nChanged 6813 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6038 members Mstep: Class 2 contains 153552 members Entering Unmasked Estep Score: -35025604.000000 Penalty: 14675.944336 Iteration 12Q: 3 clusters Score -3.50256e+07 nChanged 3274 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2780 members Mstep: Class 2 contains 156810 members Entering Unmasked Estep Score: -35028440.000000 Penalty: 14675.944336 Iteration 13Q: 3 clusters Score -3.502844e+07 nChanged 1255 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1539 members Mstep: Class 2 contains 158051 members Entering Unmasked Estep Score: -35029568.000000 Penalty: 14675.944336 Iteration 14Q: 3 clusters Score -3.502957e+07 nChanged 514 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1047 members Mstep: Class 2 contains 158543 members Entering Unmasked Estep Score: -35030100.000000 Penalty: 14675.944336 Iteration 15Q: 3 clusters Score -3.50301e+07 nChanged 205 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 862 members Mstep: Class 2 contains 158728 members Entering Unmasked Estep Score: -35030308.000000 Penalty: 14675.944336 Iteration 16Q: 3 clusters Score -3.503031e+07 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 784 members Mstep: Class 2 contains 158806 members Entering Unmasked Estep Score: -35030432.000000 Penalty: 14675.944336 Iteration 17Q: 3 clusters Score -3.503043e+07 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 740 members Mstep: Class 2 contains 158850 members Entering Unmasked Estep Score: -35030528.000000 Penalty: 14675.944336 Iteration 18Q: 3 clusters Score -3.503053e+07 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 712 members Mstep: Class 2 contains 158878 members Entering Unmasked Estep Score: -35030620.000000 Penalty: 14675.944336 Iteration 19Q: 3 clusters Score -3.503062e+07 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 694 members Mstep: Class 2 contains 158896 members Entering Unmasked Estep Score: -35030644.000000 Penalty: 14675.944336 Iteration 20F: 3 clusters Score -3.503064e+07 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 680 members Mstep: Class 2 contains 158910 members Entering Unmasked Estep Score: -35030644.000000 Penalty: 14675.944336 Iteration 21Q: 3 clusters Score -3.503064e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 675 members Mstep: Class 2 contains 158915 members Entering Unmasked Estep Score: -35030656.000000 Penalty: 14675.944336 Iteration 22Q: 3 clusters Score -3.503066e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 668 members Mstep: Class 2 contains 158922 members Entering Unmasked Estep Score: -35030660.000000 Penalty: 14675.944336 Iteration 23Q: 3 clusters Score -3.503066e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 663 members Mstep: Class 2 contains 158927 members Entering Unmasked Estep Score: -35030660.000000 Penalty: 14675.944336 Iteration 24Q: 3 clusters Score -3.503066e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 661 members Mstep: Class 2 contains 158929 members Entering Unmasked Estep Score: -35030676.000000 Penalty: 14675.944336 Iteration 25Q: 3 clusters Score -3.503068e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 661 members Mstep: Class 2 contains 158929 members Entering Unmasked Estep Score: -35030676.000000 Penalty: 14675.944336 Iteration 26F: 3 clusters Score -3.503068e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (28160 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28160 members Entering Unmasked Estep Score: -6027908.000000 Penalty: 6275.465332 Iteration 0F: 2 clusters Score -6027908 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14056 members Mstep: Class 2 contains 14104 members Entering Unmasked Estep Score: -6006091.500000 Penalty: 12550.930664 Iteration 0F: 3 clusters Score -6006092 nChanged 11845 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13855 members Mstep: Class 2 contains 14305 members Entering Unmasked Estep Score: -6012289.500000 Penalty: 12550.930664 Iteration 1F: 3 clusters Score -6012290 nChanged 1728 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13725 members Mstep: Class 2 contains 14435 members Entering Unmasked Estep Score: -6012970.000000 Penalty: 12550.930664 Iteration 2F: 3 clusters Score -6012970 nChanged 1343 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13530 members Mstep: Class 2 contains 14630 members Entering Unmasked Estep Score: -6013532.500000 Penalty: 12550.930664 Iteration 3Q: 3 clusters Score -6013532 nChanged 1093 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13351 members Mstep: Class 2 contains 14809 members Entering Unmasked Estep Score: -6013860.500000 Penalty: 12550.930664 Iteration 4Q: 3 clusters Score -6013860 nChanged 918 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13171 members Mstep: Class 2 contains 14989 members Entering Unmasked Estep Score: -6014194.500000 Penalty: 12550.930664 Iteration 5Q: 3 clusters Score -6014194 nChanged 793 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12950 members Mstep: Class 2 contains 15210 members Entering Unmasked Estep Score: -6014441.000000 Penalty: 12550.930664 Iteration 6Q: 3 clusters Score -6014441 nChanged 725 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12629 members Mstep: Class 2 contains 15531 members Entering Unmasked Estep Score: -6014721.500000 Penalty: 12550.930664 Iteration 7Q: 3 clusters Score -6014722 nChanged 707 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12308 members Mstep: Class 2 contains 15852 members Entering Unmasked Estep Score: -6014938.500000 Penalty: 12550.930664 Iteration 8Q: 3 clusters Score -6014938 nChanged 682 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11956 members Mstep: Class 2 contains 16204 members Entering Unmasked Estep Score: -6015172.500000 Penalty: 12550.930664 Iteration 9Q: 3 clusters Score -6015172 nChanged 706 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11504 members Mstep: Class 2 contains 16656 members Entering Unmasked Estep Score: -6015429.000000 Penalty: 12550.930664 Iteration 10Q: 3 clusters Score -6015429 nChanged 712 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10990 members Mstep: Class 2 contains 17170 members Entering Unmasked Estep Score: -6015698.500000 Penalty: 12550.930664 Iteration 11Q: 3 clusters Score -6015698 nChanged 713 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10419 members Mstep: Class 2 contains 17741 members Entering Unmasked Estep Score: -6015978.000000 Penalty: 12550.930664 Iteration 12Q: 3 clusters Score -6015978 nChanged 876 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9635 members Mstep: Class 2 contains 18525 members Entering Unmasked Estep Score: -6016388.500000 Penalty: 12550.930664 Iteration 13Q: 3 clusters Score -6016388 nChanged 987 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8744 members Mstep: Class 2 contains 19416 members Entering Unmasked Estep Score: -6016966.000000 Penalty: 12550.930664 Iteration 14Q: 3 clusters Score -6016966 nChanged 1127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7687 members Mstep: Class 2 contains 20473 members Entering Unmasked Estep Score: -6017688.500000 Penalty: 12550.930664 Iteration 15Q: 3 clusters Score -6017688 nChanged 1176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6591 members Mstep: Class 2 contains 21569 members Entering Unmasked Estep Score: -6018441.000000 Penalty: 12550.930664 Iteration 16Q: 3 clusters Score -6018441 nChanged 1122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5547 members Mstep: Class 2 contains 22613 members Entering Unmasked Estep Score: -6019282.000000 Penalty: 12550.930664 Iteration 17Q: 3 clusters Score -6019282 nChanged 1058 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4547 members Mstep: Class 2 contains 23613 members Entering Unmasked Estep Score: -6020084.000000 Penalty: 12550.930664 Iteration 18Q: 3 clusters Score -6020084 nChanged 871 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3722 members Mstep: Class 2 contains 24438 members Entering Unmasked Estep Score: -6020747.500000 Penalty: 12550.930664 Iteration 19Q: 3 clusters Score -6020748 nChanged 681 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3077 members Mstep: Class 2 contains 25083 members Entering Unmasked Estep Score: -6021255.000000 Penalty: 12550.930664 Iteration 20F: 3 clusters Score -6021255 nChanged 515 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2590 members Mstep: Class 2 contains 25570 members Entering Unmasked Estep Score: -6021647.500000 Penalty: 12550.930664 Iteration 21Q: 3 clusters Score -6021648 nChanged 362 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2258 members Mstep: Class 2 contains 25902 members Entering Unmasked Estep Score: -6021888.500000 Penalty: 12550.930664 Iteration 22Q: 3 clusters Score -6021888 nChanged 250 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2026 members Mstep: Class 2 contains 26134 members Entering Unmasked Estep Score: -6022069.000000 Penalty: 12550.930664 Iteration 23Q: 3 clusters Score -6022069 nChanged 220 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1822 members Mstep: Class 2 contains 26338 members Entering Unmasked Estep Score: -6022231.000000 Penalty: 12550.930664 Iteration 24Q: 3 clusters Score -6022231 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1670 members Mstep: Class 2 contains 26490 members Entering Unmasked Estep Score: -6022378.000000 Penalty: 12550.930664 Iteration 25Q: 3 clusters Score -6022378 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1573 members Mstep: Class 2 contains 26587 members Entering Unmasked Estep Score: -6022467.500000 Penalty: 12550.930664 Iteration 26Q: 3 clusters Score -6022468 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1485 members Mstep: Class 2 contains 26675 members Entering Unmasked Estep Score: -6022558.000000 Penalty: 12550.930664 Iteration 27Q: 3 clusters Score -6022558 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1412 members Mstep: Class 2 contains 26748 members Entering Unmasked Estep Score: -6022617.500000 Penalty: 12550.930664 Iteration 28Q: 3 clusters Score -6022618 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1366 members Mstep: Class 2 contains 26794 members Entering Unmasked Estep Score: -6022669.000000 Penalty: 12550.930664 Iteration 29Q: 3 clusters Score -6022669 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1327 members Mstep: Class 2 contains 26833 members Entering Unmasked Estep Score: -6022720.000000 Penalty: 12550.930664 Iteration 30Q: 3 clusters Score -6022720 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1291 members Mstep: Class 2 contains 26869 members Entering Unmasked Estep Score: -6022742.500000 Penalty: 12550.930664 Iteration 31Q: 3 clusters Score -6022742 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1264 members Mstep: Class 2 contains 26896 members Entering Unmasked Estep Score: -6022756.000000 Penalty: 12550.930664 Iteration 32Q: 3 clusters Score -6022756 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1228 members Mstep: Class 2 contains 26932 members Entering Unmasked Estep Score: -6022789.500000 Penalty: 12550.930664 Iteration 33Q: 3 clusters Score -6022790 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1209 members Mstep: Class 2 contains 26951 members Entering Unmasked Estep Score: -6022803.500000 Penalty: 12550.930664 Iteration 34Q: 3 clusters Score -6022804 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1187 members Mstep: Class 2 contains 26973 members Entering Unmasked Estep Score: -6022838.500000 Penalty: 12550.930664 Iteration 35Q: 3 clusters Score -6022838 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1166 members Mstep: Class 2 contains 26994 members Entering Unmasked Estep Score: -6022863.000000 Penalty: 12550.930664 Iteration 36Q: 3 clusters Score -6022863 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1149 members Mstep: Class 2 contains 27011 members Entering Unmasked Estep Score: -6022869.500000 Penalty: 12550.930664 Iteration 37Q: 3 clusters Score -6022870 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1138 members Mstep: Class 2 contains 27022 members Entering Unmasked Estep Score: -6022881.000000 Penalty: 12550.930664 Iteration 38Q: 3 clusters Score -6022881 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1132 members Mstep: Class 2 contains 27028 members Entering Unmasked Estep Score: -6022889.000000 Penalty: 12550.930664 Iteration 39Q: 3 clusters Score -6022889 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1125 members Mstep: Class 2 contains 27035 members Entering Unmasked Estep Score: -6022907.500000 Penalty: 12550.930664 Iteration 40F: 3 clusters Score -6022908 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1116 members Mstep: Class 2 contains 27044 members Entering Unmasked Estep Score: -6022915.500000 Penalty: 12550.930664 Iteration 41Q: 3 clusters Score -6022916 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1115 members Mstep: Class 2 contains 27045 members Entering Unmasked Estep Score: -6022923.500000 Penalty: 12550.930664 Iteration 42Q: 3 clusters Score -6022924 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1109 members Mstep: Class 2 contains 27051 members Entering Unmasked Estep Score: -6022933.000000 Penalty: 12550.930664 Iteration 43Q: 3 clusters Score -6022933 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1108 members Mstep: Class 2 contains 27052 members Entering Unmasked Estep Score: -6022934.000000 Penalty: 12550.930664 Iteration 44Q: 3 clusters Score -6022934 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1107 members Mstep: Class 2 contains 27053 members Entering Unmasked Estep Score: -6022932.000000 Penalty: 12550.930664 Iteration 45Q: 3 clusters Score -6022932 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1106 members Mstep: Class 2 contains 27054 members Entering Unmasked Estep Score: -6022924.500000 Penalty: 12550.930664 Iteration 46Q: 3 clusters Score -6022924 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1106 members Mstep: Class 2 contains 27054 members Entering Unmasked Estep Score: -6022924.500000 Penalty: 12550.930664 Iteration 47F: 3 clusters Score -6022924 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (34211 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34211 members Entering Unmasked Estep Score: -7578440.000000 Penalty: 6394.685547 Iteration 0F: 2 clusters Score -7578440 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17032 members Mstep: Class 2 contains 17179 members Entering Unmasked Estep Score: -7552804.500000 Penalty: 12789.371094 Iteration 0F: 3 clusters Score -7552804 nChanged 14789 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16655 members Mstep: Class 2 contains 17556 members Entering Unmasked Estep Score: -7560638.000000 Penalty: 12789.371094 Iteration 1F: 3 clusters Score -7560638 nChanged 2107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16390 members Mstep: Class 2 contains 17821 members Entering Unmasked Estep Score: -7561497.000000 Penalty: 12789.371094 Iteration 2F: 3 clusters Score -7561497 nChanged 1672 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16034 members Mstep: Class 2 contains 18177 members Entering Unmasked Estep Score: -7562128.000000 Penalty: 12789.371094 Iteration 3Q: 3 clusters Score -7562128 nChanged 1375 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15533 members Mstep: Class 2 contains 18678 members Entering Unmasked Estep Score: -7562620.000000 Penalty: 12789.371094 Iteration 4Q: 3 clusters Score -7562620 nChanged 1200 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14923 members Mstep: Class 2 contains 19288 members Entering Unmasked Estep Score: -7563028.000000 Penalty: 12789.371094 Iteration 5Q: 3 clusters Score -7563028 nChanged 1241 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14104 members Mstep: Class 2 contains 20107 members Entering Unmasked Estep Score: -7563562.000000 Penalty: 12789.371094 Iteration 6Q: 3 clusters Score -7563562 nChanged 1269 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13143 members Mstep: Class 2 contains 21068 members Entering Unmasked Estep Score: -7564097.500000 Penalty: 12789.371094 Iteration 7Q: 3 clusters Score -7564098 nChanged 1467 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11944 members Mstep: Class 2 contains 22267 members Entering Unmasked Estep Score: -7564879.000000 Penalty: 12789.371094 Iteration 8Q: 3 clusters Score -7564879 nChanged 1618 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10542 members Mstep: Class 2 contains 23669 members Entering Unmasked Estep Score: -7565840.000000 Penalty: 12789.371094 Iteration 9Q: 3 clusters Score -7565840 nChanged 1743 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8981 members Mstep: Class 2 contains 25230 members Entering Unmasked Estep Score: -7567012.500000 Penalty: 12789.371094 Iteration 10F: 3 clusters Score -7567012 nChanged 1798 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7325 members Mstep: Class 2 contains 26886 members Entering Unmasked Estep Score: -7568370.000000 Penalty: 12789.371094 Iteration 11F: 3 clusters Score -7568370 nChanged 1667 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5758 members Mstep: Class 2 contains 28453 members Entering Unmasked Estep Score: -7569651.000000 Penalty: 12789.371094 Iteration 12Q: 3 clusters Score -7569651 nChanged 1415 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4433 members Mstep: Class 2 contains 29778 members Entering Unmasked Estep Score: -7570708.500000 Penalty: 12789.371094 Iteration 13Q: 3 clusters Score -7570708 nChanged 1040 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3449 members Mstep: Class 2 contains 30762 members Entering Unmasked Estep Score: -7571491.500000 Penalty: 12789.371094 Iteration 14Q: 3 clusters Score -7571492 nChanged 756 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2729 members Mstep: Class 2 contains 31482 members Entering Unmasked Estep Score: -7572073.000000 Penalty: 12789.371094 Iteration 15Q: 3 clusters Score -7572073 nChanged 531 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2242 members Mstep: Class 2 contains 31969 members Entering Unmasked Estep Score: -7572475.000000 Penalty: 12789.371094 Iteration 16Q: 3 clusters Score -7572475 nChanged 339 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1919 members Mstep: Class 2 contains 32292 members Entering Unmasked Estep Score: -7572716.500000 Penalty: 12789.371094 Iteration 17Q: 3 clusters Score -7572716 nChanged 235 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1698 members Mstep: Class 2 contains 32513 members Entering Unmasked Estep Score: -7572855.500000 Penalty: 12789.371094 Iteration 18Q: 3 clusters Score -7572856 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1550 members Mstep: Class 2 contains 32661 members Entering Unmasked Estep Score: -7572949.000000 Penalty: 12789.371094 Iteration 19Q: 3 clusters Score -7572949 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1456 members Mstep: Class 2 contains 32755 members Entering Unmasked Estep Score: -7573022.000000 Penalty: 12789.371094 Iteration 20F: 3 clusters Score -7573022 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1398 members Mstep: Class 2 contains 32813 members Entering Unmasked Estep Score: -7573066.500000 Penalty: 12789.371094 Iteration 21Q: 3 clusters Score -7573066 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1354 members Mstep: Class 2 contains 32857 members Entering Unmasked Estep Score: -7573095.500000 Penalty: 12789.371094 Iteration 22Q: 3 clusters Score -7573096 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1321 members Mstep: Class 2 contains 32890 members Entering Unmasked Estep Score: -7573120.500000 Penalty: 12789.371094 Iteration 23Q: 3 clusters Score -7573120 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1291 members Mstep: Class 2 contains 32920 members Entering Unmasked Estep Score: -7573139.500000 Penalty: 12789.371094 Iteration 24Q: 3 clusters Score -7573140 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1275 members Mstep: Class 2 contains 32936 members Entering Unmasked Estep Score: -7573152.500000 Penalty: 12789.371094 Iteration 25Q: 3 clusters Score -7573152 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1263 members Mstep: Class 2 contains 32948 members Entering Unmasked Estep Score: -7573157.500000 Penalty: 12789.371094 Iteration 26Q: 3 clusters Score -7573158 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1257 members Mstep: Class 2 contains 32954 members Entering Unmasked Estep Score: -7573169.500000 Penalty: 12789.371094 Iteration 27Q: 3 clusters Score -7573170 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1249 members Mstep: Class 2 contains 32962 members Entering Unmasked Estep Score: -7573182.500000 Penalty: 12789.371094 Iteration 28Q: 3 clusters Score -7573182 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1243 members Mstep: Class 2 contains 32968 members Entering Unmasked Estep Score: -7573176.500000 Penalty: 12789.371094 Iteration 29Q: 3 clusters Score -7573176 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1236 members Mstep: Class 2 contains 32975 members Entering Unmasked Estep Score: -7573190.000000 Penalty: 12789.371094 Iteration 30Q: 3 clusters Score -7573190 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1231 members Mstep: Class 2 contains 32980 members Entering Unmasked Estep Score: -7573204.500000 Penalty: 12789.371094 Iteration 31Q: 3 clusters Score -7573204 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1230 members Mstep: Class 2 contains 32981 members Entering Unmasked Estep Score: -7573199.000000 Penalty: 12789.371094 Iteration 32Q: 3 clusters Score -7573199 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1226 members Mstep: Class 2 contains 32985 members Entering Unmasked Estep Score: -7573198.500000 Penalty: 12789.371094 Iteration 33Q: 3 clusters Score -7573198 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1222 members Mstep: Class 2 contains 32989 members Entering Unmasked Estep Score: -7573212.500000 Penalty: 12789.371094 Iteration 34Q: 3 clusters Score -7573212 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1219 members Mstep: Class 2 contains 32992 members Entering Unmasked Estep Score: -7573221.500000 Penalty: 12789.371094 Iteration 35Q: 3 clusters Score -7573222 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1214 members Mstep: Class 2 contains 32997 members Entering Unmasked Estep Score: -7573219.500000 Penalty: 12789.371094 Iteration 36Q: 3 clusters Score -7573220 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1211 members Mstep: Class 2 contains 33000 members Entering Unmasked Estep Score: -7573219.500000 Penalty: 12789.371094 Iteration 37Q: 3 clusters Score -7573220 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1211 members Mstep: Class 2 contains 33000 members Entering Unmasked Estep Score: -7573219.500000 Penalty: 12789.371094 Iteration 38F: 3 clusters Score -7573220 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (9117 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9117 members Entering Unmasked Estep Score: -1914633.125000 Penalty: 5584.711426 Iteration 0F: 2 clusters Score -1914633 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4533 members Mstep: Class 2 contains 4584 members Entering Unmasked Estep Score: -1904924.250000 Penalty: 11169.422852 Iteration 0F: 3 clusters Score -1904924 nChanged 3307 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4488 members Mstep: Class 2 contains 4629 members Entering Unmasked Estep Score: -1907001.375000 Penalty: 11169.422852 Iteration 1F: 3 clusters Score -1907001 nChanged 741 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4595 members Mstep: Class 2 contains 4522 members Entering Unmasked Estep Score: -1907539.500000 Penalty: 11169.422852 Iteration 2F: 3 clusters Score -1907540 nChanged 479 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4704 members Mstep: Class 2 contains 4413 members Entering Unmasked Estep Score: -1907916.625000 Penalty: 11169.422852 Iteration 3F: 3 clusters Score -1907917 nChanged 433 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4823 members Mstep: Class 2 contains 4294 members Entering Unmasked Estep Score: -1908297.125000 Penalty: 11169.422852 Iteration 4Q: 3 clusters Score -1908297 nChanged 425 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4972 members Mstep: Class 2 contains 4145 members Entering Unmasked Estep Score: -1908646.875000 Penalty: 11169.422852 Iteration 5Q: 3 clusters Score -1908647 nChanged 394 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5112 members Mstep: Class 2 contains 4005 members Entering Unmasked Estep Score: -1908994.250000 Penalty: 11169.422852 Iteration 6Q: 3 clusters Score -1908994 nChanged 383 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5265 members Mstep: Class 2 contains 3852 members Entering Unmasked Estep Score: -1909329.625000 Penalty: 11169.422852 Iteration 7Q: 3 clusters Score -1909330 nChanged 380 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5383 members Mstep: Class 2 contains 3734 members Entering Unmasked Estep Score: -1909705.875000 Penalty: 11169.422852 Iteration 8Q: 3 clusters Score -1909706 nChanged 420 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5489 members Mstep: Class 2 contains 3628 members Entering Unmasked Estep Score: -1910160.375000 Penalty: 11169.422852 Iteration 9Q: 3 clusters Score -1910160 nChanged 411 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5586 members Mstep: Class 2 contains 3531 members Entering Unmasked Estep Score: -1910625.000000 Penalty: 11169.422852 Iteration 10Q: 3 clusters Score -1910625 nChanged 406 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5684 members Mstep: Class 2 contains 3433 members Entering Unmasked Estep Score: -1911048.500000 Penalty: 11169.422852 Iteration 11Q: 3 clusters Score -1911048 nChanged 335 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5747 members Mstep: Class 2 contains 3370 members Entering Unmasked Estep Score: -1911375.750000 Penalty: 11169.422852 Iteration 12Q: 3 clusters Score -1911376 nChanged 253 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5762 members Mstep: Class 2 contains 3355 members Entering Unmasked Estep Score: -1911598.750000 Penalty: 11169.422852 Iteration 13Q: 3 clusters Score -1911599 nChanged 188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5748 members Mstep: Class 2 contains 3369 members Entering Unmasked Estep Score: -1911754.000000 Penalty: 11169.422852 Iteration 14Q: 3 clusters Score -1911754 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5740 members Mstep: Class 2 contains 3377 members Entering Unmasked Estep Score: -1911868.625000 Penalty: 11169.422852 Iteration 15Q: 3 clusters Score -1911869 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5716 members Mstep: Class 2 contains 3401 members Entering Unmasked Estep Score: -1911972.875000 Penalty: 11169.422852 Iteration 16Q: 3 clusters Score -1911973 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5698 members Mstep: Class 2 contains 3419 members Entering Unmasked Estep Score: -1912036.625000 Penalty: 11169.422852 Iteration 17Q: 3 clusters Score -1912037 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5692 members Mstep: Class 2 contains 3425 members Entering Unmasked Estep Score: -1912076.625000 Penalty: 11169.422852 Iteration 18Q: 3 clusters Score -1912077 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5688 members Mstep: Class 2 contains 3429 members Entering Unmasked Estep Score: -1912111.875000 Penalty: 11169.422852 Iteration 19Q: 3 clusters Score -1912112 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5687 members Mstep: Class 2 contains 3430 members Entering Unmasked Estep Score: -1912147.125000 Penalty: 11169.422852 Iteration 20F: 3 clusters Score -1912147 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5683 members Mstep: Class 2 contains 3434 members Entering Unmasked Estep Score: -1912164.250000 Penalty: 11169.422852 Iteration 21Q: 3 clusters Score -1912164 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5682 members Mstep: Class 2 contains 3435 members Entering Unmasked Estep Score: -1912168.875000 Penalty: 11169.422852 Iteration 22Q: 3 clusters Score -1912169 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5690 members Mstep: Class 2 contains 3427 members Entering Unmasked Estep Score: -1912177.250000 Penalty: 11169.422852 Iteration 23Q: 3 clusters Score -1912177 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5695 members Mstep: Class 2 contains 3422 members Entering Unmasked Estep Score: -1912185.125000 Penalty: 11169.422852 Iteration 24Q: 3 clusters Score -1912185 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5695 members Mstep: Class 2 contains 3422 members Entering Unmasked Estep Score: -1912191.125000 Penalty: 11169.422852 Iteration 25Q: 3 clusters Score -1912191 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5697 members Mstep: Class 2 contains 3420 members Entering Unmasked Estep Score: -1912195.000000 Penalty: 11169.422852 Iteration 26Q: 3 clusters Score -1912195 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5697 members Mstep: Class 2 contains 3420 members Entering Unmasked Estep Score: -1912194.000000 Penalty: 11169.422852 Iteration 27Q: 3 clusters Score -1912194 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5698 members Mstep: Class 2 contains 3419 members Entering Unmasked Estep Score: -1912195.625000 Penalty: 11169.422852 Iteration 28Q: 3 clusters Score -1912196 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5699 members Mstep: Class 2 contains 3418 members Entering Unmasked Estep Score: -1912196.250000 Penalty: 11169.422852 Iteration 29Q: 3 clusters Score -1912196 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5700 members Mstep: Class 2 contains 3417 members Entering Unmasked Estep Score: -1912198.500000 Penalty: 11169.422852 Iteration 30Q: 3 clusters Score -1912198 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5699 members Mstep: Class 2 contains 3418 members Entering Unmasked Estep Score: -1912200.250000 Penalty: 11169.422852 Iteration 31Q: 3 clusters Score -1912200 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5702 members Mstep: Class 2 contains 3415 members Entering Unmasked Estep Score: -1912202.375000 Penalty: 11169.422852 Iteration 32Q: 3 clusters Score -1912202 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5703 members Mstep: Class 2 contains 3414 members Entering Unmasked Estep Score: -1912202.375000 Penalty: 11169.422852 Iteration 33Q: 3 clusters Score -1912202 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5702 members Mstep: Class 2 contains 3415 members Entering Unmasked Estep Score: -1912205.375000 Penalty: 11169.422852 Iteration 34Q: 3 clusters Score -1912205 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5701 members Mstep: Class 2 contains 3416 members Entering Unmasked Estep Score: -1912207.000000 Penalty: 11169.422852 Iteration 35Q: 3 clusters Score -1912207 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5701 members Mstep: Class 2 contains 3416 members Entering Unmasked Estep Score: -1912207.000000 Penalty: 11169.422852 Iteration 36F: 3 clusters Score -1912207 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (24612 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24612 members Entering Unmasked Estep Score: -5322973.000000 Penalty: 6192.980957 Iteration 0F: 2 clusters Score -5322973 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12167 members Mstep: Class 2 contains 12445 members Entering Unmasked Estep Score: -5303662.500000 Penalty: 12385.961914 Iteration 0F: 3 clusters Score -5303662 nChanged 10082 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11893 members Mstep: Class 2 contains 12719 members Entering Unmasked Estep Score: -5309668.000000 Penalty: 12385.961914 Iteration 1F: 3 clusters Score -5309668 nChanged 1875 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11994 members Mstep: Class 2 contains 12618 members Entering Unmasked Estep Score: -5311161.000000 Penalty: 12385.961914 Iteration 2F: 3 clusters Score -5311161 nChanged 1674 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12432 members Mstep: Class 2 contains 12180 members Entering Unmasked Estep Score: -5312484.000000 Penalty: 12385.961914 Iteration 3F: 3 clusters Score -5312484 nChanged 1678 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13138 members Mstep: Class 2 contains 11474 members Entering Unmasked Estep Score: -5313685.500000 Penalty: 12385.961914 Iteration 4F: 3 clusters Score -5313686 nChanged 1654 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14094 members Mstep: Class 2 contains 10518 members Entering Unmasked Estep Score: -5314832.500000 Penalty: 12385.961914 Iteration 5F: 3 clusters Score -5314832 nChanged 1583 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15179 members Mstep: Class 2 contains 9433 members Entering Unmasked Estep Score: -5315919.500000 Penalty: 12385.961914 Iteration 6F: 3 clusters Score -5315920 nChanged 1407 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16270 members Mstep: Class 2 contains 8342 members Entering Unmasked Estep Score: -5316860.500000 Penalty: 12385.961914 Iteration 7F: 3 clusters Score -5316860 nChanged 1225 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17353 members Mstep: Class 2 contains 7259 members Entering Unmasked Estep Score: -5317710.500000 Penalty: 12385.961914 Iteration 8Q: 3 clusters Score -5317710 nChanged 1008 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18261 members Mstep: Class 2 contains 6351 members Entering Unmasked Estep Score: -5318382.500000 Penalty: 12385.961914 Iteration 9Q: 3 clusters Score -5318382 nChanged 851 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19056 members Mstep: Class 2 contains 5556 members Entering Unmasked Estep Score: -5318913.500000 Penalty: 12385.961914 Iteration 10Q: 3 clusters Score -5318914 nChanged 721 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19739 members Mstep: Class 2 contains 4873 members Entering Unmasked Estep Score: -5319377.500000 Penalty: 12385.961914 Iteration 11Q: 3 clusters Score -5319378 nChanged 654 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20373 members Mstep: Class 2 contains 4239 members Entering Unmasked Estep Score: -5319795.000000 Penalty: 12385.961914 Iteration 12Q: 3 clusters Score -5319795 nChanged 519 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20884 members Mstep: Class 2 contains 3728 members Entering Unmasked Estep Score: -5320093.500000 Penalty: 12385.961914 Iteration 13Q: 3 clusters Score -5320094 nChanged 409 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21283 members Mstep: Class 2 contains 3329 members Entering Unmasked Estep Score: -5320331.000000 Penalty: 12385.961914 Iteration 14Q: 3 clusters Score -5320331 nChanged 314 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21591 members Mstep: Class 2 contains 3021 members Entering Unmasked Estep Score: -5320519.500000 Penalty: 12385.961914 Iteration 15Q: 3 clusters Score -5320520 nChanged 248 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21837 members Mstep: Class 2 contains 2775 members Entering Unmasked Estep Score: -5320656.000000 Penalty: 12385.961914 Iteration 16Q: 3 clusters Score -5320656 nChanged 210 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22047 members Mstep: Class 2 contains 2565 members Entering Unmasked Estep Score: -5320755.000000 Penalty: 12385.961914 Iteration 17Q: 3 clusters Score -5320755 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22212 members Mstep: Class 2 contains 2400 members Entering Unmasked Estep Score: -5320847.000000 Penalty: 12385.961914 Iteration 18Q: 3 clusters Score -5320847 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22332 members Mstep: Class 2 contains 2280 members Entering Unmasked Estep Score: -5320918.000000 Penalty: 12385.961914 Iteration 19Q: 3 clusters Score -5320918 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22432 members Mstep: Class 2 contains 2180 members Entering Unmasked Estep Score: -5320968.500000 Penalty: 12385.961914 Iteration 20F: 3 clusters Score -5320968 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22515 members Mstep: Class 2 contains 2097 members Entering Unmasked Estep Score: -5321019.500000 Penalty: 12385.961914 Iteration 21Q: 3 clusters Score -5321020 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22585 members Mstep: Class 2 contains 2027 members Entering Unmasked Estep Score: -5321051.000000 Penalty: 12385.961914 Iteration 22Q: 3 clusters Score -5321051 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22639 members Mstep: Class 2 contains 1973 members Entering Unmasked Estep Score: -5321070.500000 Penalty: 12385.961914 Iteration 23Q: 3 clusters Score -5321070 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22687 members Mstep: Class 2 contains 1925 members Entering Unmasked Estep Score: -5321080.000000 Penalty: 12385.961914 Iteration 24Q: 3 clusters Score -5321080 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22725 members Mstep: Class 2 contains 1887 members Entering Unmasked Estep Score: -5321098.500000 Penalty: 12385.961914 Iteration 25Q: 3 clusters Score -5321098 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22758 members Mstep: Class 2 contains 1854 members Entering Unmasked Estep Score: -5321115.000000 Penalty: 12385.961914 Iteration 26Q: 3 clusters Score -5321115 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22777 members Mstep: Class 2 contains 1835 members Entering Unmasked Estep Score: -5321122.500000 Penalty: 12385.961914 Iteration 27Q: 3 clusters Score -5321122 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22790 members Mstep: Class 2 contains 1822 members Entering Unmasked Estep Score: -5321129.500000 Penalty: 12385.961914 Iteration 28Q: 3 clusters Score -5321130 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22804 members Mstep: Class 2 contains 1808 members Entering Unmasked Estep Score: -5321137.000000 Penalty: 12385.961914 Iteration 29Q: 3 clusters Score -5321137 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22814 members Mstep: Class 2 contains 1798 members Entering Unmasked Estep Score: -5321139.000000 Penalty: 12385.961914 Iteration 30Q: 3 clusters Score -5321139 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22823 members Mstep: Class 2 contains 1789 members Entering Unmasked Estep Score: -5321145.000000 Penalty: 12385.961914 Iteration 31Q: 3 clusters Score -5321145 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22829 members Mstep: Class 2 contains 1783 members Entering Unmasked Estep Score: -5321149.500000 Penalty: 12385.961914 Iteration 32Q: 3 clusters Score -5321150 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22836 members Mstep: Class 2 contains 1776 members Entering Unmasked Estep Score: -5321148.000000 Penalty: 12385.961914 Iteration 33Q: 3 clusters Score -5321148 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22841 members Mstep: Class 2 contains 1771 members Entering Unmasked Estep Score: -5321156.000000 Penalty: 12385.961914 Iteration 34Q: 3 clusters Score -5321156 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22844 members Mstep: Class 2 contains 1768 members Entering Unmasked Estep Score: -5321154.000000 Penalty: 12385.961914 Iteration 35Q: 3 clusters Score -5321154 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22846 members Mstep: Class 2 contains 1766 members Entering Unmasked Estep Score: -5321152.000000 Penalty: 12385.961914 Iteration 36Q: 3 clusters Score -5321152 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22850 members Mstep: Class 2 contains 1762 members Entering Unmasked Estep Score: -5321154.500000 Penalty: 12385.961914 Iteration 37Q: 3 clusters Score -5321154 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22857 members Mstep: Class 2 contains 1755 members Entering Unmasked Estep Score: -5321156.000000 Penalty: 12385.961914 Iteration 38Q: 3 clusters Score -5321156 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22864 members Mstep: Class 2 contains 1748 members Entering Unmasked Estep Score: -5321152.000000 Penalty: 12385.961914 Iteration 39Q: 3 clusters Score -5321152 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22866 members Mstep: Class 2 contains 1746 members Entering Unmasked Estep Score: -5321150.500000 Penalty: 12385.961914 Iteration 40F: 3 clusters Score -5321150 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22867 members Mstep: Class 2 contains 1745 members Entering Unmasked Estep Score: -5321153.500000 Penalty: 12385.961914 Iteration 41Q: 3 clusters Score -5321154 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22867 members Mstep: Class 2 contains 1745 members Entering Unmasked Estep Score: -5321153.500000 Penalty: 12385.961914 Iteration 42F: 3 clusters Score -5321154 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (626 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 626 members Entering Unmasked Estep Score: -125224.992188 Penalty: 3944.102051 Iteration 0F: 2 clusters Score -125225 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 334 members Mstep: Class 2 contains 292 members Entering Unmasked Estep Score: -121620.281250 Penalty: 7888.204102 Iteration 0F: 3 clusters Score -121620.3 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 343 members Mstep: Class 2 contains 283 members Entering Unmasked Estep Score: -121801.554688 Penalty: 7888.204102 Iteration 1F: 3 clusters Score -121801.6 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 338 members Mstep: Class 2 contains 288 members Entering Unmasked Estep Score: -121858.367188 Penalty: 7888.204102 Iteration 2Q: 3 clusters Score -121858.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 338 members Mstep: Class 2 contains 288 members Entering Unmasked Estep Score: -121882.992188 Penalty: 7888.204102 Iteration 3Q: 3 clusters Score -121883 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 337 members Mstep: Class 2 contains 289 members Entering Unmasked Estep Score: -121889.851562 Penalty: 7888.204102 Iteration 4Q: 3 clusters Score -121889.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 337 members Mstep: Class 2 contains 289 members Entering Unmasked Estep Score: -121889.851562 Penalty: 7888.204102 Iteration 5F: 3 clusters Score -121889.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 22 (1321 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1321 members Entering Unmasked Estep Score: -250604.734375 Penalty: 4401.513184 Iteration 0F: 2 clusters Score -250604.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 650 members Mstep: Class 2 contains 671 members Entering Unmasked Estep Score: -246369.000000 Penalty: 8803.026367 Iteration 0F: 3 clusters Score -246369 nChanged 279 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 695 members Mstep: Class 2 contains 626 members Entering Unmasked Estep Score: -247297.187500 Penalty: 8803.026367 Iteration 1F: 3 clusters Score -247297.2 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 707 members Mstep: Class 2 contains 614 members Entering Unmasked Estep Score: -247957.921875 Penalty: 8803.026367 Iteration 2F: 3 clusters Score -247957.9 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 714 members Mstep: Class 2 contains 607 members Entering Unmasked Estep Score: -248546.812500 Penalty: 8803.026367 Iteration 3F: 3 clusters Score -248546.8 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 703 members Mstep: Class 2 contains 618 members Entering Unmasked Estep Score: -249079.984375 Penalty: 8803.026367 Iteration 4F: 3 clusters Score -249080 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 690 members Mstep: Class 2 contains 631 members Entering Unmasked Estep Score: -249383.296875 Penalty: 8803.026367 Iteration 5Q: 3 clusters Score -249383.3 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 675 members Mstep: Class 2 contains 646 members Entering Unmasked Estep Score: -249754.609375 Penalty: 8803.026367 Iteration 6Q: 3 clusters Score -249754.6 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 668 members Mstep: Class 2 contains 653 members Entering Unmasked Estep Score: -249968.515625 Penalty: 8803.026367 Iteration 7Q: 3 clusters Score -249968.5 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 656 members Mstep: Class 2 contains 665 members Entering Unmasked Estep Score: -250091.968750 Penalty: 8803.026367 Iteration 8Q: 3 clusters Score -250092 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 642 members Mstep: Class 2 contains 679 members Entering Unmasked Estep Score: -250172.187500 Penalty: 8803.026367 Iteration 9Q: 3 clusters Score -250172.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 632 members Mstep: Class 2 contains 689 members Entering Unmasked Estep Score: -250224.734375 Penalty: 8803.026367 Iteration 10Q: 3 clusters Score -250224.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 630 members Mstep: Class 2 contains 691 members Entering Unmasked Estep Score: -250241.640625 Penalty: 8803.026367 Iteration 11Q: 3 clusters Score -250241.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 628 members Mstep: Class 2 contains 693 members Entering Unmasked Estep Score: -250249.593750 Penalty: 8803.026367 Iteration 12Q: 3 clusters Score -250249.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 627 members Mstep: Class 2 contains 694 members Entering Unmasked Estep Score: -250254.343750 Penalty: 8803.026367 Iteration 13Q: 3 clusters Score -250254.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 627 members Mstep: Class 2 contains 694 members Entering Unmasked Estep Score: -250254.343750 Penalty: 8803.026367 Iteration 14F: 3 clusters Score -250254.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 23 (34053 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34053 members Entering Unmasked Estep Score: -7503908.500000 Penalty: 6391.850098 Iteration 0F: 2 clusters Score -7503908 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17049 members Mstep: Class 2 contains 17004 members Entering Unmasked Estep Score: -7478618.500000 Penalty: 12783.700195 Iteration 0F: 3 clusters Score -7478618 nChanged 14503 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17242 members Mstep: Class 2 contains 16811 members Entering Unmasked Estep Score: -7486259.500000 Penalty: 12783.700195 Iteration 1F: 3 clusters Score -7486260 nChanged 1888 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17358 members Mstep: Class 2 contains 16695 members Entering Unmasked Estep Score: -7486929.500000 Penalty: 12783.700195 Iteration 2F: 3 clusters Score -7486930 nChanged 1466 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17526 members Mstep: Class 2 contains 16527 members Entering Unmasked Estep Score: -7487437.500000 Penalty: 12783.700195 Iteration 3Q: 3 clusters Score -7487438 nChanged 1186 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17680 members Mstep: Class 2 contains 16373 members Entering Unmasked Estep Score: -7487804.000000 Penalty: 12783.700195 Iteration 4Q: 3 clusters Score -7487804 nChanged 937 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17817 members Mstep: Class 2 contains 16236 members Entering Unmasked Estep Score: -7488058.500000 Penalty: 12783.700195 Iteration 5Q: 3 clusters Score -7488058 nChanged 799 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17996 members Mstep: Class 2 contains 16057 members Entering Unmasked Estep Score: -7488260.500000 Penalty: 12783.700195 Iteration 6Q: 3 clusters Score -7488260 nChanged 685 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18231 members Mstep: Class 2 contains 15822 members Entering Unmasked Estep Score: -7488428.500000 Penalty: 12783.700195 Iteration 7Q: 3 clusters Score -7488428 nChanged 647 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18552 members Mstep: Class 2 contains 15501 members Entering Unmasked Estep Score: -7488543.000000 Penalty: 12783.700195 Iteration 8Q: 3 clusters Score -7488543 nChanged 611 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18893 members Mstep: Class 2 contains 15160 members Entering Unmasked Estep Score: -7488703.500000 Penalty: 12783.700195 Iteration 9Q: 3 clusters Score -7488704 nChanged 589 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19282 members Mstep: Class 2 contains 14771 members Entering Unmasked Estep Score: -7488877.000000 Penalty: 12783.700195 Iteration 10Q: 3 clusters Score -7488877 nChanged 594 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19720 members Mstep: Class 2 contains 14333 members Entering Unmasked Estep Score: -7489033.000000 Penalty: 12783.700195 Iteration 11Q: 3 clusters Score -7489033 nChanged 589 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20187 members Mstep: Class 2 contains 13866 members Entering Unmasked Estep Score: -7489204.000000 Penalty: 12783.700195 Iteration 12Q: 3 clusters Score -7489204 nChanged 618 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20719 members Mstep: Class 2 contains 13334 members Entering Unmasked Estep Score: -7489342.000000 Penalty: 12783.700195 Iteration 13Q: 3 clusters Score -7489342 nChanged 737 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21392 members Mstep: Class 2 contains 12661 members Entering Unmasked Estep Score: -7489590.500000 Penalty: 12783.700195 Iteration 14Q: 3 clusters Score -7489590 nChanged 862 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22194 members Mstep: Class 2 contains 11859 members Entering Unmasked Estep Score: -7489885.000000 Penalty: 12783.700195 Iteration 15Q: 3 clusters Score -7489885 nChanged 1037 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23177 members Mstep: Class 2 contains 10876 members Entering Unmasked Estep Score: -7490330.500000 Penalty: 12783.700195 Iteration 16Q: 3 clusters Score -7490330 nChanged 1232 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24369 members Mstep: Class 2 contains 9684 members Entering Unmasked Estep Score: -7490991.000000 Penalty: 12783.700195 Iteration 17Q: 3 clusters Score -7490991 nChanged 1438 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25785 members Mstep: Class 2 contains 8268 members Entering Unmasked Estep Score: -7491855.000000 Penalty: 12783.700195 Iteration 18Q: 3 clusters Score -7491855 nChanged 1617 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27376 members Mstep: Class 2 contains 6677 members Entering Unmasked Estep Score: -7492976.000000 Penalty: 12783.700195 Iteration 19Q: 3 clusters Score -7492976 nChanged 1604 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28956 members Mstep: Class 2 contains 5097 members Entering Unmasked Estep Score: -7494249.000000 Penalty: 12783.700195 Iteration 20F: 3 clusters Score -7494249 nChanged 1516 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30444 members Mstep: Class 2 contains 3609 members Entering Unmasked Estep Score: -7495557.000000 Penalty: 12783.700195 Iteration 21Q: 3 clusters Score -7495557 nChanged 1108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31530 members Mstep: Class 2 contains 2523 members Entering Unmasked Estep Score: -7496536.500000 Penalty: 12783.700195 Iteration 22Q: 3 clusters Score -7496536 nChanged 779 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32291 members Mstep: Class 2 contains 1762 members Entering Unmasked Estep Score: -7497240.500000 Penalty: 12783.700195 Iteration 23Q: 3 clusters Score -7497240 nChanged 450 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32731 members Mstep: Class 2 contains 1322 members Entering Unmasked Estep Score: -7497698.500000 Penalty: 12783.700195 Iteration 24Q: 3 clusters Score -7497698 nChanged 254 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32975 members Mstep: Class 2 contains 1078 members Entering Unmasked Estep Score: -7497943.500000 Penalty: 12783.700195 Iteration 25Q: 3 clusters Score -7497944 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33087 members Mstep: Class 2 contains 966 members Entering Unmasked Estep Score: -7498045.500000 Penalty: 12783.700195 Iteration 26Q: 3 clusters Score -7498046 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33158 members Mstep: Class 2 contains 895 members Entering Unmasked Estep Score: -7498161.000000 Penalty: 12783.700195 Iteration 27Q: 3 clusters Score -7498161 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33209 members Mstep: Class 2 contains 844 members Entering Unmasked Estep Score: -7498228.000000 Penalty: 12783.700195 Iteration 28Q: 3 clusters Score -7498228 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33243 members Mstep: Class 2 contains 810 members Entering Unmasked Estep Score: -7498264.000000 Penalty: 12783.700195 Iteration 29Q: 3 clusters Score -7498264 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33260 members Mstep: Class 2 contains 793 members Entering Unmasked Estep Score: -7498305.500000 Penalty: 12783.700195 Iteration 30Q: 3 clusters Score -7498306 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33277 members Mstep: Class 2 contains 776 members Entering Unmasked Estep Score: -7498325.000000 Penalty: 12783.700195 Iteration 31Q: 3 clusters Score -7498325 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33293 members Mstep: Class 2 contains 760 members Entering Unmasked Estep Score: -7498348.000000 Penalty: 12783.700195 Iteration 32Q: 3 clusters Score -7498348 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33312 members Mstep: Class 2 contains 741 members Entering Unmasked Estep Score: -7498365.000000 Penalty: 12783.700195 Iteration 33Q: 3 clusters Score -7498365 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33324 members Mstep: Class 2 contains 729 members Entering Unmasked Estep Score: -7498378.500000 Penalty: 12783.700195 Iteration 34Q: 3 clusters Score -7498378 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33326 members Mstep: Class 2 contains 727 members Entering Unmasked Estep Score: -7498382.000000 Penalty: 12783.700195 Iteration 35Q: 3 clusters Score -7498382 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33330 members Mstep: Class 2 contains 723 members Entering Unmasked Estep Score: -7498383.500000 Penalty: 12783.700195 Iteration 36Q: 3 clusters Score -7498384 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33331 members Mstep: Class 2 contains 722 members Entering Unmasked Estep Score: -7498384.500000 Penalty: 12783.700195 Iteration 37Q: 3 clusters Score -7498384 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33331 members Mstep: Class 2 contains 722 members Entering Unmasked Estep Score: -7498384.500000 Penalty: 12783.700195 Iteration 38F: 3 clusters Score -7498384 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 34164 members Mstep: Class 3 contains 857 members Mstep: Class 4 contains 1561 members Mstep: Class 5 contains 23959 members Mstep: Class 6 contains 27087 members Mstep: Class 7 contains 71812 members Mstep: Class 8 contains 1477 members Mstep: Class 9 contains 795 members Mstep: Class 10 contains 139551 members Mstep: Class 11 contains 84559 members Mstep: Class 12 contains 522 members Mstep: Class 13 contains 453 members Mstep: Class 14 contains 159590 members Mstep: Class 15 contains 28160 members Mstep: Class 16 contains 34211 members Mstep: Class 18 contains 9117 members Mstep: Class 19 contains 24612 members Mstep: Class 21 contains 626 members Mstep: Class 22 contains 1321 members Mstep: Class 23 contains 34053 members Entering Unmasked Estep ConsiderDeletion Score: -147561184.000000 Penalty: 172723.218750 Iteration 239Q: 22 clusters Score -1.475612e+08 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 34164 members Mstep: Class 3 contains 857 members Mstep: Class 4 contains 1561 members Mstep: Class 5 contains 23957 members Mstep: Class 6 contains 27088 members Mstep: Class 7 contains 71778 members Mstep: Class 8 contains 1477 members Mstep: Class 9 contains 795 members Mstep: Class 10 contains 139551 members Mstep: Class 11 contains 84593 members Mstep: Class 12 contains 522 members Mstep: Class 13 contains 453 members Mstep: Class 14 contains 159589 members Mstep: Class 15 contains 28161 members Mstep: Class 16 contains 34211 members Mstep: Class 18 contains 9117 members Mstep: Class 19 contains 24612 members Mstep: Class 21 contains 626 members Mstep: Class 22 contains 1321 members Mstep: Class 23 contains 34054 members Entering Unmasked Estep ConsiderDeletion Score: -147561136.000000 Penalty: 172723.218750 Iteration 240F: 22 clusters Score -1.475611e+08 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 34164 members Mstep: Class 3 contains 857 members Mstep: Class 4 contains 1561 members Mstep: Class 5 contains 23957 members Mstep: Class 6 contains 27089 members Mstep: Class 7 contains 71741 members Mstep: Class 8 contains 1477 members Mstep: Class 9 contains 795 members Mstep: Class 10 contains 139551 members Mstep: Class 11 contains 84629 members Mstep: Class 12 contains 522 members Mstep: Class 13 contains 453 members Mstep: Class 14 contains 159589 members Mstep: Class 15 contains 28161 members Mstep: Class 16 contains 34211 members Mstep: Class 18 contains 9117 members Mstep: Class 19 contains 24612 members Mstep: Class 21 contains 626 members Mstep: Class 22 contains 1321 members Mstep: Class 23 contains 34054 members Entering Unmasked Estep ConsiderDeletion Score: -147561104.000000 Penalty: 172723.218750 Iteration 241Q: 22 clusters Score -1.475611e+08 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 34164 members Mstep: Class 3 contains 857 members Mstep: Class 4 contains 1561 members Mstep: Class 5 contains 23957 members Mstep: Class 6 contains 27089 members Mstep: Class 7 contains 71716 members Mstep: Class 8 contains 1477 members Mstep: Class 9 contains 795 members Mstep: Class 10 contains 139551 members Mstep: Class 11 contains 84655 members Mstep: Class 12 contains 522 members Mstep: Class 13 contains 453 members Mstep: Class 14 contains 159589 members Mstep: Class 15 contains 28161 members Mstep: Class 16 contains 34211 members Mstep: Class 18 contains 9117 members Mstep: Class 19 contains 24612 members Mstep: Class 21 contains 626 members Mstep: Class 22 contains 1321 members Mstep: Class 23 contains 34053 members Entering Unmasked Estep ConsiderDeletion Score: -147561104.000000 Penalty: 172723.218750 Iteration 242Q: 22 clusters Score -1.475611e+08 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 34164 members Mstep: Class 3 contains 857 members Mstep: Class 4 contains 1561 members Mstep: Class 5 contains 23957 members Mstep: Class 6 contains 27088 members Mstep: Class 7 contains 71697 members Mstep: Class 8 contains 1477 members Mstep: Class 9 contains 795 members Mstep: Class 10 contains 139551 members Mstep: Class 11 contains 84675 members Mstep: Class 12 contains 522 members Mstep: Class 13 contains 453 members Mstep: Class 14 contains 159589 members Mstep: Class 15 contains 28160 members Mstep: Class 16 contains 34211 members Mstep: Class 18 contains 9117 members Mstep: Class 19 contains 24612 members Mstep: Class 21 contains 626 members Mstep: Class 22 contains 1321 members Mstep: Class 23 contains 34054 members Entering Unmasked Estep ConsiderDeletion Score: -147561152.000000 Penalty: 172723.218750 Iteration 243Q: 22 clusters Score -1.475612e+08 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 34164 members Mstep: Class 3 contains 857 members Mstep: Class 4 contains 1561 members Mstep: Class 5 contains 23957 members Mstep: Class 6 contains 27088 members Mstep: Class 7 contains 71677 members Mstep: Class 8 contains 1477 members Mstep: Class 9 contains 795 members Mstep: Class 10 contains 139551 members Mstep: Class 11 contains 84697 members Mstep: Class 12 contains 522 members Mstep: Class 13 contains 453 members Mstep: Class 14 contains 159589 members Mstep: Class 15 contains 28160 members Mstep: Class 16 contains 34211 members Mstep: Class 18 contains 9116 members Mstep: Class 19 contains 24612 members Mstep: Class 21 contains 626 members Mstep: Class 22 contains 1321 members Mstep: Class 23 contains 34053 members Entering Unmasked Estep ConsiderDeletion Score: -147561184.000000 Penalty: 172723.218750 Iteration 244Q: 22 clusters Score -1.475612e+08 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 34164 members Mstep: Class 3 contains 857 members Mstep: Class 4 contains 1561 members Mstep: Class 5 contains 23957 members Mstep: Class 6 contains 27088 members Mstep: Class 7 contains 71657 members Mstep: Class 8 contains 1477 members Mstep: Class 9 contains 795 members Mstep: Class 10 contains 139551 members Mstep: Class 11 contains 84718 members Mstep: Class 12 contains 522 members Mstep: Class 13 contains 453 members Mstep: Class 14 contains 159589 members Mstep: Class 15 contains 28160 members Mstep: Class 16 contains 34211 members Mstep: Class 18 contains 9116 members Mstep: Class 19 contains 24612 members Mstep: Class 21 contains 626 members Mstep: Class 22 contains 1321 members Mstep: Class 23 contains 34052 members Entering Unmasked Estep ConsiderDeletion Score: -147561152.000000 Penalty: 172723.218750 Iteration 245Q: 22 clusters Score -1.475612e+08 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 34164 members Mstep: Class 3 contains 857 members Mstep: Class 4 contains 1561 members Mstep: Class 5 contains 23957 members Mstep: Class 6 contains 27088 members Mstep: Class 7 contains 71638 members Mstep: Class 8 contains 1477 members Mstep: Class 9 contains 795 members Mstep: Class 10 contains 139551 members Mstep: Class 11 contains 84736 members Mstep: Class 12 contains 522 members Mstep: Class 13 contains 453 members Mstep: Class 14 contains 159589 members Mstep: Class 15 contains 28160 members Mstep: Class 16 contains 34211 members Mstep: Class 18 contains 9116 members Mstep: Class 19 contains 24612 members Mstep: Class 21 contains 626 members Mstep: Class 22 contains 1321 members Mstep: Class 23 contains 34053 members Entering Unmasked Estep ConsiderDeletion Score: -147561168.000000 Penalty: 172723.218750 Iteration 246Q: 22 clusters Score -1.475612e+08 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 34164 members Mstep: Class 3 contains 857 members Mstep: Class 4 contains 1561 members Mstep: Class 5 contains 23956 members Mstep: Class 6 contains 27088 members Mstep: Class 7 contains 71629 members Mstep: Class 8 contains 1477 members Mstep: Class 9 contains 795 members Mstep: Class 10 contains 139550 members Mstep: Class 11 contains 84746 members Mstep: Class 12 contains 522 members Mstep: Class 13 contains 453 members Mstep: Class 14 contains 159589 members Mstep: Class 15 contains 28160 members Mstep: Class 16 contains 34211 members Mstep: Class 18 contains 9116 members Mstep: Class 19 contains 24612 members Mstep: Class 21 contains 626 members Mstep: Class 22 contains 1321 members Mstep: Class 23 contains 34054 members Entering Unmasked Estep ConsiderDeletion Score: -147561152.000000 Penalty: 172723.218750 Iteration 247Q: 22 clusters Score -1.475612e+08 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 34164 members Mstep: Class 3 contains 857 members Mstep: Class 4 contains 1561 members Mstep: Class 5 contains 23955 members Mstep: Class 6 contains 27088 members Mstep: Class 7 contains 71620 members Mstep: Class 8 contains 1477 members Mstep: Class 9 contains 795 members Mstep: Class 10 contains 139550 members Mstep: Class 11 contains 84757 members Mstep: Class 12 contains 522 members Mstep: Class 13 contains 453 members Mstep: Class 14 contains 159589 members Mstep: Class 15 contains 28160 members Mstep: Class 16 contains 34211 members Mstep: Class 18 contains 9116 members Mstep: Class 19 contains 24612 members Mstep: Class 21 contains 626 members Mstep: Class 22 contains 1321 members Mstep: Class 23 contains 34053 members Entering Unmasked Estep ConsiderDeletion Score: -147561120.000000 Penalty: 172723.218750 Iteration 248Q: 22 clusters Score -1.475611e+08 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 34164 members Mstep: Class 3 contains 857 members Mstep: Class 4 contains 1561 members Mstep: Class 5 contains 23956 members Mstep: Class 6 contains 27088 members Mstep: Class 7 contains 71611 members Mstep: Class 8 contains 1477 members Mstep: Class 9 contains 795 members Mstep: Class 10 contains 139550 members Mstep: Class 11 contains 84766 members Mstep: Class 12 contains 522 members Mstep: Class 13 contains 453 members Mstep: Class 14 contains 159589 members Mstep: Class 15 contains 28160 members Mstep: Class 16 contains 34211 members Mstep: Class 18 contains 9115 members Mstep: Class 19 contains 24612 members Mstep: Class 21 contains 626 members Mstep: Class 22 contains 1321 members Mstep: Class 23 contains 34053 members Entering Unmasked Estep ConsiderDeletion Score: -147561152.000000 Penalty: 172723.218750 Iteration 249Q: 22 clusters Score -1.475612e+08 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 34164 members Mstep: Class 3 contains 857 members Mstep: Class 4 contains 1561 members Mstep: Class 5 contains 23956 members Mstep: Class 6 contains 27088 members Mstep: Class 7 contains 71604 members Mstep: Class 8 contains 1477 members Mstep: Class 9 contains 795 members Mstep: Class 10 contains 139550 members Mstep: Class 11 contains 84774 members Mstep: Class 12 contains 522 members Mstep: Class 13 contains 453 members Mstep: Class 14 contains 159589 members Mstep: Class 15 contains 28160 members Mstep: Class 16 contains 34211 members Mstep: Class 18 contains 9115 members Mstep: Class 19 contains 24612 members Mstep: Class 21 contains 626 members Mstep: Class 22 contains 1321 members Mstep: Class 23 contains 34052 members Entering Unmasked Estep ConsiderDeletion Score: -147561200.000000 Penalty: 172723.218750 Iteration 250Q: 22 clusters Score -1.475612e+08 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 34164 members Mstep: Class 3 contains 857 members Mstep: Class 4 contains 1561 members Mstep: Class 5 contains 23955 members Mstep: Class 6 contains 27088 members Mstep: Class 7 contains 71596 members Mstep: Class 8 contains 1477 members Mstep: Class 9 contains 795 members Mstep: Class 10 contains 139550 members Mstep: Class 11 contains 84783 members Mstep: Class 12 contains 522 members Mstep: Class 13 contains 453 members Mstep: Class 14 contains 159589 members Mstep: Class 15 contains 28160 members Mstep: Class 16 contains 34211 members Mstep: Class 18 contains 9115 members Mstep: Class 19 contains 24612 members Mstep: Class 21 contains 626 members Mstep: Class 22 contains 1321 members Mstep: Class 23 contains 34052 members Entering Unmasked Estep ConsiderDeletion Score: -147561216.000000 Penalty: 172723.218750 Iteration 251Q: 22 clusters Score -1.475612e+08 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 34164 members Mstep: Class 3 contains 857 members Mstep: Class 4 contains 1561 members Mstep: Class 5 contains 23955 members Mstep: Class 6 contains 27088 members Mstep: Class 7 contains 71591 members Mstep: Class 8 contains 1477 members Mstep: Class 9 contains 795 members Mstep: Class 10 contains 139550 members Mstep: Class 11 contains 84788 members Mstep: Class 12 contains 522 members Mstep: Class 13 contains 453 members Mstep: Class 14 contains 159589 members Mstep: Class 15 contains 28160 members Mstep: Class 16 contains 34211 members Mstep: Class 18 contains 9115 members Mstep: Class 19 contains 24612 members Mstep: Class 21 contains 626 members Mstep: Class 22 contains 1321 members Mstep: Class 23 contains 34052 members Entering Unmasked Estep ConsiderDeletion Score: -147561200.000000 Penalty: 172723.218750 Iteration 252Q: 22 clusters Score -1.475612e+08 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 34164 members Mstep: Class 3 contains 857 members Mstep: Class 4 contains 1561 members Mstep: Class 5 contains 23955 members Mstep: Class 6 contains 27088 members Mstep: Class 7 contains 71583 members Mstep: Class 8 contains 1477 members Mstep: Class 9 contains 795 members Mstep: Class 10 contains 139550 members Mstep: Class 11 contains 84796 members Mstep: Class 12 contains 522 members Mstep: Class 13 contains 453 members Mstep: Class 14 contains 159589 members Mstep: Class 15 contains 28160 members Mstep: Class 16 contains 34211 members Mstep: Class 18 contains 9115 members Mstep: Class 19 contains 24612 members Mstep: Class 21 contains 626 members Mstep: Class 22 contains 1321 members Mstep: Class 23 contains 34052 members Entering Unmasked Estep ConsiderDeletion Score: -147561168.000000 Penalty: 172723.218750 Iteration 253Q: 22 clusters Score -1.475612e+08 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 34164 members Mstep: Class 3 contains 857 members Mstep: Class 4 contains 1561 members Mstep: Class 5 contains 23955 members Mstep: Class 6 contains 27088 members Mstep: Class 7 contains 71575 members Mstep: Class 8 contains 1477 members Mstep: Class 9 contains 795 members Mstep: Class 10 contains 139550 members Mstep: Class 11 contains 84804 members Mstep: Class 12 contains 522 members Mstep: Class 13 contains 453 members Mstep: Class 14 contains 159589 members Mstep: Class 15 contains 28160 members Mstep: Class 16 contains 34211 members Mstep: Class 18 contains 9115 members Mstep: Class 19 contains 24612 members Mstep: Class 21 contains 626 members Mstep: Class 22 contains 1321 members Mstep: Class 23 contains 34052 members Entering Unmasked Estep ConsiderDeletion Score: -147561232.000000 Penalty: 172723.218750 Iteration 254Q: 22 clusters Score -1.475612e+08 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 34164 members Mstep: Class 3 contains 857 members Mstep: Class 4 contains 1561 members Mstep: Class 5 contains 23955 members Mstep: Class 6 contains 27088 members Mstep: Class 7 contains 71568 members Mstep: Class 8 contains 1477 members Mstep: Class 9 contains 795 members Mstep: Class 10 contains 139550 members Mstep: Class 11 contains 84811 members Mstep: Class 12 contains 522 members Mstep: Class 13 contains 453 members Mstep: Class 14 contains 159589 members Mstep: Class 15 contains 28160 members Mstep: Class 16 contains 34211 members Mstep: Class 18 contains 9115 members Mstep: Class 19 contains 24612 members Mstep: Class 21 contains 626 members Mstep: Class 22 contains 1321 members Mstep: Class 23 contains 34052 members Entering Unmasked Estep ConsiderDeletion Score: -147561232.000000 Penalty: 172723.218750 Iteration 255Q: 22 clusters Score -1.475612e+08 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 34164 members Mstep: Class 3 contains 857 members Mstep: Class 4 contains 1561 members Mstep: Class 5 contains 23955 members Mstep: Class 6 contains 27088 members Mstep: Class 7 contains 71562 members Mstep: Class 8 contains 1477 members Mstep: Class 9 contains 795 members Mstep: Class 10 contains 139550 members Mstep: Class 11 contains 84817 members Mstep: Class 12 contains 522 members Mstep: Class 13 contains 453 members Mstep: Class 14 contains 159589 members Mstep: Class 15 contains 28160 members Mstep: Class 16 contains 34211 members Mstep: Class 18 contains 9115 members Mstep: Class 19 contains 24612 members Mstep: Class 21 contains 626 members Mstep: Class 22 contains 1321 members Mstep: Class 23 contains 34052 members Entering Unmasked Estep ConsiderDeletion Score: -147561248.000000 Penalty: 172723.218750 Iteration 256Q: 22 clusters Score -1.475612e+08 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 34164 members Mstep: Class 3 contains 857 members Mstep: Class 4 contains 1561 members Mstep: Class 5 contains 23955 members Mstep: Class 6 contains 27088 members Mstep: Class 7 contains 71551 members Mstep: Class 8 contains 1477 members Mstep: Class 9 contains 795 members Mstep: Class 10 contains 139550 members Mstep: Class 11 contains 84828 members Mstep: Class 12 contains 522 members Mstep: Class 13 contains 453 members Mstep: Class 14 contains 159589 members Mstep: Class 15 contains 28160 members Mstep: Class 16 contains 34211 members Mstep: Class 18 contains 9115 members Mstep: Class 19 contains 24612 members Mstep: Class 21 contains 626 members Mstep: Class 22 contains 1321 members Mstep: Class 23 contains 34052 members Entering Unmasked Estep ConsiderDeletion Score: -147561232.000000 Penalty: 172723.218750 Iteration 257Q: 22 clusters Score -1.475612e+08 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 34164 members Mstep: Class 3 contains 857 members Mstep: Class 4 contains 1561 members Mstep: Class 5 contains 23955 members Mstep: Class 6 contains 27088 members Mstep: Class 7 contains 71539 members Mstep: Class 8 contains 1477 members Mstep: Class 9 contains 795 members Mstep: Class 10 contains 139550 members Mstep: Class 11 contains 84840 members Mstep: Class 12 contains 522 members Mstep: Class 13 contains 453 members Mstep: Class 14 contains 159589 members Mstep: Class 15 contains 28160 members Mstep: Class 16 contains 34211 members Mstep: Class 18 contains 9115 members Mstep: Class 19 contains 24612 members Mstep: Class 21 contains 626 members Mstep: Class 22 contains 1321 members Mstep: Class 23 contains 34052 members Entering Unmasked Estep ConsiderDeletion Score: -147561200.000000 Penalty: 172723.218750 Iteration 258Q: 22 clusters Score -1.475612e+08 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 34164 members Mstep: Class 3 contains 857 members Mstep: Class 4 contains 1561 members Mstep: Class 5 contains 23956 members Mstep: Class 6 contains 27088 members Mstep: Class 7 contains 71535 members Mstep: Class 8 contains 1477 members Mstep: Class 9 contains 795 members Mstep: Class 10 contains 139550 members Mstep: Class 11 contains 84843 members Mstep: Class 12 contains 522 members Mstep: Class 13 contains 453 members Mstep: Class 14 contains 159589 members Mstep: Class 15 contains 28160 members Mstep: Class 16 contains 34211 members Mstep: Class 18 contains 9115 members Mstep: Class 19 contains 24612 members Mstep: Class 21 contains 626 members Mstep: Class 22 contains 1321 members Mstep: Class 23 contains 34052 members Entering Unmasked Estep ConsiderDeletion Score: -147561184.000000 Penalty: 172723.218750 Iteration 259Q: 22 clusters Score -1.475612e+08 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 34164 members Mstep: Class 3 contains 857 members Mstep: Class 4 contains 1561 members Mstep: Class 5 contains 23956 members Mstep: Class 6 contains 27088 members Mstep: Class 7 contains 71530 members Mstep: Class 8 contains 1477 members Mstep: Class 9 contains 795 members Mstep: Class 10 contains 139550 members Mstep: Class 11 contains 84848 members Mstep: Class 12 contains 522 members Mstep: Class 13 contains 453 members Mstep: Class 14 contains 159589 members Mstep: Class 15 contains 28160 members Mstep: Class 16 contains 34211 members Mstep: Class 18 contains 9115 members Mstep: Class 19 contains 24612 members Mstep: Class 21 contains 626 members Mstep: Class 22 contains 1321 members Mstep: Class 23 contains 34052 members Entering Unmasked Estep ConsiderDeletion Score: -147561184.000000 Penalty: 172723.218750 Iteration 260F: 22 clusters Score -1.475612e+08 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 34164 members Mstep: Class 3 contains 857 members Mstep: Class 4 contains 1561 members Mstep: Class 5 contains 23956 members Mstep: Class 6 contains 27088 members Mstep: Class 7 contains 71524 members Mstep: Class 8 contains 1477 members Mstep: Class 9 contains 795 members Mstep: Class 10 contains 139550 members Mstep: Class 11 contains 84854 members Mstep: Class 12 contains 522 members Mstep: Class 13 contains 453 members Mstep: Class 14 contains 159589 members Mstep: Class 15 contains 28160 members Mstep: Class 16 contains 34211 members Mstep: Class 18 contains 9115 members Mstep: Class 19 contains 24612 members Mstep: Class 21 contains 626 members Mstep: Class 22 contains 1321 members Mstep: Class 23 contains 34052 members Entering Unmasked Estep ConsiderDeletion Score: -147561200.000000 Penalty: 172723.218750 Iteration 261Q: 22 clusters Score -1.475612e+08 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 34164 members Mstep: Class 3 contains 857 members Mstep: Class 4 contains 1561 members Mstep: Class 5 contains 23956 members Mstep: Class 6 contains 27089 members Mstep: Class 7 contains 71520 members Mstep: Class 8 contains 1477 members Mstep: Class 9 contains 795 members Mstep: Class 10 contains 139550 members Mstep: Class 11 contains 84857 members Mstep: Class 12 contains 522 members Mstep: Class 13 contains 453 members Mstep: Class 14 contains 159589 members Mstep: Class 15 contains 28160 members Mstep: Class 16 contains 34211 members Mstep: Class 18 contains 9115 members Mstep: Class 19 contains 24612 members Mstep: Class 21 contains 626 members Mstep: Class 22 contains 1321 members Mstep: Class 23 contains 34052 members Entering Unmasked Estep ConsiderDeletion Score: -147561216.000000 Penalty: 172723.218750 Iteration 262Q: 22 clusters Score -1.475612e+08 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 34164 members Mstep: Class 3 contains 857 members Mstep: Class 4 contains 1561 members Mstep: Class 5 contains 23956 members Mstep: Class 6 contains 27090 members Mstep: Class 7 contains 71514 members Mstep: Class 8 contains 1477 members Mstep: Class 9 contains 795 members Mstep: Class 10 contains 139550 members Mstep: Class 11 contains 84862 members Mstep: Class 12 contains 522 members Mstep: Class 13 contains 453 members Mstep: Class 14 contains 159589 members Mstep: Class 15 contains 28159 members Mstep: Class 16 contains 34211 members Mstep: Class 18 contains 9115 members Mstep: Class 19 contains 24612 members Mstep: Class 21 contains 626 members Mstep: Class 22 contains 1321 members Mstep: Class 23 contains 34053 members Entering Unmasked Estep ConsiderDeletion Score: -147561280.000000 Penalty: 172723.218750 Iteration 263Q: 22 clusters Score -1.475613e+08 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 34164 members Mstep: Class 3 contains 857 members Mstep: Class 4 contains 1561 members Mstep: Class 5 contains 23956 members Mstep: Class 6 contains 27091 members Mstep: Class 7 contains 71513 members Mstep: Class 8 contains 1477 members Mstep: Class 9 contains 795 members Mstep: Class 10 contains 139549 members Mstep: Class 11 contains 84863 members Mstep: Class 12 contains 522 members Mstep: Class 13 contains 453 members Mstep: Class 14 contains 159589 members Mstep: Class 15 contains 28159 members Mstep: Class 16 contains 34211 members Mstep: Class 18 contains 9115 members Mstep: Class 19 contains 24612 members Mstep: Class 21 contains 626 members Mstep: Class 22 contains 1321 members Mstep: Class 23 contains 34053 members Entering Unmasked Estep ConsiderDeletion Score: -147561280.000000 Penalty: 172723.218750 Iteration 264Q: 22 clusters Score -1.475613e+08 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 34164 members Mstep: Class 3 contains 857 members Mstep: Class 4 contains 1561 members Mstep: Class 5 contains 23956 members Mstep: Class 6 contains 27090 members Mstep: Class 7 contains 71513 members Mstep: Class 8 contains 1477 members Mstep: Class 9 contains 795 members Mstep: Class 10 contains 139550 members Mstep: Class 11 contains 84863 members Mstep: Class 12 contains 522 members Mstep: Class 13 contains 453 members Mstep: Class 14 contains 159589 members Mstep: Class 15 contains 28159 members Mstep: Class 16 contains 34211 members Mstep: Class 18 contains 9115 members Mstep: Class 19 contains 24612 members Mstep: Class 21 contains 626 members Mstep: Class 22 contains 1321 members Mstep: Class 23 contains 34053 members Entering Unmasked Estep ConsiderDeletion Score: -147561280.000000 Penalty: 172723.218750 Iteration 265Q: 22 clusters Score -1.475613e+08 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 34164 members Mstep: Class 3 contains 857 members Mstep: Class 4 contains 1561 members Mstep: Class 5 contains 23956 members Mstep: Class 6 contains 27090 members Mstep: Class 7 contains 71513 members Mstep: Class 8 contains 1477 members Mstep: Class 9 contains 795 members Mstep: Class 10 contains 139550 members Mstep: Class 11 contains 84863 members Mstep: Class 12 contains 522 members Mstep: Class 13 contains 453 members Mstep: Class 14 contains 159589 members Mstep: Class 15 contains 28159 members Mstep: Class 16 contains 34211 members Mstep: Class 18 contains 9115 members Mstep: Class 19 contains 24612 members Mstep: Class 21 contains 626 members Mstep: Class 22 contains 1321 members Mstep: Class 23 contains 34053 members Entering Unmasked Estep ConsiderDeletion Score: -147561280.000000 Penalty: 172723.218750 Iteration 266F: 22 clusters Score -1.475613e+08 nChanged 0 Entering ConstructFrom: Score: -147561280.000000 Penalty: 172723.218750 Entering ConstructFrom: Trying to split cluster 1 (521 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 521 members Entering Unmasked Estep Score: -67728.945312 Penalty: 3831.646973 Iteration 0F: 2 clusters Score -67728.95 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 243 members Mstep: Class 2 contains 278 members Entering Unmasked Estep Score: -64785.609375 Penalty: 7663.293945 Iteration 0F: 3 clusters Score -64785.61 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 252 members Mstep: Class 2 contains 269 members Entering Unmasked Estep Score: -65338.007812 Penalty: 7663.293945 Iteration 1F: 3 clusters Score -65338.01 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 268 members Mstep: Class 2 contains 253 members Entering Unmasked Estep Score: -65648.054688 Penalty: 7663.293945 Iteration 2F: 3 clusters Score -65648.05 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 275 members Mstep: Class 2 contains 246 members Entering Unmasked Estep Score: -65791.789062 Penalty: 7663.293945 Iteration 3Q: 3 clusters Score -65791.79 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 277 members Mstep: Class 2 contains 244 members Entering Unmasked Estep Score: -65834.257812 Penalty: 7663.293945 Iteration 4Q: 3 clusters Score -65834.26 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 280 members Mstep: Class 2 contains 241 members Entering Unmasked Estep Score: -65994.476562 Penalty: 7663.293945 Iteration 5Q: 3 clusters Score -65994.48 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 281 members Mstep: Class 2 contains 240 members Entering Unmasked Estep Score: -66080.382812 Penalty: 7663.293945 Iteration 6Q: 3 clusters Score -66080.38 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 279 members Mstep: Class 2 contains 242 members Entering Unmasked Estep Score: -66225.140625 Penalty: 7663.293945 Iteration 7Q: 3 clusters Score -66225.14 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 285 members Mstep: Class 2 contains 236 members Entering Unmasked Estep Score: -66322.085938 Penalty: 7663.293945 Iteration 8Q: 3 clusters Score -66322.09 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 293 members Mstep: Class 2 contains 228 members Entering Unmasked Estep Score: -66385.953125 Penalty: 7663.293945 Iteration 9Q: 3 clusters Score -66385.95 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 302 members Mstep: Class 2 contains 219 members Entering Unmasked Estep Score: -66434.468750 Penalty: 7663.293945 Iteration 10Q: 3 clusters Score -66434.47 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 305 members Mstep: Class 2 contains 216 members Entering Unmasked Estep Score: -66535.359375 Penalty: 7663.293945 Iteration 11Q: 3 clusters Score -66535.36 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 309 members Mstep: Class 2 contains 212 members Entering Unmasked Estep Score: -66574.640625 Penalty: 7663.293945 Iteration 12Q: 3 clusters Score -66574.64 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 311 members Mstep: Class 2 contains 210 members Entering Unmasked Estep Score: -66579.398438 Penalty: 7663.293945 Iteration 13Q: 3 clusters Score -66579.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 314 members Mstep: Class 2 contains 207 members Entering Unmasked Estep Score: -66590.726562 Penalty: 7663.293945 Iteration 14Q: 3 clusters Score -66590.73 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 316 members Mstep: Class 2 contains 205 members Entering Unmasked Estep Score: -66598.820312 Penalty: 7663.293945 Iteration 15Q: 3 clusters Score -66598.82 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 317 members Mstep: Class 2 contains 204 members Entering Unmasked Estep Score: -66602.914062 Penalty: 7663.293945 Iteration 16Q: 3 clusters Score -66602.91 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 319 members Mstep: Class 2 contains 202 members Entering Unmasked Estep Score: -66612.765625 Penalty: 7663.293945 Iteration 17Q: 3 clusters Score -66612.77 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 320 members Mstep: Class 2 contains 201 members Entering Unmasked Estep Score: -66617.867188 Penalty: 7663.293945 Iteration 18Q: 3 clusters Score -66617.87 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 321 members Mstep: Class 2 contains 200 members Entering Unmasked Estep Score: -66632.390625 Penalty: 7663.293945 Iteration 19Q: 3 clusters Score -66632.39 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 322 members Mstep: Class 2 contains 199 members Entering Unmasked Estep Score: -66680.398438 Penalty: 7663.293945 Iteration 20F: 3 clusters Score -66680.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 325 members Mstep: Class 2 contains 196 members Entering Unmasked Estep Score: -66696.132812 Penalty: 7663.293945 Iteration 21Q: 3 clusters Score -66696.13 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 327 members Mstep: Class 2 contains 194 members Entering Unmasked Estep Score: -66703.507812 Penalty: 7663.293945 Iteration 22Q: 3 clusters Score -66703.51 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 327 members Mstep: Class 2 contains 194 members Entering Unmasked Estep Score: -66703.507812 Penalty: 7663.293945 Iteration 23F: 3 clusters Score -66703.51 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (34164 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34164 members Entering Unmasked Estep Score: -7527253.500000 Penalty: 6393.843262 Iteration 0F: 2 clusters Score -7527254 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17030 members Mstep: Class 2 contains 17134 members Entering Unmasked Estep Score: -7501903.000000 Penalty: 12787.686523 Iteration 0F: 3 clusters Score -7501903 nChanged 14527 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16751 members Mstep: Class 2 contains 17413 members Entering Unmasked Estep Score: -7509587.000000 Penalty: 12787.686523 Iteration 1F: 3 clusters Score -7509587 nChanged 2027 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16514 members Mstep: Class 2 contains 17650 members Entering Unmasked Estep Score: -7510546.500000 Penalty: 12787.686523 Iteration 2F: 3 clusters Score -7510546 nChanged 1741 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16251 members Mstep: Class 2 contains 17913 members Entering Unmasked Estep Score: -7511461.500000 Penalty: 12787.686523 Iteration 3F: 3 clusters Score -7511462 nChanged 1654 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15991 members Mstep: Class 2 contains 18173 members Entering Unmasked Estep Score: -7512375.500000 Penalty: 12787.686523 Iteration 4Q: 3 clusters Score -7512376 nChanged 1595 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15708 members Mstep: Class 2 contains 18456 members Entering Unmasked Estep Score: -7513332.500000 Penalty: 12787.686523 Iteration 5Q: 3 clusters Score -7513332 nChanged 1550 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15482 members Mstep: Class 2 contains 18682 members Entering Unmasked Estep Score: -7514352.500000 Penalty: 12787.686523 Iteration 6Q: 3 clusters Score -7514352 nChanged 1503 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15427 members Mstep: Class 2 contains 18737 members Entering Unmasked Estep Score: -7515270.500000 Penalty: 12787.686523 Iteration 7Q: 3 clusters Score -7515270 nChanged 1446 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15663 members Mstep: Class 2 contains 18501 members Entering Unmasked Estep Score: -7516049.500000 Penalty: 12787.686523 Iteration 8Q: 3 clusters Score -7516050 nChanged 1398 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16133 members Mstep: Class 2 contains 18031 members Entering Unmasked Estep Score: -7516672.500000 Penalty: 12787.686523 Iteration 9Q: 3 clusters Score -7516672 nChanged 1278 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16791 members Mstep: Class 2 contains 17373 members Entering Unmasked Estep Score: -7517223.000000 Penalty: 12787.686523 Iteration 10Q: 3 clusters Score -7517223 nChanged 1302 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17713 members Mstep: Class 2 contains 16451 members Entering Unmasked Estep Score: -7517838.000000 Penalty: 12787.686523 Iteration 11Q: 3 clusters Score -7517838 nChanged 1320 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18793 members Mstep: Class 2 contains 15371 members Entering Unmasked Estep Score: -7518560.500000 Penalty: 12787.686523 Iteration 12Q: 3 clusters Score -7518560 nChanged 1442 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20027 members Mstep: Class 2 contains 14137 members Entering Unmasked Estep Score: -7519515.500000 Penalty: 12787.686523 Iteration 13Q: 3 clusters Score -7519516 nChanged 1499 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21360 members Mstep: Class 2 contains 12804 members Entering Unmasked Estep Score: -7520734.500000 Penalty: 12787.686523 Iteration 14Q: 3 clusters Score -7520734 nChanged 1447 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22647 members Mstep: Class 2 contains 11517 members Entering Unmasked Estep Score: -7522155.000000 Penalty: 12787.686523 Iteration 15Q: 3 clusters Score -7522155 nChanged 1297 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23822 members Mstep: Class 2 contains 10342 members Entering Unmasked Estep Score: -7523627.000000 Penalty: 12787.686523 Iteration 16Q: 3 clusters Score -7523627 nChanged 1002 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24734 members Mstep: Class 2 contains 9430 members Entering Unmasked Estep Score: -7524717.000000 Penalty: 12787.686523 Iteration 17Q: 3 clusters Score -7524717 nChanged 765 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25447 members Mstep: Class 2 contains 8717 members Entering Unmasked Estep Score: -7525435.000000 Penalty: 12787.686523 Iteration 18Q: 3 clusters Score -7525435 nChanged 534 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25945 members Mstep: Class 2 contains 8219 members Entering Unmasked Estep Score: -7525888.500000 Penalty: 12787.686523 Iteration 19Q: 3 clusters Score -7525888 nChanged 353 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26278 members Mstep: Class 2 contains 7886 members Entering Unmasked Estep Score: -7526116.500000 Penalty: 12787.686523 Iteration 20F: 3 clusters Score -7526116 nChanged 257 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26513 members Mstep: Class 2 contains 7651 members Entering Unmasked Estep Score: -7526264.500000 Penalty: 12787.686523 Iteration 21Q: 3 clusters Score -7526264 nChanged 184 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26669 members Mstep: Class 2 contains 7495 members Entering Unmasked Estep Score: -7526335.500000 Penalty: 12787.686523 Iteration 22Q: 3 clusters Score -7526336 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26762 members Mstep: Class 2 contains 7402 members Entering Unmasked Estep Score: -7526358.000000 Penalty: 12787.686523 Iteration 23Q: 3 clusters Score -7526358 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26815 members Mstep: Class 2 contains 7349 members Entering Unmasked Estep Score: -7526381.500000 Penalty: 12787.686523 Iteration 24Q: 3 clusters Score -7526382 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26847 members Mstep: Class 2 contains 7317 members Entering Unmasked Estep Score: -7526391.000000 Penalty: 12787.686523 Iteration 25Q: 3 clusters Score -7526391 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26864 members Mstep: Class 2 contains 7300 members Entering Unmasked Estep Score: -7526398.500000 Penalty: 12787.686523 Iteration 26Q: 3 clusters Score -7526398 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26876 members Mstep: Class 2 contains 7288 members Entering Unmasked Estep Score: -7526407.000000 Penalty: 12787.686523 Iteration 27Q: 3 clusters Score -7526407 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26888 members Mstep: Class 2 contains 7276 members Entering Unmasked Estep Score: -7526410.000000 Penalty: 12787.686523 Iteration 28Q: 3 clusters Score -7526410 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26893 members Mstep: Class 2 contains 7271 members Entering Unmasked Estep Score: -7526412.000000 Penalty: 12787.686523 Iteration 29Q: 3 clusters Score -7526412 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26897 members Mstep: Class 2 contains 7267 members Entering Unmasked Estep Score: -7526417.500000 Penalty: 12787.686523 Iteration 30Q: 3 clusters Score -7526418 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26898 members Mstep: Class 2 contains 7266 members Entering Unmasked Estep Score: -7526414.000000 Penalty: 12787.686523 Iteration 31Q: 3 clusters Score -7526414 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26896 members Mstep: Class 2 contains 7268 members Entering Unmasked Estep Score: -7526414.500000 Penalty: 12787.686523 Iteration 32Q: 3 clusters Score -7526414 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26897 members Mstep: Class 2 contains 7267 members Entering Unmasked Estep Score: -7526409.500000 Penalty: 12787.686523 Iteration 33Q: 3 clusters Score -7526410 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26898 members Mstep: Class 2 contains 7266 members Entering Unmasked Estep Score: -7526412.000000 Penalty: 12787.686523 Iteration 34Q: 3 clusters Score -7526412 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26898 members Mstep: Class 2 contains 7266 members Entering Unmasked Estep Score: -7526412.000000 Penalty: 12787.686523 Iteration 35F: 3 clusters Score -7526412 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (857 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 857 members Entering Unmasked Estep Score: -162396.812500 Penalty: 4136.480957 Iteration 0F: 2 clusters Score -162396.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 426 members Mstep: Class 2 contains 431 members Entering Unmasked Estep Score: -158645.890625 Penalty: 8272.961914 Iteration 0F: 3 clusters Score -158645.9 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 433 members Mstep: Class 2 contains 424 members Entering Unmasked Estep Score: -159290.296875 Penalty: 8272.961914 Iteration 1F: 3 clusters Score -159290.3 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 450 members Mstep: Class 2 contains 407 members Entering Unmasked Estep Score: -159640.218750 Penalty: 8272.961914 Iteration 2Q: 3 clusters Score -159640.2 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 487 members Mstep: Class 2 contains 370 members Entering Unmasked Estep Score: -159779.921875 Penalty: 8272.961914 Iteration 3F: 3 clusters Score -159779.9 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 511 members Mstep: Class 2 contains 346 members Entering Unmasked Estep Score: -159849.890625 Penalty: 8272.961914 Iteration 4Q: 3 clusters Score -159849.9 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 527 members Mstep: Class 2 contains 330 members Entering Unmasked Estep Score: -159906.265625 Penalty: 8272.961914 Iteration 5Q: 3 clusters Score -159906.3 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 543 members Mstep: Class 2 contains 314 members Entering Unmasked Estep Score: -159983.156250 Penalty: 8272.961914 Iteration 6Q: 3 clusters Score -159983.2 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 563 members Mstep: Class 2 contains 294 members Entering Unmasked Estep Score: -160078.140625 Penalty: 8272.961914 Iteration 7Q: 3 clusters Score -160078.1 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 574 members Mstep: Class 2 contains 283 members Entering Unmasked Estep Score: -160135.546875 Penalty: 8272.961914 Iteration 8Q: 3 clusters Score -160135.5 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 588 members Mstep: Class 2 contains 269 members Entering Unmasked Estep Score: -160200.187500 Penalty: 8272.961914 Iteration 9Q: 3 clusters Score -160200.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 600 members Mstep: Class 2 contains 257 members Entering Unmasked Estep Score: -160243.921875 Penalty: 8272.961914 Iteration 10Q: 3 clusters Score -160243.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 610 members Mstep: Class 2 contains 247 members Entering Unmasked Estep Score: -160284.531250 Penalty: 8272.961914 Iteration 11Q: 3 clusters Score -160284.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 619 members Mstep: Class 2 contains 238 members Entering Unmasked Estep Score: -160329.390625 Penalty: 8272.961914 Iteration 12Q: 3 clusters Score -160329.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 627 members Mstep: Class 2 contains 230 members Entering Unmasked Estep Score: -160369.625000 Penalty: 8272.961914 Iteration 13Q: 3 clusters Score -160369.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 630 members Mstep: Class 2 contains 227 members Entering Unmasked Estep Score: -160402.937500 Penalty: 8272.961914 Iteration 14Q: 3 clusters Score -160402.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 637 members Mstep: Class 2 contains 220 members Entering Unmasked Estep Score: -160453.625000 Penalty: 8272.961914 Iteration 15Q: 3 clusters Score -160453.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 644 members Mstep: Class 2 contains 213 members Entering Unmasked Estep Score: -160506.203125 Penalty: 8272.961914 Iteration 16Q: 3 clusters Score -160506.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 651 members Mstep: Class 2 contains 206 members Entering Unmasked Estep Score: -160551.796875 Penalty: 8272.961914 Iteration 17Q: 3 clusters Score -160551.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 655 members Mstep: Class 2 contains 202 members Entering Unmasked Estep Score: -160573.765625 Penalty: 8272.961914 Iteration 18Q: 3 clusters Score -160573.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 657 members Mstep: Class 2 contains 200 members Entering Unmasked Estep Score: -160583.281250 Penalty: 8272.961914 Iteration 19Q: 3 clusters Score -160583.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 660 members Mstep: Class 2 contains 197 members Entering Unmasked Estep Score: -160596.906250 Penalty: 8272.961914 Iteration 20F: 3 clusters Score -160596.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 665 members Mstep: Class 2 contains 192 members Entering Unmasked Estep Score: -160627.390625 Penalty: 8272.961914 Iteration 21Q: 3 clusters Score -160627.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 664 members Mstep: Class 2 contains 193 members Entering Unmasked Estep Score: -160653.000000 Penalty: 8272.961914 Iteration 22Q: 3 clusters Score -160653 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 665 members Mstep: Class 2 contains 192 members Entering Unmasked Estep Score: -160656.671875 Penalty: 8272.961914 Iteration 23Q: 3 clusters Score -160656.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 665 members Mstep: Class 2 contains 192 members Entering Unmasked Estep Score: -160656.671875 Penalty: 8272.961914 Iteration 24F: 3 clusters Score -160656.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (1561 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1561 members Entering Unmasked Estep Score: -339357.406250 Penalty: 4503.762695 Iteration 0F: 2 clusters Score -339357.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 762 members Mstep: Class 2 contains 799 members Entering Unmasked Estep Score: -334734.218750 Penalty: 9007.525391 Iteration 0F: 3 clusters Score -334734.2 nChanged 319 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 769 members Mstep: Class 2 contains 792 members Entering Unmasked Estep Score: -335200.625000 Penalty: 9007.525391 Iteration 1F: 3 clusters Score -335200.6 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 762 members Mstep: Class 2 contains 799 members Entering Unmasked Estep Score: -335328.468750 Penalty: 9007.525391 Iteration 2Q: 3 clusters Score -335328.5 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 759 members Mstep: Class 2 contains 802 members Entering Unmasked Estep Score: -335376.437500 Penalty: 9007.525391 Iteration 3Q: 3 clusters Score -335376.4 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 758 members Mstep: Class 2 contains 803 members Entering Unmasked Estep Score: -335403.593750 Penalty: 9007.525391 Iteration 4Q: 3 clusters Score -335403.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 753 members Mstep: Class 2 contains 808 members Entering Unmasked Estep Score: -335418.562500 Penalty: 9007.525391 Iteration 5Q: 3 clusters Score -335418.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 752 members Mstep: Class 2 contains 809 members Entering Unmasked Estep Score: -335425.812500 Penalty: 9007.525391 Iteration 6Q: 3 clusters Score -335425.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 749 members Mstep: Class 2 contains 812 members Entering Unmasked Estep Score: -335437.000000 Penalty: 9007.525391 Iteration 7Q: 3 clusters Score -335437 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 748 members Mstep: Class 2 contains 813 members Entering Unmasked Estep Score: -335439.031250 Penalty: 9007.525391 Iteration 8Q: 3 clusters Score -335439 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 748 members Mstep: Class 2 contains 813 members Entering Unmasked Estep Score: -335439.031250 Penalty: 9007.525391 Iteration 9F: 3 clusters Score -335439 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (23956 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23956 members Entering Unmasked Estep Score: -5085238.000000 Penalty: 6176.434082 Iteration 0F: 2 clusters Score -5085238 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11900 members Mstep: Class 2 contains 12056 members Entering Unmasked Estep Score: -5066310.000000 Penalty: 12352.868164 Iteration 0F: 3 clusters Score -5066310 nChanged 9924 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11634 members Mstep: Class 2 contains 12322 members Entering Unmasked Estep Score: -5071787.000000 Penalty: 12352.868164 Iteration 1F: 3 clusters Score -5071787 nChanged 1661 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11479 members Mstep: Class 2 contains 12477 members Entering Unmasked Estep Score: -5072881.500000 Penalty: 12352.868164 Iteration 2F: 3 clusters Score -5072882 nChanged 1509 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11262 members Mstep: Class 2 contains 12694 members Entering Unmasked Estep Score: -5073996.000000 Penalty: 12352.868164 Iteration 3F: 3 clusters Score -5073996 nChanged 1432 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11104 members Mstep: Class 2 contains 12852 members Entering Unmasked Estep Score: -5075178.000000 Penalty: 12352.868164 Iteration 4F: 3 clusters Score -5075178 nChanged 1417 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11139 members Mstep: Class 2 contains 12817 members Entering Unmasked Estep Score: -5076248.000000 Penalty: 12352.868164 Iteration 5F: 3 clusters Score -5076248 nChanged 1338 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11419 members Mstep: Class 2 contains 12537 members Entering Unmasked Estep Score: -5077162.000000 Penalty: 12352.868164 Iteration 6F: 3 clusters Score -5077162 nChanged 1204 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11935 members Mstep: Class 2 contains 12021 members Entering Unmasked Estep Score: -5078047.500000 Penalty: 12352.868164 Iteration 7F: 3 clusters Score -5078048 nChanged 1190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12593 members Mstep: Class 2 contains 11363 members Entering Unmasked Estep Score: -5078970.000000 Penalty: 12352.868164 Iteration 8Q: 3 clusters Score -5078970 nChanged 1184 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13435 members Mstep: Class 2 contains 10521 members Entering Unmasked Estep Score: -5079958.500000 Penalty: 12352.868164 Iteration 9Q: 3 clusters Score -5079958 nChanged 1121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14314 members Mstep: Class 2 contains 9642 members Entering Unmasked Estep Score: -5080926.500000 Penalty: 12352.868164 Iteration 10Q: 3 clusters Score -5080926 nChanged 1100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15254 members Mstep: Class 2 contains 8702 members Entering Unmasked Estep Score: -5081886.500000 Penalty: 12352.868164 Iteration 11Q: 3 clusters Score -5081886 nChanged 916 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16102 members Mstep: Class 2 contains 7854 members Entering Unmasked Estep Score: -5082730.000000 Penalty: 12352.868164 Iteration 12Q: 3 clusters Score -5082730 nChanged 767 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16821 members Mstep: Class 2 contains 7135 members Entering Unmasked Estep Score: -5083401.000000 Penalty: 12352.868164 Iteration 13Q: 3 clusters Score -5083401 nChanged 639 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17430 members Mstep: Class 2 contains 6526 members Entering Unmasked Estep Score: -5083902.500000 Penalty: 12352.868164 Iteration 14Q: 3 clusters Score -5083902 nChanged 513 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17933 members Mstep: Class 2 contains 6023 members Entering Unmasked Estep Score: -5084279.500000 Penalty: 12352.868164 Iteration 15Q: 3 clusters Score -5084280 nChanged 435 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18366 members Mstep: Class 2 contains 5590 members Entering Unmasked Estep Score: -5084593.000000 Penalty: 12352.868164 Iteration 16Q: 3 clusters Score -5084593 nChanged 339 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18705 members Mstep: Class 2 contains 5251 members Entering Unmasked Estep Score: -5084812.500000 Penalty: 12352.868164 Iteration 17Q: 3 clusters Score -5084812 nChanged 298 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19003 members Mstep: Class 2 contains 4953 members Entering Unmasked Estep Score: -5085053.000000 Penalty: 12352.868164 Iteration 18Q: 3 clusters Score -5085053 nChanged 285 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19288 members Mstep: Class 2 contains 4668 members Entering Unmasked Estep Score: -5085315.000000 Penalty: 12352.868164 Iteration 19Q: 3 clusters Score -5085315 nChanged 257 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19541 members Mstep: Class 2 contains 4415 members Entering Unmasked Estep Score: -5085652.000000 Penalty: 12352.868164 Iteration 20F: 3 clusters Score -5085652 nChanged 248 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19785 members Mstep: Class 2 contains 4171 members Entering Unmasked Estep Score: -5085980.500000 Penalty: 12352.868164 Iteration 21Q: 3 clusters Score -5085980 nChanged 216 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20001 members Mstep: Class 2 contains 3955 members Entering Unmasked Estep Score: -5086188.500000 Penalty: 12352.868164 Iteration 22Q: 3 clusters Score -5086188 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20172 members Mstep: Class 2 contains 3784 members Entering Unmasked Estep Score: -5086291.000000 Penalty: 12352.868164 Iteration 23Q: 3 clusters Score -5086291 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20288 members Mstep: Class 2 contains 3668 members Entering Unmasked Estep Score: -5086372.500000 Penalty: 12352.868164 Iteration 24Q: 3 clusters Score -5086372 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20363 members Mstep: Class 2 contains 3593 members Entering Unmasked Estep Score: -5086402.500000 Penalty: 12352.868164 Iteration 25Q: 3 clusters Score -5086402 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20421 members Mstep: Class 2 contains 3535 members Entering Unmasked Estep Score: -5086434.500000 Penalty: 12352.868164 Iteration 26Q: 3 clusters Score -5086434 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20455 members Mstep: Class 2 contains 3501 members Entering Unmasked Estep Score: -5086452.000000 Penalty: 12352.868164 Iteration 27Q: 3 clusters Score -5086452 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20493 members Mstep: Class 2 contains 3463 members Entering Unmasked Estep Score: -5086465.000000 Penalty: 12352.868164 Iteration 28Q: 3 clusters Score -5086465 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20519 members Mstep: Class 2 contains 3437 members Entering Unmasked Estep Score: -5086471.500000 Penalty: 12352.868164 Iteration 29Q: 3 clusters Score -5086472 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20545 members Mstep: Class 2 contains 3411 members Entering Unmasked Estep Score: -5086480.500000 Penalty: 12352.868164 Iteration 30Q: 3 clusters Score -5086480 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20567 members Mstep: Class 2 contains 3389 members Entering Unmasked Estep Score: -5086496.500000 Penalty: 12352.868164 Iteration 31Q: 3 clusters Score -5086496 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20581 members Mstep: Class 2 contains 3375 members Entering Unmasked Estep Score: -5086507.000000 Penalty: 12352.868164 Iteration 32Q: 3 clusters Score -5086507 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20591 members Mstep: Class 2 contains 3365 members Entering Unmasked Estep Score: -5086510.000000 Penalty: 12352.868164 Iteration 33Q: 3 clusters Score -5086510 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20599 members Mstep: Class 2 contains 3357 members Entering Unmasked Estep Score: -5086505.500000 Penalty: 12352.868164 Iteration 34Q: 3 clusters Score -5086506 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20604 members Mstep: Class 2 contains 3352 members Entering Unmasked Estep Score: -5086518.000000 Penalty: 12352.868164 Iteration 35Q: 3 clusters Score -5086518 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20608 members Mstep: Class 2 contains 3348 members Entering Unmasked Estep Score: -5086521.000000 Penalty: 12352.868164 Iteration 36Q: 3 clusters Score -5086521 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20614 members Mstep: Class 2 contains 3342 members Entering Unmasked Estep Score: -5086528.000000 Penalty: 12352.868164 Iteration 37Q: 3 clusters Score -5086528 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20622 members Mstep: Class 2 contains 3334 members Entering Unmasked Estep Score: -5086525.500000 Penalty: 12352.868164 Iteration 38Q: 3 clusters Score -5086526 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20628 members Mstep: Class 2 contains 3328 members Entering Unmasked Estep Score: -5086529.000000 Penalty: 12352.868164 Iteration 39Q: 3 clusters Score -5086529 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20634 members Mstep: Class 2 contains 3322 members Entering Unmasked Estep Score: -5086530.000000 Penalty: 12352.868164 Iteration 40F: 3 clusters Score -5086530 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20638 members Mstep: Class 2 contains 3318 members Entering Unmasked Estep Score: -5086535.500000 Penalty: 12352.868164 Iteration 41Q: 3 clusters Score -5086536 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20642 members Mstep: Class 2 contains 3314 members Entering Unmasked Estep Score: -5086532.500000 Penalty: 12352.868164 Iteration 42Q: 3 clusters Score -5086532 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20648 members Mstep: Class 2 contains 3308 members Entering Unmasked Estep Score: -5086536.500000 Penalty: 12352.868164 Iteration 43Q: 3 clusters Score -5086536 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20648 members Mstep: Class 2 contains 3308 members Entering Unmasked Estep Score: -5086536.500000 Penalty: 12352.868164 Iteration 44F: 3 clusters Score -5086536 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 34164 members Mstep: Class 3 contains 857 members Mstep: Class 4 contains 1561 members Mstep: Class 5 contains 20648 members Mstep: Class 6 contains 27090 members Mstep: Class 7 contains 71513 members Mstep: Class 8 contains 1477 members Mstep: Class 9 contains 795 members Mstep: Class 10 contains 139550 members Mstep: Class 11 contains 84863 members Mstep: Class 12 contains 522 members Mstep: Class 13 contains 453 members Mstep: Class 14 contains 159589 members Mstep: Class 15 contains 28159 members Mstep: Class 16 contains 34211 members Mstep: Class 17 contains 3308 members Mstep: Class 18 contains 9115 members Mstep: Class 19 contains 24612 members Mstep: Class 21 contains 626 members Mstep: Class 22 contains 1321 members Mstep: Class 23 contains 34053 members Entering Unmasked Estep Score: -147560800.000000 Penalty: 180948.125000 Splitting cluster 5 changes total score from -147561280.000000 to -147560800.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 6 (27090 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27090 members Entering Unmasked Estep Score: -5946548.000000 Penalty: 6251.738281 Iteration 0F: 2 clusters Score -5946548 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13601 members Mstep: Class 2 contains 13489 members Entering Unmasked Estep Score: -5925851.500000 Penalty: 12503.476562 Iteration 0F: 3 clusters Score -5925852 nChanged 11156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13959 members Mstep: Class 2 contains 13131 members Entering Unmasked Estep Score: -5932055.500000 Penalty: 12503.476562 Iteration 1F: 3 clusters Score -5932056 nChanged 1886 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14249 members Mstep: Class 2 contains 12841 members Entering Unmasked Estep Score: -5933123.500000 Penalty: 12503.476562 Iteration 2F: 3 clusters Score -5933124 nChanged 1639 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14706 members Mstep: Class 2 contains 12384 members Entering Unmasked Estep Score: -5934046.500000 Penalty: 12503.476562 Iteration 3F: 3 clusters Score -5934046 nChanged 1463 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15279 members Mstep: Class 2 contains 11811 members Entering Unmasked Estep Score: -5934908.000000 Penalty: 12503.476562 Iteration 4F: 3 clusters Score -5934908 nChanged 1376 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15969 members Mstep: Class 2 contains 11121 members Entering Unmasked Estep Score: -5935661.500000 Penalty: 12503.476562 Iteration 5F: 3 clusters Score -5935662 nChanged 1301 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16720 members Mstep: Class 2 contains 10370 members Entering Unmasked Estep Score: -5936461.500000 Penalty: 12503.476562 Iteration 6Q: 3 clusters Score -5936462 nChanged 1274 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17532 members Mstep: Class 2 contains 9558 members Entering Unmasked Estep Score: -5937222.500000 Penalty: 12503.476562 Iteration 7Q: 3 clusters Score -5937222 nChanged 1177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18365 members Mstep: Class 2 contains 8725 members Entering Unmasked Estep Score: -5937936.500000 Penalty: 12503.476562 Iteration 8Q: 3 clusters Score -5937936 nChanged 1086 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19193 members Mstep: Class 2 contains 7897 members Entering Unmasked Estep Score: -5938688.000000 Penalty: 12503.476562 Iteration 9Q: 3 clusters Score -5938688 nChanged 1005 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19996 members Mstep: Class 2 contains 7094 members Entering Unmasked Estep Score: -5939401.000000 Penalty: 12503.476562 Iteration 10Q: 3 clusters Score -5939401 nChanged 915 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20763 members Mstep: Class 2 contains 6327 members Entering Unmasked Estep Score: -5940118.500000 Penalty: 12503.476562 Iteration 11Q: 3 clusters Score -5940118 nChanged 758 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21387 members Mstep: Class 2 contains 5703 members Entering Unmasked Estep Score: -5940701.500000 Penalty: 12503.476562 Iteration 12Q: 3 clusters Score -5940702 nChanged 645 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21906 members Mstep: Class 2 contains 5184 members Entering Unmasked Estep Score: -5941251.000000 Penalty: 12503.476562 Iteration 13Q: 3 clusters Score -5941251 nChanged 546 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22328 members Mstep: Class 2 contains 4762 members Entering Unmasked Estep Score: -5941682.000000 Penalty: 12503.476562 Iteration 14Q: 3 clusters Score -5941682 nChanged 439 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22615 members Mstep: Class 2 contains 4475 members Entering Unmasked Estep Score: -5941947.500000 Penalty: 12503.476562 Iteration 15Q: 3 clusters Score -5941948 nChanged 334 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22839 members Mstep: Class 2 contains 4251 members Entering Unmasked Estep Score: -5942136.500000 Penalty: 12503.476562 Iteration 16Q: 3 clusters Score -5942136 nChanged 272 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23001 members Mstep: Class 2 contains 4089 members Entering Unmasked Estep Score: -5942289.000000 Penalty: 12503.476562 Iteration 17Q: 3 clusters Score -5942289 nChanged 194 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23099 members Mstep: Class 2 contains 3991 members Entering Unmasked Estep Score: -5942373.000000 Penalty: 12503.476562 Iteration 18Q: 3 clusters Score -5942373 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23190 members Mstep: Class 2 contains 3900 members Entering Unmasked Estep Score: -5942429.000000 Penalty: 12503.476562 Iteration 19Q: 3 clusters Score -5942429 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23257 members Mstep: Class 2 contains 3833 members Entering Unmasked Estep Score: -5942480.000000 Penalty: 12503.476562 Iteration 20F: 3 clusters Score -5942480 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23300 members Mstep: Class 2 contains 3790 members Entering Unmasked Estep Score: -5942524.000000 Penalty: 12503.476562 Iteration 21Q: 3 clusters Score -5942524 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23331 members Mstep: Class 2 contains 3759 members Entering Unmasked Estep Score: -5942535.000000 Penalty: 12503.476562 Iteration 22Q: 3 clusters Score -5942535 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23349 members Mstep: Class 2 contains 3741 members Entering Unmasked Estep Score: -5942551.500000 Penalty: 12503.476562 Iteration 23Q: 3 clusters Score -5942552 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23362 members Mstep: Class 2 contains 3728 members Entering Unmasked Estep Score: -5942560.000000 Penalty: 12503.476562 Iteration 24Q: 3 clusters Score -5942560 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23376 members Mstep: Class 2 contains 3714 members Entering Unmasked Estep Score: -5942573.500000 Penalty: 12503.476562 Iteration 25Q: 3 clusters Score -5942574 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23386 members Mstep: Class 2 contains 3704 members Entering Unmasked Estep Score: -5942576.500000 Penalty: 12503.476562 Iteration 26Q: 3 clusters Score -5942576 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23392 members Mstep: Class 2 contains 3698 members Entering Unmasked Estep Score: -5942574.000000 Penalty: 12503.476562 Iteration 27Q: 3 clusters Score -5942574 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23399 members Mstep: Class 2 contains 3691 members Entering Unmasked Estep Score: -5942567.500000 Penalty: 12503.476562 Iteration 28Q: 3 clusters Score -5942568 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23403 members Mstep: Class 2 contains 3687 members Entering Unmasked Estep Score: -5942576.500000 Penalty: 12503.476562 Iteration 29Q: 3 clusters Score -5942576 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23409 members Mstep: Class 2 contains 3681 members Entering Unmasked Estep Score: -5942569.500000 Penalty: 12503.476562 Iteration 30Q: 3 clusters Score -5942570 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23415 members Mstep: Class 2 contains 3675 members Entering Unmasked Estep Score: -5942573.500000 Penalty: 12503.476562 Iteration 31Q: 3 clusters Score -5942574 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23417 members Mstep: Class 2 contains 3673 members Entering Unmasked Estep Score: -5942578.000000 Penalty: 12503.476562 Iteration 32Q: 3 clusters Score -5942578 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23417 members Mstep: Class 2 contains 3673 members Entering Unmasked Estep Score: -5942578.500000 Penalty: 12503.476562 Iteration 33Q: 3 clusters Score -5942578 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23417 members Mstep: Class 2 contains 3673 members Entering Unmasked Estep Score: -5942579.500000 Penalty: 12503.476562 Iteration 34Q: 3 clusters Score -5942580 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23420 members Mstep: Class 2 contains 3670 members Entering Unmasked Estep Score: -5942580.500000 Penalty: 12503.476562 Iteration 35Q: 3 clusters Score -5942580 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23422 members Mstep: Class 2 contains 3668 members Entering Unmasked Estep Score: -5942576.500000 Penalty: 12503.476562 Iteration 36Q: 3 clusters Score -5942576 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23422 members Mstep: Class 2 contains 3668 members Entering Unmasked Estep Score: -5942571.500000 Penalty: 12503.476562 Iteration 37Q: 3 clusters Score -5942572 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23422 members Mstep: Class 2 contains 3668 members Entering Unmasked Estep Score: -5942578.000000 Penalty: 12503.476562 Iteration 38Q: 3 clusters Score -5942578 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23421 members Mstep: Class 2 contains 3669 members Entering Unmasked Estep Score: -5942580.500000 Penalty: 12503.476562 Iteration 39Q: 3 clusters Score -5942580 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23420 members Mstep: Class 2 contains 3670 members Entering Unmasked Estep Score: -5942580.500000 Penalty: 12503.476562 Iteration 40F: 3 clusters Score -5942580 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23422 members Mstep: Class 2 contains 3668 members Entering Unmasked Estep Score: -5942582.000000 Penalty: 12503.476562 Iteration 41Q: 3 clusters Score -5942582 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23423 members Mstep: Class 2 contains 3667 members Entering Unmasked Estep Score: -5942575.000000 Penalty: 12503.476562 Iteration 42Q: 3 clusters Score -5942575 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23423 members Mstep: Class 2 contains 3667 members Entering Unmasked Estep Score: -5942575.000000 Penalty: 12503.476562 Iteration 43F: 3 clusters Score -5942575 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (71513 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71513 members Entering Unmasked Estep Score: -15755380.000000 Penalty: 6846.300781 Iteration 0F: 2 clusters Score -1.575538e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35803 members Mstep: Class 2 contains 35710 members Entering Unmasked Estep Score: -15705782.000000 Penalty: 13692.601562 Iteration 0F: 3 clusters Score -1.570578e+07 nChanged 32245 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35904 members Mstep: Class 2 contains 35609 members Entering Unmasked Estep Score: -15723218.000000 Penalty: 13692.601562 Iteration 1F: 3 clusters Score -1.572322e+07 nChanged 3289 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36039 members Mstep: Class 2 contains 35474 members Entering Unmasked Estep Score: -15724248.000000 Penalty: 13692.601562 Iteration 2Q: 3 clusters Score -1.572425e+07 nChanged 3022 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36203 members Mstep: Class 2 contains 35310 members Entering Unmasked Estep Score: -15725255.000000 Penalty: 13692.601562 Iteration 3Q: 3 clusters Score -1.572526e+07 nChanged 2836 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36537 members Mstep: Class 2 contains 34976 members Entering Unmasked Estep Score: -15726260.000000 Penalty: 13692.601562 Iteration 4Q: 3 clusters Score -1.572626e+07 nChanged 2773 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37054 members Mstep: Class 2 contains 34459 members Entering Unmasked Estep Score: -15727250.000000 Penalty: 13692.601562 Iteration 5Q: 3 clusters Score -1.572725e+07 nChanged 2914 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37858 members Mstep: Class 2 contains 33655 members Entering Unmasked Estep Score: -15728542.000000 Penalty: 13692.601562 Iteration 6Q: 3 clusters Score -1.572854e+07 nChanged 3229 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39121 members Mstep: Class 2 contains 32392 members Entering Unmasked Estep Score: -15730035.000000 Penalty: 13692.601562 Iteration 7Q: 3 clusters Score -1.573004e+07 nChanged 3767 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40912 members Mstep: Class 2 contains 30601 members Entering Unmasked Estep Score: -15732321.000000 Penalty: 13692.601562 Iteration 8F: 3 clusters Score -1.573232e+07 nChanged 4269 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43083 members Mstep: Class 2 contains 28430 members Entering Unmasked Estep Score: -15735260.000000 Penalty: 13692.601562 Iteration 9F: 3 clusters Score -1.573526e+07 nChanged 4512 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45377 members Mstep: Class 2 contains 26136 members Entering Unmasked Estep Score: -15738596.000000 Penalty: 13692.601562 Iteration 10F: 3 clusters Score -1.57386e+07 nChanged 4155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47374 members Mstep: Class 2 contains 24139 members Entering Unmasked Estep Score: -15741736.000000 Penalty: 13692.601562 Iteration 11F: 3 clusters Score -1.574174e+07 nChanged 3251 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48859 members Mstep: Class 2 contains 22654 members Entering Unmasked Estep Score: -15744301.000000 Penalty: 13692.601562 Iteration 12Q: 3 clusters Score -1.57443e+07 nChanged 2376 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49857 members Mstep: Class 2 contains 21656 members Entering Unmasked Estep Score: -15745829.000000 Penalty: 13692.601562 Iteration 13Q: 3 clusters Score -1.574583e+07 nChanged 1471 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50564 members Mstep: Class 2 contains 20949 members Entering Unmasked Estep Score: -15746429.000000 Penalty: 13692.601562 Iteration 14Q: 3 clusters Score -1.574643e+07 nChanged 870 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51076 members Mstep: Class 2 contains 20437 members Entering Unmasked Estep Score: -15746645.000000 Penalty: 13692.601562 Iteration 15Q: 3 clusters Score -1.574664e+07 nChanged 588 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51494 members Mstep: Class 2 contains 20019 members Entering Unmasked Estep Score: -15746826.000000 Penalty: 13692.601562 Iteration 16Q: 3 clusters Score -1.574683e+07 nChanged 464 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51892 members Mstep: Class 2 contains 19621 members Entering Unmasked Estep Score: -15746905.000000 Penalty: 13692.601562 Iteration 17Q: 3 clusters Score -1.57469e+07 nChanged 400 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52246 members Mstep: Class 2 contains 19267 members Entering Unmasked Estep Score: -15746950.000000 Penalty: 13692.601562 Iteration 18Q: 3 clusters Score -1.574695e+07 nChanged 336 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52544 members Mstep: Class 2 contains 18969 members Entering Unmasked Estep Score: -15747043.000000 Penalty: 13692.601562 Iteration 19Q: 3 clusters Score -1.574704e+07 nChanged 292 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52816 members Mstep: Class 2 contains 18697 members Entering Unmasked Estep Score: -15747052.000000 Penalty: 13692.601562 Iteration 20F: 3 clusters Score -1.574705e+07 nChanged 259 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53057 members Mstep: Class 2 contains 18456 members Entering Unmasked Estep Score: -15747150.000000 Penalty: 13692.601562 Iteration 21Q: 3 clusters Score -1.574715e+07 nChanged 228 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53269 members Mstep: Class 2 contains 18244 members Entering Unmasked Estep Score: -15747219.000000 Penalty: 13692.601562 Iteration 22Q: 3 clusters Score -1.574722e+07 nChanged 216 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53477 members Mstep: Class 2 contains 18036 members Entering Unmasked Estep Score: -15747265.000000 Penalty: 13692.601562 Iteration 23Q: 3 clusters Score -1.574726e+07 nChanged 209 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53680 members Mstep: Class 2 contains 17833 members Entering Unmasked Estep Score: -15747278.000000 Penalty: 13692.601562 Iteration 24Q: 3 clusters Score -1.574728e+07 nChanged 182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53858 members Mstep: Class 2 contains 17655 members Entering Unmasked Estep Score: -15747360.000000 Penalty: 13692.601562 Iteration 25Q: 3 clusters Score -1.574736e+07 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54026 members Mstep: Class 2 contains 17487 members Entering Unmasked Estep Score: -15747372.000000 Penalty: 13692.601562 Iteration 26Q: 3 clusters Score -1.574737e+07 nChanged 179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54203 members Mstep: Class 2 contains 17310 members Entering Unmasked Estep Score: -15747380.000000 Penalty: 13692.601562 Iteration 27Q: 3 clusters Score -1.574738e+07 nChanged 186 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54387 members Mstep: Class 2 contains 17126 members Entering Unmasked Estep Score: -15747398.000000 Penalty: 13692.601562 Iteration 28Q: 3 clusters Score -1.57474e+07 nChanged 186 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54569 members Mstep: Class 2 contains 16944 members Entering Unmasked Estep Score: -15747436.000000 Penalty: 13692.601562 Iteration 29Q: 3 clusters Score -1.574744e+07 nChanged 192 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54759 members Mstep: Class 2 contains 16754 members Entering Unmasked Estep Score: -15747456.000000 Penalty: 13692.601562 Iteration 30Q: 3 clusters Score -1.574746e+07 nChanged 195 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54954 members Mstep: Class 2 contains 16559 members Entering Unmasked Estep Score: -15747487.000000 Penalty: 13692.601562 Iteration 31Q: 3 clusters Score -1.574749e+07 nChanged 179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55129 members Mstep: Class 2 contains 16384 members Entering Unmasked Estep Score: -15747502.000000 Penalty: 13692.601562 Iteration 32Q: 3 clusters Score -1.57475e+07 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55289 members Mstep: Class 2 contains 16224 members Entering Unmasked Estep Score: -15747535.000000 Penalty: 13692.601562 Iteration 33Q: 3 clusters Score -1.574754e+07 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55429 members Mstep: Class 2 contains 16084 members Entering Unmasked Estep Score: -15747550.000000 Penalty: 13692.601562 Iteration 34Q: 3 clusters Score -1.574755e+07 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55583 members Mstep: Class 2 contains 15930 members Entering Unmasked Estep Score: -15747574.000000 Penalty: 13692.601562 Iteration 35Q: 3 clusters Score -1.574757e+07 nChanged 180 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55761 members Mstep: Class 2 contains 15752 members Entering Unmasked Estep Score: -15747653.000000 Penalty: 13692.601562 Iteration 36Q: 3 clusters Score -1.574765e+07 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55932 members Mstep: Class 2 contains 15581 members Entering Unmasked Estep Score: -15747669.000000 Penalty: 13692.601562 Iteration 37Q: 3 clusters Score -1.574767e+07 nChanged 185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56115 members Mstep: Class 2 contains 15398 members Entering Unmasked Estep Score: -15747688.000000 Penalty: 13692.601562 Iteration 38Q: 3 clusters Score -1.574769e+07 nChanged 208 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56321 members Mstep: Class 2 contains 15192 members Entering Unmasked Estep Score: -15747726.000000 Penalty: 13692.601562 Iteration 39Q: 3 clusters Score -1.574773e+07 nChanged 226 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56547 members Mstep: Class 2 contains 14966 members Entering Unmasked Estep Score: -15747727.000000 Penalty: 13692.601562 Iteration 40F: 3 clusters Score -1.574773e+07 nChanged 219 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56760 members Mstep: Class 2 contains 14753 members Entering Unmasked Estep Score: -15747746.000000 Penalty: 13692.601562 Iteration 41Q: 3 clusters Score -1.574775e+07 nChanged 193 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56951 members Mstep: Class 2 contains 14562 members Entering Unmasked Estep Score: -15747797.000000 Penalty: 13692.601562 Iteration 42Q: 3 clusters Score -1.57478e+07 nChanged 201 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57150 members Mstep: Class 2 contains 14363 members Entering Unmasked Estep Score: -15747790.000000 Penalty: 13692.601562 Iteration 43Q: 3 clusters Score -1.574779e+07 nChanged 200 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57344 members Mstep: Class 2 contains 14169 members Entering Unmasked Estep Score: -15747839.000000 Penalty: 13692.601562 Iteration 44Q: 3 clusters Score -1.574784e+07 nChanged 203 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57545 members Mstep: Class 2 contains 13968 members Entering Unmasked Estep Score: -15747844.000000 Penalty: 13692.601562 Iteration 45Q: 3 clusters Score -1.574784e+07 nChanged 181 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57720 members Mstep: Class 2 contains 13793 members Entering Unmasked Estep Score: -15747842.000000 Penalty: 13692.601562 Iteration 46Q: 3 clusters Score -1.574784e+07 nChanged 177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57895 members Mstep: Class 2 contains 13618 members Entering Unmasked Estep Score: -15747889.000000 Penalty: 13692.601562 Iteration 47Q: 3 clusters Score -1.574789e+07 nChanged 196 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58089 members Mstep: Class 2 contains 13424 members Entering Unmasked Estep Score: -15747924.000000 Penalty: 13692.601562 Iteration 48Q: 3 clusters Score -1.574792e+07 nChanged 174 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58263 members Mstep: Class 2 contains 13250 members Entering Unmasked Estep Score: -15747908.000000 Penalty: 13692.601562 Iteration 49Q: 3 clusters Score -1.574791e+07 nChanged 177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58438 members Mstep: Class 2 contains 13075 members Entering Unmasked Estep Score: -15747947.000000 Penalty: 13692.601562 Iteration 50Q: 3 clusters Score -1.574795e+07 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58590 members Mstep: Class 2 contains 12923 members Entering Unmasked Estep Score: -15747986.000000 Penalty: 13692.601562 Iteration 51Q: 3 clusters Score -1.574799e+07 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58747 members Mstep: Class 2 contains 12766 members Entering Unmasked Estep Score: -15748005.000000 Penalty: 13692.601562 Iteration 52Q: 3 clusters Score -1.5748e+07 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58893 members Mstep: Class 2 contains 12620 members Entering Unmasked Estep Score: -15748035.000000 Penalty: 13692.601562 Iteration 53Q: 3 clusters Score -1.574804e+07 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59028 members Mstep: Class 2 contains 12485 members Entering Unmasked Estep Score: -15748075.000000 Penalty: 13692.601562 Iteration 54Q: 3 clusters Score -1.574808e+07 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59156 members Mstep: Class 2 contains 12357 members Entering Unmasked Estep Score: -15748122.000000 Penalty: 13692.601562 Iteration 55Q: 3 clusters Score -1.574812e+07 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59273 members Mstep: Class 2 contains 12240 members Entering Unmasked Estep Score: -15748132.000000 Penalty: 13692.601562 Iteration 56Q: 3 clusters Score -1.574813e+07 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59380 members Mstep: Class 2 contains 12133 members Entering Unmasked Estep Score: -15748143.000000 Penalty: 13692.601562 Iteration 57Q: 3 clusters Score -1.574814e+07 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59488 members Mstep: Class 2 contains 12025 members Entering Unmasked Estep Score: -15748157.000000 Penalty: 13692.601562 Iteration 58Q: 3 clusters Score -1.574816e+07 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59615 members Mstep: Class 2 contains 11898 members Entering Unmasked Estep Score: -15748151.000000 Penalty: 13692.601562 Iteration 59Q: 3 clusters Score -1.574815e+07 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59735 members Mstep: Class 2 contains 11778 members Entering Unmasked Estep Score: -15748162.000000 Penalty: 13692.601562 Iteration 60F: 3 clusters Score -1.574816e+07 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59856 members Mstep: Class 2 contains 11657 members Entering Unmasked Estep Score: -15748193.000000 Penalty: 13692.601562 Iteration 61Q: 3 clusters Score -1.574819e+07 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59980 members Mstep: Class 2 contains 11533 members Entering Unmasked Estep Score: -15748219.000000 Penalty: 13692.601562 Iteration 62Q: 3 clusters Score -1.574822e+07 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60091 members Mstep: Class 2 contains 11422 members Entering Unmasked Estep Score: -15748219.000000 Penalty: 13692.601562 Iteration 63Q: 3 clusters Score -1.574822e+07 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60204 members Mstep: Class 2 contains 11309 members Entering Unmasked Estep Score: -15748238.000000 Penalty: 13692.601562 Iteration 64Q: 3 clusters Score -1.574824e+07 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60321 members Mstep: Class 2 contains 11192 members Entering Unmasked Estep Score: -15748231.000000 Penalty: 13692.601562 Iteration 65Q: 3 clusters Score -1.574823e+07 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60431 members Mstep: Class 2 contains 11082 members Entering Unmasked Estep Score: -15748282.000000 Penalty: 13692.601562 Iteration 66Q: 3 clusters Score -1.574828e+07 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60553 members Mstep: Class 2 contains 10960 members Entering Unmasked Estep Score: -15748281.000000 Penalty: 13692.601562 Iteration 67Q: 3 clusters Score -1.574828e+07 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60696 members Mstep: Class 2 contains 10817 members Entering Unmasked Estep Score: -15748323.000000 Penalty: 13692.601562 Iteration 68Q: 3 clusters Score -1.574832e+07 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60834 members Mstep: Class 2 contains 10679 members Entering Unmasked Estep Score: -15748334.000000 Penalty: 13692.601562 Iteration 69Q: 3 clusters Score -1.574833e+07 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60968 members Mstep: Class 2 contains 10545 members Entering Unmasked Estep Score: -15748364.000000 Penalty: 13692.601562 Iteration 70Q: 3 clusters Score -1.574836e+07 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61098 members Mstep: Class 2 contains 10415 members Entering Unmasked Estep Score: -15748382.000000 Penalty: 13692.601562 Iteration 71Q: 3 clusters Score -1.574838e+07 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61234 members Mstep: Class 2 contains 10279 members Entering Unmasked Estep Score: -15748422.000000 Penalty: 13692.601562 Iteration 72Q: 3 clusters Score -1.574842e+07 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61352 members Mstep: Class 2 contains 10161 members Entering Unmasked Estep Score: -15748473.000000 Penalty: 13692.601562 Iteration 73Q: 3 clusters Score -1.574847e+07 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61475 members Mstep: Class 2 contains 10038 members Entering Unmasked Estep Score: -15748473.000000 Penalty: 13692.601562 Iteration 74Q: 3 clusters Score -1.574847e+07 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61594 members Mstep: Class 2 contains 9919 members Entering Unmasked Estep Score: -15748471.000000 Penalty: 13692.601562 Iteration 75Q: 3 clusters Score -1.574847e+07 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61706 members Mstep: Class 2 contains 9807 members Entering Unmasked Estep Score: -15748481.000000 Penalty: 13692.601562 Iteration 76Q: 3 clusters Score -1.574848e+07 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61811 members Mstep: Class 2 contains 9702 members Entering Unmasked Estep Score: -15748519.000000 Penalty: 13692.601562 Iteration 77Q: 3 clusters Score -1.574852e+07 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61911 members Mstep: Class 2 contains 9602 members Entering Unmasked Estep Score: -15748500.000000 Penalty: 13692.601562 Iteration 78Q: 3 clusters Score -1.57485e+07 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62004 members Mstep: Class 2 contains 9509 members Entering Unmasked Estep Score: -15748524.000000 Penalty: 13692.601562 Iteration 79Q: 3 clusters Score -1.574852e+07 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62110 members Mstep: Class 2 contains 9403 members Entering Unmasked Estep Score: -15748553.000000 Penalty: 13692.601562 Iteration 80F: 3 clusters Score -1.574855e+07 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62221 members Mstep: Class 2 contains 9292 members Entering Unmasked Estep Score: -15748583.000000 Penalty: 13692.601562 Iteration 81Q: 3 clusters Score -1.574858e+07 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62330 members Mstep: Class 2 contains 9183 members Entering Unmasked Estep Score: -15748632.000000 Penalty: 13692.601562 Iteration 82Q: 3 clusters Score -1.574863e+07 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62442 members Mstep: Class 2 contains 9071 members Entering Unmasked Estep Score: -15748624.000000 Penalty: 13692.601562 Iteration 83Q: 3 clusters Score -1.574862e+07 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62543 members Mstep: Class 2 contains 8970 members Entering Unmasked Estep Score: -15748650.000000 Penalty: 13692.601562 Iteration 84Q: 3 clusters Score -1.574865e+07 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62653 members Mstep: Class 2 contains 8860 members Entering Unmasked Estep Score: -15748716.000000 Penalty: 13692.601562 Iteration 85Q: 3 clusters Score -1.574872e+07 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62759 members Mstep: Class 2 contains 8754 members Entering Unmasked Estep Score: -15748715.000000 Penalty: 13692.601562 Iteration 86Q: 3 clusters Score -1.574872e+07 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62859 members Mstep: Class 2 contains 8654 members Entering Unmasked Estep Score: -15748757.000000 Penalty: 13692.601562 Iteration 87Q: 3 clusters Score -1.574876e+07 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62943 members Mstep: Class 2 contains 8570 members Entering Unmasked Estep Score: -15748769.000000 Penalty: 13692.601562 Iteration 88Q: 3 clusters Score -1.574877e+07 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63030 members Mstep: Class 2 contains 8483 members Entering Unmasked Estep Score: -15748810.000000 Penalty: 13692.601562 Iteration 89Q: 3 clusters Score -1.574881e+07 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63110 members Mstep: Class 2 contains 8403 members Entering Unmasked Estep Score: -15748784.000000 Penalty: 13692.601562 Iteration 90Q: 3 clusters Score -1.574878e+07 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63182 members Mstep: Class 2 contains 8331 members Entering Unmasked Estep Score: -15748811.000000 Penalty: 13692.601562 Iteration 91Q: 3 clusters Score -1.574881e+07 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63251 members Mstep: Class 2 contains 8262 members Entering Unmasked Estep Score: -15748816.000000 Penalty: 13692.601562 Iteration 92Q: 3 clusters Score -1.574882e+07 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63327 members Mstep: Class 2 contains 8186 members Entering Unmasked Estep Score: -15748790.000000 Penalty: 13692.601562 Iteration 93Q: 3 clusters Score -1.574879e+07 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63396 members Mstep: Class 2 contains 8117 members Entering Unmasked Estep Score: -15748791.000000 Penalty: 13692.601562 Iteration 94Q: 3 clusters Score -1.574879e+07 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63465 members Mstep: Class 2 contains 8048 members Entering Unmasked Estep Score: -15748806.000000 Penalty: 13692.601562 Iteration 95Q: 3 clusters Score -1.574881e+07 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63528 members Mstep: Class 2 contains 7985 members Entering Unmasked Estep Score: -15748829.000000 Penalty: 13692.601562 Iteration 96Q: 3 clusters Score -1.574883e+07 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63592 members Mstep: Class 2 contains 7921 members Entering Unmasked Estep Score: -15748825.000000 Penalty: 13692.601562 Iteration 97Q: 3 clusters Score -1.574882e+07 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63656 members Mstep: Class 2 contains 7857 members Entering Unmasked Estep Score: -15748838.000000 Penalty: 13692.601562 Iteration 98Q: 3 clusters Score -1.574884e+07 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63725 members Mstep: Class 2 contains 7788 members Entering Unmasked Estep Score: -15748882.000000 Penalty: 13692.601562 Iteration 99Q: 3 clusters Score -1.574888e+07 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63791 members Mstep: Class 2 contains 7722 members Entering Unmasked Estep Score: -15748879.000000 Penalty: 13692.601562 Iteration 100F: 3 clusters Score -1.574888e+07 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63859 members Mstep: Class 2 contains 7654 members Entering Unmasked Estep Score: -15748896.000000 Penalty: 13692.601562 Iteration 101Q: 3 clusters Score -1.57489e+07 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63923 members Mstep: Class 2 contains 7590 members Entering Unmasked Estep Score: -15748889.000000 Penalty: 13692.601562 Iteration 102Q: 3 clusters Score -1.574889e+07 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63981 members Mstep: Class 2 contains 7532 members Entering Unmasked Estep Score: -15748903.000000 Penalty: 13692.601562 Iteration 103Q: 3 clusters Score -1.57489e+07 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64046 members Mstep: Class 2 contains 7467 members Entering Unmasked Estep Score: -15748921.000000 Penalty: 13692.601562 Iteration 104Q: 3 clusters Score -1.574892e+07 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64115 members Mstep: Class 2 contains 7398 members Entering Unmasked Estep Score: -15748923.000000 Penalty: 13692.601562 Iteration 105Q: 3 clusters Score -1.574892e+07 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64200 members Mstep: Class 2 contains 7313 members Entering Unmasked Estep Score: -15748912.000000 Penalty: 13692.601562 Iteration 106Q: 3 clusters Score -1.574891e+07 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64286 members Mstep: Class 2 contains 7227 members Entering Unmasked Estep Score: -15748928.000000 Penalty: 13692.601562 Iteration 107Q: 3 clusters Score -1.574893e+07 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64376 members Mstep: Class 2 contains 7137 members Entering Unmasked Estep Score: -15748949.000000 Penalty: 13692.601562 Iteration 108Q: 3 clusters Score -1.574895e+07 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64472 members Mstep: Class 2 contains 7041 members Entering Unmasked Estep Score: -15748974.000000 Penalty: 13692.601562 Iteration 109Q: 3 clusters Score -1.574897e+07 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64548 members Mstep: Class 2 contains 6965 members Entering Unmasked Estep Score: -15748965.000000 Penalty: 13692.601562 Iteration 110Q: 3 clusters Score -1.574896e+07 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64622 members Mstep: Class 2 contains 6891 members Entering Unmasked Estep Score: -15748973.000000 Penalty: 13692.601562 Iteration 111Q: 3 clusters Score -1.574897e+07 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64700 members Mstep: Class 2 contains 6813 members Entering Unmasked Estep Score: -15749000.000000 Penalty: 13692.601562 Iteration 112Q: 3 clusters Score -1.5749e+07 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64790 members Mstep: Class 2 contains 6723 members Entering Unmasked Estep Score: -15749031.000000 Penalty: 13692.601562 Iteration 113Q: 3 clusters Score -1.574903e+07 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64877 members Mstep: Class 2 contains 6636 members Entering Unmasked Estep Score: -15749049.000000 Penalty: 13692.601562 Iteration 114Q: 3 clusters Score -1.574905e+07 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64948 members Mstep: Class 2 contains 6565 members Entering Unmasked Estep Score: -15749078.000000 Penalty: 13692.601562 Iteration 115Q: 3 clusters Score -1.574908e+07 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65020 members Mstep: Class 2 contains 6493 members Entering Unmasked Estep Score: -15749052.000000 Penalty: 13692.601562 Iteration 116Q: 3 clusters Score -1.574905e+07 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65082 members Mstep: Class 2 contains 6431 members Entering Unmasked Estep Score: -15749087.000000 Penalty: 13692.601562 Iteration 117Q: 3 clusters Score -1.574909e+07 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65147 members Mstep: Class 2 contains 6366 members Entering Unmasked Estep Score: -15749073.000000 Penalty: 13692.601562 Iteration 118Q: 3 clusters Score -1.574907e+07 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65213 members Mstep: Class 2 contains 6300 members Entering Unmasked Estep Score: -15749083.000000 Penalty: 13692.601562 Iteration 119Q: 3 clusters Score -1.574908e+07 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65276 members Mstep: Class 2 contains 6237 members Entering Unmasked Estep Score: -15749113.000000 Penalty: 13692.601562 Iteration 120F: 3 clusters Score -1.574911e+07 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65329 members Mstep: Class 2 contains 6184 members Entering Unmasked Estep Score: -15749088.000000 Penalty: 13692.601562 Iteration 121Q: 3 clusters Score -1.574909e+07 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65371 members Mstep: Class 2 contains 6142 members Entering Unmasked Estep Score: -15749119.000000 Penalty: 13692.601562 Iteration 122Q: 3 clusters Score -1.574912e+07 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65411 members Mstep: Class 2 contains 6102 members Entering Unmasked Estep Score: -15749121.000000 Penalty: 13692.601562 Iteration 123Q: 3 clusters Score -1.574912e+07 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65449 members Mstep: Class 2 contains 6064 members Entering Unmasked Estep Score: -15749113.000000 Penalty: 13692.601562 Iteration 124Q: 3 clusters Score -1.574911e+07 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65482 members Mstep: Class 2 contains 6031 members Entering Unmasked Estep Score: -15749106.000000 Penalty: 13692.601562 Iteration 125Q: 3 clusters Score -1.574911e+07 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65512 members Mstep: Class 2 contains 6001 members Entering Unmasked Estep Score: -15749125.000000 Penalty: 13692.601562 Iteration 126Q: 3 clusters Score -1.574912e+07 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65539 members Mstep: Class 2 contains 5974 members Entering Unmasked Estep Score: -15749139.000000 Penalty: 13692.601562 Iteration 127Q: 3 clusters Score -1.574914e+07 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65569 members Mstep: Class 2 contains 5944 members Entering Unmasked Estep Score: -15749123.000000 Penalty: 13692.601562 Iteration 128Q: 3 clusters Score -1.574912e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65586 members Mstep: Class 2 contains 5927 members Entering Unmasked Estep Score: -15749141.000000 Penalty: 13692.601562 Iteration 129Q: 3 clusters Score -1.574914e+07 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65602 members Mstep: Class 2 contains 5911 members Entering Unmasked Estep Score: -15749146.000000 Penalty: 13692.601562 Iteration 130Q: 3 clusters Score -1.574915e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65619 members Mstep: Class 2 contains 5894 members Entering Unmasked Estep Score: -15749154.000000 Penalty: 13692.601562 Iteration 131Q: 3 clusters Score -1.574915e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65631 members Mstep: Class 2 contains 5882 members Entering Unmasked Estep Score: -15749175.000000 Penalty: 13692.601562 Iteration 132Q: 3 clusters Score -1.574918e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65642 members Mstep: Class 2 contains 5871 members Entering Unmasked Estep Score: -15749161.000000 Penalty: 13692.601562 Iteration 133Q: 3 clusters Score -1.574916e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65654 members Mstep: Class 2 contains 5859 members Entering Unmasked Estep Score: -15749170.000000 Penalty: 13692.601562 Iteration 134Q: 3 clusters Score -1.574917e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65661 members Mstep: Class 2 contains 5852 members Entering Unmasked Estep Score: -15749172.000000 Penalty: 13692.601562 Iteration 135Q: 3 clusters Score -1.574917e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65667 members Mstep: Class 2 contains 5846 members Entering Unmasked Estep Score: -15749159.000000 Penalty: 13692.601562 Iteration 136Q: 3 clusters Score -1.574916e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65669 members Mstep: Class 2 contains 5844 members Entering Unmasked Estep Score: -15749165.000000 Penalty: 13692.601562 Iteration 137Q: 3 clusters Score -1.574916e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65672 members Mstep: Class 2 contains 5841 members Entering Unmasked Estep Score: -15749148.000000 Penalty: 13692.601562 Iteration 138Q: 3 clusters Score -1.574915e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65678 members Mstep: Class 2 contains 5835 members Entering Unmasked Estep Score: -15749157.000000 Penalty: 13692.601562 Iteration 139Q: 3 clusters Score -1.574916e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65685 members Mstep: Class 2 contains 5828 members Entering Unmasked Estep Score: -15749154.000000 Penalty: 13692.601562 Iteration 140F: 3 clusters Score -1.574915e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65695 members Mstep: Class 2 contains 5818 members Entering Unmasked Estep Score: -15749158.000000 Penalty: 13692.601562 Iteration 141Q: 3 clusters Score -1.574916e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65708 members Mstep: Class 2 contains 5805 members Entering Unmasked Estep Score: -15749164.000000 Penalty: 13692.601562 Iteration 142Q: 3 clusters Score -1.574916e+07 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65728 members Mstep: Class 2 contains 5785 members Entering Unmasked Estep Score: -15749169.000000 Penalty: 13692.601562 Iteration 143Q: 3 clusters Score -1.574917e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65737 members Mstep: Class 2 contains 5776 members Entering Unmasked Estep Score: -15749176.000000 Penalty: 13692.601562 Iteration 144Q: 3 clusters Score -1.574918e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65752 members Mstep: Class 2 contains 5761 members Entering Unmasked Estep Score: -15749172.000000 Penalty: 13692.601562 Iteration 145Q: 3 clusters Score -1.574917e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65767 members Mstep: Class 2 contains 5746 members Entering Unmasked Estep Score: -15749162.000000 Penalty: 13692.601562 Iteration 146Q: 3 clusters Score -1.574916e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65782 members Mstep: Class 2 contains 5731 members Entering Unmasked Estep Score: -15749158.000000 Penalty: 13692.601562 Iteration 147Q: 3 clusters Score -1.574916e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65792 members Mstep: Class 2 contains 5721 members Entering Unmasked Estep Score: -15749149.000000 Penalty: 13692.601562 Iteration 148Q: 3 clusters Score -1.574915e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65803 members Mstep: Class 2 contains 5710 members Entering Unmasked Estep Score: -15749153.000000 Penalty: 13692.601562 Iteration 149Q: 3 clusters Score -1.574915e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65809 members Mstep: Class 2 contains 5704 members Entering Unmasked Estep Score: -15749151.000000 Penalty: 13692.601562 Iteration 150Q: 3 clusters Score -1.574915e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65814 members Mstep: Class 2 contains 5699 members Entering Unmasked Estep Score: -15749157.000000 Penalty: 13692.601562 Iteration 151Q: 3 clusters Score -1.574916e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65816 members Mstep: Class 2 contains 5697 members Entering Unmasked Estep Score: -15749159.000000 Penalty: 13692.601562 Iteration 152Q: 3 clusters Score -1.574916e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65816 members Mstep: Class 2 contains 5697 members Entering Unmasked Estep Score: -15749159.000000 Penalty: 13692.601562 Iteration 153F: 3 clusters Score -1.574916e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (1477 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1477 members Entering Unmasked Estep Score: -278026.968750 Penalty: 4469.882812 Iteration 0F: 2 clusters Score -278027 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 721 members Mstep: Class 2 contains 756 members Entering Unmasked Estep Score: -273633.281250 Penalty: 8939.765625 Iteration 0F: 3 clusters Score -273633.3 nChanged 327 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 776 members Mstep: Class 2 contains 701 members Entering Unmasked Estep Score: -274416.062500 Penalty: 8939.765625 Iteration 1F: 3 clusters Score -274416.1 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 778 members Mstep: Class 2 contains 699 members Entering Unmasked Estep Score: -274881.000000 Penalty: 8939.765625 Iteration 2F: 3 clusters Score -274881 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 764 members Mstep: Class 2 contains 713 members Entering Unmasked Estep Score: -275159.312500 Penalty: 8939.765625 Iteration 3Q: 3 clusters Score -275159.3 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 744 members Mstep: Class 2 contains 733 members Entering Unmasked Estep Score: -275384.343750 Penalty: 8939.765625 Iteration 4Q: 3 clusters Score -275384.3 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 724 members Mstep: Class 2 contains 753 members Entering Unmasked Estep Score: -275636.625000 Penalty: 8939.765625 Iteration 5Q: 3 clusters Score -275636.6 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 700 members Mstep: Class 2 contains 777 members Entering Unmasked Estep Score: -275826.875000 Penalty: 8939.765625 Iteration 6Q: 3 clusters Score -275826.9 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 662 members Mstep: Class 2 contains 815 members Entering Unmasked Estep Score: -276038.843750 Penalty: 8939.765625 Iteration 7Q: 3 clusters Score -276038.8 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 622 members Mstep: Class 2 contains 855 members Entering Unmasked Estep Score: -276433.312500 Penalty: 8939.765625 Iteration 8Q: 3 clusters Score -276433.3 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 566 members Mstep: Class 2 contains 911 members Entering Unmasked Estep Score: -277251.343750 Penalty: 8939.765625 Iteration 9F: 3 clusters Score -277251.3 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 512 members Mstep: Class 2 contains 965 members Entering Unmasked Estep Score: -277777.156250 Penalty: 8939.765625 Iteration 10F: 3 clusters Score -277777.2 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 465 members Mstep: Class 2 contains 1012 members Entering Unmasked Estep Score: -278276.093750 Penalty: 8939.765625 Iteration 11F: 3 clusters Score -278276.1 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 422 members Mstep: Class 2 contains 1055 members Entering Unmasked Estep Score: -278611.250000 Penalty: 8939.765625 Iteration 12Q: 3 clusters Score -278611.2 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 400 members Mstep: Class 2 contains 1077 members Entering Unmasked Estep Score: -278951.000000 Penalty: 8939.765625 Iteration 13Q: 3 clusters Score -278951 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 382 members Mstep: Class 2 contains 1095 members Entering Unmasked Estep Score: -279140.875000 Penalty: 8939.765625 Iteration 14Q: 3 clusters Score -279140.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 377 members Mstep: Class 2 contains 1100 members Entering Unmasked Estep Score: -279226.281250 Penalty: 8939.765625 Iteration 15Q: 3 clusters Score -279226.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 374 members Mstep: Class 2 contains 1103 members Entering Unmasked Estep Score: -279251.281250 Penalty: 8939.765625 Iteration 16Q: 3 clusters Score -279251.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 373 members Mstep: Class 2 contains 1104 members Entering Unmasked Estep Score: -279261.312500 Penalty: 8939.765625 Iteration 17Q: 3 clusters Score -279261.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 373 members Mstep: Class 2 contains 1104 members Entering Unmasked Estep Score: -279273.250000 Penalty: 8939.765625 Iteration 18Q: 3 clusters Score -279273.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 373 members Mstep: Class 2 contains 1104 members Entering Unmasked Estep Score: -279361.531250 Penalty: 8939.765625 Iteration 19F: 3 clusters Score -279361.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 378 members Mstep: Class 2 contains 1099 members Entering Unmasked Estep Score: -279728.281250 Penalty: 8939.765625 Iteration 20F: 3 clusters Score -279728.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 377 members Mstep: Class 2 contains 1100 members Entering Unmasked Estep Score: -279986.937500 Penalty: 8939.765625 Iteration 21Q: 3 clusters Score -279986.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 377 members Mstep: Class 2 contains 1100 members Entering Unmasked Estep Score: -280129.593750 Penalty: 8939.765625 Iteration 22Q: 3 clusters Score -280129.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 375 members Mstep: Class 2 contains 1102 members Entering Unmasked Estep Score: -280152.375000 Penalty: 8939.765625 Iteration 23Q: 3 clusters Score -280152.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 374 members Mstep: Class 2 contains 1103 members Entering Unmasked Estep Score: -280196.562500 Penalty: 8939.765625 Iteration 24Q: 3 clusters Score -280196.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 371 members Mstep: Class 2 contains 1106 members Entering Unmasked Estep Score: -280272.250000 Penalty: 8939.765625 Iteration 25Q: 3 clusters Score -280272.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 371 members Mstep: Class 2 contains 1106 members Entering Unmasked Estep Score: -280272.250000 Penalty: 8939.765625 Iteration 26F: 3 clusters Score -280272.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 34164 members Mstep: Class 3 contains 857 members Mstep: Class 4 contains 1561 members Mstep: Class 5 contains 23956 members Mstep: Class 6 contains 27090 members Mstep: Class 7 contains 71513 members Mstep: Class 8 contains 371 members Mstep: Class 9 contains 795 members Mstep: Class 10 contains 139550 members Mstep: Class 11 contains 84863 members Mstep: Class 12 contains 522 members Mstep: Class 13 contains 453 members Mstep: Class 14 contains 159589 members Mstep: Class 15 contains 28159 members Mstep: Class 16 contains 34211 members Mstep: Class 17 contains 1106 members Mstep: Class 18 contains 9115 members Mstep: Class 19 contains 24612 members Mstep: Class 21 contains 626 members Mstep: Class 22 contains 1321 members Mstep: Class 23 contains 34053 members Entering Unmasked Estep Score: -147559376.000000 Penalty: 180948.125000 Splitting cluster 8 changes total score from -147561280.000000 to -147559376.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 9 (795 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 795 members Entering Unmasked Estep Score: -135190.281250 Penalty: 4090.484375 Iteration 0F: 2 clusters Score -135190.3 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 376 members Entering Unmasked Estep Score: -131557.031250 Penalty: 8180.968750 Iteration 0F: 3 clusters Score -131557 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 439 members Mstep: Class 2 contains 356 members Entering Unmasked Estep Score: -132208.484375 Penalty: 8180.968750 Iteration 1F: 3 clusters Score -132208.5 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 491 members Mstep: Class 2 contains 304 members Entering Unmasked Estep Score: -133065.187500 Penalty: 8180.968750 Iteration 2F: 3 clusters Score -133065.2 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 512 members Mstep: Class 2 contains 283 members Entering Unmasked Estep Score: -133779.031250 Penalty: 8180.968750 Iteration 3F: 3 clusters Score -133779 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 489 members Mstep: Class 2 contains 306 members Entering Unmasked Estep Score: -134542.453125 Penalty: 8180.968750 Iteration 4F: 3 clusters Score -134542.5 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 455 members Mstep: Class 2 contains 340 members Entering Unmasked Estep Score: -135320.968750 Penalty: 8180.968750 Iteration 5Q: 3 clusters Score -135321 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 428 members Mstep: Class 2 contains 367 members Entering Unmasked Estep Score: -135894.359375 Penalty: 8180.968750 Iteration 6Q: 3 clusters Score -135894.4 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 398 members Mstep: Class 2 contains 397 members Entering Unmasked Estep Score: -136588.718750 Penalty: 8180.968750 Iteration 7Q: 3 clusters Score -136588.7 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 378 members Mstep: Class 2 contains 417 members Entering Unmasked Estep Score: -137038.281250 Penalty: 8180.968750 Iteration 8Q: 3 clusters Score -137038.3 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 366 members Mstep: Class 2 contains 429 members Entering Unmasked Estep Score: -137223.890625 Penalty: 8180.968750 Iteration 9Q: 3 clusters Score -137223.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 354 members Mstep: Class 2 contains 441 members Entering Unmasked Estep Score: -137472.859375 Penalty: 8180.968750 Iteration 10Q: 3 clusters Score -137472.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 345 members Mstep: Class 2 contains 450 members Entering Unmasked Estep Score: -137912.687500 Penalty: 8180.968750 Iteration 11Q: 3 clusters Score -137912.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 343 members Mstep: Class 2 contains 452 members Entering Unmasked Estep Score: -138050.656250 Penalty: 8180.968750 Iteration 12Q: 3 clusters Score -138050.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 340 members Mstep: Class 2 contains 455 members Entering Unmasked Estep Score: -138348.953125 Penalty: 8180.968750 Iteration 13Q: 3 clusters Score -138349 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 339 members Mstep: Class 2 contains 456 members Entering Unmasked Estep Score: -138469.968750 Penalty: 8180.968750 Iteration 14Q: 3 clusters Score -138470 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 339 members Mstep: Class 2 contains 456 members Entering Unmasked Estep Score: -138469.968750 Penalty: 8180.968750 Iteration 15F: 3 clusters Score -138470 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 34164 members Mstep: Class 3 contains 857 members Mstep: Class 4 contains 1561 members Mstep: Class 5 contains 23956 members Mstep: Class 6 contains 27090 members Mstep: Class 7 contains 71513 members Mstep: Class 8 contains 1477 members Mstep: Class 9 contains 339 members Mstep: Class 10 contains 139550 members Mstep: Class 11 contains 84863 members Mstep: Class 12 contains 522 members Mstep: Class 13 contains 453 members Mstep: Class 14 contains 159589 members Mstep: Class 15 contains 28159 members Mstep: Class 16 contains 34211 members Mstep: Class 17 contains 456 members Mstep: Class 18 contains 9115 members Mstep: Class 19 contains 24612 members Mstep: Class 21 contains 626 members Mstep: Class 22 contains 1321 members Mstep: Class 23 contains 34053 members Entering Unmasked Estep Score: -147560928.000000 Penalty: 180948.125000 Splitting cluster 9 changes total score from -147561280.000000 to -147560928.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 10 (139550 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139550 members Entering Unmasked Estep Score: -31110162.000000 Penalty: 7255.784180 Iteration 0F: 2 clusters Score -3.111016e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 69636 members Mstep: Class 2 contains 69914 members Entering Unmasked Estep Score: -31017892.000000 Penalty: 14511.568359 Iteration 0F: 3 clusters Score -3.101789e+07 nChanged 64563 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 68173 members Mstep: Class 2 contains 71377 members Entering Unmasked Estep Score: -31053598.000000 Penalty: 14511.568359 Iteration 1F: 3 clusters Score -3.10536e+07 nChanged 5464 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67157 members Mstep: Class 2 contains 72393 members Entering Unmasked Estep Score: -31055262.000000 Penalty: 14511.568359 Iteration 2Q: 3 clusters Score -3.105526e+07 nChanged 5615 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65710 members Mstep: Class 2 contains 73840 members Entering Unmasked Estep Score: -31057358.000000 Penalty: 14511.568359 Iteration 3Q: 3 clusters Score -3.105736e+07 nChanged 6257 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63561 members Mstep: Class 2 contains 75989 members Entering Unmasked Estep Score: -31060170.000000 Penalty: 14511.568359 Iteration 4Q: 3 clusters Score -3.106017e+07 nChanged 7399 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60532 members Mstep: Class 2 contains 79018 members Entering Unmasked Estep Score: -31064280.000000 Penalty: 14511.568359 Iteration 5F: 3 clusters Score -3.106428e+07 nChanged 8786 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56224 members Mstep: Class 2 contains 83326 members Entering Unmasked Estep Score: -31070244.000000 Penalty: 14511.568359 Iteration 6F: 3 clusters Score -3.107024e+07 nChanged 9723 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50421 members Mstep: Class 2 contains 89129 members Entering Unmasked Estep Score: -31076512.000000 Penalty: 14511.568359 Iteration 7F: 3 clusters Score -3.107651e+07 nChanged 9690 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43389 members Mstep: Class 2 contains 96161 members Entering Unmasked Estep Score: -31083164.000000 Penalty: 14511.568359 Iteration 8F: 3 clusters Score -3.108316e+07 nChanged 8603 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36330 members Mstep: Class 2 contains 103220 members Entering Unmasked Estep Score: -31089666.000000 Penalty: 14511.568359 Iteration 9F: 3 clusters Score -3.108967e+07 nChanged 7276 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29876 members Mstep: Class 2 contains 109674 members Entering Unmasked Estep Score: -31095792.000000 Penalty: 14511.568359 Iteration 10F: 3 clusters Score -3.109579e+07 nChanged 5520 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24766 members Mstep: Class 2 contains 114784 members Entering Unmasked Estep Score: -31100456.000000 Penalty: 14511.568359 Iteration 11Q: 3 clusters Score -3.110046e+07 nChanged 3898 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21156 members Mstep: Class 2 contains 118394 members Entering Unmasked Estep Score: -31103702.000000 Penalty: 14511.568359 Iteration 12Q: 3 clusters Score -3.11037e+07 nChanged 2762 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18636 members Mstep: Class 2 contains 120914 members Entering Unmasked Estep Score: -31105464.000000 Penalty: 14511.568359 Iteration 13Q: 3 clusters Score -3.110546e+07 nChanged 1909 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16841 members Mstep: Class 2 contains 122709 members Entering Unmasked Estep Score: -31106346.000000 Penalty: 14511.568359 Iteration 14Q: 3 clusters Score -3.110635e+07 nChanged 1368 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15501 members Mstep: Class 2 contains 124049 members Entering Unmasked Estep Score: -31107014.000000 Penalty: 14511.568359 Iteration 15Q: 3 clusters Score -3.110701e+07 nChanged 1095 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14424 members Mstep: Class 2 contains 125126 members Entering Unmasked Estep Score: -31107594.000000 Penalty: 14511.568359 Iteration 16Q: 3 clusters Score -3.110759e+07 nChanged 882 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13576 members Mstep: Class 2 contains 125974 members Entering Unmasked Estep Score: -31108056.000000 Penalty: 14511.568359 Iteration 17Q: 3 clusters Score -3.110806e+07 nChanged 728 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12872 members Mstep: Class 2 contains 126678 members Entering Unmasked Estep Score: -31108498.000000 Penalty: 14511.568359 Iteration 18Q: 3 clusters Score -3.11085e+07 nChanged 600 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12322 members Mstep: Class 2 contains 127228 members Entering Unmasked Estep Score: -31108736.000000 Penalty: 14511.568359 Iteration 19Q: 3 clusters Score -3.110874e+07 nChanged 442 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11924 members Mstep: Class 2 contains 127626 members Entering Unmasked Estep Score: -31108884.000000 Penalty: 14511.568359 Iteration 20F: 3 clusters Score -3.110888e+07 nChanged 316 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11626 members Mstep: Class 2 contains 127924 members Entering Unmasked Estep Score: -31108992.000000 Penalty: 14511.568359 Iteration 21Q: 3 clusters Score -3.110899e+07 nChanged 248 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11400 members Mstep: Class 2 contains 128150 members Entering Unmasked Estep Score: -31108936.000000 Penalty: 14511.568359 Iteration 22Q: 3 clusters Score -3.110894e+07 nChanged 201 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11209 members Mstep: Class 2 contains 128341 members Entering Unmasked Estep Score: -31108920.000000 Penalty: 14511.568359 Iteration 23Q: 3 clusters Score -3.110892e+07 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11070 members Mstep: Class 2 contains 128480 members Entering Unmasked Estep Score: -31108956.000000 Penalty: 14511.568359 Iteration 24Q: 3 clusters Score -3.110896e+07 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10953 members Mstep: Class 2 contains 128597 members Entering Unmasked Estep Score: -31108956.000000 Penalty: 14511.568359 Iteration 25Q: 3 clusters Score -3.110896e+07 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10855 members Mstep: Class 2 contains 128695 members Entering Unmasked Estep Score: -31109038.000000 Penalty: 14511.568359 Iteration 26Q: 3 clusters Score -3.110904e+07 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10774 members Mstep: Class 2 contains 128776 members Entering Unmasked Estep Score: -31109040.000000 Penalty: 14511.568359 Iteration 27Q: 3 clusters Score -3.110904e+07 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10709 members Mstep: Class 2 contains 128841 members Entering Unmasked Estep Score: -31109014.000000 Penalty: 14511.568359 Iteration 28Q: 3 clusters Score -3.110901e+07 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10653 members Mstep: Class 2 contains 128897 members Entering Unmasked Estep Score: -31109020.000000 Penalty: 14511.568359 Iteration 29Q: 3 clusters Score -3.110902e+07 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10606 members Mstep: Class 2 contains 128944 members Entering Unmasked Estep Score: -31109032.000000 Penalty: 14511.568359 Iteration 30Q: 3 clusters Score -3.110903e+07 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10567 members Mstep: Class 2 contains 128983 members Entering Unmasked Estep Score: -31109034.000000 Penalty: 14511.568359 Iteration 31Q: 3 clusters Score -3.110903e+07 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10541 members Mstep: Class 2 contains 129009 members Entering Unmasked Estep Score: -31109040.000000 Penalty: 14511.568359 Iteration 32Q: 3 clusters Score -3.110904e+07 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10519 members Mstep: Class 2 contains 129031 members Entering Unmasked Estep Score: -31109050.000000 Penalty: 14511.568359 Iteration 33Q: 3 clusters Score -3.110905e+07 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10497 members Mstep: Class 2 contains 129053 members Entering Unmasked Estep Score: -31109040.000000 Penalty: 14511.568359 Iteration 34Q: 3 clusters Score -3.110904e+07 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10480 members Mstep: Class 2 contains 129070 members Entering Unmasked Estep Score: -31109052.000000 Penalty: 14511.568359 Iteration 35Q: 3 clusters Score -3.110905e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10465 members Mstep: Class 2 contains 129085 members Entering Unmasked Estep Score: -31109068.000000 Penalty: 14511.568359 Iteration 36Q: 3 clusters Score -3.110907e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10452 members Mstep: Class 2 contains 129098 members Entering Unmasked Estep Score: -31109062.000000 Penalty: 14511.568359 Iteration 37Q: 3 clusters Score -3.110906e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10438 members Mstep: Class 2 contains 129112 members Entering Unmasked Estep Score: -31109104.000000 Penalty: 14511.568359 Iteration 38Q: 3 clusters Score -3.11091e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10427 members Mstep: Class 2 contains 129123 members Entering Unmasked Estep Score: -31109100.000000 Penalty: 14511.568359 Iteration 39Q: 3 clusters Score -3.11091e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10420 members Mstep: Class 2 contains 129130 members Entering Unmasked Estep Score: -31109106.000000 Penalty: 14511.568359 Iteration 40F: 3 clusters Score -3.110911e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10410 members Mstep: Class 2 contains 129140 members Entering Unmasked Estep Score: -31109084.000000 Penalty: 14511.568359 Iteration 41Q: 3 clusters Score -3.110908e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10398 members Mstep: Class 2 contains 129152 members Entering Unmasked Estep Score: -31109080.000000 Penalty: 14511.568359 Iteration 42Q: 3 clusters Score -3.110908e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10392 members Mstep: Class 2 contains 129158 members Entering Unmasked Estep Score: -31109084.000000 Penalty: 14511.568359 Iteration 43Q: 3 clusters Score -3.110908e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10390 members Mstep: Class 2 contains 129160 members Entering Unmasked Estep Score: -31109078.000000 Penalty: 14511.568359 Iteration 44Q: 3 clusters Score -3.110908e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10385 members Mstep: Class 2 contains 129165 members Entering Unmasked Estep Score: -31109092.000000 Penalty: 14511.568359 Iteration 45Q: 3 clusters Score -3.110909e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10384 members Mstep: Class 2 contains 129166 members Entering Unmasked Estep Score: -31109094.000000 Penalty: 14511.568359 Iteration 46Q: 3 clusters Score -3.110909e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10383 members Mstep: Class 2 contains 129167 members Entering Unmasked Estep Score: -31109084.000000 Penalty: 14511.568359 Iteration 47Q: 3 clusters Score -3.110908e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10381 members Mstep: Class 2 contains 129169 members Entering Unmasked Estep Score: -31109098.000000 Penalty: 14511.568359 Iteration 48Q: 3 clusters Score -3.11091e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10380 members Mstep: Class 2 contains 129170 members Entering Unmasked Estep Score: -31109090.000000 Penalty: 14511.568359 Iteration 49Q: 3 clusters Score -3.110909e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10379 members Mstep: Class 2 contains 129171 members Entering Unmasked Estep Score: -31109102.000000 Penalty: 14511.568359 Iteration 50Q: 3 clusters Score -3.11091e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10379 members Mstep: Class 2 contains 129171 members Entering Unmasked Estep Score: -31109102.000000 Penalty: 14511.568359 Iteration 51F: 3 clusters Score -3.11091e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (84863 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 84863 members Entering Unmasked Estep Score: -18756384.000000 Penalty: 6951.135742 Iteration 0F: 2 clusters Score -1.875638e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42287 members Mstep: Class 2 contains 42576 members Entering Unmasked Estep Score: -18698012.000000 Penalty: 13902.271484 Iteration 0F: 3 clusters Score -1.869801e+07 nChanged 38628 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40859 members Mstep: Class 2 contains 44004 members Entering Unmasked Estep Score: -18718802.000000 Penalty: 13902.271484 Iteration 1F: 3 clusters Score -1.87188e+07 nChanged 3543 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39922 members Mstep: Class 2 contains 44941 members Entering Unmasked Estep Score: -18719864.000000 Penalty: 13902.271484 Iteration 2Q: 3 clusters Score -1.871986e+07 nChanged 3485 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38619 members Mstep: Class 2 contains 46244 members Entering Unmasked Estep Score: -18720862.000000 Penalty: 13902.271484 Iteration 3Q: 3 clusters Score -1.872086e+07 nChanged 3587 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36790 members Mstep: Class 2 contains 48073 members Entering Unmasked Estep Score: -18722234.000000 Penalty: 13902.271484 Iteration 4Q: 3 clusters Score -1.872223e+07 nChanged 3815 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34269 members Mstep: Class 2 contains 50594 members Entering Unmasked Estep Score: -18723860.000000 Penalty: 13902.271484 Iteration 5Q: 3 clusters Score -1.872386e+07 nChanged 4558 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30823 members Mstep: Class 2 contains 54040 members Entering Unmasked Estep Score: -18726334.000000 Penalty: 13902.271484 Iteration 6F: 3 clusters Score -1.872633e+07 nChanged 5315 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26392 members Mstep: Class 2 contains 58471 members Entering Unmasked Estep Score: -18729922.000000 Penalty: 13902.271484 Iteration 7F: 3 clusters Score -1.872992e+07 nChanged 5816 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21392 members Mstep: Class 2 contains 63471 members Entering Unmasked Estep Score: -18734214.000000 Penalty: 13902.271484 Iteration 8F: 3 clusters Score -1.873421e+07 nChanged 5642 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16388 members Mstep: Class 2 contains 68475 members Entering Unmasked Estep Score: -18738562.000000 Penalty: 13902.271484 Iteration 9F: 3 clusters Score -1.873856e+07 nChanged 4772 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12030 members Mstep: Class 2 contains 72833 members Entering Unmasked Estep Score: -18742186.000000 Penalty: 13902.271484 Iteration 10F: 3 clusters Score -1.874219e+07 nChanged 3417 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8815 members Mstep: Class 2 contains 76048 members Entering Unmasked Estep Score: -18744694.000000 Penalty: 13902.271484 Iteration 11Q: 3 clusters Score -1.874469e+07 nChanged 2350 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6583 members Mstep: Class 2 contains 78280 members Entering Unmasked Estep Score: -18746372.000000 Penalty: 13902.271484 Iteration 12Q: 3 clusters Score -1.874637e+07 nChanged 1667 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4982 members Mstep: Class 2 contains 79881 members Entering Unmasked Estep Score: -18747636.000000 Penalty: 13902.271484 Iteration 13Q: 3 clusters Score -1.874764e+07 nChanged 1155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3911 members Mstep: Class 2 contains 80952 members Entering Unmasked Estep Score: -18748370.000000 Penalty: 13902.271484 Iteration 14Q: 3 clusters Score -1.874837e+07 nChanged 741 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3236 members Mstep: Class 2 contains 81627 members Entering Unmasked Estep Score: -18748990.000000 Penalty: 13902.271484 Iteration 15Q: 3 clusters Score -1.874899e+07 nChanged 505 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2785 members Mstep: Class 2 contains 82078 members Entering Unmasked Estep Score: -18749320.000000 Penalty: 13902.271484 Iteration 16Q: 3 clusters Score -1.874932e+07 nChanged 383 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2454 members Mstep: Class 2 contains 82409 members Entering Unmasked Estep Score: -18749664.000000 Penalty: 13902.271484 Iteration 17Q: 3 clusters Score -1.874966e+07 nChanged 294 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2212 members Mstep: Class 2 contains 82651 members Entering Unmasked Estep Score: -18749860.000000 Penalty: 13902.271484 Iteration 18Q: 3 clusters Score -1.874986e+07 nChanged 216 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2044 members Mstep: Class 2 contains 82819 members Entering Unmasked Estep Score: -18749990.000000 Penalty: 13902.271484 Iteration 19Q: 3 clusters Score -1.874999e+07 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1926 members Mstep: Class 2 contains 82937 members Entering Unmasked Estep Score: -18750108.000000 Penalty: 13902.271484 Iteration 20F: 3 clusters Score -1.875011e+07 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1837 members Mstep: Class 2 contains 83026 members Entering Unmasked Estep Score: -18750190.000000 Penalty: 13902.271484 Iteration 21Q: 3 clusters Score -1.875019e+07 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1761 members Mstep: Class 2 contains 83102 members Entering Unmasked Estep Score: -18750298.000000 Penalty: 13902.271484 Iteration 22Q: 3 clusters Score -1.87503e+07 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1708 members Mstep: Class 2 contains 83155 members Entering Unmasked Estep Score: -18750346.000000 Penalty: 13902.271484 Iteration 23Q: 3 clusters Score -1.875035e+07 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1662 members Mstep: Class 2 contains 83201 members Entering Unmasked Estep Score: -18750382.000000 Penalty: 13902.271484 Iteration 24Q: 3 clusters Score -1.875038e+07 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1623 members Mstep: Class 2 contains 83240 members Entering Unmasked Estep Score: -18750404.000000 Penalty: 13902.271484 Iteration 25Q: 3 clusters Score -1.87504e+07 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1600 members Mstep: Class 2 contains 83263 members Entering Unmasked Estep Score: -18750398.000000 Penalty: 13902.271484 Iteration 26Q: 3 clusters Score -1.87504e+07 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1580 members Mstep: Class 2 contains 83283 members Entering Unmasked Estep Score: -18750416.000000 Penalty: 13902.271484 Iteration 27Q: 3 clusters Score -1.875042e+07 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1571 members Mstep: Class 2 contains 83292 members Entering Unmasked Estep Score: -18750432.000000 Penalty: 13902.271484 Iteration 28Q: 3 clusters Score -1.875043e+07 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1560 members Mstep: Class 2 contains 83303 members Entering Unmasked Estep Score: -18750436.000000 Penalty: 13902.271484 Iteration 29Q: 3 clusters Score -1.875044e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1547 members Mstep: Class 2 contains 83316 members Entering Unmasked Estep Score: -18750460.000000 Penalty: 13902.271484 Iteration 30Q: 3 clusters Score -1.875046e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1545 members Mstep: Class 2 contains 83318 members Entering Unmasked Estep Score: -18750472.000000 Penalty: 13902.271484 Iteration 31Q: 3 clusters Score -1.875047e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1540 members Mstep: Class 2 contains 83323 members Entering Unmasked Estep Score: -18750454.000000 Penalty: 13902.271484 Iteration 32Q: 3 clusters Score -1.875045e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1532 members Mstep: Class 2 contains 83331 members Entering Unmasked Estep Score: -18750474.000000 Penalty: 13902.271484 Iteration 33Q: 3 clusters Score -1.875047e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1525 members Mstep: Class 2 contains 83338 members Entering Unmasked Estep Score: -18750472.000000 Penalty: 13902.271484 Iteration 34Q: 3 clusters Score -1.875047e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1518 members Mstep: Class 2 contains 83345 members Entering Unmasked Estep Score: -18750480.000000 Penalty: 13902.271484 Iteration 35Q: 3 clusters Score -1.875048e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1515 members Mstep: Class 2 contains 83348 members Entering Unmasked Estep Score: -18750464.000000 Penalty: 13902.271484 Iteration 36Q: 3 clusters Score -1.875046e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1513 members Mstep: Class 2 contains 83350 members Entering Unmasked Estep Score: -18750472.000000 Penalty: 13902.271484 Iteration 37Q: 3 clusters Score -1.875047e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1512 members Mstep: Class 2 contains 83351 members Entering Unmasked Estep Score: -18750470.000000 Penalty: 13902.271484 Iteration 38Q: 3 clusters Score -1.875047e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1511 members Mstep: Class 2 contains 83352 members Entering Unmasked Estep Score: -18750476.000000 Penalty: 13902.271484 Iteration 39Q: 3 clusters Score -1.875048e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1509 members Mstep: Class 2 contains 83354 members Entering Unmasked Estep Score: -18750472.000000 Penalty: 13902.271484 Iteration 40F: 3 clusters Score -1.875047e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (522 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 522 members Entering Unmasked Estep Score: -110599.132812 Penalty: 3832.821289 Iteration 0F: 2 clusters Score -110599.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251 members Mstep: Class 2 contains 271 members Entering Unmasked Estep Score: -107173.500000 Penalty: 7665.642578 Iteration 0F: 3 clusters Score -107173.5 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 253 members Mstep: Class 2 contains 269 members Entering Unmasked Estep Score: -107297.070312 Penalty: 7665.642578 Iteration 1F: 3 clusters Score -107297.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 255 members Mstep: Class 2 contains 267 members Entering Unmasked Estep Score: -107324.648438 Penalty: 7665.642578 Iteration 2Q: 3 clusters Score -107324.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 257 members Mstep: Class 2 contains 265 members Entering Unmasked Estep Score: -107340.898438 Penalty: 7665.642578 Iteration 3Q: 3 clusters Score -107340.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 256 members Mstep: Class 2 contains 266 members Entering Unmasked Estep Score: -107345.101562 Penalty: 7665.642578 Iteration 4Q: 3 clusters Score -107345.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 256 members Mstep: Class 2 contains 266 members Entering Unmasked Estep Score: -107345.101562 Penalty: 7665.642578 Iteration 5F: 3 clusters Score -107345.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (453 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 453 members Entering Unmasked Estep Score: -85380.953125 Penalty: 3745.983887 Iteration 0F: 2 clusters Score -85380.95 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 217 members Mstep: Class 2 contains 236 members Entering Unmasked Estep Score: -82118.414062 Penalty: 7491.967773 Iteration 0F: 3 clusters Score -82118.41 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 224 members Mstep: Class 2 contains 229 members Entering Unmasked Estep Score: -82347.812500 Penalty: 7491.967773 Iteration 1F: 3 clusters Score -82347.81 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 232 members Mstep: Class 2 contains 221 members Entering Unmasked Estep Score: -82446.507812 Penalty: 7491.967773 Iteration 2Q: 3 clusters Score -82446.51 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 242 members Mstep: Class 2 contains 211 members Entering Unmasked Estep Score: -82548.648438 Penalty: 7491.967773 Iteration 3Q: 3 clusters Score -82548.65 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251 members Mstep: Class 2 contains 202 members Entering Unmasked Estep Score: -82592.343750 Penalty: 7491.967773 Iteration 4Q: 3 clusters Score -82592.34 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 253 members Mstep: Class 2 contains 200 members Entering Unmasked Estep Score: -82633.718750 Penalty: 7491.967773 Iteration 5Q: 3 clusters Score -82633.72 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 257 members Mstep: Class 2 contains 196 members Entering Unmasked Estep Score: -82660.890625 Penalty: 7491.967773 Iteration 6Q: 3 clusters Score -82660.89 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 261 members Mstep: Class 2 contains 192 members Entering Unmasked Estep Score: -82677.054688 Penalty: 7491.967773 Iteration 7Q: 3 clusters Score -82677.05 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 263 members Mstep: Class 2 contains 190 members Entering Unmasked Estep Score: -82709.046875 Penalty: 7491.967773 Iteration 8Q: 3 clusters Score -82709.05 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 265 members Mstep: Class 2 contains 188 members Entering Unmasked Estep Score: -82744.921875 Penalty: 7491.967773 Iteration 9Q: 3 clusters Score -82744.92 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 266 members Mstep: Class 2 contains 187 members Entering Unmasked Estep Score: -82781.054688 Penalty: 7491.967773 Iteration 10Q: 3 clusters Score -82781.05 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 268 members Mstep: Class 2 contains 185 members Entering Unmasked Estep Score: -82792.242188 Penalty: 7491.967773 Iteration 11Q: 3 clusters Score -82792.24 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 269 members Mstep: Class 2 contains 184 members Entering Unmasked Estep Score: -82813.992188 Penalty: 7491.967773 Iteration 12Q: 3 clusters Score -82813.99 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 271 members Mstep: Class 2 contains 182 members Entering Unmasked Estep Score: -82821.656250 Penalty: 7491.967773 Iteration 13Q: 3 clusters Score -82821.66 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 273 members Mstep: Class 2 contains 180 members Entering Unmasked Estep Score: -82828.968750 Penalty: 7491.967773 Iteration 14Q: 3 clusters Score -82828.97 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 273 members Mstep: Class 2 contains 180 members Entering Unmasked Estep Score: -82828.968750 Penalty: 7491.967773 Iteration 15F: 3 clusters Score -82828.97 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (159589 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 159589 members Entering Unmasked Estep Score: -35036952.000000 Penalty: 7337.968750 Iteration 0F: 2 clusters Score -3.503695e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 79974 members Mstep: Class 2 contains 79615 members Entering Unmasked Estep Score: -34929040.000000 Penalty: 14675.937500 Iteration 0F: 3 clusters Score -3.492904e+07 nChanged 74367 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80687 members Mstep: Class 2 contains 78902 members Entering Unmasked Estep Score: -34970072.000000 Penalty: 14675.937500 Iteration 1F: 3 clusters Score -3.497007e+07 nChanged 5252 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81091 members Mstep: Class 2 contains 78498 members Entering Unmasked Estep Score: -34971336.000000 Penalty: 14675.937500 Iteration 2Q: 3 clusters Score -3.497134e+07 nChanged 4906 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81607 members Mstep: Class 2 contains 77982 members Entering Unmasked Estep Score: -34972236.000000 Penalty: 14675.937500 Iteration 3Q: 3 clusters Score -3.497224e+07 nChanged 4606 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 82355 members Mstep: Class 2 contains 77234 members Entering Unmasked Estep Score: -34973380.000000 Penalty: 14675.937500 Iteration 4Q: 3 clusters Score -3.497338e+07 nChanged 4590 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 83487 members Mstep: Class 2 contains 76102 members Entering Unmasked Estep Score: -34974516.000000 Penalty: 14675.937500 Iteration 5Q: 3 clusters Score -3.497452e+07 nChanged 4654 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 84985 members Mstep: Class 2 contains 74604 members Entering Unmasked Estep Score: -34975904.000000 Penalty: 14675.937500 Iteration 6Q: 3 clusters Score -3.49759e+07 nChanged 4817 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87152 members Mstep: Class 2 contains 72437 members Entering Unmasked Estep Score: -34977536.000000 Penalty: 14675.937500 Iteration 7Q: 3 clusters Score -3.497754e+07 nChanged 5278 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90194 members Mstep: Class 2 contains 69395 members Entering Unmasked Estep Score: -34979564.000000 Penalty: 14675.937500 Iteration 8Q: 3 clusters Score -3.497956e+07 nChanged 6072 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94626 members Mstep: Class 2 contains 64963 members Entering Unmasked Estep Score: -34982156.000000 Penalty: 14675.937500 Iteration 9Q: 3 clusters Score -3.498216e+07 nChanged 7090 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100580 members Mstep: Class 2 contains 59009 members Entering Unmasked Estep Score: -34985728.000000 Penalty: 14675.937500 Iteration 10Q: 3 clusters Score -3.498573e+07 nChanged 8436 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 108316 members Mstep: Class 2 contains 51273 members Entering Unmasked Estep Score: -34990568.000000 Penalty: 14675.937500 Iteration 11F: 3 clusters Score -3.499057e+07 nChanged 9985 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 117975 members Mstep: Class 2 contains 41614 members Entering Unmasked Estep Score: -34997692.000000 Penalty: 14675.937500 Iteration 12F: 3 clusters Score -3.499769e+07 nChanged 10872 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 128753 members Mstep: Class 2 contains 30836 members Entering Unmasked Estep Score: -35006024.000000 Penalty: 14675.937500 Iteration 13F: 3 clusters Score -3.500602e+07 nChanged 10379 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139096 members Mstep: Class 2 contains 20493 members Entering Unmasked Estep Score: -35014448.000000 Penalty: 14675.937500 Iteration 14F: 3 clusters Score -3.501445e+07 nChanged 8115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 147205 members Mstep: Class 2 contains 12384 members Entering Unmasked Estep Score: -35021044.000000 Penalty: 14675.937500 Iteration 15F: 3 clusters Score -3.502104e+07 nChanged 5390 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 152583 members Mstep: Class 2 contains 7006 members Entering Unmasked Estep Score: -35025320.000000 Penalty: 14675.937500 Iteration 16Q: 3 clusters Score -3.502532e+07 nChanged 2998 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 155569 members Mstep: Class 2 contains 4020 members Entering Unmasked Estep Score: -35027668.000000 Penalty: 14675.937500 Iteration 17Q: 3 clusters Score -3.502767e+07 nChanged 1492 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 157035 members Mstep: Class 2 contains 2554 members Entering Unmasked Estep Score: -35028936.000000 Penalty: 14675.937500 Iteration 18Q: 3 clusters Score -3.502894e+07 nChanged 762 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 157765 members Mstep: Class 2 contains 1824 members Entering Unmasked Estep Score: -35029484.000000 Penalty: 14675.937500 Iteration 19Q: 3 clusters Score -3.502948e+07 nChanged 405 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 158132 members Mstep: Class 2 contains 1457 members Entering Unmasked Estep Score: -35029860.000000 Penalty: 14675.937500 Iteration 20F: 3 clusters Score -3.502986e+07 nChanged 223 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 158323 members Mstep: Class 2 contains 1266 members Entering Unmasked Estep Score: -35030060.000000 Penalty: 14675.937500 Iteration 21Q: 3 clusters Score -3.503006e+07 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 158425 members Mstep: Class 2 contains 1164 members Entering Unmasked Estep Score: -35030164.000000 Penalty: 14675.937500 Iteration 22Q: 3 clusters Score -3.503016e+07 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 158496 members Mstep: Class 2 contains 1093 members Entering Unmasked Estep Score: -35030272.000000 Penalty: 14675.937500 Iteration 23Q: 3 clusters Score -3.503027e+07 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 158543 members Mstep: Class 2 contains 1046 members Entering Unmasked Estep Score: -35030304.000000 Penalty: 14675.937500 Iteration 24Q: 3 clusters Score -3.50303e+07 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 158580 members Mstep: Class 2 contains 1009 members Entering Unmasked Estep Score: -35030344.000000 Penalty: 14675.937500 Iteration 25Q: 3 clusters Score -3.503034e+07 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 158603 members Mstep: Class 2 contains 986 members Entering Unmasked Estep Score: -35030404.000000 Penalty: 14675.937500 Iteration 26Q: 3 clusters Score -3.50304e+07 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 158627 members Mstep: Class 2 contains 962 members Entering Unmasked Estep Score: -35030448.000000 Penalty: 14675.937500 Iteration 27Q: 3 clusters Score -3.503045e+07 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 158648 members Mstep: Class 2 contains 941 members Entering Unmasked Estep Score: -35030440.000000 Penalty: 14675.937500 Iteration 28Q: 3 clusters Score -3.503044e+07 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 158664 members Mstep: Class 2 contains 925 members Entering Unmasked Estep Score: -35030456.000000 Penalty: 14675.937500 Iteration 29Q: 3 clusters Score -3.503046e+07 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 158680 members Mstep: Class 2 contains 909 members Entering Unmasked Estep Score: -35030476.000000 Penalty: 14675.937500 Iteration 30Q: 3 clusters Score -3.503048e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 158689 members Mstep: Class 2 contains 900 members Entering Unmasked Estep Score: -35030476.000000 Penalty: 14675.937500 Iteration 31Q: 3 clusters Score -3.503048e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 158692 members Mstep: Class 2 contains 897 members Entering Unmasked Estep Score: -35030476.000000 Penalty: 14675.937500 Iteration 32Q: 3 clusters Score -3.503048e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 158698 members Mstep: Class 2 contains 891 members Entering Unmasked Estep Score: -35030488.000000 Penalty: 14675.937500 Iteration 33Q: 3 clusters Score -3.503049e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 158707 members Mstep: Class 2 contains 882 members Entering Unmasked Estep Score: -35030484.000000 Penalty: 14675.937500 Iteration 34Q: 3 clusters Score -3.503048e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 158710 members Mstep: Class 2 contains 879 members Entering Unmasked Estep Score: -35030468.000000 Penalty: 14675.937500 Iteration 35Q: 3 clusters Score -3.503047e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 158716 members Mstep: Class 2 contains 873 members Entering Unmasked Estep Score: -35030484.000000 Penalty: 14675.937500 Iteration 36Q: 3 clusters Score -3.503048e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 158716 members Mstep: Class 2 contains 873 members Entering Unmasked Estep Score: -35030500.000000 Penalty: 14675.937500 Iteration 37Q: 3 clusters Score -3.50305e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 158717 members Mstep: Class 2 contains 872 members Entering Unmasked Estep Score: -35030516.000000 Penalty: 14675.937500 Iteration 38Q: 3 clusters Score -3.503052e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 158719 members Mstep: Class 2 contains 870 members Entering Unmasked Estep Score: -35030504.000000 Penalty: 14675.937500 Iteration 39Q: 3 clusters Score -3.50305e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 158721 members Mstep: Class 2 contains 868 members Entering Unmasked Estep Score: -35030512.000000 Penalty: 14675.937500 Iteration 40F: 3 clusters Score -3.503051e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (28159 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28159 members Entering Unmasked Estep Score: -6027696.000000 Penalty: 6275.443848 Iteration 0F: 2 clusters Score -6027696 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14142 members Mstep: Class 2 contains 14017 members Entering Unmasked Estep Score: -6006010.000000 Penalty: 12550.887695 Iteration 0F: 3 clusters Score -6006010 nChanged 11766 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14266 members Mstep: Class 2 contains 13893 members Entering Unmasked Estep Score: -6012162.500000 Penalty: 12550.887695 Iteration 1F: 3 clusters Score -6012162 nChanged 1806 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14344 members Mstep: Class 2 contains 13815 members Entering Unmasked Estep Score: -6013028.000000 Penalty: 12550.887695 Iteration 2F: 3 clusters Score -6013028 nChanged 1496 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14362 members Mstep: Class 2 contains 13797 members Entering Unmasked Estep Score: -6013725.500000 Penalty: 12550.887695 Iteration 3F: 3 clusters Score -6013726 nChanged 1317 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14359 members Mstep: Class 2 contains 13800 members Entering Unmasked Estep Score: -6014408.500000 Penalty: 12550.887695 Iteration 4Q: 3 clusters Score -6014408 nChanged 1299 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14362 members Mstep: Class 2 contains 13797 members Entering Unmasked Estep Score: -6015179.000000 Penalty: 12550.887695 Iteration 5Q: 3 clusters Score -6015179 nChanged 1436 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14334 members Mstep: Class 2 contains 13825 members Entering Unmasked Estep Score: -6016099.000000 Penalty: 12550.887695 Iteration 6F: 3 clusters Score -6016099 nChanged 1482 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14328 members Mstep: Class 2 contains 13831 members Entering Unmasked Estep Score: -6017189.000000 Penalty: 12550.887695 Iteration 7F: 3 clusters Score -6017189 nChanged 1559 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14365 members Mstep: Class 2 contains 13794 members Entering Unmasked Estep Score: -6018400.000000 Penalty: 12550.887695 Iteration 8F: 3 clusters Score -6018400 nChanged 1545 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14474 members Mstep: Class 2 contains 13685 members Entering Unmasked Estep Score: -6019529.000000 Penalty: 12550.887695 Iteration 9F: 3 clusters Score -6019529 nChanged 1378 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14648 members Mstep: Class 2 contains 13511 members Entering Unmasked Estep Score: -6020450.500000 Penalty: 12550.887695 Iteration 10Q: 3 clusters Score -6020450 nChanged 1170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14898 members Mstep: Class 2 contains 13261 members Entering Unmasked Estep Score: -6021100.000000 Penalty: 12550.887695 Iteration 11Q: 3 clusters Score -6021100 nChanged 865 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15157 members Mstep: Class 2 contains 13002 members Entering Unmasked Estep Score: -6021502.000000 Penalty: 12550.887695 Iteration 12Q: 3 clusters Score -6021502 nChanged 641 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15402 members Mstep: Class 2 contains 12757 members Entering Unmasked Estep Score: -6021746.000000 Penalty: 12550.887695 Iteration 13Q: 3 clusters Score -6021746 nChanged 522 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15670 members Mstep: Class 2 contains 12489 members Entering Unmasked Estep Score: -6021948.500000 Penalty: 12550.887695 Iteration 14Q: 3 clusters Score -6021948 nChanged 467 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15955 members Mstep: Class 2 contains 12204 members Entering Unmasked Estep Score: -6022140.500000 Penalty: 12550.887695 Iteration 15Q: 3 clusters Score -6022140 nChanged 381 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16198 members Mstep: Class 2 contains 11961 members Entering Unmasked Estep Score: -6022267.000000 Penalty: 12550.887695 Iteration 16Q: 3 clusters Score -6022267 nChanged 333 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16427 members Mstep: Class 2 contains 11732 members Entering Unmasked Estep Score: -6022353.500000 Penalty: 12550.887695 Iteration 17Q: 3 clusters Score -6022354 nChanged 298 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16641 members Mstep: Class 2 contains 11518 members Entering Unmasked Estep Score: -6022479.000000 Penalty: 12550.887695 Iteration 18Q: 3 clusters Score -6022479 nChanged 241 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16820 members Mstep: Class 2 contains 11339 members Entering Unmasked Estep Score: -6022542.000000 Penalty: 12550.887695 Iteration 19Q: 3 clusters Score -6022542 nChanged 228 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17006 members Mstep: Class 2 contains 11153 members Entering Unmasked Estep Score: -6022640.500000 Penalty: 12550.887695 Iteration 20F: 3 clusters Score -6022640 nChanged 236 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17206 members Mstep: Class 2 contains 10953 members Entering Unmasked Estep Score: -6022715.500000 Penalty: 12550.887695 Iteration 21Q: 3 clusters Score -6022716 nChanged 235 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17405 members Mstep: Class 2 contains 10754 members Entering Unmasked Estep Score: -6022780.500000 Penalty: 12550.887695 Iteration 22Q: 3 clusters Score -6022780 nChanged 223 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17596 members Mstep: Class 2 contains 10563 members Entering Unmasked Estep Score: -6022876.500000 Penalty: 12550.887695 Iteration 23Q: 3 clusters Score -6022876 nChanged 246 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17818 members Mstep: Class 2 contains 10341 members Entering Unmasked Estep Score: -6022957.500000 Penalty: 12550.887695 Iteration 24Q: 3 clusters Score -6022958 nChanged 239 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18029 members Mstep: Class 2 contains 10130 members Entering Unmasked Estep Score: -6023038.500000 Penalty: 12550.887695 Iteration 25Q: 3 clusters Score -6023038 nChanged 234 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18239 members Mstep: Class 2 contains 9920 members Entering Unmasked Estep Score: -6023155.000000 Penalty: 12550.887695 Iteration 26Q: 3 clusters Score -6023155 nChanged 258 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18467 members Mstep: Class 2 contains 9692 members Entering Unmasked Estep Score: -6023271.000000 Penalty: 12550.887695 Iteration 27Q: 3 clusters Score -6023271 nChanged 240 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18667 members Mstep: Class 2 contains 9492 members Entering Unmasked Estep Score: -6023374.500000 Penalty: 12550.887695 Iteration 28Q: 3 clusters Score -6023374 nChanged 243 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18870 members Mstep: Class 2 contains 9289 members Entering Unmasked Estep Score: -6023455.500000 Penalty: 12550.887695 Iteration 29Q: 3 clusters Score -6023456 nChanged 219 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19045 members Mstep: Class 2 contains 9114 members Entering Unmasked Estep Score: -6023551.000000 Penalty: 12550.887695 Iteration 30Q: 3 clusters Score -6023551 nChanged 211 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19222 members Mstep: Class 2 contains 8937 members Entering Unmasked Estep Score: -6023618.500000 Penalty: 12550.887695 Iteration 31Q: 3 clusters Score -6023618 nChanged 207 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19385 members Mstep: Class 2 contains 8774 members Entering Unmasked Estep Score: -6023683.000000 Penalty: 12550.887695 Iteration 32Q: 3 clusters Score -6023683 nChanged 168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19509 members Mstep: Class 2 contains 8650 members Entering Unmasked Estep Score: -6023731.000000 Penalty: 12550.887695 Iteration 33Q: 3 clusters Score -6023731 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19622 members Mstep: Class 2 contains 8537 members Entering Unmasked Estep Score: -6023753.500000 Penalty: 12550.887695 Iteration 34Q: 3 clusters Score -6023754 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19714 members Mstep: Class 2 contains 8445 members Entering Unmasked Estep Score: -6023775.000000 Penalty: 12550.887695 Iteration 35Q: 3 clusters Score -6023775 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19796 members Mstep: Class 2 contains 8363 members Entering Unmasked Estep Score: -6023812.000000 Penalty: 12550.887695 Iteration 36Q: 3 clusters Score -6023812 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19861 members Mstep: Class 2 contains 8298 members Entering Unmasked Estep Score: -6023817.000000 Penalty: 12550.887695 Iteration 37Q: 3 clusters Score -6023817 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19923 members Mstep: Class 2 contains 8236 members Entering Unmasked Estep Score: -6023836.000000 Penalty: 12550.887695 Iteration 38Q: 3 clusters Score -6023836 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19975 members Mstep: Class 2 contains 8184 members Entering Unmasked Estep Score: -6023837.500000 Penalty: 12550.887695 Iteration 39Q: 3 clusters Score -6023838 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20008 members Mstep: Class 2 contains 8151 members Entering Unmasked Estep Score: -6023868.500000 Penalty: 12550.887695 Iteration 40F: 3 clusters Score -6023868 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20044 members Mstep: Class 2 contains 8115 members Entering Unmasked Estep Score: -6023862.500000 Penalty: 12550.887695 Iteration 41Q: 3 clusters Score -6023862 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20075 members Mstep: Class 2 contains 8084 members Entering Unmasked Estep Score: -6023873.500000 Penalty: 12550.887695 Iteration 42Q: 3 clusters Score -6023874 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20105 members Mstep: Class 2 contains 8054 members Entering Unmasked Estep Score: -6023888.500000 Penalty: 12550.887695 Iteration 43Q: 3 clusters Score -6023888 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20135 members Mstep: Class 2 contains 8024 members Entering Unmasked Estep Score: -6023890.000000 Penalty: 12550.887695 Iteration 44Q: 3 clusters Score -6023890 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20154 members Mstep: Class 2 contains 8005 members Entering Unmasked Estep Score: -6023885.000000 Penalty: 12550.887695 Iteration 45Q: 3 clusters Score -6023885 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20166 members Mstep: Class 2 contains 7993 members Entering Unmasked Estep Score: -6023900.500000 Penalty: 12550.887695 Iteration 46Q: 3 clusters Score -6023900 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20184 members Mstep: Class 2 contains 7975 members Entering Unmasked Estep Score: -6023892.500000 Penalty: 12550.887695 Iteration 47Q: 3 clusters Score -6023892 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20202 members Mstep: Class 2 contains 7957 members Entering Unmasked Estep Score: -6023904.500000 Penalty: 12550.887695 Iteration 48Q: 3 clusters Score -6023904 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20214 members Mstep: Class 2 contains 7945 members Entering Unmasked Estep Score: -6023893.500000 Penalty: 12550.887695 Iteration 49Q: 3 clusters Score -6023894 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20227 members Mstep: Class 2 contains 7932 members Entering Unmasked Estep Score: -6023901.000000 Penalty: 12550.887695 Iteration 50Q: 3 clusters Score -6023901 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20235 members Mstep: Class 2 contains 7924 members Entering Unmasked Estep Score: -6023907.000000 Penalty: 12550.887695 Iteration 51Q: 3 clusters Score -6023907 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20241 members Mstep: Class 2 contains 7918 members Entering Unmasked Estep Score: -6023917.000000 Penalty: 12550.887695 Iteration 52Q: 3 clusters Score -6023917 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20243 members Mstep: Class 2 contains 7916 members Entering Unmasked Estep Score: -6023912.500000 Penalty: 12550.887695 Iteration 53Q: 3 clusters Score -6023912 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20247 members Mstep: Class 2 contains 7912 members Entering Unmasked Estep Score: -6023908.000000 Penalty: 12550.887695 Iteration 54Q: 3 clusters Score -6023908 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20249 members Mstep: Class 2 contains 7910 members Entering Unmasked Estep Score: -6023902.500000 Penalty: 12550.887695 Iteration 55Q: 3 clusters Score -6023902 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20252 members Mstep: Class 2 contains 7907 members Entering Unmasked Estep Score: -6023907.500000 Penalty: 12550.887695 Iteration 56Q: 3 clusters Score -6023908 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20257 members Mstep: Class 2 contains 7902 members Entering Unmasked Estep Score: -6023905.500000 Penalty: 12550.887695 Iteration 57Q: 3 clusters Score -6023906 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20260 members Mstep: Class 2 contains 7899 members Entering Unmasked Estep Score: -6023896.500000 Penalty: 12550.887695 Iteration 58Q: 3 clusters Score -6023896 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20263 members Mstep: Class 2 contains 7896 members Entering Unmasked Estep Score: -6023910.500000 Penalty: 12550.887695 Iteration 59Q: 3 clusters Score -6023910 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20266 members Mstep: Class 2 contains 7893 members Entering Unmasked Estep Score: -6023910.500000 Penalty: 12550.887695 Iteration 60F: 3 clusters Score -6023910 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20267 members Mstep: Class 2 contains 7892 members Entering Unmasked Estep Score: -6023905.000000 Penalty: 12550.887695 Iteration 61Q: 3 clusters Score -6023905 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20269 members Mstep: Class 2 contains 7890 members Entering Unmasked Estep Score: -6023907.500000 Penalty: 12550.887695 Iteration 62Q: 3 clusters Score -6023908 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20269 members Mstep: Class 2 contains 7890 members Entering Unmasked Estep Score: -6023907.500000 Penalty: 12550.887695 Iteration 63F: 3 clusters Score -6023908 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (34211 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34211 members Entering Unmasked Estep Score: -7578440.000000 Penalty: 6394.685547 Iteration 0F: 2 clusters Score -7578440 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17111 members Mstep: Class 2 contains 17100 members Entering Unmasked Estep Score: -7553062.500000 Penalty: 12789.371094 Iteration 0F: 3 clusters Score -7553062 nChanged 14547 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16980 members Mstep: Class 2 contains 17231 members Entering Unmasked Estep Score: -7560565.500000 Penalty: 12789.371094 Iteration 1F: 3 clusters Score -7560566 nChanged 1854 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16848 members Mstep: Class 2 contains 17363 members Entering Unmasked Estep Score: -7561288.500000 Penalty: 12789.371094 Iteration 2F: 3 clusters Score -7561288 nChanged 1466 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16644 members Mstep: Class 2 contains 17567 members Entering Unmasked Estep Score: -7561727.500000 Penalty: 12789.371094 Iteration 3Q: 3 clusters Score -7561728 nChanged 1209 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16387 members Mstep: Class 2 contains 17824 members Entering Unmasked Estep Score: -7562134.500000 Penalty: 12789.371094 Iteration 4Q: 3 clusters Score -7562134 nChanged 1053 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16074 members Mstep: Class 2 contains 18137 members Entering Unmasked Estep Score: -7562463.500000 Penalty: 12789.371094 Iteration 5Q: 3 clusters Score -7562464 nChanged 938 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15704 members Mstep: Class 2 contains 18507 members Entering Unmasked Estep Score: -7562785.000000 Penalty: 12789.371094 Iteration 6Q: 3 clusters Score -7562785 nChanged 883 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15259 members Mstep: Class 2 contains 18952 members Entering Unmasked Estep Score: -7563045.500000 Penalty: 12789.371094 Iteration 7Q: 3 clusters Score -7563046 nChanged 851 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14716 members Mstep: Class 2 contains 19495 members Entering Unmasked Estep Score: -7563312.000000 Penalty: 12789.371094 Iteration 8Q: 3 clusters Score -7563312 nChanged 861 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14047 members Mstep: Class 2 contains 20164 members Entering Unmasked Estep Score: -7563618.500000 Penalty: 12789.371094 Iteration 9Q: 3 clusters Score -7563618 nChanged 938 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13225 members Mstep: Class 2 contains 20986 members Entering Unmasked Estep Score: -7563935.000000 Penalty: 12789.371094 Iteration 10Q: 3 clusters Score -7563935 nChanged 1050 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12267 members Mstep: Class 2 contains 21944 members Entering Unmasked Estep Score: -7564372.500000 Penalty: 12789.371094 Iteration 11Q: 3 clusters Score -7564372 nChanged 1191 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11122 members Mstep: Class 2 contains 23089 members Entering Unmasked Estep Score: -7564941.000000 Penalty: 12789.371094 Iteration 12Q: 3 clusters Score -7564941 nChanged 1411 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9767 members Mstep: Class 2 contains 24444 members Entering Unmasked Estep Score: -7565685.000000 Penalty: 12789.371094 Iteration 13Q: 3 clusters Score -7565685 nChanged 1535 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8266 members Mstep: Class 2 contains 25945 members Entering Unmasked Estep Score: -7566564.000000 Penalty: 12789.371094 Iteration 14Q: 3 clusters Score -7566564 nChanged 1667 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6627 members Mstep: Class 2 contains 27584 members Entering Unmasked Estep Score: -7567766.500000 Penalty: 12789.371094 Iteration 15Q: 3 clusters Score -7567766 nChanged 1705 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4962 members Mstep: Class 2 contains 29249 members Entering Unmasked Estep Score: -7569108.500000 Penalty: 12789.371094 Iteration 16Q: 3 clusters Score -7569108 nChanged 1522 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3466 members Mstep: Class 2 contains 30745 members Entering Unmasked Estep Score: -7570400.000000 Penalty: 12789.371094 Iteration 17Q: 3 clusters Score -7570400 nChanged 1147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2365 members Mstep: Class 2 contains 31846 members Entering Unmasked Estep Score: -7571390.500000 Penalty: 12789.371094 Iteration 18Q: 3 clusters Score -7571390 nChanged 684 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1707 members Mstep: Class 2 contains 32504 members Entering Unmasked Estep Score: -7571992.500000 Penalty: 12789.371094 Iteration 19Q: 3 clusters Score -7571992 nChanged 392 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1331 members Mstep: Class 2 contains 32880 members Entering Unmasked Estep Score: -7572319.000000 Penalty: 12789.371094 Iteration 20F: 3 clusters Score -7572319 nChanged 211 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1132 members Mstep: Class 2 contains 33079 members Entering Unmasked Estep Score: -7572508.000000 Penalty: 12789.371094 Iteration 21Q: 3 clusters Score -7572508 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1011 members Mstep: Class 2 contains 33200 members Entering Unmasked Estep Score: -7572606.500000 Penalty: 12789.371094 Iteration 22Q: 3 clusters Score -7572606 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 928 members Mstep: Class 2 contains 33283 members Entering Unmasked Estep Score: -7572702.000000 Penalty: 12789.371094 Iteration 23Q: 3 clusters Score -7572702 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 861 members Mstep: Class 2 contains 33350 members Entering Unmasked Estep Score: -7572755.500000 Penalty: 12789.371094 Iteration 24Q: 3 clusters Score -7572756 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 824 members Mstep: Class 2 contains 33387 members Entering Unmasked Estep Score: -7572801.000000 Penalty: 12789.371094 Iteration 25Q: 3 clusters Score -7572801 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 800 members Mstep: Class 2 contains 33411 members Entering Unmasked Estep Score: -7572837.500000 Penalty: 12789.371094 Iteration 26Q: 3 clusters Score -7572838 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 779 members Mstep: Class 2 contains 33432 members Entering Unmasked Estep Score: -7572849.000000 Penalty: 12789.371094 Iteration 27Q: 3 clusters Score -7572849 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 767 members Mstep: Class 2 contains 33444 members Entering Unmasked Estep Score: -7572859.000000 Penalty: 12789.371094 Iteration 28Q: 3 clusters Score -7572859 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 757 members Mstep: Class 2 contains 33454 members Entering Unmasked Estep Score: -7572879.000000 Penalty: 12789.371094 Iteration 29Q: 3 clusters Score -7572879 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 753 members Mstep: Class 2 contains 33458 members Entering Unmasked Estep Score: -7572877.000000 Penalty: 12789.371094 Iteration 30Q: 3 clusters Score -7572877 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 755 members Mstep: Class 2 contains 33456 members Entering Unmasked Estep Score: -7572876.500000 Penalty: 12789.371094 Iteration 31Q: 3 clusters Score -7572876 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 751 members Mstep: Class 2 contains 33460 members Entering Unmasked Estep Score: -7572889.000000 Penalty: 12789.371094 Iteration 32Q: 3 clusters Score -7572889 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 748 members Mstep: Class 2 contains 33463 members Entering Unmasked Estep Score: -7572897.500000 Penalty: 12789.371094 Iteration 33Q: 3 clusters Score -7572898 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 746 members Mstep: Class 2 contains 33465 members Entering Unmasked Estep Score: -7572900.000000 Penalty: 12789.371094 Iteration 34Q: 3 clusters Score -7572900 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 745 members Mstep: Class 2 contains 33466 members Entering Unmasked Estep Score: -7572904.000000 Penalty: 12789.371094 Iteration 35Q: 3 clusters Score -7572904 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 744 members Mstep: Class 2 contains 33467 members Entering Unmasked Estep Score: -7572906.000000 Penalty: 12789.371094 Iteration 36Q: 3 clusters Score -7572906 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 743 members Mstep: Class 2 contains 33468 members Entering Unmasked Estep Score: -7572897.000000 Penalty: 12789.371094 Iteration 37Q: 3 clusters Score -7572897 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 743 members Mstep: Class 2 contains 33468 members Entering Unmasked Estep Score: -7572900.000000 Penalty: 12789.371094 Iteration 38Q: 3 clusters Score -7572900 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 743 members Mstep: Class 2 contains 33468 members Entering Unmasked Estep Score: -7572896.500000 Penalty: 12789.371094 Iteration 39Q: 3 clusters Score -7572896 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 743 members Mstep: Class 2 contains 33468 members Entering Unmasked Estep Score: -7572896.500000 Penalty: 12789.371094 Iteration 40F: 3 clusters Score -7572896 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (9115 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9115 members Entering Unmasked Estep Score: -1914208.500000 Penalty: 5584.577148 Iteration 0F: 2 clusters Score -1914208 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4602 members Mstep: Class 2 contains 4513 members Entering Unmasked Estep Score: -1904555.125000 Penalty: 11169.154297 Iteration 0F: 3 clusters Score -1904555 nChanged 3299 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4765 members Mstep: Class 2 contains 4350 members Entering Unmasked Estep Score: -1906611.250000 Penalty: 11169.154297 Iteration 1F: 3 clusters Score -1906611 nChanged 682 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4853 members Mstep: Class 2 contains 4262 members Entering Unmasked Estep Score: -1907132.125000 Penalty: 11169.154297 Iteration 2F: 3 clusters Score -1907132 nChanged 451 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4924 members Mstep: Class 2 contains 4191 members Entering Unmasked Estep Score: -1907495.750000 Penalty: 11169.154297 Iteration 3Q: 3 clusters Score -1907496 nChanged 389 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4967 members Mstep: Class 2 contains 4148 members Entering Unmasked Estep Score: -1907786.125000 Penalty: 11169.154297 Iteration 4Q: 3 clusters Score -1907786 nChanged 350 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4995 members Mstep: Class 2 contains 4120 members Entering Unmasked Estep Score: -1908039.125000 Penalty: 11169.154297 Iteration 5Q: 3 clusters Score -1908039 nChanged 292 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5007 members Mstep: Class 2 contains 4108 members Entering Unmasked Estep Score: -1908268.125000 Penalty: 11169.154297 Iteration 6Q: 3 clusters Score -1908268 nChanged 279 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5050 members Mstep: Class 2 contains 4065 members Entering Unmasked Estep Score: -1908508.750000 Penalty: 11169.154297 Iteration 7Q: 3 clusters Score -1908509 nChanged 282 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5084 members Mstep: Class 2 contains 4031 members Entering Unmasked Estep Score: -1908709.000000 Penalty: 11169.154297 Iteration 8Q: 3 clusters Score -1908709 nChanged 221 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5105 members Mstep: Class 2 contains 4010 members Entering Unmasked Estep Score: -1908853.250000 Penalty: 11169.154297 Iteration 9Q: 3 clusters Score -1908853 nChanged 189 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5108 members Mstep: Class 2 contains 4007 members Entering Unmasked Estep Score: -1908961.125000 Penalty: 11169.154297 Iteration 10Q: 3 clusters Score -1908961 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5107 members Mstep: Class 2 contains 4008 members Entering Unmasked Estep Score: -1909051.500000 Penalty: 11169.154297 Iteration 11Q: 3 clusters Score -1909052 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5100 members Mstep: Class 2 contains 4015 members Entering Unmasked Estep Score: -1909131.000000 Penalty: 11169.154297 Iteration 12Q: 3 clusters Score -1909131 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5093 members Mstep: Class 2 contains 4022 members Entering Unmasked Estep Score: -1909204.375000 Penalty: 11169.154297 Iteration 13Q: 3 clusters Score -1909204 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5081 members Mstep: Class 2 contains 4034 members Entering Unmasked Estep Score: -1909271.375000 Penalty: 11169.154297 Iteration 14Q: 3 clusters Score -1909271 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5066 members Mstep: Class 2 contains 4049 members Entering Unmasked Estep Score: -1909330.625000 Penalty: 11169.154297 Iteration 15Q: 3 clusters Score -1909331 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5052 members Mstep: Class 2 contains 4063 members Entering Unmasked Estep Score: -1909383.500000 Penalty: 11169.154297 Iteration 16Q: 3 clusters Score -1909384 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5029 members Mstep: Class 2 contains 4086 members Entering Unmasked Estep Score: -1909424.750000 Penalty: 11169.154297 Iteration 17Q: 3 clusters Score -1909425 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5012 members Mstep: Class 2 contains 4103 members Entering Unmasked Estep Score: -1909461.000000 Penalty: 11169.154297 Iteration 18Q: 3 clusters Score -1909461 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4991 members Mstep: Class 2 contains 4124 members Entering Unmasked Estep Score: -1909491.875000 Penalty: 11169.154297 Iteration 19Q: 3 clusters Score -1909492 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4977 members Mstep: Class 2 contains 4138 members Entering Unmasked Estep Score: -1909513.000000 Penalty: 11169.154297 Iteration 20F: 3 clusters Score -1909513 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4971 members Mstep: Class 2 contains 4144 members Entering Unmasked Estep Score: -1909535.500000 Penalty: 11169.154297 Iteration 21Q: 3 clusters Score -1909536 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4962 members Mstep: Class 2 contains 4153 members Entering Unmasked Estep Score: -1909567.750000 Penalty: 11169.154297 Iteration 22Q: 3 clusters Score -1909568 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4947 members Mstep: Class 2 contains 4168 members Entering Unmasked Estep Score: -1909603.750000 Penalty: 11169.154297 Iteration 23Q: 3 clusters Score -1909604 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4927 members Mstep: Class 2 contains 4188 members Entering Unmasked Estep Score: -1909653.875000 Penalty: 11169.154297 Iteration 24Q: 3 clusters Score -1909654 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4906 members Mstep: Class 2 contains 4209 members Entering Unmasked Estep Score: -1909688.250000 Penalty: 11169.154297 Iteration 25Q: 3 clusters Score -1909688 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4881 members Mstep: Class 2 contains 4234 members Entering Unmasked Estep Score: -1909730.500000 Penalty: 11169.154297 Iteration 26Q: 3 clusters Score -1909730 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4841 members Mstep: Class 2 contains 4274 members Entering Unmasked Estep Score: -1909790.000000 Penalty: 11169.154297 Iteration 27Q: 3 clusters Score -1909790 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4796 members Mstep: Class 2 contains 4319 members Entering Unmasked Estep Score: -1909859.375000 Penalty: 11169.154297 Iteration 28Q: 3 clusters Score -1909859 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4764 members Mstep: Class 2 contains 4351 members Entering Unmasked Estep Score: -1909938.000000 Penalty: 11169.154297 Iteration 29Q: 3 clusters Score -1909938 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4708 members Mstep: Class 2 contains 4407 members Entering Unmasked Estep Score: -1910030.000000 Penalty: 11169.154297 Iteration 30Q: 3 clusters Score -1910030 nChanged 177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4631 members Mstep: Class 2 contains 4484 members Entering Unmasked Estep Score: -1910143.625000 Penalty: 11169.154297 Iteration 31Q: 3 clusters Score -1910144 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4547 members Mstep: Class 2 contains 4568 members Entering Unmasked Estep Score: -1910252.625000 Penalty: 11169.154297 Iteration 32Q: 3 clusters Score -1910253 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4460 members Mstep: Class 2 contains 4655 members Entering Unmasked Estep Score: -1910366.875000 Penalty: 11169.154297 Iteration 33Q: 3 clusters Score -1910367 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4398 members Mstep: Class 2 contains 4717 members Entering Unmasked Estep Score: -1910469.500000 Penalty: 11169.154297 Iteration 34Q: 3 clusters Score -1910470 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4343 members Mstep: Class 2 contains 4772 members Entering Unmasked Estep Score: -1910570.500000 Penalty: 11169.154297 Iteration 35Q: 3 clusters Score -1910570 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4309 members Mstep: Class 2 contains 4806 members Entering Unmasked Estep Score: -1910665.375000 Penalty: 11169.154297 Iteration 36Q: 3 clusters Score -1910665 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4265 members Mstep: Class 2 contains 4850 members Entering Unmasked Estep Score: -1910781.375000 Penalty: 11169.154297 Iteration 37Q: 3 clusters Score -1910781 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4256 members Mstep: Class 2 contains 4859 members Entering Unmasked Estep Score: -1910902.375000 Penalty: 11169.154297 Iteration 38Q: 3 clusters Score -1910902 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4256 members Mstep: Class 2 contains 4859 members Entering Unmasked Estep Score: -1911051.500000 Penalty: 11169.154297 Iteration 39Q: 3 clusters Score -1911052 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4245 members Mstep: Class 2 contains 4870 members Entering Unmasked Estep Score: -1911200.500000 Penalty: 11169.154297 Iteration 40F: 3 clusters Score -1911200 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4248 members Mstep: Class 2 contains 4867 members Entering Unmasked Estep Score: -1911318.500000 Penalty: 11169.154297 Iteration 41Q: 3 clusters Score -1911318 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4236 members Mstep: Class 2 contains 4879 members Entering Unmasked Estep Score: -1911377.375000 Penalty: 11169.154297 Iteration 42Q: 3 clusters Score -1911377 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4212 members Mstep: Class 2 contains 4903 members Entering Unmasked Estep Score: -1911423.375000 Penalty: 11169.154297 Iteration 43Q: 3 clusters Score -1911423 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4188 members Mstep: Class 2 contains 4927 members Entering Unmasked Estep Score: -1911457.625000 Penalty: 11169.154297 Iteration 44Q: 3 clusters Score -1911458 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4178 members Mstep: Class 2 contains 4937 members Entering Unmasked Estep Score: -1911473.375000 Penalty: 11169.154297 Iteration 45Q: 3 clusters Score -1911473 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4162 members Mstep: Class 2 contains 4953 members Entering Unmasked Estep Score: -1911487.750000 Penalty: 11169.154297 Iteration 46Q: 3 clusters Score -1911488 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4151 members Mstep: Class 2 contains 4964 members Entering Unmasked Estep Score: -1911505.250000 Penalty: 11169.154297 Iteration 47Q: 3 clusters Score -1911505 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4139 members Mstep: Class 2 contains 4976 members Entering Unmasked Estep Score: -1911514.125000 Penalty: 11169.154297 Iteration 48Q: 3 clusters Score -1911514 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4122 members Mstep: Class 2 contains 4993 members Entering Unmasked Estep Score: -1911521.000000 Penalty: 11169.154297 Iteration 49Q: 3 clusters Score -1911521 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4111 members Mstep: Class 2 contains 5004 members Entering Unmasked Estep Score: -1911527.000000 Penalty: 11169.154297 Iteration 50Q: 3 clusters Score -1911527 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4098 members Mstep: Class 2 contains 5017 members Entering Unmasked Estep Score: -1911534.250000 Penalty: 11169.154297 Iteration 51Q: 3 clusters Score -1911534 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4080 members Mstep: Class 2 contains 5035 members Entering Unmasked Estep Score: -1911539.750000 Penalty: 11169.154297 Iteration 52Q: 3 clusters Score -1911540 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4055 members Mstep: Class 2 contains 5060 members Entering Unmasked Estep Score: -1911564.750000 Penalty: 11169.154297 Iteration 53Q: 3 clusters Score -1911565 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4033 members Mstep: Class 2 contains 5082 members Entering Unmasked Estep Score: -1911581.250000 Penalty: 11169.154297 Iteration 54Q: 3 clusters Score -1911581 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4016 members Mstep: Class 2 contains 5099 members Entering Unmasked Estep Score: -1911589.250000 Penalty: 11169.154297 Iteration 55Q: 3 clusters Score -1911589 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4003 members Mstep: Class 2 contains 5112 members Entering Unmasked Estep Score: -1911595.750000 Penalty: 11169.154297 Iteration 56Q: 3 clusters Score -1911596 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3993 members Mstep: Class 2 contains 5122 members Entering Unmasked Estep Score: -1911603.000000 Penalty: 11169.154297 Iteration 57Q: 3 clusters Score -1911603 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3982 members Mstep: Class 2 contains 5133 members Entering Unmasked Estep Score: -1911609.500000 Penalty: 11169.154297 Iteration 58Q: 3 clusters Score -1911610 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3968 members Mstep: Class 2 contains 5147 members Entering Unmasked Estep Score: -1911621.000000 Penalty: 11169.154297 Iteration 59Q: 3 clusters Score -1911621 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3957 members Mstep: Class 2 contains 5158 members Entering Unmasked Estep Score: -1911626.750000 Penalty: 11169.154297 Iteration 60F: 3 clusters Score -1911627 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3944 members Mstep: Class 2 contains 5171 members Entering Unmasked Estep Score: -1911628.125000 Penalty: 11169.154297 Iteration 61Q: 3 clusters Score -1911628 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3941 members Mstep: Class 2 contains 5174 members Entering Unmasked Estep Score: -1911632.500000 Penalty: 11169.154297 Iteration 62Q: 3 clusters Score -1911632 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3939 members Mstep: Class 2 contains 5176 members Entering Unmasked Estep Score: -1911638.250000 Penalty: 11169.154297 Iteration 63Q: 3 clusters Score -1911638 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3934 members Mstep: Class 2 contains 5181 members Entering Unmasked Estep Score: -1911641.250000 Penalty: 11169.154297 Iteration 64Q: 3 clusters Score -1911641 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3930 members Mstep: Class 2 contains 5185 members Entering Unmasked Estep Score: -1911645.500000 Penalty: 11169.154297 Iteration 65Q: 3 clusters Score -1911646 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3927 members Mstep: Class 2 contains 5188 members Entering Unmasked Estep Score: -1911643.000000 Penalty: 11169.154297 Iteration 66Q: 3 clusters Score -1911643 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3924 members Mstep: Class 2 contains 5191 members Entering Unmasked Estep Score: -1911647.625000 Penalty: 11169.154297 Iteration 67Q: 3 clusters Score -1911648 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3923 members Mstep: Class 2 contains 5192 members Entering Unmasked Estep Score: -1911654.750000 Penalty: 11169.154297 Iteration 68Q: 3 clusters Score -1911655 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3920 members Mstep: Class 2 contains 5195 members Entering Unmasked Estep Score: -1911662.750000 Penalty: 11169.154297 Iteration 69Q: 3 clusters Score -1911663 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3914 members Mstep: Class 2 contains 5201 members Entering Unmasked Estep Score: -1911662.500000 Penalty: 11169.154297 Iteration 70Q: 3 clusters Score -1911662 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3912 members Mstep: Class 2 contains 5203 members Entering Unmasked Estep Score: -1911670.625000 Penalty: 11169.154297 Iteration 71Q: 3 clusters Score -1911671 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3912 members Mstep: Class 2 contains 5203 members Entering Unmasked Estep Score: -1911677.250000 Penalty: 11169.154297 Iteration 72Q: 3 clusters Score -1911677 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3913 members Mstep: Class 2 contains 5202 members Entering Unmasked Estep Score: -1911675.875000 Penalty: 11169.154297 Iteration 73Q: 3 clusters Score -1911676 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3912 members Mstep: Class 2 contains 5203 members Entering Unmasked Estep Score: -1911675.125000 Penalty: 11169.154297 Iteration 74Q: 3 clusters Score -1911675 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3912 members Mstep: Class 2 contains 5203 members Entering Unmasked Estep Score: -1911675.125000 Penalty: 11169.154297 Iteration 75F: 3 clusters Score -1911675 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (24612 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24612 members Entering Unmasked Estep Score: -5322973.000000 Penalty: 6192.980957 Iteration 0F: 2 clusters Score -5322973 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12333 members Mstep: Class 2 contains 12279 members Entering Unmasked Estep Score: -5303642.500000 Penalty: 12385.961914 Iteration 0F: 3 clusters Score -5303642 nChanged 10134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12125 members Mstep: Class 2 contains 12487 members Entering Unmasked Estep Score: -5309817.000000 Penalty: 12385.961914 Iteration 1F: 3 clusters Score -5309817 nChanged 2009 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11692 members Mstep: Class 2 contains 12920 members Entering Unmasked Estep Score: -5311654.000000 Penalty: 12385.961914 Iteration 2F: 3 clusters Score -5311654 nChanged 1989 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10841 members Mstep: Class 2 contains 13771 members Entering Unmasked Estep Score: -5313350.500000 Penalty: 12385.961914 Iteration 3F: 3 clusters Score -5313350 nChanged 2014 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9601 members Mstep: Class 2 contains 15011 members Entering Unmasked Estep Score: -5314975.500000 Penalty: 12385.961914 Iteration 4F: 3 clusters Score -5314976 nChanged 1857 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8280 members Mstep: Class 2 contains 16332 members Entering Unmasked Estep Score: -5316437.500000 Penalty: 12385.961914 Iteration 5F: 3 clusters Score -5316438 nChanged 1570 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6984 members Mstep: Class 2 contains 17628 members Entering Unmasked Estep Score: -5317636.000000 Penalty: 12385.961914 Iteration 6F: 3 clusters Score -5317636 nChanged 1238 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5886 members Mstep: Class 2 contains 18726 members Entering Unmasked Estep Score: -5318538.000000 Penalty: 12385.961914 Iteration 7F: 3 clusters Score -5318538 nChanged 933 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5025 members Mstep: Class 2 contains 19587 members Entering Unmasked Estep Score: -5319191.500000 Penalty: 12385.961914 Iteration 8Q: 3 clusters Score -5319192 nChanged 705 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4348 members Mstep: Class 2 contains 20264 members Entering Unmasked Estep Score: -5319685.500000 Penalty: 12385.961914 Iteration 9Q: 3 clusters Score -5319686 nChanged 551 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3811 members Mstep: Class 2 contains 20801 members Entering Unmasked Estep Score: -5320021.000000 Penalty: 12385.961914 Iteration 10Q: 3 clusters Score -5320021 nChanged 465 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3360 members Mstep: Class 2 contains 21252 members Entering Unmasked Estep Score: -5320288.000000 Penalty: 12385.961914 Iteration 11Q: 3 clusters Score -5320288 nChanged 351 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3015 members Mstep: Class 2 contains 21597 members Entering Unmasked Estep Score: -5320474.500000 Penalty: 12385.961914 Iteration 12Q: 3 clusters Score -5320474 nChanged 261 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2760 members Mstep: Class 2 contains 21852 members Entering Unmasked Estep Score: -5320619.000000 Penalty: 12385.961914 Iteration 13Q: 3 clusters Score -5320619 nChanged 216 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2550 members Mstep: Class 2 contains 22062 members Entering Unmasked Estep Score: -5320747.000000 Penalty: 12385.961914 Iteration 14Q: 3 clusters Score -5320747 nChanged 188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2366 members Mstep: Class 2 contains 22246 members Entering Unmasked Estep Score: -5320851.500000 Penalty: 12385.961914 Iteration 15Q: 3 clusters Score -5320852 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2229 members Mstep: Class 2 contains 22383 members Entering Unmasked Estep Score: -5320913.000000 Penalty: 12385.961914 Iteration 16Q: 3 clusters Score -5320913 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2121 members Mstep: Class 2 contains 22491 members Entering Unmasked Estep Score: -5320994.000000 Penalty: 12385.961914 Iteration 17Q: 3 clusters Score -5320994 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2037 members Mstep: Class 2 contains 22575 members Entering Unmasked Estep Score: -5321031.500000 Penalty: 12385.961914 Iteration 18Q: 3 clusters Score -5321032 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1978 members Mstep: Class 2 contains 22634 members Entering Unmasked Estep Score: -5321051.000000 Penalty: 12385.961914 Iteration 19Q: 3 clusters Score -5321051 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1934 members Mstep: Class 2 contains 22678 members Entering Unmasked Estep Score: -5321065.500000 Penalty: 12385.961914 Iteration 20F: 3 clusters Score -5321066 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1890 members Mstep: Class 2 contains 22722 members Entering Unmasked Estep Score: -5321090.500000 Penalty: 12385.961914 Iteration 21Q: 3 clusters Score -5321090 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1856 members Mstep: Class 2 contains 22756 members Entering Unmasked Estep Score: -5321102.000000 Penalty: 12385.961914 Iteration 22Q: 3 clusters Score -5321102 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1827 members Mstep: Class 2 contains 22785 members Entering Unmasked Estep Score: -5321121.000000 Penalty: 12385.961914 Iteration 23Q: 3 clusters Score -5321121 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1800 members Mstep: Class 2 contains 22812 members Entering Unmasked Estep Score: -5321119.000000 Penalty: 12385.961914 Iteration 24Q: 3 clusters Score -5321119 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1776 members Mstep: Class 2 contains 22836 members Entering Unmasked Estep Score: -5321133.500000 Penalty: 12385.961914 Iteration 25Q: 3 clusters Score -5321134 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1758 members Mstep: Class 2 contains 22854 members Entering Unmasked Estep Score: -5321126.000000 Penalty: 12385.961914 Iteration 26Q: 3 clusters Score -5321126 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1743 members Mstep: Class 2 contains 22869 members Entering Unmasked Estep Score: -5321133.000000 Penalty: 12385.961914 Iteration 27Q: 3 clusters Score -5321133 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1734 members Mstep: Class 2 contains 22878 members Entering Unmasked Estep Score: -5321142.000000 Penalty: 12385.961914 Iteration 28Q: 3 clusters Score -5321142 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1726 members Mstep: Class 2 contains 22886 members Entering Unmasked Estep Score: -5321144.000000 Penalty: 12385.961914 Iteration 29Q: 3 clusters Score -5321144 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1720 members Mstep: Class 2 contains 22892 members Entering Unmasked Estep Score: -5321142.500000 Penalty: 12385.961914 Iteration 30Q: 3 clusters Score -5321142 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1714 members Mstep: Class 2 contains 22898 members Entering Unmasked Estep Score: -5321153.000000 Penalty: 12385.961914 Iteration 31Q: 3 clusters Score -5321153 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1708 members Mstep: Class 2 contains 22904 members Entering Unmasked Estep Score: -5321146.500000 Penalty: 12385.961914 Iteration 32Q: 3 clusters Score -5321146 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1704 members Mstep: Class 2 contains 22908 members Entering Unmasked Estep Score: -5321152.500000 Penalty: 12385.961914 Iteration 33Q: 3 clusters Score -5321152 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1700 members Mstep: Class 2 contains 22912 members Entering Unmasked Estep Score: -5321157.500000 Penalty: 12385.961914 Iteration 34Q: 3 clusters Score -5321158 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1701 members Mstep: Class 2 contains 22911 members Entering Unmasked Estep Score: -5321155.000000 Penalty: 12385.961914 Iteration 35Q: 3 clusters Score -5321155 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1702 members Mstep: Class 2 contains 22910 members Entering Unmasked Estep Score: -5321155.000000 Penalty: 12385.961914 Iteration 36Q: 3 clusters Score -5321155 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1701 members Mstep: Class 2 contains 22911 members Entering Unmasked Estep Score: -5321153.000000 Penalty: 12385.961914 Iteration 37Q: 3 clusters Score -5321153 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1700 members Mstep: Class 2 contains 22912 members Entering Unmasked Estep Score: -5321159.500000 Penalty: 12385.961914 Iteration 38Q: 3 clusters Score -5321160 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1697 members Mstep: Class 2 contains 22915 members Entering Unmasked Estep Score: -5321165.000000 Penalty: 12385.961914 Iteration 39Q: 3 clusters Score -5321165 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1692 members Mstep: Class 2 contains 22920 members Entering Unmasked Estep Score: -5321171.000000 Penalty: 12385.961914 Iteration 40F: 3 clusters Score -5321171 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1689 members Mstep: Class 2 contains 22923 members Entering Unmasked Estep Score: -5321174.000000 Penalty: 12385.961914 Iteration 41Q: 3 clusters Score -5321174 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1687 members Mstep: Class 2 contains 22925 members Entering Unmasked Estep Score: -5321175.500000 Penalty: 12385.961914 Iteration 42Q: 3 clusters Score -5321176 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1685 members Mstep: Class 2 contains 22927 members Entering Unmasked Estep Score: -5321175.000000 Penalty: 12385.961914 Iteration 43Q: 3 clusters Score -5321175 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1683 members Mstep: Class 2 contains 22929 members Entering Unmasked Estep Score: -5321177.500000 Penalty: 12385.961914 Iteration 44Q: 3 clusters Score -5321178 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1683 members Mstep: Class 2 contains 22929 members Entering Unmasked Estep Score: -5321177.500000 Penalty: 12385.961914 Iteration 45F: 3 clusters Score -5321178 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (626 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 626 members Entering Unmasked Estep Score: -125224.992188 Penalty: 3944.102051 Iteration 0F: 2 clusters Score -125225 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 302 members Mstep: Class 2 contains 324 members Entering Unmasked Estep Score: -121602.601562 Penalty: 7888.204102 Iteration 0F: 3 clusters Score -121602.6 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 296 members Mstep: Class 2 contains 330 members Entering Unmasked Estep Score: -121838.484375 Penalty: 7888.204102 Iteration 1F: 3 clusters Score -121838.5 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 301 members Mstep: Class 2 contains 325 members Entering Unmasked Estep Score: -121951.968750 Penalty: 7888.204102 Iteration 2Q: 3 clusters Score -121952 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 302 members Mstep: Class 2 contains 324 members Entering Unmasked Estep Score: -122024.953125 Penalty: 7888.204102 Iteration 3Q: 3 clusters Score -122025 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 298 members Mstep: Class 2 contains 328 members Entering Unmasked Estep Score: -122062.820312 Penalty: 7888.204102 Iteration 4Q: 3 clusters Score -122062.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 298 members Mstep: Class 2 contains 328 members Entering Unmasked Estep Score: -122077.179688 Penalty: 7888.204102 Iteration 5Q: 3 clusters Score -122077.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 295 members Mstep: Class 2 contains 331 members Entering Unmasked Estep Score: -122094.328125 Penalty: 7888.204102 Iteration 6Q: 3 clusters Score -122094.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 294 members Mstep: Class 2 contains 332 members Entering Unmasked Estep Score: -122098.242188 Penalty: 7888.204102 Iteration 7Q: 3 clusters Score -122098.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 295 members Mstep: Class 2 contains 331 members Entering Unmasked Estep Score: -122112.179688 Penalty: 7888.204102 Iteration 8Q: 3 clusters Score -122112.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 295 members Mstep: Class 2 contains 331 members Entering Unmasked Estep Score: -122112.179688 Penalty: 7888.204102 Iteration 9F: 3 clusters Score -122112.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 22 (1321 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1321 members Entering Unmasked Estep Score: -250604.734375 Penalty: 4401.513184 Iteration 0F: 2 clusters Score -250604.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 645 members Mstep: Class 2 contains 676 members Entering Unmasked Estep Score: -246314.218750 Penalty: 8803.026367 Iteration 0F: 3 clusters Score -246314.2 nChanged 304 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 593 members Mstep: Class 2 contains 728 members Entering Unmasked Estep Score: -247179.406250 Penalty: 8803.026367 Iteration 1F: 3 clusters Score -247179.4 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 533 members Mstep: Class 2 contains 788 members Entering Unmasked Estep Score: -248357.953125 Penalty: 8803.026367 Iteration 2F: 3 clusters Score -248358 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 458 members Mstep: Class 2 contains 863 members Entering Unmasked Estep Score: -249708.343750 Penalty: 8803.026367 Iteration 3F: 3 clusters Score -249708.3 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 418 members Mstep: Class 2 contains 903 members Entering Unmasked Estep Score: -250826.109375 Penalty: 8803.026367 Iteration 4F: 3 clusters Score -250826.1 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 392 members Mstep: Class 2 contains 929 members Entering Unmasked Estep Score: -251290.859375 Penalty: 8803.026367 Iteration 5Q: 3 clusters Score -251290.9 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 386 members Mstep: Class 2 contains 935 members Entering Unmasked Estep Score: -251661.562500 Penalty: 8803.026367 Iteration 6Q: 3 clusters Score -251661.6 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 407 members Mstep: Class 2 contains 914 members Entering Unmasked Estep Score: -251746.453125 Penalty: 8803.026367 Iteration 7Q: 3 clusters Score -251746.5 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 420 members Mstep: Class 2 contains 901 members Entering Unmasked Estep Score: -251790.234375 Penalty: 8803.026367 Iteration 8Q: 3 clusters Score -251790.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 429 members Mstep: Class 2 contains 892 members Entering Unmasked Estep Score: -251811.968750 Penalty: 8803.026367 Iteration 9Q: 3 clusters Score -251812 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 437 members Mstep: Class 2 contains 884 members Entering Unmasked Estep Score: -251829.203125 Penalty: 8803.026367 Iteration 10Q: 3 clusters Score -251829.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 442 members Mstep: Class 2 contains 879 members Entering Unmasked Estep Score: -251842.078125 Penalty: 8803.026367 Iteration 11Q: 3 clusters Score -251842.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 445 members Mstep: Class 2 contains 876 members Entering Unmasked Estep Score: -251851.328125 Penalty: 8803.026367 Iteration 12Q: 3 clusters Score -251851.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 446 members Mstep: Class 2 contains 875 members Entering Unmasked Estep Score: -251852.609375 Penalty: 8803.026367 Iteration 13Q: 3 clusters Score -251852.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 447 members Mstep: Class 2 contains 874 members Entering Unmasked Estep Score: -251856.640625 Penalty: 8803.026367 Iteration 14Q: 3 clusters Score -251856.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 449 members Mstep: Class 2 contains 872 members Entering Unmasked Estep Score: -251861.562500 Penalty: 8803.026367 Iteration 15Q: 3 clusters Score -251861.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 449 members Mstep: Class 2 contains 872 members Entering Unmasked Estep Score: -251861.562500 Penalty: 8803.026367 Iteration 16F: 3 clusters Score -251861.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 34164 members Mstep: Class 3 contains 857 members Mstep: Class 4 contains 1561 members Mstep: Class 5 contains 23956 members Mstep: Class 6 contains 27090 members Mstep: Class 7 contains 71513 members Mstep: Class 8 contains 1477 members Mstep: Class 9 contains 795 members Mstep: Class 10 contains 139550 members Mstep: Class 11 contains 84863 members Mstep: Class 12 contains 522 members Mstep: Class 13 contains 453 members Mstep: Class 14 contains 159589 members Mstep: Class 15 contains 28159 members Mstep: Class 16 contains 34211 members Mstep: Class 17 contains 872 members Mstep: Class 18 contains 9115 members Mstep: Class 19 contains 24612 members Mstep: Class 21 contains 626 members Mstep: Class 22 contains 449 members Mstep: Class 23 contains 34053 members Entering Unmasked Estep Score: -147558480.000000 Penalty: 180948.125000 Splitting cluster 22 changes total score from -147561280.000000 to -147558480.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 23 (34053 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34053 members Entering Unmasked Estep Score: -7503899.500000 Penalty: 6391.850098 Iteration 0F: 2 clusters Score -7503900 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17033 members Mstep: Class 2 contains 17020 members Entering Unmasked Estep Score: -7478386.500000 Penalty: 12783.700195 Iteration 0F: 3 clusters Score -7478386 nChanged 14552 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17085 members Mstep: Class 2 contains 16968 members Entering Unmasked Estep Score: -7486034.000000 Penalty: 12783.700195 Iteration 1F: 3 clusters Score -7486034 nChanged 1875 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17136 members Mstep: Class 2 contains 16917 members Entering Unmasked Estep Score: -7486689.500000 Penalty: 12783.700195 Iteration 2F: 3 clusters Score -7486690 nChanged 1488 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17230 members Mstep: Class 2 contains 16823 members Entering Unmasked Estep Score: -7487231.000000 Penalty: 12783.700195 Iteration 3Q: 3 clusters Score -7487231 nChanged 1202 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17354 members Mstep: Class 2 contains 16699 members Entering Unmasked Estep Score: -7487578.000000 Penalty: 12783.700195 Iteration 4Q: 3 clusters Score -7487578 nChanged 1016 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17506 members Mstep: Class 2 contains 16547 members Entering Unmasked Estep Score: -7487830.000000 Penalty: 12783.700195 Iteration 5Q: 3 clusters Score -7487830 nChanged 794 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17624 members Mstep: Class 2 contains 16429 members Entering Unmasked Estep Score: -7488052.500000 Penalty: 12783.700195 Iteration 6Q: 3 clusters Score -7488052 nChanged 671 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17739 members Mstep: Class 2 contains 16314 members Entering Unmasked Estep Score: -7488195.500000 Penalty: 12783.700195 Iteration 7Q: 3 clusters Score -7488196 nChanged 615 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17900 members Mstep: Class 2 contains 16153 members Entering Unmasked Estep Score: -7488331.000000 Penalty: 12783.700195 Iteration 8Q: 3 clusters Score -7488331 nChanged 599 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18103 members Mstep: Class 2 contains 15950 members Entering Unmasked Estep Score: -7488490.000000 Penalty: 12783.700195 Iteration 9Q: 3 clusters Score -7488490 nChanged 520 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18365 members Mstep: Class 2 contains 15688 members Entering Unmasked Estep Score: -7488626.000000 Penalty: 12783.700195 Iteration 10Q: 3 clusters Score -7488626 nChanged 512 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18665 members Mstep: Class 2 contains 15388 members Entering Unmasked Estep Score: -7488749.500000 Penalty: 12783.700195 Iteration 11Q: 3 clusters Score -7488750 nChanged 522 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19001 members Mstep: Class 2 contains 15052 members Entering Unmasked Estep Score: -7488821.000000 Penalty: 12783.700195 Iteration 12Q: 3 clusters Score -7488821 nChanged 531 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19396 members Mstep: Class 2 contains 14657 members Entering Unmasked Estep Score: -7488962.500000 Penalty: 12783.700195 Iteration 13Q: 3 clusters Score -7488962 nChanged 553 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19847 members Mstep: Class 2 contains 14206 members Entering Unmasked Estep Score: -7489112.000000 Penalty: 12783.700195 Iteration 14Q: 3 clusters Score -7489112 nChanged 622 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20399 members Mstep: Class 2 contains 13654 members Entering Unmasked Estep Score: -7489283.000000 Penalty: 12783.700195 Iteration 15Q: 3 clusters Score -7489283 nChanged 730 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21067 members Mstep: Class 2 contains 12986 members Entering Unmasked Estep Score: -7489528.000000 Penalty: 12783.700195 Iteration 16Q: 3 clusters Score -7489528 nChanged 862 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21861 members Mstep: Class 2 contains 12192 members Entering Unmasked Estep Score: -7489859.000000 Penalty: 12783.700195 Iteration 17Q: 3 clusters Score -7489859 nChanged 1018 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22829 members Mstep: Class 2 contains 11224 members Entering Unmasked Estep Score: -7490280.000000 Penalty: 12783.700195 Iteration 18Q: 3 clusters Score -7490280 nChanged 1217 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23994 members Mstep: Class 2 contains 10059 members Entering Unmasked Estep Score: -7490854.500000 Penalty: 12783.700195 Iteration 19Q: 3 clusters Score -7490854 nChanged 1428 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25386 members Mstep: Class 2 contains 8667 members Entering Unmasked Estep Score: -7491744.500000 Penalty: 12783.700195 Iteration 20F: 3 clusters Score -7491744 nChanged 1561 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26919 members Mstep: Class 2 contains 7134 members Entering Unmasked Estep Score: -7492740.500000 Penalty: 12783.700195 Iteration 21Q: 3 clusters Score -7492740 nChanged 1619 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28500 members Mstep: Class 2 contains 5553 members Entering Unmasked Estep Score: -7493939.000000 Penalty: 12783.700195 Iteration 22Q: 3 clusters Score -7493939 nChanged 1529 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30011 members Mstep: Class 2 contains 4042 members Entering Unmasked Estep Score: -7495251.500000 Penalty: 12783.700195 Iteration 23Q: 3 clusters Score -7495252 nChanged 1252 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31237 members Mstep: Class 2 contains 2816 members Entering Unmasked Estep Score: -7496365.500000 Penalty: 12783.700195 Iteration 24Q: 3 clusters Score -7496366 nChanged 849 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32072 members Mstep: Class 2 contains 1981 members Entering Unmasked Estep Score: -7497081.500000 Penalty: 12783.700195 Iteration 25Q: 3 clusters Score -7497082 nChanged 509 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32559 members Mstep: Class 2 contains 1494 members Entering Unmasked Estep Score: -7497539.000000 Penalty: 12783.700195 Iteration 26Q: 3 clusters Score -7497539 nChanged 300 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32833 members Mstep: Class 2 contains 1220 members Entering Unmasked Estep Score: -7497806.000000 Penalty: 12783.700195 Iteration 27Q: 3 clusters Score -7497806 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32990 members Mstep: Class 2 contains 1063 members Entering Unmasked Estep Score: -7497962.000000 Penalty: 12783.700195 Iteration 28Q: 3 clusters Score -7497962 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33095 members Mstep: Class 2 contains 958 members Entering Unmasked Estep Score: -7498090.000000 Penalty: 12783.700195 Iteration 29Q: 3 clusters Score -7498090 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33167 members Mstep: Class 2 contains 886 members Entering Unmasked Estep Score: -7498164.000000 Penalty: 12783.700195 Iteration 30Q: 3 clusters Score -7498164 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33207 members Mstep: Class 2 contains 846 members Entering Unmasked Estep Score: -7498207.000000 Penalty: 12783.700195 Iteration 31Q: 3 clusters Score -7498207 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33236 members Mstep: Class 2 contains 817 members Entering Unmasked Estep Score: -7498251.000000 Penalty: 12783.700195 Iteration 32Q: 3 clusters Score -7498251 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33258 members Mstep: Class 2 contains 795 members Entering Unmasked Estep Score: -7498273.000000 Penalty: 12783.700195 Iteration 33Q: 3 clusters Score -7498273 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33271 members Mstep: Class 2 contains 782 members Entering Unmasked Estep Score: -7498286.500000 Penalty: 12783.700195 Iteration 34Q: 3 clusters Score -7498286 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33281 members Mstep: Class 2 contains 772 members Entering Unmasked Estep Score: -7498299.000000 Penalty: 12783.700195 Iteration 35Q: 3 clusters Score -7498299 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33290 members Mstep: Class 2 contains 763 members Entering Unmasked Estep Score: -7498303.500000 Penalty: 12783.700195 Iteration 36Q: 3 clusters Score -7498304 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33296 members Mstep: Class 2 contains 757 members Entering Unmasked Estep Score: -7498313.500000 Penalty: 12783.700195 Iteration 37Q: 3 clusters Score -7498314 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33302 members Mstep: Class 2 contains 751 members Entering Unmasked Estep Score: -7498317.000000 Penalty: 12783.700195 Iteration 38Q: 3 clusters Score -7498317 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33312 members Mstep: Class 2 contains 741 members Entering Unmasked Estep Score: -7498335.000000 Penalty: 12783.700195 Iteration 39Q: 3 clusters Score -7498335 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33317 members Mstep: Class 2 contains 736 members Entering Unmasked Estep Score: -7498344.000000 Penalty: 12783.700195 Iteration 40F: 3 clusters Score -7498344 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33322 members Mstep: Class 2 contains 731 members Entering Unmasked Estep Score: -7498351.000000 Penalty: 12783.700195 Iteration 41Q: 3 clusters Score -7498351 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33325 members Mstep: Class 2 contains 728 members Entering Unmasked Estep Score: -7498353.500000 Penalty: 12783.700195 Iteration 42Q: 3 clusters Score -7498354 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33326 members Mstep: Class 2 contains 727 members Entering Unmasked Estep Score: -7498353.000000 Penalty: 12783.700195 Iteration 43Q: 3 clusters Score -7498353 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33326 members Mstep: Class 2 contains 727 members Entering Unmasked Estep Score: -7498361.000000 Penalty: 12783.700195 Iteration 44Q: 3 clusters Score -7498361 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33329 members Mstep: Class 2 contains 724 members Entering Unmasked Estep Score: -7498365.500000 Penalty: 12783.700195 Iteration 45Q: 3 clusters Score -7498366 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33330 members Mstep: Class 2 contains 723 members Entering Unmasked Estep Score: -7498370.500000 Penalty: 12783.700195 Iteration 46Q: 3 clusters Score -7498370 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33330 members Mstep: Class 2 contains 723 members Entering Unmasked Estep Score: -7498370.500000 Penalty: 12783.700195 Iteration 47F: 3 clusters Score -7498370 nChanged 0 --- Evaluating fit on full set of 2037116 points --- Entering Unmasked Estep Score: -445799296.000000 Penalty: 186854.125000 24->22 Clusters: Score -445799296.000000, best is -445885312.000000 Starting from 25 clusters... Entering ConstructFrom: --- Running on subset of 679038 points --- Entering CEM Assigned 25 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28110 members Mstep: Class 2 contains 28254 members Mstep: Class 3 contains 28577 members Mstep: Class 4 contains 28185 members Mstep: Class 5 contains 28409 members Mstep: Class 6 contains 28560 members Mstep: Class 7 contains 28784 members Mstep: Class 8 contains 28066 members Mstep: Class 9 contains 28034 members Mstep: Class 10 contains 28275 members Mstep: Class 11 contains 28443 members Mstep: Class 12 contains 28511 members Mstep: Class 13 contains 28489 members Mstep: Class 14 contains 28392 members Mstep: Class 15 contains 28095 members Mstep: Class 16 contains 28128 members Mstep: Class 17 contains 27924 members Mstep: Class 18 contains 28080 members Mstep: Class 19 contains 27977 members Mstep: Class 20 contains 28383 members Mstep: Class 21 contains 28169 members Mstep: Class 22 contains 28463 members Mstep: Class 23 contains 28420 members Mstep: Class 24 contains 28310 members Entering Unmasked Estep ConsiderDeletion Deleting Class 1. Lose 1946.896118 but Gain 8224.906250 Score: -139675824.000000 Penalty: 189173.046875 Iteration 0F: 24 clusters Score -1.396758e+08 nChanged 647840 Entering Unmasked Mstep Mstep: Class 0 contains 4041 members Mstep: Class 2 contains 10792 members Mstep: Class 3 contains 15688 members Mstep: Class 4 contains 16985 members Mstep: Class 5 contains 20343 members Mstep: Class 6 contains 229887 members Mstep: Class 7 contains 29790 members Mstep: Class 8 contains 13669 members Mstep: Class 9 contains 13521 members Mstep: Class 10 contains 76213 members Mstep: Class 11 contains 10658 members Mstep: Class 12 contains 23018 members Mstep: Class 13 contains 8122 members Mstep: Class 14 contains 33609 members Mstep: Class 15 contains 21430 members Mstep: Class 16 contains 17874 members Mstep: Class 17 contains 15281 members Mstep: Class 18 contains 20530 members Mstep: Class 19 contains 9206 members Mstep: Class 20 contains 6203 members Mstep: Class 21 contains 16521 members Mstep: Class 22 contains 9223 members Mstep: Class 23 contains 9926 members Mstep: Class 24 contains 46508 members Entering Unmasked Estep ConsiderDeletion Deleting Class 19. Lose 4930.624512 but Gain 8224.921875 Score: -144998880.000000 Penalty: 180948.125000 Iteration 1F: 23 clusters Score -1.449989e+08 nChanged 269266 Entering Unmasked Mstep Mstep: Class 0 contains 3592 members Mstep: Class 2 contains 10800 members Mstep: Class 3 contains 16651 members Mstep: Class 4 contains 17798 members Mstep: Class 5 contains 15288 members Mstep: Class 6 contains 340367 members Mstep: Class 7 contains 25706 members Mstep: Class 8 contains 5416 members Mstep: Class 9 contains 9604 members Mstep: Class 10 contains 69657 members Mstep: Class 11 contains 9358 members Mstep: Class 12 contains 14478 members Mstep: Class 13 contains 6495 members Mstep: Class 14 contains 12954 members Mstep: Class 15 contains 4327 members Mstep: Class 16 contains 24796 members Mstep: Class 17 contains 12656 members Mstep: Class 18 contains 11526 members Mstep: Class 20 contains 1244 members Mstep: Class 21 contains 10061 members Mstep: Class 22 contains 4970 members Mstep: Class 23 contains 3831 members Mstep: Class 24 contains 47463 members Entering Unmasked Estep ConsiderDeletion Deleting Class 8. Lose 3519.515381 but Gain 8224.906250 Score: -145772832.000000 Penalty: 172723.218750 Iteration 2F: 22 clusters Score -1.457728e+08 nChanged 199396 Entering Unmasked Mstep Mstep: Class 0 contains 2184 members Mstep: Class 2 contains 9651 members Mstep: Class 3 contains 45541 members Mstep: Class 4 contains 20684 members Mstep: Class 5 contains 16172 members Mstep: Class 6 contains 327776 members Mstep: Class 7 contains 25260 members Mstep: Class 9 contains 6580 members Mstep: Class 10 contains 58284 members Mstep: Class 11 contains 12515 members Mstep: Class 12 contains 9233 members Mstep: Class 13 contains 7737 members Mstep: Class 14 contains 7887 members Mstep: Class 15 contains 1533 members Mstep: Class 16 contains 45533 members Mstep: Class 17 contains 11552 members Mstep: Class 18 contains 6563 members Mstep: Class 20 contains 1671 members Mstep: Class 21 contains 5866 members Mstep: Class 22 contains 1616 members Mstep: Class 23 contains 3013 members Mstep: Class 24 contains 52187 members Entering Unmasked Estep ConsiderDeletion Deleting Class 21. Lose 4848.322754 but Gain 8224.921875 Score: -146479264.000000 Penalty: 164498.296875 Iteration 3F: 21 clusters Score -1.464793e+08 nChanged 151363 Entering Unmasked Mstep Mstep: Class 0 contains 1157 members Mstep: Class 2 contains 4483 members Mstep: Class 3 contains 84404 members Mstep: Class 4 contains 21573 members Mstep: Class 5 contains 15607 members Mstep: Class 6 contains 288631 members Mstep: Class 7 contains 24921 members Mstep: Class 9 contains 4774 members Mstep: Class 10 contains 45829 members Mstep: Class 11 contains 16206 members Mstep: Class 12 contains 6620 members Mstep: Class 13 contains 7403 members Mstep: Class 14 contains 5128 members Mstep: Class 15 contains 1559 members Mstep: Class 16 contains 74341 members Mstep: Class 17 contains 9686 members Mstep: Class 18 contains 5245 members Mstep: Class 20 contains 1612 members Mstep: Class 22 contains 1525 members Mstep: Class 23 contains 2436 members Mstep: Class 24 contains 55898 members Entering Unmasked Estep ConsiderDeletion Deleting Class 14. Lose 5516.459473 but Gain 8224.921875 Score: -146817968.000000 Penalty: 156273.375000 Iteration 4F: 20 clusters Score -1.46818e+08 nChanged 110320 Entering Unmasked Mstep Mstep: Class 0 contains 882 members Mstep: Class 2 contains 3918 members Mstep: Class 3 contains 113863 members Mstep: Class 4 contains 17852 members Mstep: Class 5 contains 11799 members Mstep: Class 6 contains 259454 members Mstep: Class 7 contains 23265 members Mstep: Class 9 contains 3996 members Mstep: Class 10 contains 32899 members Mstep: Class 11 contains 19886 members Mstep: Class 12 contains 5575 members Mstep: Class 13 contains 7359 members Mstep: Class 15 contains 1541 members Mstep: Class 16 contains 104023 members Mstep: Class 17 contains 7536 members Mstep: Class 18 contains 5085 members Mstep: Class 20 contains 1694 members Mstep: Class 22 contains 1483 members Mstep: Class 23 contains 2408 members Mstep: Class 24 contains 54520 members Entering Unmasked Estep ConsiderDeletion Deleting Class 12. Lose 7930.941406 but Gain 8224.906250 Score: -147032496.000000 Penalty: 148048.468750 Iteration 5F: 19 clusters Score -1.470325e+08 nChanged 85777 Entering Unmasked Mstep Mstep: Class 0 contains 589 members Mstep: Class 2 contains 5350 members Mstep: Class 3 contains 134235 members Mstep: Class 4 contains 12194 members Mstep: Class 5 contains 8397 members Mstep: Class 6 contains 235705 members Mstep: Class 7 contains 21838 members Mstep: Class 9 contains 3704 members Mstep: Class 10 contains 22722 members Mstep: Class 11 contains 24070 members Mstep: Class 13 contains 8517 members Mstep: Class 15 contains 1552 members Mstep: Class 16 contains 129369 members Mstep: Class 17 contains 6406 members Mstep: Class 18 contains 5223 members Mstep: Class 20 contains 1940 members Mstep: Class 22 contains 1455 members Mstep: Class 23 contains 2770 members Mstep: Class 24 contains 53002 members Entering Unmasked Estep ConsiderDeletion Score: -147167408.000000 Penalty: 148048.468750 Iteration 6F: 19 clusters Score -1.471674e+08 nChanged 64972 Entering Unmasked Mstep Mstep: Class 0 contains 381 members Mstep: Class 2 contains 7024 members Mstep: Class 3 contains 147984 members Mstep: Class 4 contains 8080 members Mstep: Class 5 contains 6181 members Mstep: Class 6 contains 209196 members Mstep: Class 7 contains 20623 members Mstep: Class 9 contains 3190 members Mstep: Class 10 contains 15757 members Mstep: Class 11 contains 28374 members Mstep: Class 13 contains 9892 members Mstep: Class 15 contains 1565 members Mstep: Class 16 contains 148501 members Mstep: Class 17 contains 6127 members Mstep: Class 18 contains 5169 members Mstep: Class 20 contains 2152 members Mstep: Class 22 contains 1419 members Mstep: Class 23 contains 3174 members Mstep: Class 24 contains 54249 members Entering Unmasked Estep ConsiderDeletion Score: -147249392.000000 Penalty: 148048.468750 Iteration 7F: 19 clusters Score -1.472494e+08 nChanged 52938 Entering Unmasked Mstep Mstep: Class 0 contains 253 members Mstep: Class 2 contains 8936 members Mstep: Class 3 contains 156464 members Mstep: Class 4 contains 6734 members Mstep: Class 5 contains 4806 members Mstep: Class 6 contains 182473 members Mstep: Class 7 contains 20035 members Mstep: Class 9 contains 2607 members Mstep: Class 10 contains 11819 members Mstep: Class 11 contains 32043 members Mstep: Class 13 contains 11380 members Mstep: Class 15 contains 1574 members Mstep: Class 16 contains 165099 members Mstep: Class 17 contains 6422 members Mstep: Class 18 contains 5083 members Mstep: Class 20 contains 2266 members Mstep: Class 22 contains 1423 members Mstep: Class 23 contains 3551 members Mstep: Class 24 contains 56070 members Entering Unmasked Estep ConsiderDeletion Score: -147308496.000000 Penalty: 148048.468750 Iteration 8F: 19 clusters Score -1.473085e+08 nChanged 44414 Entering Unmasked Mstep Mstep: Class 0 contains 170 members Mstep: Class 2 contains 10888 members Mstep: Class 3 contains 160999 members Mstep: Class 4 contains 7129 members Mstep: Class 5 contains 4028 members Mstep: Class 6 contains 157676 members Mstep: Class 7 contains 19797 members Mstep: Class 9 contains 2180 members Mstep: Class 10 contains 9765 members Mstep: Class 11 contains 34293 members Mstep: Class 13 contains 12861 members Mstep: Class 15 contains 1593 members Mstep: Class 16 contains 180930 members Mstep: Class 17 contains 6920 members Mstep: Class 18 contains 4951 members Mstep: Class 20 contains 2280 members Mstep: Class 22 contains 1474 members Mstep: Class 23 contains 3808 members Mstep: Class 24 contains 57296 members Entering Unmasked Estep ConsiderDeletion Score: -147366176.000000 Penalty: 148048.468750 Iteration 9F: 19 clusters Score -1.473662e+08 nChanged 34716 Entering Unmasked Mstep Mstep: Class 0 contains 129 members Mstep: Class 2 contains 12771 members Mstep: Class 3 contains 162362 members Mstep: Class 4 contains 7893 members Mstep: Class 5 contains 3560 members Mstep: Class 6 contains 141674 members Mstep: Class 7 contains 19724 members Mstep: Class 9 contains 1859 members Mstep: Class 10 contains 8599 members Mstep: Class 11 contains 35570 members Mstep: Class 13 contains 14546 members Mstep: Class 15 contains 1634 members Mstep: Class 16 contains 192426 members Mstep: Class 17 contains 7579 members Mstep: Class 18 contains 4604 members Mstep: Class 20 contains 2211 members Mstep: Class 22 contains 1543 members Mstep: Class 23 contains 3903 members Mstep: Class 24 contains 56451 members Entering Unmasked Estep ConsiderDeletion Score: -147428640.000000 Penalty: 148048.468750 Iteration 10F: 19 clusters Score -1.474286e+08 nChanged 25692 Entering Unmasked Mstep Mstep: Class 0 contains 104 members Mstep: Class 2 contains 14510 members Mstep: Class 3 contains 161034 members Mstep: Class 4 contains 8605 members Mstep: Class 5 contains 3304 members Mstep: Class 6 contains 141069 members Mstep: Class 7 contains 20028 members Mstep: Class 9 contains 1573 members Mstep: Class 10 contains 7841 members Mstep: Class 11 contains 35922 members Mstep: Class 13 contains 16416 members Mstep: Class 15 contains 1733 members Mstep: Class 16 contains 194432 members Mstep: Class 17 contains 8221 members Mstep: Class 18 contains 3962 members Mstep: Class 20 contains 2097 members Mstep: Class 22 contains 1588 members Mstep: Class 23 contains 3844 members Mstep: Class 24 contains 52755 members Entering Unmasked Estep ConsiderDeletion Score: -147455424.000000 Penalty: 148048.468750 Iteration 11Q: 19 clusters Score -1.474554e+08 nChanged 19359 Entering Unmasked Mstep Mstep: Class 0 contains 102 members Mstep: Class 2 contains 16010 members Mstep: Class 3 contains 160009 members Mstep: Class 4 contains 9243 members Mstep: Class 5 contains 3163 members Mstep: Class 6 contains 142749 members Mstep: Class 7 contains 20466 members Mstep: Class 9 contains 1367 members Mstep: Class 10 contains 7393 members Mstep: Class 11 contains 36099 members Mstep: Class 13 contains 17959 members Mstep: Class 15 contains 1750 members Mstep: Class 16 contains 193779 members Mstep: Class 17 contains 8822 members Mstep: Class 18 contains 3509 members Mstep: Class 20 contains 2050 members Mstep: Class 22 contains 1623 members Mstep: Class 23 contains 3696 members Mstep: Class 24 contains 49249 members Entering Unmasked Estep ConsiderDeletion Deleting Class 18. Lose 8078.866699 but Gain 8224.921875 Score: -147466928.000000 Penalty: 139823.546875 Iteration 12Q: 18 clusters Score -1.474669e+08 nChanged 17186 Entering Unmasked Mstep Mstep: Class 0 contains 103 members Mstep: Class 2 contains 17315 members Mstep: Class 3 contains 160204 members Mstep: Class 4 contains 9903 members Mstep: Class 5 contains 3104 members Mstep: Class 6 contains 145546 members Mstep: Class 7 contains 20833 members Mstep: Class 9 contains 1210 members Mstep: Class 10 contains 7140 members Mstep: Class 11 contains 36357 members Mstep: Class 13 contains 19246 members Mstep: Class 15 contains 1779 members Mstep: Class 16 contains 192620 members Mstep: Class 17 contains 9651 members Mstep: Class 20 contains 2031 members Mstep: Class 22 contains 1636 members Mstep: Class 23 contains 3514 members Mstep: Class 24 contains 46846 members Entering Unmasked Estep ConsiderDeletion Score: -147479104.000000 Penalty: 139823.546875 Iteration 13Q: 18 clusters Score -1.474791e+08 nChanged 11208 Entering Unmasked Mstep Mstep: Class 0 contains 103 members Mstep: Class 2 contains 18460 members Mstep: Class 3 contains 159967 members Mstep: Class 4 contains 10521 members Mstep: Class 5 contains 3013 members Mstep: Class 6 contains 145978 members Mstep: Class 7 contains 21132 members Mstep: Class 9 contains 1062 members Mstep: Class 10 contains 6896 members Mstep: Class 11 contains 36421 members Mstep: Class 13 contains 20031 members Mstep: Class 15 contains 1783 members Mstep: Class 16 contains 191533 members Mstep: Class 17 contains 10292 members Mstep: Class 20 contains 2024 members Mstep: Class 22 contains 1640 members Mstep: Class 23 contains 3287 members Mstep: Class 24 contains 44895 members Entering Unmasked Estep ConsiderDeletion Score: -147484272.000000 Penalty: 139823.546875 Iteration 14Q: 18 clusters Score -1.474843e+08 nChanged 9024 Entering Unmasked Mstep Mstep: Class 0 contains 103 members Mstep: Class 2 contains 19450 members Mstep: Class 3 contains 159904 members Mstep: Class 4 contains 11083 members Mstep: Class 5 contains 2978 members Mstep: Class 6 contains 146006 members Mstep: Class 7 contains 21409 members Mstep: Class 9 contains 966 members Mstep: Class 10 contains 6787 members Mstep: Class 11 contains 36442 members Mstep: Class 13 contains 20614 members Mstep: Class 15 contains 1783 members Mstep: Class 16 contains 190476 members Mstep: Class 17 contains 10924 members Mstep: Class 20 contains 2022 members Mstep: Class 22 contains 1642 members Mstep: Class 23 contains 3016 members Mstep: Class 24 contains 43433 members Entering Unmasked Estep ConsiderDeletion Score: -147488624.000000 Penalty: 139823.546875 Iteration 15Q: 18 clusters Score -1.474886e+08 nChanged 7816 Entering Unmasked Mstep Mstep: Class 0 contains 102 members Mstep: Class 2 contains 20352 members Mstep: Class 3 contains 159857 members Mstep: Class 4 contains 11579 members Mstep: Class 5 contains 2940 members Mstep: Class 6 contains 145921 members Mstep: Class 7 contains 21705 members Mstep: Class 9 contains 875 members Mstep: Class 10 contains 6821 members Mstep: Class 11 contains 36479 members Mstep: Class 13 contains 20995 members Mstep: Class 15 contains 1783 members Mstep: Class 16 contains 189456 members Mstep: Class 17 contains 11622 members Mstep: Class 20 contains 2021 members Mstep: Class 22 contains 1646 members Mstep: Class 23 contains 2703 members Mstep: Class 24 contains 42181 members Entering Unmasked Estep ConsiderDeletion Score: -147491712.000000 Penalty: 139823.546875 Iteration 16Q: 18 clusters Score -1.474917e+08 nChanged 6851 Entering Unmasked Mstep Mstep: Class 0 contains 102 members Mstep: Class 2 contains 21105 members Mstep: Class 3 contains 159860 members Mstep: Class 4 contains 12053 members Mstep: Class 5 contains 2911 members Mstep: Class 6 contains 145806 members Mstep: Class 7 contains 22065 members Mstep: Class 9 contains 816 members Mstep: Class 10 contains 6998 members Mstep: Class 11 contains 36452 members Mstep: Class 13 contains 21269 members Mstep: Class 15 contains 1782 members Mstep: Class 16 contains 188517 members Mstep: Class 17 contains 12292 members Mstep: Class 20 contains 2020 members Mstep: Class 22 contains 1648 members Mstep: Class 23 contains 2342 members Mstep: Class 24 contains 41000 members Entering Unmasked Estep ConsiderDeletion Score: -147494224.000000 Penalty: 139823.546875 Iteration 17Q: 18 clusters Score -1.474942e+08 nChanged 6097 Entering Unmasked Mstep Mstep: Class 0 contains 102 members Mstep: Class 2 contains 21754 members Mstep: Class 3 contains 159839 members Mstep: Class 4 contains 12458 members Mstep: Class 5 contains 2904 members Mstep: Class 6 contains 145665 members Mstep: Class 7 contains 22475 members Mstep: Class 9 contains 779 members Mstep: Class 10 contains 7132 members Mstep: Class 11 contains 36424 members Mstep: Class 13 contains 21449 members Mstep: Class 15 contains 1782 members Mstep: Class 16 contains 187673 members Mstep: Class 17 contains 12938 members Mstep: Class 20 contains 2020 members Mstep: Class 22 contains 1647 members Mstep: Class 23 contains 2073 members Mstep: Class 24 contains 39924 members Entering Unmasked Estep ConsiderDeletion Score: -147497312.000000 Penalty: 139823.546875 Iteration 18Q: 18 clusters Score -1.474973e+08 nChanged 5416 Entering Unmasked Mstep Mstep: Class 0 contains 102 members Mstep: Class 2 contains 22287 members Mstep: Class 3 contains 159855 members Mstep: Class 4 contains 12833 members Mstep: Class 5 contains 2899 members Mstep: Class 6 contains 145446 members Mstep: Class 7 contains 22964 members Mstep: Class 9 contains 745 members Mstep: Class 10 contains 7195 members Mstep: Class 11 contains 36425 members Mstep: Class 13 contains 21565 members Mstep: Class 15 contains 1782 members Mstep: Class 16 contains 186945 members Mstep: Class 17 contains 13526 members Mstep: Class 20 contains 2020 members Mstep: Class 22 contains 1647 members Mstep: Class 23 contains 1893 members Mstep: Class 24 contains 38909 members Entering Unmasked Estep ConsiderDeletion Score: -147499504.000000 Penalty: 139823.546875 Iteration 19Q: 18 clusters Score -1.474995e+08 nChanged 4709 Entering Unmasked Mstep Mstep: Class 0 contains 102 members Mstep: Class 2 contains 22750 members Mstep: Class 3 contains 159888 members Mstep: Class 4 contains 13167 members Mstep: Class 5 contains 2887 members Mstep: Class 6 contains 145182 members Mstep: Class 7 contains 23445 members Mstep: Class 9 contains 715 members Mstep: Class 10 contains 7201 members Mstep: Class 11 contains 36396 members Mstep: Class 13 contains 21705 members Mstep: Class 15 contains 1781 members Mstep: Class 16 contains 186276 members Mstep: Class 17 contains 14083 members Mstep: Class 20 contains 2020 members Mstep: Class 22 contains 1647 members Mstep: Class 23 contains 1789 members Mstep: Class 24 contains 38004 members Entering Unmasked Estep ConsiderDeletion Score: -147501392.000000 Penalty: 139823.546875 Iteration 20F: 18 clusters Score -1.475014e+08 nChanged 4473 Entering Unmasked Mstep Mstep: Class 0 contains 79 members Mstep: Class 2 contains 23151 members Mstep: Class 3 contains 159919 members Mstep: Class 4 contains 13546 members Mstep: Class 5 contains 2878 members Mstep: Class 6 contains 144911 members Mstep: Class 7 contains 23867 members Mstep: Class 9 contains 688 members Mstep: Class 10 contains 7348 members Mstep: Class 11 contains 36377 members Mstep: Class 13 contains 21805 members Mstep: Class 15 contains 1812 members Mstep: Class 16 contains 185528 members Mstep: Class 17 contains 14634 members Mstep: Class 20 contains 2000 members Mstep: Class 22 contains 1660 members Mstep: Class 23 contains 1587 members Mstep: Class 24 contains 37248 members Entering Unmasked Estep ConsiderDeletion Score: -147504208.000000 Penalty: 139823.546875 Iteration 21Q: 18 clusters Score -1.475042e+08 nChanged 3918 Entering Unmasked Mstep Mstep: Class 0 contains 76 members Mstep: Class 2 contains 23491 members Mstep: Class 3 contains 159977 members Mstep: Class 4 contains 13979 members Mstep: Class 5 contains 2869 members Mstep: Class 6 contains 144660 members Mstep: Class 7 contains 24159 members Mstep: Class 9 contains 664 members Mstep: Class 10 contains 7379 members Mstep: Class 11 contains 36373 members Mstep: Class 13 contains 21917 members Mstep: Class 15 contains 1847 members Mstep: Class 16 contains 184800 members Mstep: Class 17 contains 15092 members Mstep: Class 20 contains 1962 members Mstep: Class 22 contains 1666 members Mstep: Class 23 contains 1468 members Mstep: Class 24 contains 36659 members Entering Unmasked Estep ConsiderDeletion Score: -147505856.000000 Penalty: 139823.546875 Iteration 22Q: 18 clusters Score -1.475059e+08 nChanged 3366 Entering Unmasked Mstep Mstep: Class 0 contains 76 members Mstep: Class 2 contains 23748 members Mstep: Class 3 contains 160028 members Mstep: Class 4 contains 14419 members Mstep: Class 5 contains 2860 members Mstep: Class 6 contains 144447 members Mstep: Class 7 contains 24425 members Mstep: Class 9 contains 650 members Mstep: Class 10 contains 7350 members Mstep: Class 11 contains 36336 members Mstep: Class 13 contains 22022 members Mstep: Class 15 contains 1858 members Mstep: Class 16 contains 184137 members Mstep: Class 17 contains 15496 members Mstep: Class 20 contains 1945 members Mstep: Class 22 contains 1671 members Mstep: Class 23 contains 1387 members Mstep: Class 24 contains 36183 members Entering Unmasked Estep ConsiderDeletion Score: -147506992.000000 Penalty: 139823.546875 Iteration 23Q: 18 clusters Score -1.47507e+08 nChanged 2908 Entering Unmasked Mstep Mstep: Class 0 contains 76 members Mstep: Class 2 contains 23953 members Mstep: Class 3 contains 160080 members Mstep: Class 4 contains 14840 members Mstep: Class 5 contains 2855 members Mstep: Class 6 contains 144212 members Mstep: Class 7 contains 24680 members Mstep: Class 9 contains 630 members Mstep: Class 10 contains 7302 members Mstep: Class 11 contains 36291 members Mstep: Class 13 contains 22118 members Mstep: Class 15 contains 1859 members Mstep: Class 16 contains 183501 members Mstep: Class 17 contains 15900 members Mstep: Class 20 contains 1942 members Mstep: Class 22 contains 1671 members Mstep: Class 23 contains 1351 members Mstep: Class 24 contains 35777 members Entering Unmasked Estep ConsiderDeletion Score: -147508128.000000 Penalty: 139823.546875 Iteration 24Q: 18 clusters Score -1.475081e+08 nChanged 2538 Entering Unmasked Mstep Mstep: Class 0 contains 76 members Mstep: Class 2 contains 24120 members Mstep: Class 3 contains 160098 members Mstep: Class 4 contains 15326 members Mstep: Class 5 contains 2842 members Mstep: Class 6 contains 143984 members Mstep: Class 7 contains 24887 members Mstep: Class 9 contains 614 members Mstep: Class 10 contains 7224 members Mstep: Class 11 contains 36254 members Mstep: Class 13 contains 22176 members Mstep: Class 15 contains 1863 members Mstep: Class 16 contains 182895 members Mstep: Class 17 contains 16250 members Mstep: Class 20 contains 1937 members Mstep: Class 22 contains 1671 members Mstep: Class 23 contains 1335 members Mstep: Class 24 contains 35486 members Entering Unmasked Estep ConsiderDeletion Score: -147509136.000000 Penalty: 139823.546875 Iteration 25Q: 18 clusters Score -1.475091e+08 nChanged 2182 Entering Unmasked Mstep Mstep: Class 0 contains 76 members Mstep: Class 2 contains 24266 members Mstep: Class 3 contains 160115 members Mstep: Class 4 contains 15851 members Mstep: Class 5 contains 2835 members Mstep: Class 6 contains 143772 members Mstep: Class 7 contains 25022 members Mstep: Class 9 contains 603 members Mstep: Class 10 contains 7156 members Mstep: Class 11 contains 36225 members Mstep: Class 13 contains 22219 members Mstep: Class 15 contains 1863 members Mstep: Class 16 contains 182274 members Mstep: Class 17 contains 16539 members Mstep: Class 20 contains 1937 members Mstep: Class 22 contains 1671 members Mstep: Class 23 contains 1322 members Mstep: Class 24 contains 35292 members Entering Unmasked Estep ConsiderDeletion Score: -147510160.000000 Penalty: 139823.546875 Iteration 26Q: 18 clusters Score -1.475102e+08 nChanged 2124 Entering Unmasked Mstep Mstep: Class 0 contains 76 members Mstep: Class 2 contains 24386 members Mstep: Class 3 contains 160154 members Mstep: Class 4 contains 16496 members Mstep: Class 5 contains 2830 members Mstep: Class 6 contains 143525 members Mstep: Class 7 contains 25138 members Mstep: Class 9 contains 596 members Mstep: Class 10 contains 7088 members Mstep: Class 11 contains 36192 members Mstep: Class 13 contains 22237 members Mstep: Class 15 contains 1863 members Mstep: Class 16 contains 181634 members Mstep: Class 17 contains 16759 members Mstep: Class 20 contains 1937 members Mstep: Class 22 contains 1671 members Mstep: Class 23 contains 1306 members Mstep: Class 24 contains 35150 members Entering Unmasked Estep ConsiderDeletion Score: -147510768.000000 Penalty: 139823.546875 Iteration 27Q: 18 clusters Score -1.475108e+08 nChanged 2037 Entering Unmasked Mstep Mstep: Class 0 contains 76 members Mstep: Class 2 contains 24479 members Mstep: Class 3 contains 160183 members Mstep: Class 4 contains 17253 members Mstep: Class 5 contains 2814 members Mstep: Class 6 contains 143311 members Mstep: Class 7 contains 25228 members Mstep: Class 9 contains 595 members Mstep: Class 10 contains 7008 members Mstep: Class 11 contains 36159 members Mstep: Class 13 contains 22265 members Mstep: Class 15 contains 1862 members Mstep: Class 16 contains 180950 members Mstep: Class 17 contains 16890 members Mstep: Class 20 contains 1937 members Mstep: Class 22 contains 1671 members Mstep: Class 23 contains 1303 members Mstep: Class 24 contains 35054 members Entering Unmasked Estep ConsiderDeletion Score: -147510992.000000 Penalty: 139823.546875 Iteration 28Q: 18 clusters Score -1.47511e+08 nChanged 2087 Entering Unmasked Mstep Mstep: Class 0 contains 76 members Mstep: Class 2 contains 24574 members Mstep: Class 3 contains 160193 members Mstep: Class 4 contains 18157 members Mstep: Class 5 contains 2809 members Mstep: Class 6 contains 143141 members Mstep: Class 7 contains 25295 members Mstep: Class 9 contains 591 members Mstep: Class 10 contains 6956 members Mstep: Class 11 contains 36155 members Mstep: Class 13 contains 22299 members Mstep: Class 15 contains 1862 members Mstep: Class 16 contains 180089 members Mstep: Class 17 contains 16960 members Mstep: Class 20 contains 1937 members Mstep: Class 22 contains 1671 members Mstep: Class 23 contains 1301 members Mstep: Class 24 contains 34972 members Entering Unmasked Estep ConsiderDeletion Score: -147512304.000000 Penalty: 139823.546875 Iteration 29Q: 18 clusters Score -1.475123e+08 nChanged 2248 Entering Unmasked Mstep Mstep: Class 0 contains 76 members Mstep: Class 2 contains 24661 members Mstep: Class 3 contains 160199 members Mstep: Class 4 contains 19277 members Mstep: Class 5 contains 2799 members Mstep: Class 6 contains 143021 members Mstep: Class 7 contains 25352 members Mstep: Class 9 contains 591 members Mstep: Class 10 contains 6929 members Mstep: Class 11 contains 36135 members Mstep: Class 13 contains 22317 members Mstep: Class 15 contains 1862 members Mstep: Class 16 contains 179060 members Mstep: Class 17 contains 16941 members Mstep: Class 20 contains 1937 members Mstep: Class 22 contains 1671 members Mstep: Class 23 contains 1298 members Mstep: Class 24 contains 34912 members Entering Unmasked Estep ConsiderDeletion Score: -147513328.000000 Penalty: 139823.546875 Iteration 30Q: 18 clusters Score -1.475133e+08 nChanged 2472 Entering Unmasked Mstep Mstep: Class 0 contains 76 members Mstep: Class 2 contains 24744 members Mstep: Class 3 contains 160167 members Mstep: Class 4 contains 20719 members Mstep: Class 5 contains 2795 members Mstep: Class 6 contains 142918 members Mstep: Class 7 contains 25392 members Mstep: Class 9 contains 588 members Mstep: Class 10 contains 6917 members Mstep: Class 11 contains 36089 members Mstep: Class 13 contains 22337 members Mstep: Class 15 contains 1862 members Mstep: Class 16 contains 177790 members Mstep: Class 17 contains 16870 members Mstep: Class 20 contains 1937 members Mstep: Class 22 contains 1672 members Mstep: Class 23 contains 1295 members Mstep: Class 24 contains 34870 members Entering Unmasked Estep ConsiderDeletion Score: -147514272.000000 Penalty: 139823.546875 Iteration 31Q: 18 clusters Score -1.475143e+08 nChanged 2615 Entering Unmasked Mstep Mstep: Class 0 contains 76 members Mstep: Class 2 contains 24804 members Mstep: Class 3 contains 160109 members Mstep: Class 4 contains 22353 members Mstep: Class 5 contains 2791 members Mstep: Class 6 contains 142821 members Mstep: Class 7 contains 25421 members Mstep: Class 9 contains 587 members Mstep: Class 10 contains 6915 members Mstep: Class 11 contains 36080 members Mstep: Class 13 contains 22363 members Mstep: Class 15 contains 1862 members Mstep: Class 16 contains 176347 members Mstep: Class 17 contains 16771 members Mstep: Class 20 contains 1937 members Mstep: Class 22 contains 1672 members Mstep: Class 23 contains 1293 members Mstep: Class 24 contains 34836 members Entering Unmasked Estep ConsiderDeletion Score: -147515552.000000 Penalty: 139823.546875 Iteration 32Q: 18 clusters Score -1.475156e+08 nChanged 2843 Entering Unmasked Mstep Mstep: Class 0 contains 76 members Mstep: Class 2 contains 24847 members Mstep: Class 3 contains 160053 members Mstep: Class 4 contains 24172 members Mstep: Class 5 contains 2786 members Mstep: Class 6 contains 142724 members Mstep: Class 7 contains 25475 members Mstep: Class 9 contains 587 members Mstep: Class 10 contains 6900 members Mstep: Class 11 contains 36053 members Mstep: Class 13 contains 22395 members Mstep: Class 15 contains 1862 members Mstep: Class 16 contains 174764 members Mstep: Class 17 contains 16647 members Mstep: Class 20 contains 1937 members Mstep: Class 22 contains 1672 members Mstep: Class 23 contains 1293 members Mstep: Class 24 contains 34795 members Entering Unmasked Estep ConsiderDeletion Score: -147516528.000000 Penalty: 139823.546875 Iteration 33Q: 18 clusters Score -1.475165e+08 nChanged 2742 Entering Unmasked Mstep Mstep: Class 0 contains 76 members Mstep: Class 2 contains 24884 members Mstep: Class 3 contains 159997 members Mstep: Class 4 contains 25915 members Mstep: Class 5 contains 2784 members Mstep: Class 6 contains 142580 members Mstep: Class 7 contains 25545 members Mstep: Class 9 contains 585 members Mstep: Class 10 contains 6893 members Mstep: Class 11 contains 36007 members Mstep: Class 13 contains 22435 members Mstep: Class 15 contains 1862 members Mstep: Class 16 contains 173304 members Mstep: Class 17 contains 16509 members Mstep: Class 20 contains 1937 members Mstep: Class 22 contains 1672 members Mstep: Class 23 contains 1295 members Mstep: Class 24 contains 34758 members Entering Unmasked Estep ConsiderDeletion Score: -147517952.000000 Penalty: 139823.546875 Iteration 34Q: 18 clusters Score -1.47518e+08 nChanged 2616 Entering Unmasked Mstep Mstep: Class 0 contains 76 members Mstep: Class 2 contains 24912 members Mstep: Class 3 contains 159950 members Mstep: Class 4 contains 27561 members Mstep: Class 5 contains 2782 members Mstep: Class 6 contains 142413 members Mstep: Class 7 contains 25605 members Mstep: Class 9 contains 586 members Mstep: Class 10 contains 6891 members Mstep: Class 11 contains 35956 members Mstep: Class 13 contains 22527 members Mstep: Class 15 contains 1862 members Mstep: Class 16 contains 171930 members Mstep: Class 17 contains 16358 members Mstep: Class 20 contains 1937 members Mstep: Class 22 contains 1672 members Mstep: Class 23 contains 1293 members Mstep: Class 24 contains 34727 members Entering Unmasked Estep ConsiderDeletion Score: -147518704.000000 Penalty: 139823.546875 Iteration 35Q: 18 clusters Score -1.475187e+08 nChanged 2322 Entering Unmasked Mstep Mstep: Class 0 contains 76 members Mstep: Class 2 contains 24926 members Mstep: Class 3 contains 159922 members Mstep: Class 4 contains 28962 members Mstep: Class 5 contains 2774 members Mstep: Class 6 contains 142242 members Mstep: Class 7 contains 25678 members Mstep: Class 9 contains 587 members Mstep: Class 10 contains 6880 members Mstep: Class 11 contains 35872 members Mstep: Class 13 contains 22615 members Mstep: Class 15 contains 1862 members Mstep: Class 16 contains 170807 members Mstep: Class 17 contains 16240 members Mstep: Class 20 contains 1937 members Mstep: Class 22 contains 1672 members Mstep: Class 23 contains 1291 members Mstep: Class 24 contains 34695 members Entering Unmasked Estep ConsiderDeletion Score: -147519488.000000 Penalty: 139823.546875 Iteration 36Q: 18 clusters Score -1.475195e+08 nChanged 1970 Entering Unmasked Mstep Mstep: Class 0 contains 76 members Mstep: Class 2 contains 24940 members Mstep: Class 3 contains 159884 members Mstep: Class 4 contains 30088 members Mstep: Class 5 contains 2766 members Mstep: Class 6 contains 142099 members Mstep: Class 7 contains 25742 members Mstep: Class 9 contains 587 members Mstep: Class 10 contains 6873 members Mstep: Class 11 contains 35800 members Mstep: Class 13 contains 22706 members Mstep: Class 15 contains 1862 members Mstep: Class 16 contains 169925 members Mstep: Class 17 contains 16119 members Mstep: Class 20 contains 1937 members Mstep: Class 22 contains 1672 members Mstep: Class 23 contains 1291 members Mstep: Class 24 contains 34671 members Entering Unmasked Estep ConsiderDeletion Score: -147519888.000000 Penalty: 139823.546875 Iteration 37Q: 18 clusters Score -1.475199e+08 nChanged 1642 Entering Unmasked Mstep Mstep: Class 0 contains 76 members Mstep: Class 2 contains 24948 members Mstep: Class 3 contains 159853 members Mstep: Class 4 contains 31036 members Mstep: Class 5 contains 2763 members Mstep: Class 6 contains 141968 members Mstep: Class 7 contains 25800 members Mstep: Class 9 contains 587 members Mstep: Class 10 contains 6877 members Mstep: Class 11 contains 35716 members Mstep: Class 13 contains 22808 members Mstep: Class 15 contains 1862 members Mstep: Class 16 contains 169196 members Mstep: Class 17 contains 16013 members Mstep: Class 20 contains 1937 members Mstep: Class 22 contains 1672 members Mstep: Class 23 contains 1291 members Mstep: Class 24 contains 34635 members Entering Unmasked Estep ConsiderDeletion Score: -147520592.000000 Penalty: 139823.546875 Iteration 38Q: 18 clusters Score -1.475206e+08 nChanged 1351 Entering ConstructFrom: Score: -147520592.000000 Penalty: 139823.546875 Entering ConstructFrom: Trying to split cluster 2 (24955 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24955 members Entering Unmasked Estep Score: -5402434.000000 Penalty: 6201.458008 Iteration 0F: 2 clusters Score -5402434 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12429 members Mstep: Class 2 contains 12526 members Entering Unmasked Estep Score: -5382794.500000 Penalty: 12402.916016 Iteration 0F: 3 clusters Score -5382794 nChanged 10381 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12404 members Mstep: Class 2 contains 12551 members Entering Unmasked Estep Score: -5388311.000000 Penalty: 12402.916016 Iteration 1F: 3 clusters Score -5388311 nChanged 1630 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12330 members Mstep: Class 2 contains 12625 members Entering Unmasked Estep Score: -5389199.000000 Penalty: 12402.916016 Iteration 2F: 3 clusters Score -5389199 nChanged 1298 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12344 members Mstep: Class 2 contains 12611 members Entering Unmasked Estep Score: -5390117.000000 Penalty: 12402.916016 Iteration 3F: 3 clusters Score -5390117 nChanged 1254 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12472 members Mstep: Class 2 contains 12483 members Entering Unmasked Estep Score: -5391236.000000 Penalty: 12402.916016 Iteration 4F: 3 clusters Score -5391236 nChanged 1448 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12874 members Mstep: Class 2 contains 12081 members Entering Unmasked Estep Score: -5392253.000000 Penalty: 12402.916016 Iteration 5F: 3 clusters Score -5392253 nChanged 1407 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13469 members Mstep: Class 2 contains 11486 members Entering Unmasked Estep Score: -5393157.500000 Penalty: 12402.916016 Iteration 6F: 3 clusters Score -5393158 nChanged 1395 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14292 members Mstep: Class 2 contains 10663 members Entering Unmasked Estep Score: -5394019.500000 Penalty: 12402.916016 Iteration 7F: 3 clusters Score -5394020 nChanged 1401 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15245 members Mstep: Class 2 contains 9710 members Entering Unmasked Estep Score: -5394882.500000 Penalty: 12402.916016 Iteration 8F: 3 clusters Score -5394882 nChanged 1269 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16208 members Mstep: Class 2 contains 8747 members Entering Unmasked Estep Score: -5395672.500000 Penalty: 12402.916016 Iteration 9F: 3 clusters Score -5395672 nChanged 1193 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17213 members Mstep: Class 2 contains 7742 members Entering Unmasked Estep Score: -5396405.000000 Penalty: 12402.916016 Iteration 10Q: 3 clusters Score -5396405 nChanged 1022 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18121 members Mstep: Class 2 contains 6834 members Entering Unmasked Estep Score: -5397035.000000 Penalty: 12402.916016 Iteration 11Q: 3 clusters Score -5397035 nChanged 883 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18936 members Mstep: Class 2 contains 6019 members Entering Unmasked Estep Score: -5397577.500000 Penalty: 12402.916016 Iteration 12Q: 3 clusters Score -5397578 nChanged 738 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19638 members Mstep: Class 2 contains 5317 members Entering Unmasked Estep Score: -5398025.500000 Penalty: 12402.916016 Iteration 13Q: 3 clusters Score -5398026 nChanged 631 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20243 members Mstep: Class 2 contains 4712 members Entering Unmasked Estep Score: -5398422.000000 Penalty: 12402.916016 Iteration 14Q: 3 clusters Score -5398422 nChanged 497 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20722 members Mstep: Class 2 contains 4233 members Entering Unmasked Estep Score: -5398674.500000 Penalty: 12402.916016 Iteration 15Q: 3 clusters Score -5398674 nChanged 405 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21127 members Mstep: Class 2 contains 3828 members Entering Unmasked Estep Score: -5398902.500000 Penalty: 12402.916016 Iteration 16Q: 3 clusters Score -5398902 nChanged 335 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21462 members Mstep: Class 2 contains 3493 members Entering Unmasked Estep Score: -5399088.500000 Penalty: 12402.916016 Iteration 17Q: 3 clusters Score -5399088 nChanged 307 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21763 members Mstep: Class 2 contains 3192 members Entering Unmasked Estep Score: -5399245.500000 Penalty: 12402.916016 Iteration 18Q: 3 clusters Score -5399246 nChanged 291 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22050 members Mstep: Class 2 contains 2905 members Entering Unmasked Estep Score: -5399436.000000 Penalty: 12402.916016 Iteration 19Q: 3 clusters Score -5399436 nChanged 236 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22284 members Mstep: Class 2 contains 2671 members Entering Unmasked Estep Score: -5399569.000000 Penalty: 12402.916016 Iteration 20F: 3 clusters Score -5399569 nChanged 178 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22458 members Mstep: Class 2 contains 2497 members Entering Unmasked Estep Score: -5399665.000000 Penalty: 12402.916016 Iteration 21Q: 3 clusters Score -5399665 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22602 members Mstep: Class 2 contains 2353 members Entering Unmasked Estep Score: -5399749.500000 Penalty: 12402.916016 Iteration 22Q: 3 clusters Score -5399750 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22695 members Mstep: Class 2 contains 2260 members Entering Unmasked Estep Score: -5399798.500000 Penalty: 12402.916016 Iteration 23Q: 3 clusters Score -5399798 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22779 members Mstep: Class 2 contains 2176 members Entering Unmasked Estep Score: -5399844.500000 Penalty: 12402.916016 Iteration 24Q: 3 clusters Score -5399844 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22844 members Mstep: Class 2 contains 2111 members Entering Unmasked Estep Score: -5399877.000000 Penalty: 12402.916016 Iteration 25Q: 3 clusters Score -5399877 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22897 members Mstep: Class 2 contains 2058 members Entering Unmasked Estep Score: -5399897.500000 Penalty: 12402.916016 Iteration 26Q: 3 clusters Score -5399898 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22946 members Mstep: Class 2 contains 2009 members Entering Unmasked Estep Score: -5399921.500000 Penalty: 12402.916016 Iteration 27Q: 3 clusters Score -5399922 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22984 members Mstep: Class 2 contains 1971 members Entering Unmasked Estep Score: -5399948.500000 Penalty: 12402.916016 Iteration 28Q: 3 clusters Score -5399948 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23010 members Mstep: Class 2 contains 1945 members Entering Unmasked Estep Score: -5399956.500000 Penalty: 12402.916016 Iteration 29Q: 3 clusters Score -5399956 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23034 members Mstep: Class 2 contains 1921 members Entering Unmasked Estep Score: -5399976.500000 Penalty: 12402.916016 Iteration 30Q: 3 clusters Score -5399976 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23051 members Mstep: Class 2 contains 1904 members Entering Unmasked Estep Score: -5399973.500000 Penalty: 12402.916016 Iteration 31Q: 3 clusters Score -5399974 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23070 members Mstep: Class 2 contains 1885 members Entering Unmasked Estep Score: -5399987.000000 Penalty: 12402.916016 Iteration 32Q: 3 clusters Score -5399987 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23086 members Mstep: Class 2 contains 1869 members Entering Unmasked Estep Score: -5399994.000000 Penalty: 12402.916016 Iteration 33Q: 3 clusters Score -5399994 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23094 members Mstep: Class 2 contains 1861 members Entering Unmasked Estep Score: -5399993.500000 Penalty: 12402.916016 Iteration 34Q: 3 clusters Score -5399994 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23105 members Mstep: Class 2 contains 1850 members Entering Unmasked Estep Score: -5400013.000000 Penalty: 12402.916016 Iteration 35Q: 3 clusters Score -5400013 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23112 members Mstep: Class 2 contains 1843 members Entering Unmasked Estep Score: -5400005.000000 Penalty: 12402.916016 Iteration 36Q: 3 clusters Score -5400005 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23120 members Mstep: Class 2 contains 1835 members Entering Unmasked Estep Score: -5400008.500000 Penalty: 12402.916016 Iteration 37Q: 3 clusters Score -5400008 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23128 members Mstep: Class 2 contains 1827 members Entering Unmasked Estep Score: -5400014.500000 Penalty: 12402.916016 Iteration 38Q: 3 clusters Score -5400014 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23131 members Mstep: Class 2 contains 1824 members Entering Unmasked Estep Score: -5400015.500000 Penalty: 12402.916016 Iteration 39Q: 3 clusters Score -5400016 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23134 members Mstep: Class 2 contains 1821 members Entering Unmasked Estep Score: -5400015.000000 Penalty: 12402.916016 Iteration 40F: 3 clusters Score -5400015 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23139 members Mstep: Class 2 contains 1816 members Entering Unmasked Estep Score: -5400017.000000 Penalty: 12402.916016 Iteration 41Q: 3 clusters Score -5400017 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23146 members Mstep: Class 2 contains 1809 members Entering Unmasked Estep Score: -5400017.000000 Penalty: 12402.916016 Iteration 42Q: 3 clusters Score -5400017 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23151 members Mstep: Class 2 contains 1804 members Entering Unmasked Estep Score: -5400025.000000 Penalty: 12402.916016 Iteration 43Q: 3 clusters Score -5400025 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23154 members Mstep: Class 2 contains 1801 members Entering Unmasked Estep Score: -5400039.500000 Penalty: 12402.916016 Iteration 44Q: 3 clusters Score -5400040 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23157 members Mstep: Class 2 contains 1798 members Entering Unmasked Estep Score: -5400042.000000 Penalty: 12402.916016 Iteration 45Q: 3 clusters Score -5400042 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23159 members Mstep: Class 2 contains 1796 members Entering Unmasked Estep Score: -5400037.000000 Penalty: 12402.916016 Iteration 46Q: 3 clusters Score -5400037 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23160 members Mstep: Class 2 contains 1795 members Entering Unmasked Estep Score: -5400035.500000 Penalty: 12402.916016 Iteration 47Q: 3 clusters Score -5400036 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23160 members Mstep: Class 2 contains 1795 members Entering Unmasked Estep Score: -5400035.500000 Penalty: 12402.916016 Iteration 48F: 3 clusters Score -5400036 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (159822 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 159822 members Entering Unmasked Estep Score: -35075900.000000 Penalty: 7338.862305 Iteration 0F: 2 clusters Score -3.50759e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 79489 members Mstep: Class 2 contains 80333 members Entering Unmasked Estep Score: -34968564.000000 Penalty: 14677.724609 Iteration 0F: 3 clusters Score -3.496856e+07 nChanged 74366 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 75727 members Mstep: Class 2 contains 84095 members Entering Unmasked Estep Score: -35009240.000000 Penalty: 14677.724609 Iteration 1F: 3 clusters Score -3.500924e+07 nChanged 5705 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73180 members Mstep: Class 2 contains 86642 members Entering Unmasked Estep Score: -35010932.000000 Penalty: 14677.724609 Iteration 2Q: 3 clusters Score -3.501093e+07 nChanged 5898 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 69460 members Mstep: Class 2 contains 90362 members Entering Unmasked Estep Score: -35012968.000000 Penalty: 14677.724609 Iteration 3Q: 3 clusters Score -3.501297e+07 nChanged 6782 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63910 members Mstep: Class 2 contains 95912 members Entering Unmasked Estep Score: -35015836.000000 Penalty: 14677.724609 Iteration 4Q: 3 clusters Score -3.501584e+07 nChanged 8318 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56100 members Mstep: Class 2 contains 103722 members Entering Unmasked Estep Score: -35020188.000000 Penalty: 14677.724609 Iteration 5F: 3 clusters Score -3.502019e+07 nChanged 11012 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45240 members Mstep: Class 2 contains 114582 members Entering Unmasked Estep Score: -35027368.000000 Penalty: 14677.724609 Iteration 6F: 3 clusters Score -3.502737e+07 nChanged 13397 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31883 members Mstep: Class 2 contains 127939 members Entering Unmasked Estep Score: -35038744.000000 Penalty: 14677.724609 Iteration 7F: 3 clusters Score -3.503874e+07 nChanged 13645 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18248 members Mstep: Class 2 contains 141574 members Entering Unmasked Estep Score: -35051556.000000 Penalty: 14677.724609 Iteration 8F: 3 clusters Score -3.505156e+07 nChanged 10180 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8068 members Mstep: Class 2 contains 151754 members Entering Unmasked Estep Score: -35061808.000000 Penalty: 14677.724609 Iteration 9F: 3 clusters Score -3.506181e+07 nChanged 5037 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3035 members Mstep: Class 2 contains 156787 members Entering Unmasked Estep Score: -35066504.000000 Penalty: 14677.724609 Iteration 10Q: 3 clusters Score -3.50665e+07 nChanged 1733 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1308 members Mstep: Class 2 contains 158514 members Entering Unmasked Estep Score: -35068216.000000 Penalty: 14677.724609 Iteration 11Q: 3 clusters Score -3.506822e+07 nChanged 541 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 793 members Mstep: Class 2 contains 159029 members Entering Unmasked Estep Score: -35068844.000000 Penalty: 14677.724609 Iteration 12Q: 3 clusters Score -3.506884e+07 nChanged 201 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 636 members Mstep: Class 2 contains 159186 members Entering Unmasked Estep Score: -35069104.000000 Penalty: 14677.724609 Iteration 13Q: 3 clusters Score -3.50691e+07 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 549 members Mstep: Class 2 contains 159273 members Entering Unmasked Estep Score: -35069268.000000 Penalty: 14677.724609 Iteration 14Q: 3 clusters Score -3.506927e+07 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 516 members Mstep: Class 2 contains 159306 members Entering Unmasked Estep Score: -35069296.000000 Penalty: 14677.724609 Iteration 15Q: 3 clusters Score -3.50693e+07 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 497 members Mstep: Class 2 contains 159325 members Entering Unmasked Estep Score: -35069352.000000 Penalty: 14677.724609 Iteration 16Q: 3 clusters Score -3.506935e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 490 members Mstep: Class 2 contains 159332 members Entering Unmasked Estep Score: -35069376.000000 Penalty: 14677.724609 Iteration 17Q: 3 clusters Score -3.506938e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 490 members Mstep: Class 2 contains 159332 members Entering Unmasked Estep Score: -35069380.000000 Penalty: 14677.724609 Iteration 18Q: 3 clusters Score -3.506938e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 491 members Mstep: Class 2 contains 159331 members Entering Unmasked Estep Score: -35069372.000000 Penalty: 14677.724609 Iteration 19Q: 3 clusters Score -3.506937e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 488 members Mstep: Class 2 contains 159334 members Entering Unmasked Estep Score: -35069380.000000 Penalty: 14677.724609 Iteration 20F: 3 clusters Score -3.506938e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 489 members Mstep: Class 2 contains 159333 members Entering Unmasked Estep Score: -35069380.000000 Penalty: 14677.724609 Iteration 21Q: 3 clusters Score -3.506938e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 488 members Mstep: Class 2 contains 159334 members Entering Unmasked Estep Score: -35069396.000000 Penalty: 14677.724609 Iteration 22Q: 3 clusters Score -3.50694e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 487 members Mstep: Class 2 contains 159335 members Entering Unmasked Estep Score: -35069388.000000 Penalty: 14677.724609 Iteration 23Q: 3 clusters Score -3.506939e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 486 members Mstep: Class 2 contains 159336 members Entering Unmasked Estep Score: -35069396.000000 Penalty: 14677.724609 Iteration 24Q: 3 clusters Score -3.50694e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 486 members Mstep: Class 2 contains 159336 members Entering Unmasked Estep Score: -35069368.000000 Penalty: 14677.724609 Iteration 25Q: 3 clusters Score -3.506937e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 487 members Mstep: Class 2 contains 159335 members Entering Unmasked Estep Score: -35069396.000000 Penalty: 14677.724609 Iteration 26Q: 3 clusters Score -3.50694e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 487 members Mstep: Class 2 contains 159335 members Entering Unmasked Estep Score: -35069396.000000 Penalty: 14677.724609 Iteration 27F: 3 clusters Score -3.50694e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (31795 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31795 members Entering Unmasked Estep Score: -6979889.500000 Penalty: 6349.827148 Iteration 0F: 2 clusters Score -6979890 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15941 members Mstep: Class 2 contains 15854 members Entering Unmasked Estep Score: -6955763.000000 Penalty: 12699.654297 Iteration 0F: 3 clusters Score -6955763 nChanged 13487 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16132 members Mstep: Class 2 contains 15663 members Entering Unmasked Estep Score: -6962801.500000 Penalty: 12699.654297 Iteration 1F: 3 clusters Score -6962802 nChanged 1851 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16337 members Mstep: Class 2 contains 15458 members Entering Unmasked Estep Score: -6963511.000000 Penalty: 12699.654297 Iteration 2F: 3 clusters Score -6963511 nChanged 1439 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16608 members Mstep: Class 2 contains 15187 members Entering Unmasked Estep Score: -6964096.500000 Penalty: 12699.654297 Iteration 3Q: 3 clusters Score -6964096 nChanged 1195 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16871 members Mstep: Class 2 contains 14924 members Entering Unmasked Estep Score: -6964467.000000 Penalty: 12699.654297 Iteration 4Q: 3 clusters Score -6964467 nChanged 1020 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17201 members Mstep: Class 2 contains 14594 members Entering Unmasked Estep Score: -6964820.000000 Penalty: 12699.654297 Iteration 5Q: 3 clusters Score -6964820 nChanged 1011 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17654 members Mstep: Class 2 contains 14141 members Entering Unmasked Estep Score: -6965148.000000 Penalty: 12699.654297 Iteration 6Q: 3 clusters Score -6965148 nChanged 985 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18223 members Mstep: Class 2 contains 13572 members Entering Unmasked Estep Score: -6965522.000000 Penalty: 12699.654297 Iteration 7Q: 3 clusters Score -6965522 nChanged 1069 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18920 members Mstep: Class 2 contains 12875 members Entering Unmasked Estep Score: -6965964.500000 Penalty: 12699.654297 Iteration 8Q: 3 clusters Score -6965964 nChanged 1167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19761 members Mstep: Class 2 contains 12034 members Entering Unmasked Estep Score: -6966570.500000 Penalty: 12699.654297 Iteration 9Q: 3 clusters Score -6966570 nChanged 1340 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20801 members Mstep: Class 2 contains 10994 members Entering Unmasked Estep Score: -6967265.000000 Penalty: 12699.654297 Iteration 10Q: 3 clusters Score -6967265 nChanged 1346 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21945 members Mstep: Class 2 contains 9850 members Entering Unmasked Estep Score: -6968058.500000 Penalty: 12699.654297 Iteration 11Q: 3 clusters Score -6968058 nChanged 1387 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23150 members Mstep: Class 2 contains 8645 members Entering Unmasked Estep Score: -6968892.500000 Penalty: 12699.654297 Iteration 12Q: 3 clusters Score -6968892 nChanged 1360 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24336 members Mstep: Class 2 contains 7459 members Entering Unmasked Estep Score: -6969813.500000 Penalty: 12699.654297 Iteration 13Q: 3 clusters Score -6969814 nChanged 1274 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25470 members Mstep: Class 2 contains 6325 members Entering Unmasked Estep Score: -6970766.000000 Penalty: 12699.654297 Iteration 14Q: 3 clusters Score -6970766 nChanged 1099 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26499 members Mstep: Class 2 contains 5296 members Entering Unmasked Estep Score: -6971620.500000 Penalty: 12699.654297 Iteration 15Q: 3 clusters Score -6971620 nChanged 868 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27267 members Mstep: Class 2 contains 4528 members Entering Unmasked Estep Score: -6972228.000000 Penalty: 12699.654297 Iteration 16Q: 3 clusters Score -6972228 nChanged 703 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27872 members Mstep: Class 2 contains 3923 members Entering Unmasked Estep Score: -6972739.500000 Penalty: 12699.654297 Iteration 17Q: 3 clusters Score -6972740 nChanged 520 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28314 members Mstep: Class 2 contains 3481 members Entering Unmasked Estep Score: -6973088.000000 Penalty: 12699.654297 Iteration 18Q: 3 clusters Score -6973088 nChanged 366 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28630 members Mstep: Class 2 contains 3165 members Entering Unmasked Estep Score: -6973343.000000 Penalty: 12699.654297 Iteration 19Q: 3 clusters Score -6973343 nChanged 288 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28868 members Mstep: Class 2 contains 2927 members Entering Unmasked Estep Score: -6973537.500000 Penalty: 12699.654297 Iteration 20F: 3 clusters Score -6973538 nChanged 240 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29066 members Mstep: Class 2 contains 2729 members Entering Unmasked Estep Score: -6973702.500000 Penalty: 12699.654297 Iteration 21Q: 3 clusters Score -6973702 nChanged 199 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29223 members Mstep: Class 2 contains 2572 members Entering Unmasked Estep Score: -6973811.000000 Penalty: 12699.654297 Iteration 22Q: 3 clusters Score -6973811 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29347 members Mstep: Class 2 contains 2448 members Entering Unmasked Estep Score: -6973897.000000 Penalty: 12699.654297 Iteration 23Q: 3 clusters Score -6973897 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29442 members Mstep: Class 2 contains 2353 members Entering Unmasked Estep Score: -6973953.500000 Penalty: 12699.654297 Iteration 24Q: 3 clusters Score -6973954 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29519 members Mstep: Class 2 contains 2276 members Entering Unmasked Estep Score: -6973992.000000 Penalty: 12699.654297 Iteration 25Q: 3 clusters Score -6973992 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29597 members Mstep: Class 2 contains 2198 members Entering Unmasked Estep Score: -6974049.000000 Penalty: 12699.654297 Iteration 26Q: 3 clusters Score -6974049 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29662 members Mstep: Class 2 contains 2133 members Entering Unmasked Estep Score: -6974082.000000 Penalty: 12699.654297 Iteration 27Q: 3 clusters Score -6974082 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29722 members Mstep: Class 2 contains 2073 members Entering Unmasked Estep Score: -6974124.000000 Penalty: 12699.654297 Iteration 28Q: 3 clusters Score -6974124 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29775 members Mstep: Class 2 contains 2020 members Entering Unmasked Estep Score: -6974152.500000 Penalty: 12699.654297 Iteration 29Q: 3 clusters Score -6974152 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29828 members Mstep: Class 2 contains 1967 members Entering Unmasked Estep Score: -6974193.500000 Penalty: 12699.654297 Iteration 30Q: 3 clusters Score -6974194 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29876 members Mstep: Class 2 contains 1919 members Entering Unmasked Estep Score: -6974216.000000 Penalty: 12699.654297 Iteration 31Q: 3 clusters Score -6974216 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29911 members Mstep: Class 2 contains 1884 members Entering Unmasked Estep Score: -6974234.500000 Penalty: 12699.654297 Iteration 32Q: 3 clusters Score -6974234 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29941 members Mstep: Class 2 contains 1854 members Entering Unmasked Estep Score: -6974249.500000 Penalty: 12699.654297 Iteration 33Q: 3 clusters Score -6974250 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29962 members Mstep: Class 2 contains 1833 members Entering Unmasked Estep Score: -6974278.500000 Penalty: 12699.654297 Iteration 34Q: 3 clusters Score -6974278 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29986 members Mstep: Class 2 contains 1809 members Entering Unmasked Estep Score: -6974291.500000 Penalty: 12699.654297 Iteration 35Q: 3 clusters Score -6974292 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30013 members Mstep: Class 2 contains 1782 members Entering Unmasked Estep Score: -6974323.000000 Penalty: 12699.654297 Iteration 36Q: 3 clusters Score -6974323 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30031 members Mstep: Class 2 contains 1764 members Entering Unmasked Estep Score: -6974331.500000 Penalty: 12699.654297 Iteration 37Q: 3 clusters Score -6974332 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30045 members Mstep: Class 2 contains 1750 members Entering Unmasked Estep Score: -6974338.000000 Penalty: 12699.654297 Iteration 38Q: 3 clusters Score -6974338 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30064 members Mstep: Class 2 contains 1731 members Entering Unmasked Estep Score: -6974338.000000 Penalty: 12699.654297 Iteration 39Q: 3 clusters Score -6974338 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30082 members Mstep: Class 2 contains 1713 members Entering Unmasked Estep Score: -6974358.000000 Penalty: 12699.654297 Iteration 40F: 3 clusters Score -6974358 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30098 members Mstep: Class 2 contains 1697 members Entering Unmasked Estep Score: -6974368.500000 Penalty: 12699.654297 Iteration 41Q: 3 clusters Score -6974368 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30115 members Mstep: Class 2 contains 1680 members Entering Unmasked Estep Score: -6974392.000000 Penalty: 12699.654297 Iteration 42Q: 3 clusters Score -6974392 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30124 members Mstep: Class 2 contains 1671 members Entering Unmasked Estep Score: -6974388.000000 Penalty: 12699.654297 Iteration 43Q: 3 clusters Score -6974388 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30132 members Mstep: Class 2 contains 1663 members Entering Unmasked Estep Score: -6974396.500000 Penalty: 12699.654297 Iteration 44Q: 3 clusters Score -6974396 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30139 members Mstep: Class 2 contains 1656 members Entering Unmasked Estep Score: -6974389.500000 Penalty: 12699.654297 Iteration 45Q: 3 clusters Score -6974390 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30145 members Mstep: Class 2 contains 1650 members Entering Unmasked Estep Score: -6974390.500000 Penalty: 12699.654297 Iteration 46Q: 3 clusters Score -6974390 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30148 members Mstep: Class 2 contains 1647 members Entering Unmasked Estep Score: -6974391.000000 Penalty: 12699.654297 Iteration 47Q: 3 clusters Score -6974391 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30156 members Mstep: Class 2 contains 1639 members Entering Unmasked Estep Score: -6974397.500000 Penalty: 12699.654297 Iteration 48Q: 3 clusters Score -6974398 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30162 members Mstep: Class 2 contains 1633 members Entering Unmasked Estep Score: -6974415.000000 Penalty: 12699.654297 Iteration 49Q: 3 clusters Score -6974415 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30165 members Mstep: Class 2 contains 1630 members Entering Unmasked Estep Score: -6974413.500000 Penalty: 12699.654297 Iteration 50Q: 3 clusters Score -6974414 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30168 members Mstep: Class 2 contains 1627 members Entering Unmasked Estep Score: -6974416.000000 Penalty: 12699.654297 Iteration 51Q: 3 clusters Score -6974416 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30170 members Mstep: Class 2 contains 1625 members Entering Unmasked Estep Score: -6974417.000000 Penalty: 12699.654297 Iteration 52Q: 3 clusters Score -6974417 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30170 members Mstep: Class 2 contains 1625 members Entering Unmasked Estep Score: -6974417.000000 Penalty: 12699.654297 Iteration 53F: 3 clusters Score -6974417 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (2762 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2762 members Entering Unmasked Estep Score: -586773.750000 Penalty: 4853.272461 Iteration 0F: 2 clusters Score -586773.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1415 members Mstep: Class 2 contains 1347 members Entering Unmasked Estep Score: -581272.062500 Penalty: 9706.544922 Iteration 0F: 3 clusters Score -581272.1 nChanged 751 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1450 members Mstep: Class 2 contains 1312 members Entering Unmasked Estep Score: -582078.562500 Penalty: 9706.544922 Iteration 1F: 3 clusters Score -582078.6 nChanged 189 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1437 members Mstep: Class 2 contains 1325 members Entering Unmasked Estep Score: -582386.062500 Penalty: 9706.544922 Iteration 2F: 3 clusters Score -582386.1 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1430 members Mstep: Class 2 contains 1332 members Entering Unmasked Estep Score: -582585.375000 Penalty: 9706.544922 Iteration 3Q: 3 clusters Score -582585.4 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1440 members Mstep: Class 2 contains 1322 members Entering Unmasked Estep Score: -582861.312500 Penalty: 9706.544922 Iteration 4Q: 3 clusters Score -582861.3 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1459 members Mstep: Class 2 contains 1303 members Entering Unmasked Estep Score: -583300.000000 Penalty: 9706.544922 Iteration 5Q: 3 clusters Score -583300 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1469 members Mstep: Class 2 contains 1293 members Entering Unmasked Estep Score: -583761.875000 Penalty: 9706.544922 Iteration 6Q: 3 clusters Score -583761.9 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1474 members Mstep: Class 2 contains 1288 members Entering Unmasked Estep Score: -584085.250000 Penalty: 9706.544922 Iteration 7Q: 3 clusters Score -584085.2 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1477 members Mstep: Class 2 contains 1285 members Entering Unmasked Estep Score: -584363.625000 Penalty: 9706.544922 Iteration 8Q: 3 clusters Score -584363.6 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1483 members Mstep: Class 2 contains 1279 members Entering Unmasked Estep Score: -584613.562500 Penalty: 9706.544922 Iteration 9Q: 3 clusters Score -584613.6 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1468 members Mstep: Class 2 contains 1294 members Entering Unmasked Estep Score: -584858.375000 Penalty: 9706.544922 Iteration 10Q: 3 clusters Score -584858.4 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1453 members Mstep: Class 2 contains 1309 members Entering Unmasked Estep Score: -585085.750000 Penalty: 9706.544922 Iteration 11Q: 3 clusters Score -585085.8 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1443 members Mstep: Class 2 contains 1319 members Entering Unmasked Estep Score: -585252.125000 Penalty: 9706.544922 Iteration 12Q: 3 clusters Score -585252.1 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1420 members Mstep: Class 2 contains 1342 members Entering Unmasked Estep Score: -585349.312500 Penalty: 9706.544922 Iteration 13Q: 3 clusters Score -585349.3 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1400 members Mstep: Class 2 contains 1362 members Entering Unmasked Estep Score: -585419.687500 Penalty: 9706.544922 Iteration 14Q: 3 clusters Score -585419.7 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1384 members Mstep: Class 2 contains 1378 members Entering Unmasked Estep Score: -585458.750000 Penalty: 9706.544922 Iteration 15Q: 3 clusters Score -585458.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1377 members Mstep: Class 2 contains 1385 members Entering Unmasked Estep Score: -585480.875000 Penalty: 9706.544922 Iteration 16Q: 3 clusters Score -585480.9 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1372 members Mstep: Class 2 contains 1390 members Entering Unmasked Estep Score: -585498.625000 Penalty: 9706.544922 Iteration 17Q: 3 clusters Score -585498.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1364 members Mstep: Class 2 contains 1398 members Entering Unmasked Estep Score: -585513.750000 Penalty: 9706.544922 Iteration 18Q: 3 clusters Score -585513.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1356 members Mstep: Class 2 contains 1406 members Entering Unmasked Estep Score: -585522.875000 Penalty: 9706.544922 Iteration 19Q: 3 clusters Score -585522.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1350 members Mstep: Class 2 contains 1412 members Entering Unmasked Estep Score: -585532.500000 Penalty: 9706.544922 Iteration 20F: 3 clusters Score -585532.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1343 members Mstep: Class 2 contains 1419 members Entering Unmasked Estep Score: -585543.500000 Penalty: 9706.544922 Iteration 21Q: 3 clusters Score -585543.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1339 members Mstep: Class 2 contains 1423 members Entering Unmasked Estep Score: -585549.812500 Penalty: 9706.544922 Iteration 22Q: 3 clusters Score -585549.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1335 members Mstep: Class 2 contains 1427 members Entering Unmasked Estep Score: -585558.125000 Penalty: 9706.544922 Iteration 23Q: 3 clusters Score -585558.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1333 members Mstep: Class 2 contains 1429 members Entering Unmasked Estep Score: -585559.375000 Penalty: 9706.544922 Iteration 24Q: 3 clusters Score -585559.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1329 members Mstep: Class 2 contains 1433 members Entering Unmasked Estep Score: -585563.562500 Penalty: 9706.544922 Iteration 25Q: 3 clusters Score -585563.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1324 members Mstep: Class 2 contains 1438 members Entering Unmasked Estep Score: -585570.500000 Penalty: 9706.544922 Iteration 26Q: 3 clusters Score -585570.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1321 members Mstep: Class 2 contains 1441 members Entering Unmasked Estep Score: -585575.625000 Penalty: 9706.544922 Iteration 27Q: 3 clusters Score -585575.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1323 members Mstep: Class 2 contains 1439 members Entering Unmasked Estep Score: -585576.875000 Penalty: 9706.544922 Iteration 28Q: 3 clusters Score -585576.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1323 members Mstep: Class 2 contains 1439 members Entering Unmasked Estep Score: -585579.625000 Penalty: 9706.544922 Iteration 29Q: 3 clusters Score -585579.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1323 members Mstep: Class 2 contains 1439 members Entering Unmasked Estep Score: -585582.875000 Penalty: 9706.544922 Iteration 30Q: 3 clusters Score -585582.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1320 members Mstep: Class 2 contains 1442 members Entering Unmasked Estep Score: -585585.437500 Penalty: 9706.544922 Iteration 31Q: 3 clusters Score -585585.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1316 members Mstep: Class 2 contains 1446 members Entering Unmasked Estep Score: -585593.187500 Penalty: 9706.544922 Iteration 32Q: 3 clusters Score -585593.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1314 members Mstep: Class 2 contains 1448 members Entering Unmasked Estep Score: -585594.062500 Penalty: 9706.544922 Iteration 33Q: 3 clusters Score -585594.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1314 members Mstep: Class 2 contains 1448 members Entering Unmasked Estep Score: -585594.062500 Penalty: 9706.544922 Iteration 34F: 3 clusters Score -585594.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (141812 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141812 members Entering Unmasked Estep Score: -31599904.000000 Penalty: 7265.632812 Iteration 0F: 2 clusters Score -3.15999e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70888 members Mstep: Class 2 contains 70924 members Entering Unmasked Estep Score: -31505958.000000 Penalty: 14531.265625 Iteration 0F: 3 clusters Score -3.150596e+07 nChanged 65715 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 69799 members Mstep: Class 2 contains 72013 members Entering Unmasked Estep Score: -31542634.000000 Penalty: 14531.265625 Iteration 1F: 3 clusters Score -3.154263e+07 nChanged 5850 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 68855 members Mstep: Class 2 contains 72957 members Entering Unmasked Estep Score: -31544768.000000 Penalty: 14531.265625 Iteration 2Q: 3 clusters Score -3.154477e+07 nChanged 6202 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67525 members Mstep: Class 2 contains 74287 members Entering Unmasked Estep Score: -31547236.000000 Penalty: 14531.265625 Iteration 3Q: 3 clusters Score -3.154724e+07 nChanged 6714 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65637 members Mstep: Class 2 contains 76175 members Entering Unmasked Estep Score: -31550244.000000 Penalty: 14531.265625 Iteration 4Q: 3 clusters Score -3.155024e+07 nChanged 7611 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63082 members Mstep: Class 2 contains 78730 members Entering Unmasked Estep Score: -31554076.000000 Penalty: 14531.265625 Iteration 5F: 3 clusters Score -3.155408e+07 nChanged 8394 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59946 members Mstep: Class 2 contains 81866 members Entering Unmasked Estep Score: -31558722.000000 Penalty: 14531.265625 Iteration 6F: 3 clusters Score -3.155872e+07 nChanged 8690 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56424 members Mstep: Class 2 contains 85388 members Entering Unmasked Estep Score: -31564002.000000 Penalty: 14531.265625 Iteration 7F: 3 clusters Score -3.1564e+07 nChanged 8677 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52715 members Mstep: Class 2 contains 89097 members Entering Unmasked Estep Score: -31569232.000000 Penalty: 14531.265625 Iteration 8F: 3 clusters Score -3.156923e+07 nChanged 8045 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49184 members Mstep: Class 2 contains 92628 members Entering Unmasked Estep Score: -31574278.000000 Penalty: 14531.265625 Iteration 9F: 3 clusters Score -3.157428e+07 nChanged 6827 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46141 members Mstep: Class 2 contains 95671 members Entering Unmasked Estep Score: -31578248.000000 Penalty: 14531.265625 Iteration 10Q: 3 clusters Score -3.157825e+07 nChanged 5478 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43547 members Mstep: Class 2 contains 98265 members Entering Unmasked Estep Score: -31581256.000000 Penalty: 14531.265625 Iteration 11Q: 3 clusters Score -3.158126e+07 nChanged 4348 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41403 members Mstep: Class 2 contains 100409 members Entering Unmasked Estep Score: -31583422.000000 Penalty: 14531.265625 Iteration 12Q: 3 clusters Score -3.158342e+07 nChanged 3450 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39503 members Mstep: Class 2 contains 102309 members Entering Unmasked Estep Score: -31584810.000000 Penalty: 14531.265625 Iteration 13Q: 3 clusters Score -3.158481e+07 nChanged 2763 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37658 members Mstep: Class 2 contains 104154 members Entering Unmasked Estep Score: -31585986.000000 Penalty: 14531.265625 Iteration 14Q: 3 clusters Score -3.158599e+07 nChanged 2359 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35827 members Mstep: Class 2 contains 105985 members Entering Unmasked Estep Score: -31587100.000000 Penalty: 14531.265625 Iteration 15Q: 3 clusters Score -3.15871e+07 nChanged 2038 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34045 members Mstep: Class 2 contains 107767 members Entering Unmasked Estep Score: -31587958.000000 Penalty: 14531.265625 Iteration 16Q: 3 clusters Score -3.158796e+07 nChanged 1838 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32367 members Mstep: Class 2 contains 109445 members Entering Unmasked Estep Score: -31588738.000000 Penalty: 14531.265625 Iteration 17Q: 3 clusters Score -3.158874e+07 nChanged 1757 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30724 members Mstep: Class 2 contains 111088 members Entering Unmasked Estep Score: -31589414.000000 Penalty: 14531.265625 Iteration 18Q: 3 clusters Score -3.158941e+07 nChanged 1659 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29143 members Mstep: Class 2 contains 112669 members Entering Unmasked Estep Score: -31590086.000000 Penalty: 14531.265625 Iteration 19Q: 3 clusters Score -3.159009e+07 nChanged 1569 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27648 members Mstep: Class 2 contains 114164 members Entering Unmasked Estep Score: -31590714.000000 Penalty: 14531.265625 Iteration 20F: 3 clusters Score -3.159071e+07 nChanged 1530 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26180 members Mstep: Class 2 contains 115632 members Entering Unmasked Estep Score: -31591280.000000 Penalty: 14531.265625 Iteration 21Q: 3 clusters Score -3.159128e+07 nChanged 1487 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24757 members Mstep: Class 2 contains 117055 members Entering Unmasked Estep Score: -31591736.000000 Penalty: 14531.265625 Iteration 22Q: 3 clusters Score -3.159174e+07 nChanged 1399 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23386 members Mstep: Class 2 contains 118426 members Entering Unmasked Estep Score: -31592170.000000 Penalty: 14531.265625 Iteration 23Q: 3 clusters Score -3.159217e+07 nChanged 1335 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22069 members Mstep: Class 2 contains 119743 members Entering Unmasked Estep Score: -31592590.000000 Penalty: 14531.265625 Iteration 24Q: 3 clusters Score -3.159259e+07 nChanged 1287 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20810 members Mstep: Class 2 contains 121002 members Entering Unmasked Estep Score: -31592998.000000 Penalty: 14531.265625 Iteration 25Q: 3 clusters Score -3.1593e+07 nChanged 1255 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19583 members Mstep: Class 2 contains 122229 members Entering Unmasked Estep Score: -31593406.000000 Penalty: 14531.265625 Iteration 26Q: 3 clusters Score -3.159341e+07 nChanged 1240 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18379 members Mstep: Class 2 contains 123433 members Entering Unmasked Estep Score: -31594012.000000 Penalty: 14531.265625 Iteration 27Q: 3 clusters Score -3.159401e+07 nChanged 1260 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17185 members Mstep: Class 2 contains 124627 members Entering Unmasked Estep Score: -31594794.000000 Penalty: 14531.265625 Iteration 28Q: 3 clusters Score -3.159479e+07 nChanged 1181 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16074 members Mstep: Class 2 contains 125738 members Entering Unmasked Estep Score: -31595614.000000 Penalty: 14531.265625 Iteration 29Q: 3 clusters Score -3.159561e+07 nChanged 1074 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15094 members Mstep: Class 2 contains 126718 members Entering Unmasked Estep Score: -31596120.000000 Penalty: 14531.265625 Iteration 30Q: 3 clusters Score -3.159612e+07 nChanged 873 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14315 members Mstep: Class 2 contains 127497 members Entering Unmasked Estep Score: -31596458.000000 Penalty: 14531.265625 Iteration 31Q: 3 clusters Score -3.159646e+07 nChanged 783 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13600 members Mstep: Class 2 contains 128212 members Entering Unmasked Estep Score: -31596662.000000 Penalty: 14531.265625 Iteration 32Q: 3 clusters Score -3.159666e+07 nChanged 693 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12967 members Mstep: Class 2 contains 128845 members Entering Unmasked Estep Score: -31596782.000000 Penalty: 14531.265625 Iteration 33Q: 3 clusters Score -3.159678e+07 nChanged 664 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12349 members Mstep: Class 2 contains 129463 members Entering Unmasked Estep Score: -31597080.000000 Penalty: 14531.265625 Iteration 34Q: 3 clusters Score -3.159708e+07 nChanged 676 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11749 members Mstep: Class 2 contains 130063 members Entering Unmasked Estep Score: -31597522.000000 Penalty: 14531.265625 Iteration 35Q: 3 clusters Score -3.159752e+07 nChanged 729 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11146 members Mstep: Class 2 contains 130666 members Entering Unmasked Estep Score: -31598020.000000 Penalty: 14531.265625 Iteration 36Q: 3 clusters Score -3.159802e+07 nChanged 730 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10626 members Mstep: Class 2 contains 131186 members Entering Unmasked Estep Score: -31598616.000000 Penalty: 14531.265625 Iteration 37Q: 3 clusters Score -3.159862e+07 nChanged 710 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10250 members Mstep: Class 2 contains 131562 members Entering Unmasked Estep Score: -31599134.000000 Penalty: 14531.265625 Iteration 38Q: 3 clusters Score -3.159913e+07 nChanged 556 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10038 members Mstep: Class 2 contains 131774 members Entering Unmasked Estep Score: -31599380.000000 Penalty: 14531.265625 Iteration 39Q: 3 clusters Score -3.159938e+07 nChanged 363 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9947 members Mstep: Class 2 contains 131865 members Entering Unmasked Estep Score: -31599472.000000 Penalty: 14531.265625 Iteration 40F: 3 clusters Score -3.159947e+07 nChanged 246 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9877 members Mstep: Class 2 contains 131935 members Entering Unmasked Estep Score: -31599512.000000 Penalty: 14531.265625 Iteration 41Q: 3 clusters Score -3.159951e+07 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9842 members Mstep: Class 2 contains 131970 members Entering Unmasked Estep Score: -31599558.000000 Penalty: 14531.265625 Iteration 42Q: 3 clusters Score -3.159956e+07 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9804 members Mstep: Class 2 contains 132008 members Entering Unmasked Estep Score: -31599620.000000 Penalty: 14531.265625 Iteration 43Q: 3 clusters Score -3.159962e+07 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9786 members Mstep: Class 2 contains 132026 members Entering Unmasked Estep Score: -31599642.000000 Penalty: 14531.265625 Iteration 44Q: 3 clusters Score -3.159964e+07 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9777 members Mstep: Class 2 contains 132035 members Entering Unmasked Estep Score: -31599600.000000 Penalty: 14531.265625 Iteration 45Q: 3 clusters Score -3.15996e+07 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9763 members Mstep: Class 2 contains 132049 members Entering Unmasked Estep Score: -31599604.000000 Penalty: 14531.265625 Iteration 46Q: 3 clusters Score -3.15996e+07 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9751 members Mstep: Class 2 contains 132061 members Entering Unmasked Estep Score: -31599612.000000 Penalty: 14531.265625 Iteration 47Q: 3 clusters Score -3.159961e+07 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9746 members Mstep: Class 2 contains 132066 members Entering Unmasked Estep Score: -31599632.000000 Penalty: 14531.265625 Iteration 48Q: 3 clusters Score -3.159963e+07 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9738 members Mstep: Class 2 contains 132074 members Entering Unmasked Estep Score: -31599624.000000 Penalty: 14531.265625 Iteration 49Q: 3 clusters Score -3.159962e+07 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9731 members Mstep: Class 2 contains 132081 members Entering Unmasked Estep Score: -31599608.000000 Penalty: 14531.265625 Iteration 50Q: 3 clusters Score -3.159961e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9721 members Mstep: Class 2 contains 132091 members Entering Unmasked Estep Score: -31599620.000000 Penalty: 14531.265625 Iteration 51Q: 3 clusters Score -3.159962e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9716 members Mstep: Class 2 contains 132096 members Entering Unmasked Estep Score: -31599612.000000 Penalty: 14531.265625 Iteration 52Q: 3 clusters Score -3.159961e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9716 members Mstep: Class 2 contains 132096 members Entering Unmasked Estep Score: -31599632.000000 Penalty: 14531.265625 Iteration 53Q: 3 clusters Score -3.159963e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9713 members Mstep: Class 2 contains 132099 members Entering Unmasked Estep Score: -31599632.000000 Penalty: 14531.265625 Iteration 54Q: 3 clusters Score -3.159963e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9713 members Mstep: Class 2 contains 132099 members Entering Unmasked Estep Score: -31599634.000000 Penalty: 14531.265625 Iteration 55Q: 3 clusters Score -3.159963e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9711 members Mstep: Class 2 contains 132101 members Entering Unmasked Estep Score: -31599636.000000 Penalty: 14531.265625 Iteration 56Q: 3 clusters Score -3.159964e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9708 members Mstep: Class 2 contains 132104 members Entering Unmasked Estep Score: -31599628.000000 Penalty: 14531.265625 Iteration 57Q: 3 clusters Score -3.159963e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9708 members Mstep: Class 2 contains 132104 members Entering Unmasked Estep Score: -31599616.000000 Penalty: 14531.265625 Iteration 58Q: 3 clusters Score -3.159962e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9709 members Mstep: Class 2 contains 132103 members Entering Unmasked Estep Score: -31599616.000000 Penalty: 14531.265625 Iteration 59Q: 3 clusters Score -3.159962e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9709 members Mstep: Class 2 contains 132103 members Entering Unmasked Estep Score: -31599616.000000 Penalty: 14531.265625 Iteration 60F: 3 clusters Score -3.159962e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (25821 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25821 members Entering Unmasked Estep Score: -5666630.500000 Penalty: 6222.352539 Iteration 0F: 2 clusters Score -5666630 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12858 members Mstep: Class 2 contains 12963 members Entering Unmasked Estep Score: -5646401.000000 Penalty: 12444.705078 Iteration 0F: 3 clusters Score -5646401 nChanged 10736 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12764 members Mstep: Class 2 contains 13057 members Entering Unmasked Estep Score: -5652205.500000 Penalty: 12444.705078 Iteration 1F: 3 clusters Score -5652206 nChanged 1705 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12757 members Mstep: Class 2 contains 13064 members Entering Unmasked Estep Score: -5653048.500000 Penalty: 12444.705078 Iteration 2F: 3 clusters Score -5653048 nChanged 1382 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12863 members Mstep: Class 2 contains 12958 members Entering Unmasked Estep Score: -5653745.500000 Penalty: 12444.705078 Iteration 3F: 3 clusters Score -5653746 nChanged 1211 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12992 members Mstep: Class 2 contains 12829 members Entering Unmasked Estep Score: -5654312.000000 Penalty: 12444.705078 Iteration 4Q: 3 clusters Score -5654312 nChanged 1064 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13188 members Mstep: Class 2 contains 12633 members Entering Unmasked Estep Score: -5654765.500000 Penalty: 12444.705078 Iteration 5Q: 3 clusters Score -5654766 nChanged 910 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13438 members Mstep: Class 2 contains 12383 members Entering Unmasked Estep Score: -5655092.000000 Penalty: 12444.705078 Iteration 6Q: 3 clusters Score -5655092 nChanged 802 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13676 members Mstep: Class 2 contains 12145 members Entering Unmasked Estep Score: -5655415.000000 Penalty: 12444.705078 Iteration 7Q: 3 clusters Score -5655415 nChanged 717 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13955 members Mstep: Class 2 contains 11866 members Entering Unmasked Estep Score: -5655695.500000 Penalty: 12444.705078 Iteration 8Q: 3 clusters Score -5655696 nChanged 666 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14241 members Mstep: Class 2 contains 11580 members Entering Unmasked Estep Score: -5655940.500000 Penalty: 12444.705078 Iteration 9Q: 3 clusters Score -5655940 nChanged 686 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14577 members Mstep: Class 2 contains 11244 members Entering Unmasked Estep Score: -5656236.500000 Penalty: 12444.705078 Iteration 10Q: 3 clusters Score -5656236 nChanged 704 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14993 members Mstep: Class 2 contains 10828 members Entering Unmasked Estep Score: -5656517.000000 Penalty: 12444.705078 Iteration 11Q: 3 clusters Score -5656517 nChanged 683 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15426 members Mstep: Class 2 contains 10395 members Entering Unmasked Estep Score: -5656784.000000 Penalty: 12444.705078 Iteration 12Q: 3 clusters Score -5656784 nChanged 707 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15901 members Mstep: Class 2 contains 9920 members Entering Unmasked Estep Score: -5657121.500000 Penalty: 12444.705078 Iteration 13Q: 3 clusters Score -5657122 nChanged 705 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16406 members Mstep: Class 2 contains 9415 members Entering Unmasked Estep Score: -5657462.000000 Penalty: 12444.705078 Iteration 14Q: 3 clusters Score -5657462 nChanged 676 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16914 members Mstep: Class 2 contains 8907 members Entering Unmasked Estep Score: -5657787.000000 Penalty: 12444.705078 Iteration 15Q: 3 clusters Score -5657787 nChanged 663 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17425 members Mstep: Class 2 contains 8396 members Entering Unmasked Estep Score: -5658147.000000 Penalty: 12444.705078 Iteration 16Q: 3 clusters Score -5658147 nChanged 649 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17972 members Mstep: Class 2 contains 7849 members Entering Unmasked Estep Score: -5658512.000000 Penalty: 12444.705078 Iteration 17Q: 3 clusters Score -5658512 nChanged 656 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18518 members Mstep: Class 2 contains 7303 members Entering Unmasked Estep Score: -5658944.000000 Penalty: 12444.705078 Iteration 18Q: 3 clusters Score -5658944 nChanged 601 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19025 members Mstep: Class 2 contains 6796 members Entering Unmasked Estep Score: -5659339.500000 Penalty: 12444.705078 Iteration 19Q: 3 clusters Score -5659340 nChanged 557 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19500 members Mstep: Class 2 contains 6321 members Entering Unmasked Estep Score: -5659696.500000 Penalty: 12444.705078 Iteration 20F: 3 clusters Score -5659696 nChanged 531 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19967 members Mstep: Class 2 contains 5854 members Entering Unmasked Estep Score: -5660024.000000 Penalty: 12444.705078 Iteration 21Q: 3 clusters Score -5660024 nChanged 470 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20381 members Mstep: Class 2 contains 5440 members Entering Unmasked Estep Score: -5660300.000000 Penalty: 12444.705078 Iteration 22Q: 3 clusters Score -5660300 nChanged 413 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20754 members Mstep: Class 2 contains 5067 members Entering Unmasked Estep Score: -5660513.000000 Penalty: 12444.705078 Iteration 23Q: 3 clusters Score -5660513 nChanged 335 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21063 members Mstep: Class 2 contains 4758 members Entering Unmasked Estep Score: -5660686.500000 Penalty: 12444.705078 Iteration 24Q: 3 clusters Score -5660686 nChanged 298 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21339 members Mstep: Class 2 contains 4482 members Entering Unmasked Estep Score: -5660841.500000 Penalty: 12444.705078 Iteration 25Q: 3 clusters Score -5660842 nChanged 255 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21578 members Mstep: Class 2 contains 4243 members Entering Unmasked Estep Score: -5660979.500000 Penalty: 12444.705078 Iteration 26Q: 3 clusters Score -5660980 nChanged 215 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21781 members Mstep: Class 2 contains 4040 members Entering Unmasked Estep Score: -5661084.500000 Penalty: 12444.705078 Iteration 27Q: 3 clusters Score -5661084 nChanged 200 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21969 members Mstep: Class 2 contains 3852 members Entering Unmasked Estep Score: -5661162.500000 Penalty: 12444.705078 Iteration 28Q: 3 clusters Score -5661162 nChanged 203 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22166 members Mstep: Class 2 contains 3655 members Entering Unmasked Estep Score: -5661267.500000 Penalty: 12444.705078 Iteration 29Q: 3 clusters Score -5661268 nChanged 202 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22366 members Mstep: Class 2 contains 3455 members Entering Unmasked Estep Score: -5661374.000000 Penalty: 12444.705078 Iteration 30Q: 3 clusters Score -5661374 nChanged 191 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22555 members Mstep: Class 2 contains 3266 members Entering Unmasked Estep Score: -5661460.000000 Penalty: 12444.705078 Iteration 31Q: 3 clusters Score -5661460 nChanged 182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22733 members Mstep: Class 2 contains 3088 members Entering Unmasked Estep Score: -5661557.500000 Penalty: 12444.705078 Iteration 32Q: 3 clusters Score -5661558 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22878 members Mstep: Class 2 contains 2943 members Entering Unmasked Estep Score: -5661623.500000 Penalty: 12444.705078 Iteration 33Q: 3 clusters Score -5661624 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23004 members Mstep: Class 2 contains 2817 members Entering Unmasked Estep Score: -5661687.500000 Penalty: 12444.705078 Iteration 34Q: 3 clusters Score -5661688 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23120 members Mstep: Class 2 contains 2701 members Entering Unmasked Estep Score: -5661776.500000 Penalty: 12444.705078 Iteration 35Q: 3 clusters Score -5661776 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23233 members Mstep: Class 2 contains 2588 members Entering Unmasked Estep Score: -5661842.000000 Penalty: 12444.705078 Iteration 36Q: 3 clusters Score -5661842 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23344 members Mstep: Class 2 contains 2477 members Entering Unmasked Estep Score: -5661919.500000 Penalty: 12444.705078 Iteration 37Q: 3 clusters Score -5661920 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23440 members Mstep: Class 2 contains 2381 members Entering Unmasked Estep Score: -5661969.000000 Penalty: 12444.705078 Iteration 38Q: 3 clusters Score -5661969 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23513 members Mstep: Class 2 contains 2308 members Entering Unmasked Estep Score: -5661992.500000 Penalty: 12444.705078 Iteration 39Q: 3 clusters Score -5661992 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23580 members Mstep: Class 2 contains 2241 members Entering Unmasked Estep Score: -5662034.500000 Penalty: 12444.705078 Iteration 40F: 3 clusters Score -5662034 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23638 members Mstep: Class 2 contains 2183 members Entering Unmasked Estep Score: -5662066.500000 Penalty: 12444.705078 Iteration 41Q: 3 clusters Score -5662066 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23677 members Mstep: Class 2 contains 2144 members Entering Unmasked Estep Score: -5662099.500000 Penalty: 12444.705078 Iteration 42Q: 3 clusters Score -5662100 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23708 members Mstep: Class 2 contains 2113 members Entering Unmasked Estep Score: -5662117.500000 Penalty: 12444.705078 Iteration 43Q: 3 clusters Score -5662118 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23737 members Mstep: Class 2 contains 2084 members Entering Unmasked Estep Score: -5662142.500000 Penalty: 12444.705078 Iteration 44Q: 3 clusters Score -5662142 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23770 members Mstep: Class 2 contains 2051 members Entering Unmasked Estep Score: -5662149.500000 Penalty: 12444.705078 Iteration 45Q: 3 clusters Score -5662150 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23795 members Mstep: Class 2 contains 2026 members Entering Unmasked Estep Score: -5662176.000000 Penalty: 12444.705078 Iteration 46Q: 3 clusters Score -5662176 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23824 members Mstep: Class 2 contains 1997 members Entering Unmasked Estep Score: -5662183.000000 Penalty: 12444.705078 Iteration 47Q: 3 clusters Score -5662183 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23840 members Mstep: Class 2 contains 1981 members Entering Unmasked Estep Score: -5662182.000000 Penalty: 12444.705078 Iteration 48Q: 3 clusters Score -5662182 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23844 members Mstep: Class 2 contains 1977 members Entering Unmasked Estep Score: -5662186.000000 Penalty: 12444.705078 Iteration 49Q: 3 clusters Score -5662186 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23849 members Mstep: Class 2 contains 1972 members Entering Unmasked Estep Score: -5662200.000000 Penalty: 12444.705078 Iteration 50Q: 3 clusters Score -5662200 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23856 members Mstep: Class 2 contains 1965 members Entering Unmasked Estep Score: -5662199.500000 Penalty: 12444.705078 Iteration 51Q: 3 clusters Score -5662200 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23865 members Mstep: Class 2 contains 1956 members Entering Unmasked Estep Score: -5662199.000000 Penalty: 12444.705078 Iteration 52Q: 3 clusters Score -5662199 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23871 members Mstep: Class 2 contains 1950 members Entering Unmasked Estep Score: -5662198.000000 Penalty: 12444.705078 Iteration 53Q: 3 clusters Score -5662198 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23875 members Mstep: Class 2 contains 1946 members Entering Unmasked Estep Score: -5662203.000000 Penalty: 12444.705078 Iteration 54Q: 3 clusters Score -5662203 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23878 members Mstep: Class 2 contains 1943 members Entering Unmasked Estep Score: -5662198.500000 Penalty: 12444.705078 Iteration 55Q: 3 clusters Score -5662198 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23881 members Mstep: Class 2 contains 1940 members Entering Unmasked Estep Score: -5662201.500000 Penalty: 12444.705078 Iteration 56Q: 3 clusters Score -5662202 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23885 members Mstep: Class 2 contains 1936 members Entering Unmasked Estep Score: -5662208.500000 Penalty: 12444.705078 Iteration 57Q: 3 clusters Score -5662208 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23890 members Mstep: Class 2 contains 1931 members Entering Unmasked Estep Score: -5662211.500000 Penalty: 12444.705078 Iteration 58Q: 3 clusters Score -5662212 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23895 members Mstep: Class 2 contains 1926 members Entering Unmasked Estep Score: -5662213.000000 Penalty: 12444.705078 Iteration 59Q: 3 clusters Score -5662213 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23899 members Mstep: Class 2 contains 1922 members Entering Unmasked Estep Score: -5662210.000000 Penalty: 12444.705078 Iteration 60F: 3 clusters Score -5662210 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23899 members Mstep: Class 2 contains 1922 members Entering Unmasked Estep Score: -5662209.000000 Penalty: 12444.705078 Iteration 61Q: 3 clusters Score -5662209 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23900 members Mstep: Class 2 contains 1921 members Entering Unmasked Estep Score: -5662216.000000 Penalty: 12444.705078 Iteration 62Q: 3 clusters Score -5662216 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23902 members Mstep: Class 2 contains 1919 members Entering Unmasked Estep Score: -5662214.500000 Penalty: 12444.705078 Iteration 63Q: 3 clusters Score -5662214 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23902 members Mstep: Class 2 contains 1919 members Entering Unmasked Estep Score: -5662214.500000 Penalty: 12444.705078 Iteration 64F: 3 clusters Score -5662214 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (587 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 587 members Entering Unmasked Estep Score: -123787.187500 Penalty: 3904.702637 Iteration 0F: 2 clusters Score -123787.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 285 members Mstep: Class 2 contains 302 members Entering Unmasked Estep Score: -120233.343750 Penalty: 7809.405273 Iteration 0F: 3 clusters Score -120233.3 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 287 members Mstep: Class 2 contains 300 members Entering Unmasked Estep Score: -120465.718750 Penalty: 7809.405273 Iteration 1F: 3 clusters Score -120465.7 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 287 members Mstep: Class 2 contains 300 members Entering Unmasked Estep Score: -120512.460938 Penalty: 7809.405273 Iteration 2Q: 3 clusters Score -120512.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 284 members Mstep: Class 2 contains 303 members Entering Unmasked Estep Score: -120522.507812 Penalty: 7809.405273 Iteration 3Q: 3 clusters Score -120522.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 283 members Mstep: Class 2 contains 304 members Entering Unmasked Estep Score: -120525.968750 Penalty: 7809.405273 Iteration 4Q: 3 clusters Score -120526 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 283 members Mstep: Class 2 contains 304 members Entering Unmasked Estep Score: -120525.968750 Penalty: 7809.405273 Iteration 5F: 3 clusters Score -120526 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (6870 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6870 members Entering Unmasked Estep Score: -1473435.750000 Penalty: 5411.387695 Iteration 0F: 2 clusters Score -1473436 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3508 members Mstep: Class 2 contains 3362 members Entering Unmasked Estep Score: -1465177.875000 Penalty: 10822.775391 Iteration 0F: 3 clusters Score -1465178 nChanged 2367 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3575 members Mstep: Class 2 contains 3295 members Entering Unmasked Estep Score: -1466643.125000 Penalty: 10822.775391 Iteration 1F: 3 clusters Score -1466643 nChanged 493 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3580 members Mstep: Class 2 contains 3290 members Entering Unmasked Estep Score: -1466987.500000 Penalty: 10822.775391 Iteration 2F: 3 clusters Score -1466988 nChanged 285 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3565 members Mstep: Class 2 contains 3305 members Entering Unmasked Estep Score: -1467175.875000 Penalty: 10822.775391 Iteration 3Q: 3 clusters Score -1467176 nChanged 201 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3564 members Mstep: Class 2 contains 3306 members Entering Unmasked Estep Score: -1467309.250000 Penalty: 10822.775391 Iteration 4Q: 3 clusters Score -1467309 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3552 members Mstep: Class 2 contains 3318 members Entering Unmasked Estep Score: -1467398.875000 Penalty: 10822.775391 Iteration 5Q: 3 clusters Score -1467399 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3538 members Mstep: Class 2 contains 3332 members Entering Unmasked Estep Score: -1467465.125000 Penalty: 10822.775391 Iteration 6Q: 3 clusters Score -1467465 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3544 members Mstep: Class 2 contains 3326 members Entering Unmasked Estep Score: -1467509.000000 Penalty: 10822.775391 Iteration 7Q: 3 clusters Score -1467509 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3561 members Mstep: Class 2 contains 3309 members Entering Unmasked Estep Score: -1467537.750000 Penalty: 10822.775391 Iteration 8Q: 3 clusters Score -1467538 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3570 members Mstep: Class 2 contains 3300 members Entering Unmasked Estep Score: -1467552.250000 Penalty: 10822.775391 Iteration 9Q: 3 clusters Score -1467552 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3566 members Mstep: Class 2 contains 3304 members Entering Unmasked Estep Score: -1467566.750000 Penalty: 10822.775391 Iteration 10Q: 3 clusters Score -1467567 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3569 members Mstep: Class 2 contains 3301 members Entering Unmasked Estep Score: -1467576.875000 Penalty: 10822.775391 Iteration 11Q: 3 clusters Score -1467577 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3563 members Mstep: Class 2 contains 3307 members Entering Unmasked Estep Score: -1467586.750000 Penalty: 10822.775391 Iteration 12Q: 3 clusters Score -1467587 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3561 members Mstep: Class 2 contains 3309 members Entering Unmasked Estep Score: -1467588.250000 Penalty: 10822.775391 Iteration 13Q: 3 clusters Score -1467588 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3560 members Mstep: Class 2 contains 3310 members Entering Unmasked Estep Score: -1467599.000000 Penalty: 10822.775391 Iteration 14Q: 3 clusters Score -1467599 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3559 members Mstep: Class 2 contains 3311 members Entering Unmasked Estep Score: -1467600.250000 Penalty: 10822.775391 Iteration 15Q: 3 clusters Score -1467600 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3559 members Mstep: Class 2 contains 3311 members Entering Unmasked Estep Score: -1467606.750000 Penalty: 10822.775391 Iteration 16Q: 3 clusters Score -1467607 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3557 members Mstep: Class 2 contains 3313 members Entering Unmasked Estep Score: -1467613.250000 Penalty: 10822.775391 Iteration 17Q: 3 clusters Score -1467613 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3557 members Mstep: Class 2 contains 3313 members Entering Unmasked Estep Score: -1467623.250000 Penalty: 10822.775391 Iteration 18Q: 3 clusters Score -1467623 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3555 members Mstep: Class 2 contains 3315 members Entering Unmasked Estep Score: -1467617.500000 Penalty: 10822.775391 Iteration 19Q: 3 clusters Score -1467618 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3552 members Mstep: Class 2 contains 3318 members Entering Unmasked Estep Score: -1467628.875000 Penalty: 10822.775391 Iteration 20F: 3 clusters Score -1467629 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3550 members Mstep: Class 2 contains 3320 members Entering Unmasked Estep Score: -1467635.375000 Penalty: 10822.775391 Iteration 21Q: 3 clusters Score -1467635 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3552 members Mstep: Class 2 contains 3318 members Entering Unmasked Estep Score: -1467640.375000 Penalty: 10822.775391 Iteration 22Q: 3 clusters Score -1467640 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3554 members Mstep: Class 2 contains 3316 members Entering Unmasked Estep Score: -1467644.875000 Penalty: 10822.775391 Iteration 23Q: 3 clusters Score -1467645 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3551 members Mstep: Class 2 contains 3319 members Entering Unmasked Estep Score: -1467645.625000 Penalty: 10822.775391 Iteration 24Q: 3 clusters Score -1467646 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3555 members Mstep: Class 2 contains 3315 members Entering Unmasked Estep Score: -1467651.750000 Penalty: 10822.775391 Iteration 25Q: 3 clusters Score -1467652 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3556 members Mstep: Class 2 contains 3314 members Entering Unmasked Estep Score: -1467654.500000 Penalty: 10822.775391 Iteration 26Q: 3 clusters Score -1467654 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3556 members Mstep: Class 2 contains 3314 members Entering Unmasked Estep Score: -1467660.500000 Penalty: 10822.775391 Iteration 27Q: 3 clusters Score -1467660 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3555 members Mstep: Class 2 contains 3315 members Entering Unmasked Estep Score: -1467659.625000 Penalty: 10822.775391 Iteration 28Q: 3 clusters Score -1467660 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3557 members Mstep: Class 2 contains 3313 members Entering Unmasked Estep Score: -1467663.125000 Penalty: 10822.775391 Iteration 29Q: 3 clusters Score -1467663 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3556 members Mstep: Class 2 contains 3314 members Entering Unmasked Estep Score: -1467666.000000 Penalty: 10822.775391 Iteration 30Q: 3 clusters Score -1467666 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3557 members Mstep: Class 2 contains 3313 members Entering Unmasked Estep Score: -1467665.500000 Penalty: 10822.775391 Iteration 31Q: 3 clusters Score -1467666 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3558 members Mstep: Class 2 contains 3312 members Entering Unmasked Estep Score: -1467674.625000 Penalty: 10822.775391 Iteration 32Q: 3 clusters Score -1467675 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3562 members Mstep: Class 2 contains 3308 members Entering Unmasked Estep Score: -1467680.875000 Penalty: 10822.775391 Iteration 33Q: 3 clusters Score -1467681 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3564 members Mstep: Class 2 contains 3306 members Entering Unmasked Estep Score: -1467688.625000 Penalty: 10822.775391 Iteration 34Q: 3 clusters Score -1467689 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3567 members Mstep: Class 2 contains 3303 members Entering Unmasked Estep Score: -1467691.500000 Penalty: 10822.775391 Iteration 35Q: 3 clusters Score -1467692 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3567 members Mstep: Class 2 contains 3303 members Entering Unmasked Estep Score: -1467694.250000 Penalty: 10822.775391 Iteration 36Q: 3 clusters Score -1467694 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3565 members Mstep: Class 2 contains 3305 members Entering Unmasked Estep Score: -1467697.375000 Penalty: 10822.775391 Iteration 37Q: 3 clusters Score -1467697 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3563 members Mstep: Class 2 contains 3307 members Entering Unmasked Estep Score: -1467695.750000 Penalty: 10822.775391 Iteration 38Q: 3 clusters Score -1467696 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3564 members Mstep: Class 2 contains 3306 members Entering Unmasked Estep Score: -1467695.875000 Penalty: 10822.775391 Iteration 39Q: 3 clusters Score -1467696 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3565 members Mstep: Class 2 contains 3305 members Entering Unmasked Estep Score: -1467695.000000 Penalty: 10822.775391 Iteration 40F: 3 clusters Score -1467695 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (35656 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35656 members Entering Unmasked Estep Score: -7843905.500000 Penalty: 6420.024414 Iteration 0F: 2 clusters Score -7843906 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17852 members Mstep: Class 2 contains 17804 members Entering Unmasked Estep Score: -7817465.000000 Penalty: 12840.048828 Iteration 0F: 3 clusters Score -7817465 nChanged 15364 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18140 members Mstep: Class 2 contains 17516 members Entering Unmasked Estep Score: -7825753.500000 Penalty: 12840.048828 Iteration 1F: 3 clusters Score -7825754 nChanged 2191 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18313 members Mstep: Class 2 contains 17343 members Entering Unmasked Estep Score: -7826906.000000 Penalty: 12840.048828 Iteration 2F: 3 clusters Score -7826906 nChanged 1995 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18504 members Mstep: Class 2 contains 17152 members Entering Unmasked Estep Score: -7828200.000000 Penalty: 12840.048828 Iteration 3F: 3 clusters Score -7828200 nChanged 2011 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18677 members Mstep: Class 2 contains 16979 members Entering Unmasked Estep Score: -7829781.500000 Penalty: 12840.048828 Iteration 4F: 3 clusters Score -7829782 nChanged 2050 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18573 members Mstep: Class 2 contains 17083 members Entering Unmasked Estep Score: -7831484.000000 Penalty: 12840.048828 Iteration 5F: 3 clusters Score -7831484 nChanged 2172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18077 members Mstep: Class 2 contains 17579 members Entering Unmasked Estep Score: -7833176.500000 Penalty: 12840.048828 Iteration 6F: 3 clusters Score -7833176 nChanged 2208 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17087 members Mstep: Class 2 contains 18569 members Entering Unmasked Estep Score: -7834797.000000 Penalty: 12840.048828 Iteration 7F: 3 clusters Score -7834797 nChanged 2224 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15753 members Mstep: Class 2 contains 19903 members Entering Unmasked Estep Score: -7836494.000000 Penalty: 12840.048828 Iteration 8F: 3 clusters Score -7836494 nChanged 2177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14214 members Mstep: Class 2 contains 21442 members Entering Unmasked Estep Score: -7838358.500000 Penalty: 12840.048828 Iteration 9F: 3 clusters Score -7838358 nChanged 1837 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12855 members Mstep: Class 2 contains 22801 members Entering Unmasked Estep Score: -7840104.500000 Penalty: 12840.048828 Iteration 10F: 3 clusters Score -7840104 nChanged 1397 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11820 members Mstep: Class 2 contains 23836 members Entering Unmasked Estep Score: -7841752.500000 Penalty: 12840.048828 Iteration 11Q: 3 clusters Score -7841752 nChanged 1022 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11070 members Mstep: Class 2 contains 24586 members Entering Unmasked Estep Score: -7842885.500000 Penalty: 12840.048828 Iteration 12Q: 3 clusters Score -7842886 nChanged 658 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10544 members Mstep: Class 2 contains 25112 members Entering Unmasked Estep Score: -7843290.000000 Penalty: 12840.048828 Iteration 13Q: 3 clusters Score -7843290 nChanged 374 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10222 members Mstep: Class 2 contains 25434 members Entering Unmasked Estep Score: -7843472.000000 Penalty: 12840.048828 Iteration 14Q: 3 clusters Score -7843472 nChanged 248 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9992 members Mstep: Class 2 contains 25664 members Entering Unmasked Estep Score: -7843532.500000 Penalty: 12840.048828 Iteration 15Q: 3 clusters Score -7843532 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9841 members Mstep: Class 2 contains 25815 members Entering Unmasked Estep Score: -7843568.000000 Penalty: 12840.048828 Iteration 16Q: 3 clusters Score -7843568 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9745 members Mstep: Class 2 contains 25911 members Entering Unmasked Estep Score: -7843574.000000 Penalty: 12840.048828 Iteration 17Q: 3 clusters Score -7843574 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9676 members Mstep: Class 2 contains 25980 members Entering Unmasked Estep Score: -7843587.500000 Penalty: 12840.048828 Iteration 18Q: 3 clusters Score -7843588 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9631 members Mstep: Class 2 contains 26025 members Entering Unmasked Estep Score: -7843603.500000 Penalty: 12840.048828 Iteration 19Q: 3 clusters Score -7843604 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9605 members Mstep: Class 2 contains 26051 members Entering Unmasked Estep Score: -7843604.000000 Penalty: 12840.048828 Iteration 20F: 3 clusters Score -7843604 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9580 members Mstep: Class 2 contains 26076 members Entering Unmasked Estep Score: -7843615.500000 Penalty: 12840.048828 Iteration 21Q: 3 clusters Score -7843616 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9564 members Mstep: Class 2 contains 26092 members Entering Unmasked Estep Score: -7843611.500000 Penalty: 12840.048828 Iteration 22Q: 3 clusters Score -7843612 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9554 members Mstep: Class 2 contains 26102 members Entering Unmasked Estep Score: -7843610.000000 Penalty: 12840.048828 Iteration 23Q: 3 clusters Score -7843610 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9546 members Mstep: Class 2 contains 26110 members Entering Unmasked Estep Score: -7843606.000000 Penalty: 12840.048828 Iteration 24Q: 3 clusters Score -7843606 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9540 members Mstep: Class 2 contains 26116 members Entering Unmasked Estep Score: -7843598.500000 Penalty: 12840.048828 Iteration 25Q: 3 clusters Score -7843598 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9534 members Mstep: Class 2 contains 26122 members Entering Unmasked Estep Score: -7843598.000000 Penalty: 12840.048828 Iteration 26Q: 3 clusters Score -7843598 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9529 members Mstep: Class 2 contains 26127 members Entering Unmasked Estep Score: -7843600.500000 Penalty: 12840.048828 Iteration 27Q: 3 clusters Score -7843600 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9525 members Mstep: Class 2 contains 26131 members Entering Unmasked Estep Score: -7843606.500000 Penalty: 12840.048828 Iteration 28Q: 3 clusters Score -7843606 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9520 members Mstep: Class 2 contains 26136 members Entering Unmasked Estep Score: -7843608.000000 Penalty: 12840.048828 Iteration 29Q: 3 clusters Score -7843608 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9516 members Mstep: Class 2 contains 26140 members Entering Unmasked Estep Score: -7843605.000000 Penalty: 12840.048828 Iteration 30Q: 3 clusters Score -7843605 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9515 members Mstep: Class 2 contains 26141 members Entering Unmasked Estep Score: -7843606.500000 Penalty: 12840.048828 Iteration 31Q: 3 clusters Score -7843606 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9514 members Mstep: Class 2 contains 26142 members Entering Unmasked Estep Score: -7843605.000000 Penalty: 12840.048828 Iteration 32Q: 3 clusters Score -7843605 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9513 members Mstep: Class 2 contains 26143 members Entering Unmasked Estep Score: -7843612.000000 Penalty: 12840.048828 Iteration 33Q: 3 clusters Score -7843612 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9512 members Mstep: Class 2 contains 26144 members Entering Unmasked Estep Score: -7843612.000000 Penalty: 12840.048828 Iteration 34Q: 3 clusters Score -7843612 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9511 members Mstep: Class 2 contains 26145 members Entering Unmasked Estep Score: -7843618.000000 Penalty: 12840.048828 Iteration 35Q: 3 clusters Score -7843618 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9510 members Mstep: Class 2 contains 26146 members Entering Unmasked Estep Score: -7843616.500000 Penalty: 12840.048828 Iteration 36Q: 3 clusters Score -7843616 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9509 members Mstep: Class 2 contains 26147 members Entering Unmasked Estep Score: -7843615.000000 Penalty: 12840.048828 Iteration 37Q: 3 clusters Score -7843615 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9507 members Mstep: Class 2 contains 26149 members Entering Unmasked Estep Score: -7843617.000000 Penalty: 12840.048828 Iteration 38Q: 3 clusters Score -7843617 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9507 members Mstep: Class 2 contains 26149 members Entering Unmasked Estep Score: -7843617.000000 Penalty: 12840.048828 Iteration 39F: 3 clusters Score -7843617 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (22907 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22907 members Entering Unmasked Estep Score: -4856088.000000 Penalty: 6149.008789 Iteration 0F: 2 clusters Score -4856088 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11450 members Mstep: Class 2 contains 11457 members Entering Unmasked Estep Score: -4837734.500000 Penalty: 12298.017578 Iteration 0F: 3 clusters Score -4837734 nChanged 9434 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11398 members Mstep: Class 2 contains 11509 members Entering Unmasked Estep Score: -4842795.000000 Penalty: 12298.017578 Iteration 1F: 3 clusters Score -4842795 nChanged 1484 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11396 members Mstep: Class 2 contains 11511 members Entering Unmasked Estep Score: -4843568.000000 Penalty: 12298.017578 Iteration 2F: 3 clusters Score -4843568 nChanged 1268 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11370 members Mstep: Class 2 contains 11537 members Entering Unmasked Estep Score: -4844319.000000 Penalty: 12298.017578 Iteration 3F: 3 clusters Score -4844319 nChanged 1202 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11290 members Mstep: Class 2 contains 11617 members Entering Unmasked Estep Score: -4845167.000000 Penalty: 12298.017578 Iteration 4F: 3 clusters Score -4845167 nChanged 1181 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11249 members Mstep: Class 2 contains 11658 members Entering Unmasked Estep Score: -4846076.500000 Penalty: 12298.017578 Iteration 5F: 3 clusters Score -4846076 nChanged 1244 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11189 members Mstep: Class 2 contains 11718 members Entering Unmasked Estep Score: -4847174.000000 Penalty: 12298.017578 Iteration 6F: 3 clusters Score -4847174 nChanged 1238 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11257 members Mstep: Class 2 contains 11650 members Entering Unmasked Estep Score: -4848189.000000 Penalty: 12298.017578 Iteration 7F: 3 clusters Score -4848189 nChanged 1133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11508 members Mstep: Class 2 contains 11399 members Entering Unmasked Estep Score: -4848921.000000 Penalty: 12298.017578 Iteration 8Q: 3 clusters Score -4848921 nChanged 995 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11949 members Mstep: Class 2 contains 10958 members Entering Unmasked Estep Score: -4849511.500000 Penalty: 12298.017578 Iteration 9Q: 3 clusters Score -4849512 nChanged 970 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12565 members Mstep: Class 2 contains 10342 members Entering Unmasked Estep Score: -4850154.500000 Penalty: 12298.017578 Iteration 10Q: 3 clusters Score -4850154 nChanged 979 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13304 members Mstep: Class 2 contains 9603 members Entering Unmasked Estep Score: -4850839.500000 Penalty: 12298.017578 Iteration 11Q: 3 clusters Score -4850840 nChanged 928 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14110 members Mstep: Class 2 contains 8797 members Entering Unmasked Estep Score: -4851544.500000 Penalty: 12298.017578 Iteration 12Q: 3 clusters Score -4851544 nChanged 874 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14930 members Mstep: Class 2 contains 7977 members Entering Unmasked Estep Score: -4852265.500000 Penalty: 12298.017578 Iteration 13Q: 3 clusters Score -4852266 nChanged 830 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15718 members Mstep: Class 2 contains 7189 members Entering Unmasked Estep Score: -4853020.500000 Penalty: 12298.017578 Iteration 14Q: 3 clusters Score -4853020 nChanged 831 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16505 members Mstep: Class 2 contains 6402 members Entering Unmasked Estep Score: -4853868.000000 Penalty: 12298.017578 Iteration 15Q: 3 clusters Score -4853868 nChanged 722 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17203 members Mstep: Class 2 contains 5704 members Entering Unmasked Estep Score: -4854627.500000 Penalty: 12298.017578 Iteration 16Q: 3 clusters Score -4854628 nChanged 591 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17780 members Mstep: Class 2 contains 5127 members Entering Unmasked Estep Score: -4855188.500000 Penalty: 12298.017578 Iteration 17Q: 3 clusters Score -4855188 nChanged 454 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18228 members Mstep: Class 2 contains 4679 members Entering Unmasked Estep Score: -4855616.000000 Penalty: 12298.017578 Iteration 18Q: 3 clusters Score -4855616 nChanged 371 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18595 members Mstep: Class 2 contains 4312 members Entering Unmasked Estep Score: -4855952.000000 Penalty: 12298.017578 Iteration 19Q: 3 clusters Score -4855952 nChanged 279 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18874 members Mstep: Class 2 contains 4033 members Entering Unmasked Estep Score: -4856187.500000 Penalty: 12298.017578 Iteration 20F: 3 clusters Score -4856188 nChanged 212 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19084 members Mstep: Class 2 contains 3823 members Entering Unmasked Estep Score: -4856354.000000 Penalty: 12298.017578 Iteration 21Q: 3 clusters Score -4856354 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19255 members Mstep: Class 2 contains 3652 members Entering Unmasked Estep Score: -4856480.500000 Penalty: 12298.017578 Iteration 22Q: 3 clusters Score -4856480 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19391 members Mstep: Class 2 contains 3516 members Entering Unmasked Estep Score: -4856563.000000 Penalty: 12298.017578 Iteration 23Q: 3 clusters Score -4856563 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19505 members Mstep: Class 2 contains 3402 members Entering Unmasked Estep Score: -4856649.000000 Penalty: 12298.017578 Iteration 24Q: 3 clusters Score -4856649 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19596 members Mstep: Class 2 contains 3311 members Entering Unmasked Estep Score: -4856696.500000 Penalty: 12298.017578 Iteration 25Q: 3 clusters Score -4856696 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19677 members Mstep: Class 2 contains 3230 members Entering Unmasked Estep Score: -4856756.000000 Penalty: 12298.017578 Iteration 26Q: 3 clusters Score -4856756 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19746 members Mstep: Class 2 contains 3161 members Entering Unmasked Estep Score: -4856817.000000 Penalty: 12298.017578 Iteration 27Q: 3 clusters Score -4856817 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19810 members Mstep: Class 2 contains 3097 members Entering Unmasked Estep Score: -4856867.500000 Penalty: 12298.017578 Iteration 28Q: 3 clusters Score -4856868 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19851 members Mstep: Class 2 contains 3056 members Entering Unmasked Estep Score: -4856870.000000 Penalty: 12298.017578 Iteration 29Q: 3 clusters Score -4856870 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19877 members Mstep: Class 2 contains 3030 members Entering Unmasked Estep Score: -4856879.000000 Penalty: 12298.017578 Iteration 30Q: 3 clusters Score -4856879 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19889 members Mstep: Class 2 contains 3018 members Entering Unmasked Estep Score: -4856885.000000 Penalty: 12298.017578 Iteration 31Q: 3 clusters Score -4856885 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19900 members Mstep: Class 2 contains 3007 members Entering Unmasked Estep Score: -4856892.500000 Penalty: 12298.017578 Iteration 32Q: 3 clusters Score -4856892 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19908 members Mstep: Class 2 contains 2999 members Entering Unmasked Estep Score: -4856897.500000 Penalty: 12298.017578 Iteration 33Q: 3 clusters Score -4856898 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19918 members Mstep: Class 2 contains 2989 members Entering Unmasked Estep Score: -4856890.000000 Penalty: 12298.017578 Iteration 34Q: 3 clusters Score -4856890 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19926 members Mstep: Class 2 contains 2981 members Entering Unmasked Estep Score: -4856901.000000 Penalty: 12298.017578 Iteration 35Q: 3 clusters Score -4856901 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19936 members Mstep: Class 2 contains 2971 members Entering Unmasked Estep Score: -4856900.000000 Penalty: 12298.017578 Iteration 36Q: 3 clusters Score -4856900 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19946 members Mstep: Class 2 contains 2961 members Entering Unmasked Estep Score: -4856908.000000 Penalty: 12298.017578 Iteration 37Q: 3 clusters Score -4856908 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19958 members Mstep: Class 2 contains 2949 members Entering Unmasked Estep Score: -4856916.000000 Penalty: 12298.017578 Iteration 38Q: 3 clusters Score -4856916 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19966 members Mstep: Class 2 contains 2941 members Entering Unmasked Estep Score: -4856917.000000 Penalty: 12298.017578 Iteration 39Q: 3 clusters Score -4856917 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19973 members Mstep: Class 2 contains 2934 members Entering Unmasked Estep Score: -4856923.000000 Penalty: 12298.017578 Iteration 40F: 3 clusters Score -4856923 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19975 members Mstep: Class 2 contains 2932 members Entering Unmasked Estep Score: -4856919.000000 Penalty: 12298.017578 Iteration 41Q: 3 clusters Score -4856919 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19976 members Mstep: Class 2 contains 2931 members Entering Unmasked Estep Score: -4856919.500000 Penalty: 12298.017578 Iteration 42Q: 3 clusters Score -4856920 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19976 members Mstep: Class 2 contains 2931 members Entering Unmasked Estep Score: -4856919.500000 Penalty: 12298.017578 Iteration 43F: 3 clusters Score -4856920 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 76 members Mstep: Class 1 contains 2931 members Mstep: Class 2 contains 24955 members Mstep: Class 3 contains 159822 members Mstep: Class 4 contains 31795 members Mstep: Class 5 contains 2762 members Mstep: Class 6 contains 141812 members Mstep: Class 7 contains 25821 members Mstep: Class 9 contains 587 members Mstep: Class 10 contains 6870 members Mstep: Class 11 contains 35656 members Mstep: Class 13 contains 19976 members Mstep: Class 15 contains 1862 members Mstep: Class 16 contains 168669 members Mstep: Class 17 contains 15936 members Mstep: Class 20 contains 1937 members Mstep: Class 22 contains 1672 members Mstep: Class 23 contains 1290 members Mstep: Class 24 contains 34609 members Entering Unmasked Estep Score: -147519136.000000 Penalty: 148048.468750 Splitting cluster 13 changes total score from -147520592.000000 to -147519136.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 15 (1862 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1862 members Entering Unmasked Estep Score: -336617.406250 Penalty: 4611.761719 Iteration 0F: 2 clusters Score -336617.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 974 members Mstep: Class 2 contains 888 members Entering Unmasked Estep Score: -332534.906250 Penalty: 9223.523438 Iteration 0F: 3 clusters Score -332534.9 nChanged 524 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1122 members Mstep: Class 2 contains 740 members Entering Unmasked Estep Score: -335995.812500 Penalty: 9223.523438 Iteration 1F: 3 clusters Score -335995.8 nChanged 348 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1358 members Mstep: Class 2 contains 504 members Entering Unmasked Estep Score: -340296.093750 Penalty: 9223.523438 Iteration 2F: 3 clusters Score -340296.1 nChanged 197 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1509 members Mstep: Class 2 contains 353 members Entering Unmasked Estep Score: -344769.468750 Penalty: 9223.523438 Iteration 3F: 3 clusters Score -344769.5 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1508 members Mstep: Class 2 contains 354 members Entering Unmasked Estep Score: -347839.187500 Penalty: 9223.523438 Iteration 4Q: 3 clusters Score -347839.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1513 members Mstep: Class 2 contains 349 members Entering Unmasked Estep Score: -349319.937500 Penalty: 9223.523438 Iteration 5Q: 3 clusters Score -349319.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1517 members Mstep: Class 2 contains 345 members Entering Unmasked Estep Score: -349435.062500 Penalty: 9223.523438 Iteration 6Q: 3 clusters Score -349435.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1520 members Mstep: Class 2 contains 342 members Entering Unmasked Estep Score: -349529.000000 Penalty: 9223.523438 Iteration 7Q: 3 clusters Score -349529 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1522 members Mstep: Class 2 contains 340 members Entering Unmasked Estep Score: -349662.531250 Penalty: 9223.523438 Iteration 8Q: 3 clusters Score -349662.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1524 members Mstep: Class 2 contains 338 members Entering Unmasked Estep Score: -349802.906250 Penalty: 9223.523438 Iteration 9Q: 3 clusters Score -349802.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1525 members Mstep: Class 2 contains 337 members Entering Unmasked Estep Score: -349919.656250 Penalty: 9223.523438 Iteration 10Q: 3 clusters Score -349919.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1525 members Mstep: Class 2 contains 337 members Entering Unmasked Estep Score: -349919.656250 Penalty: 9223.523438 Iteration 11F: 3 clusters Score -349919.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 76 members Mstep: Class 1 contains 337 members Mstep: Class 2 contains 24955 members Mstep: Class 3 contains 159822 members Mstep: Class 4 contains 31795 members Mstep: Class 5 contains 2762 members Mstep: Class 6 contains 141812 members Mstep: Class 7 contains 25821 members Mstep: Class 9 contains 587 members Mstep: Class 10 contains 6870 members Mstep: Class 11 contains 35656 members Mstep: Class 13 contains 22907 members Mstep: Class 15 contains 1525 members Mstep: Class 16 contains 168669 members Mstep: Class 17 contains 15936 members Mstep: Class 20 contains 1937 members Mstep: Class 22 contains 1672 members Mstep: Class 23 contains 1290 members Mstep: Class 24 contains 34609 members Entering Unmasked Estep Score: -147530384.000000 Penalty: 148048.468750 Splitting cluster 15 changes total score from -147520592.000000 to -147530384.000000 So it's getting split into cluster 1. Entering ConstructFrom: Trying to split cluster 16 (168669 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 168669 members Entering Unmasked Estep Score: -37077940.000000 Penalty: 7371.862305 Iteration 0F: 2 clusters Score -3.707794e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 84108 members Mstep: Class 2 contains 84561 members Entering Unmasked Estep Score: -36971668.000000 Penalty: 14743.724609 Iteration 0F: 3 clusters Score -3.697167e+07 nChanged 78738 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81784 members Mstep: Class 2 contains 86885 members Entering Unmasked Estep Score: -37015492.000000 Penalty: 14743.724609 Iteration 1F: 3 clusters Score -3.701549e+07 nChanged 5718 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80104 members Mstep: Class 2 contains 88565 members Entering Unmasked Estep Score: -37016836.000000 Penalty: 14743.724609 Iteration 2Q: 3 clusters Score -3.701684e+07 nChanged 5473 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 77669 members Mstep: Class 2 contains 91000 members Entering Unmasked Estep Score: -37018228.000000 Penalty: 14743.724609 Iteration 3Q: 3 clusters Score -3.701823e+07 nChanged 5618 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74001 members Mstep: Class 2 contains 94668 members Entering Unmasked Estep Score: -37020028.000000 Penalty: 14743.724609 Iteration 4Q: 3 clusters Score -3.702003e+07 nChanged 6391 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 68800 members Mstep: Class 2 contains 99869 members Entering Unmasked Estep Score: -37022176.000000 Penalty: 14743.724609 Iteration 5Q: 3 clusters Score -3.702218e+07 nChanged 7980 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61324 members Mstep: Class 2 contains 107345 members Entering Unmasked Estep Score: -37026140.000000 Penalty: 14743.724609 Iteration 6Q: 3 clusters Score -3.702614e+07 nChanged 10566 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50914 members Mstep: Class 2 contains 117755 members Entering Unmasked Estep Score: -37032640.000000 Penalty: 14743.724609 Iteration 7F: 3 clusters Score -3.703264e+07 nChanged 13644 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37326 members Mstep: Class 2 contains 131343 members Entering Unmasked Estep Score: -37043224.000000 Penalty: 14743.724609 Iteration 8F: 3 clusters Score -3.704322e+07 nChanged 14735 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22617 members Mstep: Class 2 contains 146052 members Entering Unmasked Estep Score: -37054892.000000 Penalty: 14743.724609 Iteration 9F: 3 clusters Score -3.705489e+07 nChanged 11576 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11051 members Mstep: Class 2 contains 157618 members Entering Unmasked Estep Score: -37063716.000000 Penalty: 14743.724609 Iteration 10F: 3 clusters Score -3.706372e+07 nChanged 6172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4893 members Mstep: Class 2 contains 163776 members Entering Unmasked Estep Score: -37067920.000000 Penalty: 14743.724609 Iteration 11Q: 3 clusters Score -3.706792e+07 nChanged 2582 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2327 members Mstep: Class 2 contains 166342 members Entering Unmasked Estep Score: -37069860.000000 Penalty: 14743.724609 Iteration 12Q: 3 clusters Score -3.706986e+07 nChanged 931 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1440 members Mstep: Class 2 contains 167229 members Entering Unmasked Estep Score: -37070704.000000 Penalty: 14743.724609 Iteration 13Q: 3 clusters Score -3.70707e+07 nChanged 373 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1119 members Mstep: Class 2 contains 167550 members Entering Unmasked Estep Score: -37070992.000000 Penalty: 14743.724609 Iteration 14Q: 3 clusters Score -3.707099e+07 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 996 members Mstep: Class 2 contains 167673 members Entering Unmasked Estep Score: -37071188.000000 Penalty: 14743.724609 Iteration 15Q: 3 clusters Score -3.707119e+07 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 915 members Mstep: Class 2 contains 167754 members Entering Unmasked Estep Score: -37071364.000000 Penalty: 14743.724609 Iteration 16Q: 3 clusters Score -3.707136e+07 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 869 members Mstep: Class 2 contains 167800 members Entering Unmasked Estep Score: -37071416.000000 Penalty: 14743.724609 Iteration 17Q: 3 clusters Score -3.707142e+07 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 846 members Mstep: Class 2 contains 167823 members Entering Unmasked Estep Score: -37071444.000000 Penalty: 14743.724609 Iteration 18Q: 3 clusters Score -3.707144e+07 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 830 members Mstep: Class 2 contains 167839 members Entering Unmasked Estep Score: -37071476.000000 Penalty: 14743.724609 Iteration 19Q: 3 clusters Score -3.707148e+07 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 825 members Mstep: Class 2 contains 167844 members Entering Unmasked Estep Score: -37071532.000000 Penalty: 14743.724609 Iteration 20F: 3 clusters Score -3.707153e+07 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 818 members Mstep: Class 2 contains 167851 members Entering Unmasked Estep Score: -37071528.000000 Penalty: 14743.724609 Iteration 21Q: 3 clusters Score -3.707153e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 811 members Mstep: Class 2 contains 167858 members Entering Unmasked Estep Score: -37071552.000000 Penalty: 14743.724609 Iteration 22Q: 3 clusters Score -3.707155e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 798 members Mstep: Class 2 contains 167871 members Entering Unmasked Estep Score: -37071560.000000 Penalty: 14743.724609 Iteration 23Q: 3 clusters Score -3.707156e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 794 members Mstep: Class 2 contains 167875 members Entering Unmasked Estep Score: -37071556.000000 Penalty: 14743.724609 Iteration 24Q: 3 clusters Score -3.707156e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 790 members Mstep: Class 2 contains 167879 members Entering Unmasked Estep Score: -37071572.000000 Penalty: 14743.724609 Iteration 25Q: 3 clusters Score -3.707157e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 792 members Mstep: Class 2 contains 167877 members Entering Unmasked Estep Score: -37071576.000000 Penalty: 14743.724609 Iteration 26Q: 3 clusters Score -3.707158e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 786 members Mstep: Class 2 contains 167883 members Entering Unmasked Estep Score: -37071568.000000 Penalty: 14743.724609 Iteration 27Q: 3 clusters Score -3.707157e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 785 members Mstep: Class 2 contains 167884 members Entering Unmasked Estep Score: -37071580.000000 Penalty: 14743.724609 Iteration 28Q: 3 clusters Score -3.707158e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 786 members Mstep: Class 2 contains 167883 members Entering Unmasked Estep Score: -37071604.000000 Penalty: 14743.724609 Iteration 29Q: 3 clusters Score -3.70716e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 786 members Mstep: Class 2 contains 167883 members Entering Unmasked Estep Score: -37071604.000000 Penalty: 14743.724609 Iteration 30F: 3 clusters Score -3.70716e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (15936 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15936 members Entering Unmasked Estep Score: -3356469.000000 Penalty: 5926.755859 Iteration 0F: 2 clusters Score -3356469 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7955 members Mstep: Class 2 contains 7981 members Entering Unmasked Estep Score: -3342505.250000 Penalty: 11853.511719 Iteration 0F: 3 clusters Score -3342505 nChanged 6225 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7962 members Mstep: Class 2 contains 7974 members Entering Unmasked Estep Score: -3345889.000000 Penalty: 11853.511719 Iteration 1F: 3 clusters Score -3345889 nChanged 1094 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7932 members Mstep: Class 2 contains 8004 members Entering Unmasked Estep Score: -3346446.000000 Penalty: 11853.511719 Iteration 2F: 3 clusters Score -3346446 nChanged 745 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7909 members Mstep: Class 2 contains 8027 members Entering Unmasked Estep Score: -3346773.000000 Penalty: 11853.511719 Iteration 3Q: 3 clusters Score -3346773 nChanged 555 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7886 members Mstep: Class 2 contains 8050 members Entering Unmasked Estep Score: -3347006.250000 Penalty: 11853.511719 Iteration 4Q: 3 clusters Score -3347006 nChanged 430 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7852 members Mstep: Class 2 contains 8084 members Entering Unmasked Estep Score: -3347194.250000 Penalty: 11853.511719 Iteration 5Q: 3 clusters Score -3347194 nChanged 364 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7804 members Mstep: Class 2 contains 8132 members Entering Unmasked Estep Score: -3347338.500000 Penalty: 11853.511719 Iteration 6Q: 3 clusters Score -3347338 nChanged 312 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7788 members Mstep: Class 2 contains 8148 members Entering Unmasked Estep Score: -3347438.500000 Penalty: 11853.511719 Iteration 7Q: 3 clusters Score -3347438 nChanged 258 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7758 members Mstep: Class 2 contains 8178 members Entering Unmasked Estep Score: -3347529.750000 Penalty: 11853.511719 Iteration 8Q: 3 clusters Score -3347530 nChanged 244 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7722 members Mstep: Class 2 contains 8214 members Entering Unmasked Estep Score: -3347612.750000 Penalty: 11853.511719 Iteration 9Q: 3 clusters Score -3347613 nChanged 210 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7692 members Mstep: Class 2 contains 8244 members Entering Unmasked Estep Score: -3347698.000000 Penalty: 11853.511719 Iteration 10Q: 3 clusters Score -3347698 nChanged 228 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7646 members Mstep: Class 2 contains 8290 members Entering Unmasked Estep Score: -3347772.000000 Penalty: 11853.511719 Iteration 11Q: 3 clusters Score -3347772 nChanged 195 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7625 members Mstep: Class 2 contains 8311 members Entering Unmasked Estep Score: -3347827.250000 Penalty: 11853.511719 Iteration 12Q: 3 clusters Score -3347827 nChanged 218 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7567 members Mstep: Class 2 contains 8369 members Entering Unmasked Estep Score: -3347900.250000 Penalty: 11853.511719 Iteration 13Q: 3 clusters Score -3347900 nChanged 199 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7490 members Mstep: Class 2 contains 8446 members Entering Unmasked Estep Score: -3347977.000000 Penalty: 11853.511719 Iteration 14Q: 3 clusters Score -3347977 nChanged 188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7428 members Mstep: Class 2 contains 8508 members Entering Unmasked Estep Score: -3348017.250000 Penalty: 11853.511719 Iteration 15Q: 3 clusters Score -3348017 nChanged 177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7357 members Mstep: Class 2 contains 8579 members Entering Unmasked Estep Score: -3348093.000000 Penalty: 11853.511719 Iteration 16Q: 3 clusters Score -3348093 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7308 members Mstep: Class 2 contains 8628 members Entering Unmasked Estep Score: -3348134.250000 Penalty: 11853.511719 Iteration 17Q: 3 clusters Score -3348134 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7257 members Mstep: Class 2 contains 8679 members Entering Unmasked Estep Score: -3348166.500000 Penalty: 11853.511719 Iteration 18Q: 3 clusters Score -3348166 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7200 members Mstep: Class 2 contains 8736 members Entering Unmasked Estep Score: -3348207.250000 Penalty: 11853.511719 Iteration 19Q: 3 clusters Score -3348207 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7131 members Mstep: Class 2 contains 8805 members Entering Unmasked Estep Score: -3348255.750000 Penalty: 11853.511719 Iteration 20F: 3 clusters Score -3348256 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7054 members Mstep: Class 2 contains 8882 members Entering Unmasked Estep Score: -3348301.000000 Penalty: 11853.511719 Iteration 21Q: 3 clusters Score -3348301 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6988 members Mstep: Class 2 contains 8948 members Entering Unmasked Estep Score: -3348346.000000 Penalty: 11853.511719 Iteration 22Q: 3 clusters Score -3348346 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6911 members Mstep: Class 2 contains 9025 members Entering Unmasked Estep Score: -3348385.250000 Penalty: 11853.511719 Iteration 23Q: 3 clusters Score -3348385 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6845 members Mstep: Class 2 contains 9091 members Entering Unmasked Estep Score: -3348431.250000 Penalty: 11853.511719 Iteration 24Q: 3 clusters Score -3348431 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6772 members Mstep: Class 2 contains 9164 members Entering Unmasked Estep Score: -3348471.750000 Penalty: 11853.511719 Iteration 25Q: 3 clusters Score -3348472 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6690 members Mstep: Class 2 contains 9246 members Entering Unmasked Estep Score: -3348522.750000 Penalty: 11853.511719 Iteration 26Q: 3 clusters Score -3348523 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6616 members Mstep: Class 2 contains 9320 members Entering Unmasked Estep Score: -3348556.750000 Penalty: 11853.511719 Iteration 27Q: 3 clusters Score -3348557 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6527 members Mstep: Class 2 contains 9409 members Entering Unmasked Estep Score: -3348601.250000 Penalty: 11853.511719 Iteration 28Q: 3 clusters Score -3348601 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6407 members Mstep: Class 2 contains 9529 members Entering Unmasked Estep Score: -3348662.500000 Penalty: 11853.511719 Iteration 29Q: 3 clusters Score -3348662 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6283 members Mstep: Class 2 contains 9653 members Entering Unmasked Estep Score: -3348748.750000 Penalty: 11853.511719 Iteration 30Q: 3 clusters Score -3348749 nChanged 187 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6150 members Mstep: Class 2 contains 9786 members Entering Unmasked Estep Score: -3348822.500000 Penalty: 11853.511719 Iteration 31Q: 3 clusters Score -3348822 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6026 members Mstep: Class 2 contains 9910 members Entering Unmasked Estep Score: -3348859.500000 Penalty: 11853.511719 Iteration 32Q: 3 clusters Score -3348860 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5902 members Mstep: Class 2 contains 10034 members Entering Unmasked Estep Score: -3348918.000000 Penalty: 11853.511719 Iteration 33Q: 3 clusters Score -3348918 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5758 members Mstep: Class 2 contains 10178 members Entering Unmasked Estep Score: -3348981.500000 Penalty: 11853.511719 Iteration 34Q: 3 clusters Score -3348982 nChanged 193 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5597 members Mstep: Class 2 contains 10339 members Entering Unmasked Estep Score: -3349062.250000 Penalty: 11853.511719 Iteration 35Q: 3 clusters Score -3349062 nChanged 198 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5437 members Mstep: Class 2 contains 10499 members Entering Unmasked Estep Score: -3349146.000000 Penalty: 11853.511719 Iteration 36Q: 3 clusters Score -3349146 nChanged 235 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5230 members Mstep: Class 2 contains 10706 members Entering Unmasked Estep Score: -3349240.000000 Penalty: 11853.511719 Iteration 37Q: 3 clusters Score -3349240 nChanged 250 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5018 members Mstep: Class 2 contains 10918 members Entering Unmasked Estep Score: -3349362.750000 Penalty: 11853.511719 Iteration 38Q: 3 clusters Score -3349363 nChanged 242 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4794 members Mstep: Class 2 contains 11142 members Entering Unmasked Estep Score: -3349473.500000 Penalty: 11853.511719 Iteration 39Q: 3 clusters Score -3349474 nChanged 223 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4583 members Mstep: Class 2 contains 11353 members Entering Unmasked Estep Score: -3349583.750000 Penalty: 11853.511719 Iteration 40F: 3 clusters Score -3349584 nChanged 246 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4351 members Mstep: Class 2 contains 11585 members Entering Unmasked Estep Score: -3349682.500000 Penalty: 11853.511719 Iteration 41Q: 3 clusters Score -3349682 nChanged 240 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4121 members Mstep: Class 2 contains 11815 members Entering Unmasked Estep Score: -3349797.250000 Penalty: 11853.511719 Iteration 42Q: 3 clusters Score -3349797 nChanged 221 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3910 members Mstep: Class 2 contains 12026 members Entering Unmasked Estep Score: -3349894.750000 Penalty: 11853.511719 Iteration 43Q: 3 clusters Score -3349895 nChanged 222 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3698 members Mstep: Class 2 contains 12238 members Entering Unmasked Estep Score: -3350015.500000 Penalty: 11853.511719 Iteration 44Q: 3 clusters Score -3350016 nChanged 243 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3469 members Mstep: Class 2 contains 12467 members Entering Unmasked Estep Score: -3350151.250000 Penalty: 11853.511719 Iteration 45Q: 3 clusters Score -3350151 nChanged 246 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3239 members Mstep: Class 2 contains 12697 members Entering Unmasked Estep Score: -3350291.750000 Penalty: 11853.511719 Iteration 46Q: 3 clusters Score -3350292 nChanged 234 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3017 members Mstep: Class 2 contains 12919 members Entering Unmasked Estep Score: -3350443.250000 Penalty: 11853.511719 Iteration 47Q: 3 clusters Score -3350443 nChanged 250 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2781 members Mstep: Class 2 contains 13155 members Entering Unmasked Estep Score: -3350589.500000 Penalty: 11853.511719 Iteration 48Q: 3 clusters Score -3350590 nChanged 242 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2549 members Mstep: Class 2 contains 13387 members Entering Unmasked Estep Score: -3350741.250000 Penalty: 11853.511719 Iteration 49Q: 3 clusters Score -3350741 nChanged 212 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2349 members Mstep: Class 2 contains 13587 members Entering Unmasked Estep Score: -3350897.750000 Penalty: 11853.511719 Iteration 50Q: 3 clusters Score -3350898 nChanged 196 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2169 members Mstep: Class 2 contains 13767 members Entering Unmasked Estep Score: -3351017.750000 Penalty: 11853.511719 Iteration 51Q: 3 clusters Score -3351018 nChanged 168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2017 members Mstep: Class 2 contains 13919 members Entering Unmasked Estep Score: -3351129.750000 Penalty: 11853.511719 Iteration 52Q: 3 clusters Score -3351130 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1885 members Mstep: Class 2 contains 14051 members Entering Unmasked Estep Score: -3351231.250000 Penalty: 11853.511719 Iteration 53Q: 3 clusters Score -3351231 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1767 members Mstep: Class 2 contains 14169 members Entering Unmasked Estep Score: -3351315.250000 Penalty: 11853.511719 Iteration 54Q: 3 clusters Score -3351315 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1672 members Mstep: Class 2 contains 14264 members Entering Unmasked Estep Score: -3351390.500000 Penalty: 11853.511719 Iteration 55Q: 3 clusters Score -3351390 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1591 members Mstep: Class 2 contains 14345 members Entering Unmasked Estep Score: -3351455.250000 Penalty: 11853.511719 Iteration 56Q: 3 clusters Score -3351455 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1524 members Mstep: Class 2 contains 14412 members Entering Unmasked Estep Score: -3351508.500000 Penalty: 11853.511719 Iteration 57Q: 3 clusters Score -3351508 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1468 members Mstep: Class 2 contains 14468 members Entering Unmasked Estep Score: -3351549.000000 Penalty: 11853.511719 Iteration 58Q: 3 clusters Score -3351549 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1430 members Mstep: Class 2 contains 14506 members Entering Unmasked Estep Score: -3351582.750000 Penalty: 11853.511719 Iteration 59Q: 3 clusters Score -3351583 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1394 members Mstep: Class 2 contains 14542 members Entering Unmasked Estep Score: -3351604.750000 Penalty: 11853.511719 Iteration 60F: 3 clusters Score -3351605 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1371 members Mstep: Class 2 contains 14565 members Entering Unmasked Estep Score: -3351613.750000 Penalty: 11853.511719 Iteration 61Q: 3 clusters Score -3351614 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1348 members Mstep: Class 2 contains 14588 members Entering Unmasked Estep Score: -3351634.250000 Penalty: 11853.511719 Iteration 62Q: 3 clusters Score -3351634 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1332 members Mstep: Class 2 contains 14604 members Entering Unmasked Estep Score: -3351652.000000 Penalty: 11853.511719 Iteration 63Q: 3 clusters Score -3351652 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1316 members Mstep: Class 2 contains 14620 members Entering Unmasked Estep Score: -3351654.250000 Penalty: 11853.511719 Iteration 64Q: 3 clusters Score -3351654 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1305 members Mstep: Class 2 contains 14631 members Entering Unmasked Estep Score: -3351668.250000 Penalty: 11853.511719 Iteration 65Q: 3 clusters Score -3351668 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1297 members Mstep: Class 2 contains 14639 members Entering Unmasked Estep Score: -3351675.500000 Penalty: 11853.511719 Iteration 66Q: 3 clusters Score -3351676 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1288 members Mstep: Class 2 contains 14648 members Entering Unmasked Estep Score: -3351680.000000 Penalty: 11853.511719 Iteration 67Q: 3 clusters Score -3351680 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1281 members Mstep: Class 2 contains 14655 members Entering Unmasked Estep Score: -3351684.250000 Penalty: 11853.511719 Iteration 68Q: 3 clusters Score -3351684 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1271 members Mstep: Class 2 contains 14665 members Entering Unmasked Estep Score: -3351685.250000 Penalty: 11853.511719 Iteration 69Q: 3 clusters Score -3351685 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1263 members Mstep: Class 2 contains 14673 members Entering Unmasked Estep Score: -3351693.000000 Penalty: 11853.511719 Iteration 70Q: 3 clusters Score -3351693 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1252 members Mstep: Class 2 contains 14684 members Entering Unmasked Estep Score: -3351704.250000 Penalty: 11853.511719 Iteration 71Q: 3 clusters Score -3351704 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1241 members Mstep: Class 2 contains 14695 members Entering Unmasked Estep Score: -3351714.000000 Penalty: 11853.511719 Iteration 72Q: 3 clusters Score -3351714 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1233 members Mstep: Class 2 contains 14703 members Entering Unmasked Estep Score: -3351722.750000 Penalty: 11853.511719 Iteration 73Q: 3 clusters Score -3351723 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1225 members Mstep: Class 2 contains 14711 members Entering Unmasked Estep Score: -3351729.000000 Penalty: 11853.511719 Iteration 74Q: 3 clusters Score -3351729 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1213 members Mstep: Class 2 contains 14723 members Entering Unmasked Estep Score: -3351742.500000 Penalty: 11853.511719 Iteration 75Q: 3 clusters Score -3351742 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1202 members Mstep: Class 2 contains 14734 members Entering Unmasked Estep Score: -3351747.750000 Penalty: 11853.511719 Iteration 76Q: 3 clusters Score -3351748 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1198 members Mstep: Class 2 contains 14738 members Entering Unmasked Estep Score: -3351752.250000 Penalty: 11853.511719 Iteration 77Q: 3 clusters Score -3351752 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1195 members Mstep: Class 2 contains 14741 members Entering Unmasked Estep Score: -3351752.500000 Penalty: 11853.511719 Iteration 78Q: 3 clusters Score -3351752 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1194 members Mstep: Class 2 contains 14742 members Entering Unmasked Estep Score: -3351756.750000 Penalty: 11853.511719 Iteration 79Q: 3 clusters Score -3351757 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1189 members Mstep: Class 2 contains 14747 members Entering Unmasked Estep Score: -3351763.000000 Penalty: 11853.511719 Iteration 80F: 3 clusters Score -3351763 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1182 members Mstep: Class 2 contains 14754 members Entering Unmasked Estep Score: -3351769.750000 Penalty: 11853.511719 Iteration 81Q: 3 clusters Score -3351770 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1177 members Mstep: Class 2 contains 14759 members Entering Unmasked Estep Score: -3351777.000000 Penalty: 11853.511719 Iteration 82Q: 3 clusters Score -3351777 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1175 members Mstep: Class 2 contains 14761 members Entering Unmasked Estep Score: -3351778.250000 Penalty: 11853.511719 Iteration 83Q: 3 clusters Score -3351778 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1173 members Mstep: Class 2 contains 14763 members Entering Unmasked Estep Score: -3351776.500000 Penalty: 11853.511719 Iteration 84Q: 3 clusters Score -3351776 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1172 members Mstep: Class 2 contains 14764 members Entering Unmasked Estep Score: -3351780.250000 Penalty: 11853.511719 Iteration 85Q: 3 clusters Score -3351780 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1170 members Mstep: Class 2 contains 14766 members Entering Unmasked Estep Score: -3351777.750000 Penalty: 11853.511719 Iteration 86Q: 3 clusters Score -3351778 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1169 members Mstep: Class 2 contains 14767 members Entering Unmasked Estep Score: -3351785.500000 Penalty: 11853.511719 Iteration 87Q: 3 clusters Score -3351786 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1166 members Mstep: Class 2 contains 14770 members Entering Unmasked Estep Score: -3351781.000000 Penalty: 11853.511719 Iteration 88Q: 3 clusters Score -3351781 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1163 members Mstep: Class 2 contains 14773 members Entering Unmasked Estep Score: -3351795.000000 Penalty: 11853.511719 Iteration 89Q: 3 clusters Score -3351795 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1159 members Mstep: Class 2 contains 14777 members Entering Unmasked Estep Score: -3351796.250000 Penalty: 11853.511719 Iteration 90Q: 3 clusters Score -3351796 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1157 members Mstep: Class 2 contains 14779 members Entering Unmasked Estep Score: -3351796.500000 Penalty: 11853.511719 Iteration 91Q: 3 clusters Score -3351796 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1156 members Mstep: Class 2 contains 14780 members Entering Unmasked Estep Score: -3351801.750000 Penalty: 11853.511719 Iteration 92Q: 3 clusters Score -3351802 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1155 members Mstep: Class 2 contains 14781 members Entering Unmasked Estep Score: -3351800.500000 Penalty: 11853.511719 Iteration 93Q: 3 clusters Score -3351800 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1154 members Mstep: Class 2 contains 14782 members Entering Unmasked Estep Score: -3351800.500000 Penalty: 11853.511719 Iteration 94Q: 3 clusters Score -3351800 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1154 members Mstep: Class 2 contains 14782 members Entering Unmasked Estep Score: -3351800.500000 Penalty: 11853.511719 Iteration 95F: 3 clusters Score -3351800 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (1937 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1937 members Entering Unmasked Estep Score: -296402.281250 Penalty: 4635.948730 Iteration 0F: 2 clusters Score -296402.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 978 members Mstep: Class 2 contains 959 members Entering Unmasked Estep Score: -292402.125000 Penalty: 9271.897461 Iteration 0F: 3 clusters Score -292402.1 nChanged 616 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 870 members Mstep: Class 2 contains 1067 members Entering Unmasked Estep Score: -296827.125000 Penalty: 9271.897461 Iteration 1F: 3 clusters Score -296827.1 nChanged 469 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 573 members Mstep: Class 2 contains 1364 members Entering Unmasked Estep Score: -305295.281250 Penalty: 9271.897461 Iteration 2F: 3 clusters Score -305295.3 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 594 members Mstep: Class 2 contains 1343 members Entering Unmasked Estep Score: -310387.281250 Penalty: 9271.897461 Iteration 3F: 3 clusters Score -310387.3 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 648 members Mstep: Class 2 contains 1289 members Entering Unmasked Estep Score: -313596.906250 Penalty: 9271.897461 Iteration 4Q: 3 clusters Score -313596.9 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 704 members Mstep: Class 2 contains 1233 members Entering Unmasked Estep Score: -315720.031250 Penalty: 9271.897461 Iteration 5Q: 3 clusters Score -315720 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 740 members Mstep: Class 2 contains 1197 members Entering Unmasked Estep Score: -316566.281250 Penalty: 9271.897461 Iteration 6Q: 3 clusters Score -316566.3 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 771 members Mstep: Class 2 contains 1166 members Entering Unmasked Estep Score: -316923.437500 Penalty: 9271.897461 Iteration 7Q: 3 clusters Score -316923.4 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 808 members Mstep: Class 2 contains 1129 members Entering Unmasked Estep Score: -317484.031250 Penalty: 9271.897461 Iteration 8Q: 3 clusters Score -317484 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 852 members Mstep: Class 2 contains 1085 members Entering Unmasked Estep Score: -318350.718750 Penalty: 9271.897461 Iteration 9Q: 3 clusters Score -318350.7 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 890 members Mstep: Class 2 contains 1047 members Entering Unmasked Estep Score: -319948.125000 Penalty: 9271.897461 Iteration 10Q: 3 clusters Score -319948.1 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 912 members Mstep: Class 2 contains 1025 members Entering Unmasked Estep Score: -320943.125000 Penalty: 9271.897461 Iteration 11Q: 3 clusters Score -320943.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 923 members Mstep: Class 2 contains 1014 members Entering Unmasked Estep Score: -323494.093750 Penalty: 9271.897461 Iteration 12Q: 3 clusters Score -323494.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 923 members Mstep: Class 2 contains 1014 members Entering Unmasked Estep Score: -323494.093750 Penalty: 9271.897461 Iteration 13F: 3 clusters Score -323494.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 76 members Mstep: Class 1 contains 337 members Mstep: Class 2 contains 24955 members Mstep: Class 3 contains 159822 members Mstep: Class 4 contains 31795 members Mstep: Class 5 contains 2762 members Mstep: Class 6 contains 141812 members Mstep: Class 7 contains 25821 members Mstep: Class 8 contains 1014 members Mstep: Class 9 contains 587 members Mstep: Class 10 contains 6870 members Mstep: Class 11 contains 35656 members Mstep: Class 13 contains 22907 members Mstep: Class 15 contains 1525 members Mstep: Class 16 contains 168669 members Mstep: Class 17 contains 15936 members Mstep: Class 20 contains 923 members Mstep: Class 22 contains 1672 members Mstep: Class 23 contains 1290 members Mstep: Class 24 contains 34609 members Entering Unmasked Estep Score: -147554192.000000 Penalty: 156273.375000 Splitting cluster 20 changes total score from -147520592.000000 to -147554192.000000 So it's getting split into cluster 8. Entering ConstructFrom: Trying to split cluster 22 (1672 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1672 members Entering Unmasked Estep Score: -312352.812500 Penalty: 4545.837891 Iteration 0F: 2 clusters Score -312352.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 803 members Mstep: Class 2 contains 869 members Entering Unmasked Estep Score: -307804.968750 Penalty: 9091.675781 Iteration 0F: 3 clusters Score -307805 nChanged 415 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 760 members Mstep: Class 2 contains 912 members Entering Unmasked Estep Score: -308821.718750 Penalty: 9091.675781 Iteration 1F: 3 clusters Score -308821.7 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 683 members Mstep: Class 2 contains 989 members Entering Unmasked Estep Score: -309870.593750 Penalty: 9091.675781 Iteration 2F: 3 clusters Score -309870.6 nChanged 185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 552 members Mstep: Class 2 contains 1120 members Entering Unmasked Estep Score: -310835.968750 Penalty: 9091.675781 Iteration 3F: 3 clusters Score -310836 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 439 members Mstep: Class 2 contains 1233 members Entering Unmasked Estep Score: -311685.093750 Penalty: 9091.675781 Iteration 4F: 3 clusters Score -311685.1 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 363 members Mstep: Class 2 contains 1309 members Entering Unmasked Estep Score: -312405.187500 Penalty: 9091.675781 Iteration 5F: 3 clusters Score -312405.2 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 318 members Mstep: Class 2 contains 1354 members Entering Unmasked Estep Score: -312751.468750 Penalty: 9091.675781 Iteration 6Q: 3 clusters Score -312751.5 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 303 members Mstep: Class 2 contains 1369 members Entering Unmasked Estep Score: -312877.531250 Penalty: 9091.675781 Iteration 7Q: 3 clusters Score -312877.5 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 301 members Mstep: Class 2 contains 1371 members Entering Unmasked Estep Score: -312927.562500 Penalty: 9091.675781 Iteration 8Q: 3 clusters Score -312927.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 298 members Mstep: Class 2 contains 1374 members Entering Unmasked Estep Score: -312952.218750 Penalty: 9091.675781 Iteration 9Q: 3 clusters Score -312952.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 297 members Mstep: Class 2 contains 1375 members Entering Unmasked Estep Score: -312978.343750 Penalty: 9091.675781 Iteration 10Q: 3 clusters Score -312978.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 292 members Mstep: Class 2 contains 1380 members Entering Unmasked Estep Score: -312991.031250 Penalty: 9091.675781 Iteration 11Q: 3 clusters Score -312991 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 287 members Mstep: Class 2 contains 1385 members Entering Unmasked Estep Score: -313001.625000 Penalty: 9091.675781 Iteration 12Q: 3 clusters Score -313001.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 287 members Mstep: Class 2 contains 1385 members Entering Unmasked Estep Score: -313001.625000 Penalty: 9091.675781 Iteration 13F: 3 clusters Score -313001.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 76 members Mstep: Class 1 contains 337 members Mstep: Class 2 contains 24955 members Mstep: Class 3 contains 159822 members Mstep: Class 4 contains 31795 members Mstep: Class 5 contains 2762 members Mstep: Class 6 contains 141812 members Mstep: Class 7 contains 25821 members Mstep: Class 8 contains 1014 members Mstep: Class 9 contains 587 members Mstep: Class 10 contains 6870 members Mstep: Class 11 contains 35656 members Mstep: Class 12 contains 1385 members Mstep: Class 13 contains 22907 members Mstep: Class 15 contains 1525 members Mstep: Class 16 contains 168669 members Mstep: Class 17 contains 15936 members Mstep: Class 20 contains 923 members Mstep: Class 22 contains 287 members Mstep: Class 23 contains 1290 members Mstep: Class 24 contains 34609 members Entering Unmasked Estep Score: -147551008.000000 Penalty: 164498.296875 Splitting cluster 22 changes total score from -147520592.000000 to -147551008.000000 So it's getting split into cluster 12. Entering ConstructFrom: Trying to split cluster 23 (1290 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1290 members Entering Unmasked Estep Score: -261919.015625 Penalty: 4386.968262 Iteration 0F: 2 clusters Score -261919 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 634 members Mstep: Class 2 contains 656 members Entering Unmasked Estep Score: -257543.125000 Penalty: 8773.936523 Iteration 0F: 3 clusters Score -257543.1 nChanged 235 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 647 members Mstep: Class 2 contains 643 members Entering Unmasked Estep Score: -257965.484375 Penalty: 8773.936523 Iteration 1F: 3 clusters Score -257965.5 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 659 members Mstep: Class 2 contains 631 members Entering Unmasked Estep Score: -258082.546875 Penalty: 8773.936523 Iteration 2Q: 3 clusters Score -258082.5 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 672 members Mstep: Class 2 contains 618 members Entering Unmasked Estep Score: -258126.687500 Penalty: 8773.936523 Iteration 3Q: 3 clusters Score -258126.7 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 686 members Mstep: Class 2 contains 604 members Entering Unmasked Estep Score: -258166.390625 Penalty: 8773.936523 Iteration 4Q: 3 clusters Score -258166.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 688 members Mstep: Class 2 contains 602 members Entering Unmasked Estep Score: -258196.484375 Penalty: 8773.936523 Iteration 5Q: 3 clusters Score -258196.5 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 686 members Mstep: Class 2 contains 604 members Entering Unmasked Estep Score: -258219.187500 Penalty: 8773.936523 Iteration 6Q: 3 clusters Score -258219.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 686 members Mstep: Class 2 contains 604 members Entering Unmasked Estep Score: -258227.187500 Penalty: 8773.936523 Iteration 7Q: 3 clusters Score -258227.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 686 members Mstep: Class 2 contains 604 members Entering Unmasked Estep Score: -258232.312500 Penalty: 8773.936523 Iteration 8Q: 3 clusters Score -258232.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 686 members Mstep: Class 2 contains 604 members Entering Unmasked Estep Score: -258235.953125 Penalty: 8773.936523 Iteration 9Q: 3 clusters Score -258236 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 686 members Mstep: Class 2 contains 604 members Entering Unmasked Estep Score: -258235.953125 Penalty: 8773.936523 Iteration 10F: 3 clusters Score -258236 nChanged 0 Entering ConstructFrom: Trying to split cluster 24 (34609 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34609 members Entering Unmasked Estep Score: -7670114.500000 Penalty: 6401.769531 Iteration 0F: 2 clusters Score -7670114 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17252 members Mstep: Class 2 contains 17357 members Entering Unmasked Estep Score: -7644366.500000 Penalty: 12803.539062 Iteration 0F: 3 clusters Score -7644366 nChanged 14800 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17292 members Mstep: Class 2 contains 17317 members Entering Unmasked Estep Score: -7652398.500000 Penalty: 12803.539062 Iteration 1F: 3 clusters Score -7652398 nChanged 2055 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17359 members Mstep: Class 2 contains 17250 members Entering Unmasked Estep Score: -7653367.000000 Penalty: 12803.539062 Iteration 2F: 3 clusters Score -7653367 nChanged 1806 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17491 members Mstep: Class 2 contains 17118 members Entering Unmasked Estep Score: -7654229.000000 Penalty: 12803.539062 Iteration 3F: 3 clusters Score -7654229 nChanged 1662 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17681 members Mstep: Class 2 contains 16928 members Entering Unmasked Estep Score: -7654889.500000 Penalty: 12803.539062 Iteration 4Q: 3 clusters Score -7654890 nChanged 1472 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17903 members Mstep: Class 2 contains 16706 members Entering Unmasked Estep Score: -7655573.500000 Penalty: 12803.539062 Iteration 5Q: 3 clusters Score -7655574 nChanged 1392 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18153 members Mstep: Class 2 contains 16456 members Entering Unmasked Estep Score: -7656152.000000 Penalty: 12803.539062 Iteration 6Q: 3 clusters Score -7656152 nChanged 1324 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18473 members Mstep: Class 2 contains 16136 members Entering Unmasked Estep Score: -7656725.500000 Penalty: 12803.539062 Iteration 7Q: 3 clusters Score -7656726 nChanged 1288 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18835 members Mstep: Class 2 contains 15774 members Entering Unmasked Estep Score: -7657266.500000 Penalty: 12803.539062 Iteration 8Q: 3 clusters Score -7657266 nChanged 1145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19254 members Mstep: Class 2 contains 15355 members Entering Unmasked Estep Score: -7657740.500000 Penalty: 12803.539062 Iteration 9Q: 3 clusters Score -7657740 nChanged 1112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19682 members Mstep: Class 2 contains 14927 members Entering Unmasked Estep Score: -7658127.500000 Penalty: 12803.539062 Iteration 10Q: 3 clusters Score -7658128 nChanged 961 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20123 members Mstep: Class 2 contains 14486 members Entering Unmasked Estep Score: -7658485.500000 Penalty: 12803.539062 Iteration 11Q: 3 clusters Score -7658486 nChanged 879 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20568 members Mstep: Class 2 contains 14041 members Entering Unmasked Estep Score: -7658758.500000 Penalty: 12803.539062 Iteration 12Q: 3 clusters Score -7658758 nChanged 780 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21056 members Mstep: Class 2 contains 13553 members Entering Unmasked Estep Score: -7659018.500000 Penalty: 12803.539062 Iteration 13Q: 3 clusters Score -7659018 nChanged 662 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21522 members Mstep: Class 2 contains 13087 members Entering Unmasked Estep Score: -7659199.500000 Penalty: 12803.539062 Iteration 14Q: 3 clusters Score -7659200 nChanged 628 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22020 members Mstep: Class 2 contains 12589 members Entering Unmasked Estep Score: -7659431.000000 Penalty: 12803.539062 Iteration 15Q: 3 clusters Score -7659431 nChanged 618 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22540 members Mstep: Class 2 contains 12069 members Entering Unmasked Estep Score: -7659588.500000 Penalty: 12803.539062 Iteration 16Q: 3 clusters Score -7659588 nChanged 596 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23072 members Mstep: Class 2 contains 11537 members Entering Unmasked Estep Score: -7659769.500000 Penalty: 12803.539062 Iteration 17Q: 3 clusters Score -7659770 nChanged 605 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23649 members Mstep: Class 2 contains 10960 members Entering Unmasked Estep Score: -7659957.000000 Penalty: 12803.539062 Iteration 18Q: 3 clusters Score -7659957 nChanged 590 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24219 members Mstep: Class 2 contains 10390 members Entering Unmasked Estep Score: -7660116.000000 Penalty: 12803.539062 Iteration 19Q: 3 clusters Score -7660116 nChanged 600 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24805 members Mstep: Class 2 contains 9804 members Entering Unmasked Estep Score: -7660338.000000 Penalty: 12803.539062 Iteration 20F: 3 clusters Score -7660338 nChanged 643 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25438 members Mstep: Class 2 contains 9171 members Entering Unmasked Estep Score: -7660587.000000 Penalty: 12803.539062 Iteration 21Q: 3 clusters Score -7660587 nChanged 689 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26119 members Mstep: Class 2 contains 8490 members Entering Unmasked Estep Score: -7660866.000000 Penalty: 12803.539062 Iteration 22Q: 3 clusters Score -7660866 nChanged 716 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26823 members Mstep: Class 2 contains 7786 members Entering Unmasked Estep Score: -7661193.000000 Penalty: 12803.539062 Iteration 23Q: 3 clusters Score -7661193 nChanged 772 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27591 members Mstep: Class 2 contains 7018 members Entering Unmasked Estep Score: -7661544.500000 Penalty: 12803.539062 Iteration 24Q: 3 clusters Score -7661544 nChanged 804 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28391 members Mstep: Class 2 contains 6218 members Entering Unmasked Estep Score: -7661937.500000 Penalty: 12803.539062 Iteration 25Q: 3 clusters Score -7661938 nChanged 741 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29128 members Mstep: Class 2 contains 5481 members Entering Unmasked Estep Score: -7662317.000000 Penalty: 12803.539062 Iteration 26Q: 3 clusters Score -7662317 nChanged 700 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29822 members Mstep: Class 2 contains 4787 members Entering Unmasked Estep Score: -7662722.500000 Penalty: 12803.539062 Iteration 27Q: 3 clusters Score -7662722 nChanged 637 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30453 members Mstep: Class 2 contains 4156 members Entering Unmasked Estep Score: -7663082.000000 Penalty: 12803.539062 Iteration 28Q: 3 clusters Score -7663082 nChanged 567 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31016 members Mstep: Class 2 contains 3593 members Entering Unmasked Estep Score: -7663446.500000 Penalty: 12803.539062 Iteration 29Q: 3 clusters Score -7663446 nChanged 484 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31496 members Mstep: Class 2 contains 3113 members Entering Unmasked Estep Score: -7663675.500000 Penalty: 12803.539062 Iteration 30Q: 3 clusters Score -7663676 nChanged 386 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31878 members Mstep: Class 2 contains 2731 members Entering Unmasked Estep Score: -7663931.500000 Penalty: 12803.539062 Iteration 31Q: 3 clusters Score -7663932 nChanged 310 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32178 members Mstep: Class 2 contains 2431 members Entering Unmasked Estep Score: -7664111.000000 Penalty: 12803.539062 Iteration 32Q: 3 clusters Score -7664111 nChanged 239 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32407 members Mstep: Class 2 contains 2202 members Entering Unmasked Estep Score: -7664232.000000 Penalty: 12803.539062 Iteration 33Q: 3 clusters Score -7664232 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32561 members Mstep: Class 2 contains 2048 members Entering Unmasked Estep Score: -7664358.000000 Penalty: 12803.539062 Iteration 34Q: 3 clusters Score -7664358 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32694 members Mstep: Class 2 contains 1915 members Entering Unmasked Estep Score: -7664470.500000 Penalty: 12803.539062 Iteration 35Q: 3 clusters Score -7664470 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32816 members Mstep: Class 2 contains 1793 members Entering Unmasked Estep Score: -7664555.500000 Penalty: 12803.539062 Iteration 36Q: 3 clusters Score -7664556 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32907 members Mstep: Class 2 contains 1702 members Entering Unmasked Estep Score: -7664622.500000 Penalty: 12803.539062 Iteration 37Q: 3 clusters Score -7664622 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32991 members Mstep: Class 2 contains 1618 members Entering Unmasked Estep Score: -7664654.000000 Penalty: 12803.539062 Iteration 38Q: 3 clusters Score -7664654 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33066 members Mstep: Class 2 contains 1543 members Entering Unmasked Estep Score: -7664716.000000 Penalty: 12803.539062 Iteration 39Q: 3 clusters Score -7664716 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33124 members Mstep: Class 2 contains 1485 members Entering Unmasked Estep Score: -7664741.000000 Penalty: 12803.539062 Iteration 40F: 3 clusters Score -7664741 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33171 members Mstep: Class 2 contains 1438 members Entering Unmasked Estep Score: -7664786.500000 Penalty: 12803.539062 Iteration 41Q: 3 clusters Score -7664786 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33209 members Mstep: Class 2 contains 1400 members Entering Unmasked Estep Score: -7664774.500000 Penalty: 12803.539062 Iteration 42Q: 3 clusters Score -7664774 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33236 members Mstep: Class 2 contains 1373 members Entering Unmasked Estep Score: -7664790.500000 Penalty: 12803.539062 Iteration 43Q: 3 clusters Score -7664790 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33254 members Mstep: Class 2 contains 1355 members Entering Unmasked Estep Score: -7664803.000000 Penalty: 12803.539062 Iteration 44Q: 3 clusters Score -7664803 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33270 members Mstep: Class 2 contains 1339 members Entering Unmasked Estep Score: -7664817.000000 Penalty: 12803.539062 Iteration 45Q: 3 clusters Score -7664817 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33282 members Mstep: Class 2 contains 1327 members Entering Unmasked Estep Score: -7664840.000000 Penalty: 12803.539062 Iteration 46Q: 3 clusters Score -7664840 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33289 members Mstep: Class 2 contains 1320 members Entering Unmasked Estep Score: -7664832.500000 Penalty: 12803.539062 Iteration 47Q: 3 clusters Score -7664832 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33293 members Mstep: Class 2 contains 1316 members Entering Unmasked Estep Score: -7664830.000000 Penalty: 12803.539062 Iteration 48Q: 3 clusters Score -7664830 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33296 members Mstep: Class 2 contains 1313 members Entering Unmasked Estep Score: -7664832.000000 Penalty: 12803.539062 Iteration 49Q: 3 clusters Score -7664832 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33298 members Mstep: Class 2 contains 1311 members Entering Unmasked Estep Score: -7664835.500000 Penalty: 12803.539062 Iteration 50Q: 3 clusters Score -7664836 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33301 members Mstep: Class 2 contains 1308 members Entering Unmasked Estep Score: -7664836.000000 Penalty: 12803.539062 Iteration 51Q: 3 clusters Score -7664836 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33305 members Mstep: Class 2 contains 1304 members Entering Unmasked Estep Score: -7664847.500000 Penalty: 12803.539062 Iteration 52Q: 3 clusters Score -7664848 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33308 members Mstep: Class 2 contains 1301 members Entering Unmasked Estep Score: -7664843.500000 Penalty: 12803.539062 Iteration 53Q: 3 clusters Score -7664844 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33310 members Mstep: Class 2 contains 1299 members Entering Unmasked Estep Score: -7664842.500000 Penalty: 12803.539062 Iteration 54Q: 3 clusters Score -7664842 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33313 members Mstep: Class 2 contains 1296 members Entering Unmasked Estep Score: -7664843.500000 Penalty: 12803.539062 Iteration 55Q: 3 clusters Score -7664844 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33315 members Mstep: Class 2 contains 1294 members Entering Unmasked Estep Score: -7664849.500000 Penalty: 12803.539062 Iteration 56Q: 3 clusters Score -7664850 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33315 members Mstep: Class 2 contains 1294 members Entering Unmasked Estep Score: -7664849.500000 Penalty: 12803.539062 Iteration 57F: 3 clusters Score -7664850 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 76 members Mstep: Class 2 contains 24955 members Mstep: Class 3 contains 159822 members Mstep: Class 4 contains 31795 members Mstep: Class 5 contains 2762 members Mstep: Class 6 contains 141812 members Mstep: Class 7 contains 25821 members Mstep: Class 9 contains 587 members Mstep: Class 10 contains 6870 members Mstep: Class 11 contains 35656 members Mstep: Class 13 contains 22907 members Mstep: Class 15 contains 1525 members Mstep: Class 16 contains 168669 members Mstep: Class 17 contains 15936 members Mstep: Class 20 contains 923 members Mstep: Class 22 contains 287 members Mstep: Class 23 contains 1290 members Mstep: Class 24 contains 34609 members Entering Unmasked Estep ConsiderDeletion Score: -147551552.000000 Penalty: 164498.296875 Iteration 39Q: 21 clusters Score -1.475516e+08 nChanged 1157 Entering Unmasked Mstep Mstep: Class 0 contains 76 members Mstep: Class 1 contains 282 members Mstep: Class 2 contains 24960 members Mstep: Class 3 contains 159809 members Mstep: Class 4 contains 32358 members Mstep: Class 5 contains 2761 members Mstep: Class 6 contains 141680 members Mstep: Class 7 contains 25856 members Mstep: Class 8 contains 1065 members Mstep: Class 9 contains 586 members Mstep: Class 10 contains 6870 members Mstep: Class 11 contains 35624 members Mstep: Class 12 contains 1384 members Mstep: Class 13 contains 22984 members Mstep: Class 15 contains 1539 members Mstep: Class 16 contains 168263 members Mstep: Class 17 contains 15841 members Mstep: Class 20 contains 923 members Mstep: Class 22 contains 289 members Mstep: Class 23 contains 1291 members Mstep: Class 24 contains 34597 members Entering Unmasked Estep ConsiderDeletion Score: -147559536.000000 Penalty: 164498.296875 Iteration 40F: 21 clusters Score -1.475595e+08 nChanged 4120 Entering Unmasked Mstep Mstep: Class 0 contains 33 members Mstep: Class 1 contains 252 members Mstep: Class 2 contains 24959 members Mstep: Class 3 contains 159780 members Mstep: Class 4 contains 35904 members Mstep: Class 5 contains 2755 members Mstep: Class 6 contains 141536 members Mstep: Class 7 contains 25889 members Mstep: Class 8 contains 1100 members Mstep: Class 9 contains 584 members Mstep: Class 10 contains 6865 members Mstep: Class 11 contains 35574 members Mstep: Class 12 contains 1386 members Mstep: Class 13 contains 22983 members Mstep: Class 15 contains 1540 members Mstep: Class 16 contains 165232 members Mstep: Class 17 contains 15539 members Mstep: Class 20 contains 954 members Mstep: Class 22 contains 308 members Mstep: Class 23 contains 1290 members Mstep: Class 24 contains 34575 members Entering Unmasked Estep ConsiderDeletion Score: -147566944.000000 Penalty: 164498.296875 Iteration 41Q: 21 clusters Score -1.475669e+08 nChanged 4831 Entering Unmasked Mstep Mstep: Class 0 contains 31 members Mstep: Class 1 contains 250 members Mstep: Class 2 contains 25022 members Mstep: Class 3 contains 159677 members Mstep: Class 4 contains 39199 members Mstep: Class 5 contains 2751 members Mstep: Class 6 contains 141275 members Mstep: Class 7 contains 25947 members Mstep: Class 8 contains 1102 members Mstep: Class 9 contains 583 members Mstep: Class 10 contains 6849 members Mstep: Class 11 contains 35537 members Mstep: Class 12 contains 1402 members Mstep: Class 13 contains 23050 members Mstep: Class 15 contains 1541 members Mstep: Class 16 contains 162399 members Mstep: Class 17 contains 15331 members Mstep: Class 20 contains 953 members Mstep: Class 22 contains 299 members Mstep: Class 23 contains 1280 members Mstep: Class 24 contains 34560 members Entering Unmasked Estep ConsiderDeletion Score: -147571168.000000 Penalty: 164498.296875 Iteration 42Q: 21 clusters Score -1.475712e+08 nChanged 4265 Entering Unmasked Mstep Mstep: Class 0 contains 32 members Mstep: Class 1 contains 251 members Mstep: Class 2 contains 25088 members Mstep: Class 3 contains 159557 members Mstep: Class 4 contains 41824 members Mstep: Class 5 contains 2748 members Mstep: Class 6 contains 140978 members Mstep: Class 7 contains 26029 members Mstep: Class 8 contains 1102 members Mstep: Class 9 contains 583 members Mstep: Class 10 contains 6848 members Mstep: Class 11 contains 35476 members Mstep: Class 12 contains 1409 members Mstep: Class 13 contains 23129 members Mstep: Class 15 contains 1541 members Mstep: Class 16 contains 160249 members Mstep: Class 17 contains 15134 members Mstep: Class 20 contains 952 members Mstep: Class 22 contains 292 members Mstep: Class 23 contains 1274 members Mstep: Class 24 contains 34542 members Entering Unmasked Estep ConsiderDeletion Score: -147573728.000000 Penalty: 164498.296875 Iteration 43Q: 21 clusters Score -1.475737e+08 nChanged 3343 Entering Unmasked Mstep Mstep: Class 0 contains 32 members Mstep: Class 1 contains 251 members Mstep: Class 2 contains 25154 members Mstep: Class 3 contains 159452 members Mstep: Class 4 contains 43737 members Mstep: Class 5 contains 2741 members Mstep: Class 6 contains 140733 members Mstep: Class 7 contains 26094 members Mstep: Class 8 contains 1102 members Mstep: Class 9 contains 583 members Mstep: Class 10 contains 6838 members Mstep: Class 11 contains 35429 members Mstep: Class 12 contains 1411 members Mstep: Class 13 contains 23191 members Mstep: Class 15 contains 1541 members Mstep: Class 16 contains 158780 members Mstep: Class 17 contains 14950 members Mstep: Class 20 contains 952 members Mstep: Class 22 contains 290 members Mstep: Class 23 contains 1265 members Mstep: Class 24 contains 34512 members Entering Unmasked Estep ConsiderDeletion Score: -147574720.000000 Penalty: 164498.296875 Iteration 44Q: 21 clusters Score -1.475747e+08 nChanged 2429 Entering Unmasked Mstep Mstep: Class 0 contains 32 members Mstep: Class 1 contains 251 members Mstep: Class 2 contains 25206 members Mstep: Class 3 contains 159383 members Mstep: Class 4 contains 45034 members Mstep: Class 5 contains 2732 members Mstep: Class 6 contains 140544 members Mstep: Class 7 contains 26162 members Mstep: Class 8 contains 1102 members Mstep: Class 9 contains 584 members Mstep: Class 10 contains 6841 members Mstep: Class 11 contains 35379 members Mstep: Class 12 contains 1414 members Mstep: Class 13 contains 23227 members Mstep: Class 15 contains 1541 members Mstep: Class 16 contains 157806 members Mstep: Class 17 contains 14803 members Mstep: Class 20 contains 952 members Mstep: Class 22 contains 287 members Mstep: Class 23 contains 1262 members Mstep: Class 24 contains 34496 members Entering Unmasked Estep ConsiderDeletion Score: -147575184.000000 Penalty: 164498.296875 Iteration 45Q: 21 clusters Score -1.475752e+08 nChanged 1744 Entering Unmasked Mstep Mstep: Class 0 contains 32 members Mstep: Class 1 contains 251 members Mstep: Class 2 contains 25245 members Mstep: Class 3 contains 159347 members Mstep: Class 4 contains 45869 members Mstep: Class 5 contains 2727 members Mstep: Class 6 contains 140394 members Mstep: Class 7 contains 26203 members Mstep: Class 8 contains 1102 members Mstep: Class 9 contains 584 members Mstep: Class 10 contains 6837 members Mstep: Class 11 contains 35333 members Mstep: Class 12 contains 1416 members Mstep: Class 13 contains 23222 members Mstep: Class 15 contains 1541 members Mstep: Class 16 contains 157269 members Mstep: Class 17 contains 14697 members Mstep: Class 20 contains 952 members Mstep: Class 22 contains 285 members Mstep: Class 23 contains 1257 members Mstep: Class 24 contains 34475 members Entering Unmasked Estep ConsiderDeletion Score: -147575376.000000 Penalty: 164498.296875 Iteration 46Q: 21 clusters Score -1.475754e+08 nChanged 1285 Entering Unmasked Mstep Mstep: Class 0 contains 32 members Mstep: Class 1 contains 251 members Mstep: Class 2 contains 25282 members Mstep: Class 3 contains 159307 members Mstep: Class 4 contains 46420 members Mstep: Class 5 contains 2721 members Mstep: Class 6 contains 140289 members Mstep: Class 7 contains 26249 members Mstep: Class 8 contains 1102 members Mstep: Class 9 contains 585 members Mstep: Class 10 contains 6852 members Mstep: Class 11 contains 35299 members Mstep: Class 12 contains 1418 members Mstep: Class 13 contains 23224 members Mstep: Class 15 contains 1541 members Mstep: Class 16 contains 156898 members Mstep: Class 17 contains 14627 members Mstep: Class 20 contains 952 members Mstep: Class 22 contains 283 members Mstep: Class 23 contains 1254 members Mstep: Class 24 contains 34452 members Entering Unmasked Estep ConsiderDeletion Score: -147575824.000000 Penalty: 164498.296875 Iteration 47Q: 21 clusters Score -1.475758e+08 nChanged 900 Entering Unmasked Mstep Mstep: Class 0 contains 32 members Mstep: Class 1 contains 251 members Mstep: Class 2 contains 25315 members Mstep: Class 3 contains 159266 members Mstep: Class 4 contains 46786 members Mstep: Class 5 contains 2717 members Mstep: Class 6 contains 140197 members Mstep: Class 7 contains 26303 members Mstep: Class 8 contains 1102 members Mstep: Class 9 contains 586 members Mstep: Class 10 contains 6863 members Mstep: Class 11 contains 35284 members Mstep: Class 12 contains 1423 members Mstep: Class 13 contains 23214 members Mstep: Class 15 contains 1541 members Mstep: Class 16 contains 156661 members Mstep: Class 17 contains 14583 members Mstep: Class 20 contains 952 members Mstep: Class 22 contains 279 members Mstep: Class 23 contains 1250 members Mstep: Class 24 contains 34433 members Entering Unmasked Estep ConsiderDeletion Score: -147575904.000000 Penalty: 164498.296875 Iteration 48Q: 21 clusters Score -1.475759e+08 nChanged 664 Entering Unmasked Mstep Mstep: Class 0 contains 32 members Mstep: Class 1 contains 251 members Mstep: Class 2 contains 25344 members Mstep: Class 3 contains 159222 members Mstep: Class 4 contains 47031 members Mstep: Class 5 contains 2713 members Mstep: Class 6 contains 140143 members Mstep: Class 7 contains 26339 members Mstep: Class 8 contains 1102 members Mstep: Class 9 contains 586 members Mstep: Class 10 contains 6872 members Mstep: Class 11 contains 35260 members Mstep: Class 12 contains 1429 members Mstep: Class 13 contains 23217 members Mstep: Class 15 contains 1541 members Mstep: Class 16 contains 156530 members Mstep: Class 17 contains 14539 members Mstep: Class 20 contains 952 members Mstep: Class 22 contains 273 members Mstep: Class 23 contains 1245 members Mstep: Class 24 contains 34417 members Entering Unmasked Estep ConsiderDeletion Score: -147576176.000000 Penalty: 164498.296875 Iteration 49Q: 21 clusters Score -1.475762e+08 nChanged 480 Entering Unmasked Mstep Mstep: Class 0 contains 32 members Mstep: Class 1 contains 251 members Mstep: Class 2 contains 25369 members Mstep: Class 3 contains 159202 members Mstep: Class 4 contains 47203 members Mstep: Class 5 contains 2710 members Mstep: Class 6 contains 140105 members Mstep: Class 7 contains 26364 members Mstep: Class 8 contains 1102 members Mstep: Class 9 contains 586 members Mstep: Class 10 contains 6870 members Mstep: Class 11 contains 35248 members Mstep: Class 12 contains 1429 members Mstep: Class 13 contains 23229 members Mstep: Class 15 contains 1541 members Mstep: Class 16 contains 156440 members Mstep: Class 17 contains 14488 members Mstep: Class 20 contains 952 members Mstep: Class 22 contains 273 members Mstep: Class 23 contains 1239 members Mstep: Class 24 contains 34405 members Entering Unmasked Estep ConsiderDeletion Score: -147576256.000000 Penalty: 164498.296875 Iteration 50Q: 21 clusters Score -1.475763e+08 nChanged 383 Entering Unmasked Mstep Mstep: Class 0 contains 32 members Mstep: Class 1 contains 251 members Mstep: Class 2 contains 25388 members Mstep: Class 3 contains 159184 members Mstep: Class 4 contains 47329 members Mstep: Class 5 contains 2709 members Mstep: Class 6 contains 140085 members Mstep: Class 7 contains 26379 members Mstep: Class 8 contains 1102 members Mstep: Class 9 contains 586 members Mstep: Class 10 contains 6871 members Mstep: Class 11 contains 35237 members Mstep: Class 12 contains 1429 members Mstep: Class 13 contains 23235 members Mstep: Class 15 contains 1541 members Mstep: Class 16 contains 156382 members Mstep: Class 17 contains 14437 members Mstep: Class 20 contains 952 members Mstep: Class 22 contains 273 members Mstep: Class 23 contains 1236 members Mstep: Class 24 contains 34400 members Entering Unmasked Estep ConsiderDeletion Score: -147576368.000000 Penalty: 164498.296875 Iteration 51Q: 21 clusters Score -1.475764e+08 nChanged 299 Entering Unmasked Mstep Mstep: Class 0 contains 32 members Mstep: Class 1 contains 251 members Mstep: Class 2 contains 25401 members Mstep: Class 3 contains 159169 members Mstep: Class 4 contains 47425 members Mstep: Class 5 contains 2708 members Mstep: Class 6 contains 140065 members Mstep: Class 7 contains 26386 members Mstep: Class 8 contains 1102 members Mstep: Class 9 contains 586 members Mstep: Class 10 contains 6871 members Mstep: Class 11 contains 35239 members Mstep: Class 12 contains 1429 members Mstep: Class 13 contains 23238 members Mstep: Class 15 contains 1541 members Mstep: Class 16 contains 156339 members Mstep: Class 17 contains 14403 members Mstep: Class 20 contains 952 members Mstep: Class 22 contains 273 members Mstep: Class 23 contains 1234 members Mstep: Class 24 contains 34394 members Entering Unmasked Estep ConsiderDeletion Score: -147576352.000000 Penalty: 164498.296875 Iteration 52Q: 21 clusters Score -1.475764e+08 nChanged 246 Entering Unmasked Mstep Mstep: Class 0 contains 32 members Mstep: Class 1 contains 251 members Mstep: Class 2 contains 25415 members Mstep: Class 3 contains 159150 members Mstep: Class 4 contains 47478 members Mstep: Class 5 contains 2705 members Mstep: Class 6 contains 140048 members Mstep: Class 7 contains 26389 members Mstep: Class 8 contains 1102 members Mstep: Class 9 contains 586 members Mstep: Class 10 contains 6869 members Mstep: Class 11 contains 35237 members Mstep: Class 12 contains 1429 members Mstep: Class 13 contains 23254 members Mstep: Class 15 contains 1541 members Mstep: Class 16 contains 156305 members Mstep: Class 17 contains 14404 members Mstep: Class 20 contains 952 members Mstep: Class 22 contains 273 members Mstep: Class 23 contains 1233 members Mstep: Class 24 contains 34385 members Entering Unmasked Estep ConsiderDeletion Score: -147576080.000000 Penalty: 164498.296875 Iteration 53Q: 21 clusters Score -1.475761e+08 nChanged 198 Entering Unmasked Mstep Mstep: Class 0 contains 32 members Mstep: Class 1 contains 251 members Mstep: Class 2 contains 25425 members Mstep: Class 3 contains 159149 members Mstep: Class 4 contains 47527 members Mstep: Class 5 contains 2702 members Mstep: Class 6 contains 140028 members Mstep: Class 7 contains 26391 members Mstep: Class 8 contains 1102 members Mstep: Class 9 contains 586 members Mstep: Class 10 contains 6865 members Mstep: Class 11 contains 35229 members Mstep: Class 12 contains 1429 members Mstep: Class 13 contains 23271 members Mstep: Class 15 contains 1541 members Mstep: Class 16 contains 156286 members Mstep: Class 17 contains 14390 members Mstep: Class 20 contains 952 members Mstep: Class 22 contains 273 members Mstep: Class 23 contains 1233 members Mstep: Class 24 contains 34376 members Entering Unmasked Estep ConsiderDeletion Score: -147576192.000000 Penalty: 164498.296875 Iteration 54Q: 21 clusters Score -1.475762e+08 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 32 members Mstep: Class 1 contains 251 members Mstep: Class 2 contains 25432 members Mstep: Class 3 contains 159149 members Mstep: Class 4 contains 47575 members Mstep: Class 5 contains 2700 members Mstep: Class 6 contains 140018 members Mstep: Class 7 contains 26395 members Mstep: Class 8 contains 1102 members Mstep: Class 9 contains 586 members Mstep: Class 10 contains 6865 members Mstep: Class 11 contains 35220 members Mstep: Class 12 contains 1429 members Mstep: Class 13 contains 23273 members Mstep: Class 15 contains 1541 members Mstep: Class 16 contains 156272 members Mstep: Class 17 contains 14370 members Mstep: Class 20 contains 952 members Mstep: Class 22 contains 273 members Mstep: Class 23 contains 1233 members Mstep: Class 24 contains 34370 members Entering Unmasked Estep ConsiderDeletion Score: -147576272.000000 Penalty: 164498.296875 Iteration 55Q: 21 clusters Score -1.475763e+08 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 32 members Mstep: Class 1 contains 251 members Mstep: Class 2 contains 25434 members Mstep: Class 3 contains 159147 members Mstep: Class 4 contains 47616 members Mstep: Class 5 contains 2698 members Mstep: Class 6 contains 140016 members Mstep: Class 7 contains 26398 members Mstep: Class 8 contains 1102 members Mstep: Class 9 contains 586 members Mstep: Class 10 contains 6863 members Mstep: Class 11 contains 35214 members Mstep: Class 12 contains 1429 members Mstep: Class 13 contains 23265 members Mstep: Class 15 contains 1541 members Mstep: Class 16 contains 156265 members Mstep: Class 17 contains 14358 members Mstep: Class 20 contains 952 members Mstep: Class 22 contains 273 members Mstep: Class 23 contains 1233 members Mstep: Class 24 contains 34365 members Entering Unmasked Estep ConsiderDeletion Score: -147576208.000000 Penalty: 164498.296875 Iteration 56Q: 21 clusters Score -1.475762e+08 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 32 members Mstep: Class 1 contains 251 members Mstep: Class 2 contains 25435 members Mstep: Class 3 contains 159150 members Mstep: Class 4 contains 47630 members Mstep: Class 5 contains 2697 members Mstep: Class 6 contains 140021 members Mstep: Class 7 contains 26399 members Mstep: Class 8 contains 1102 members Mstep: Class 9 contains 586 members Mstep: Class 10 contains 6863 members Mstep: Class 11 contains 35211 members Mstep: Class 12 contains 1429 members Mstep: Class 13 contains 23264 members Mstep: Class 15 contains 1541 members Mstep: Class 16 contains 156256 members Mstep: Class 17 contains 14354 members Mstep: Class 20 contains 952 members Mstep: Class 22 contains 273 members Mstep: Class 23 contains 1231 members Mstep: Class 24 contains 34361 members Entering Unmasked Estep ConsiderDeletion Score: -147576208.000000 Penalty: 164498.296875 Iteration 57Q: 21 clusters Score -1.475762e+08 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 32 members Mstep: Class 1 contains 251 members Mstep: Class 2 contains 25436 members Mstep: Class 3 contains 159151 members Mstep: Class 4 contains 47638 members Mstep: Class 5 contains 2693 members Mstep: Class 6 contains 140015 members Mstep: Class 7 contains 26405 members Mstep: Class 8 contains 1102 members Mstep: Class 9 contains 586 members Mstep: Class 10 contains 6865 members Mstep: Class 11 contains 35214 members Mstep: Class 12 contains 1429 members Mstep: Class 13 contains 23259 members Mstep: Class 15 contains 1541 members Mstep: Class 16 contains 156253 members Mstep: Class 17 contains 14352 members Mstep: Class 20 contains 952 members Mstep: Class 22 contains 273 members Mstep: Class 23 contains 1230 members Mstep: Class 24 contains 34361 members Entering Unmasked Estep ConsiderDeletion Score: -147576192.000000 Penalty: 164498.296875 Iteration 58Q: 21 clusters Score -1.475762e+08 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 32 members Mstep: Class 1 contains 251 members Mstep: Class 2 contains 25438 members Mstep: Class 3 contains 159153 members Mstep: Class 4 contains 47666 members Mstep: Class 5 contains 2693 members Mstep: Class 6 contains 140009 members Mstep: Class 7 contains 26404 members Mstep: Class 8 contains 1102 members Mstep: Class 9 contains 586 members Mstep: Class 10 contains 6864 members Mstep: Class 11 contains 35204 members Mstep: Class 12 contains 1429 members Mstep: Class 13 contains 23259 members Mstep: Class 15 contains 1541 members Mstep: Class 16 contains 156252 members Mstep: Class 17 contains 14340 members Mstep: Class 20 contains 952 members Mstep: Class 22 contains 273 members Mstep: Class 23 contains 1230 members Mstep: Class 24 contains 34360 members Entering Unmasked Estep ConsiderDeletion Score: -147576240.000000 Penalty: 164498.296875 Iteration 59Q: 21 clusters Score -1.475762e+08 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 32 members Mstep: Class 1 contains 251 members Mstep: Class 2 contains 25440 members Mstep: Class 3 contains 159151 members Mstep: Class 4 contains 47688 members Mstep: Class 5 contains 2694 members Mstep: Class 6 contains 140012 members Mstep: Class 7 contains 26406 members Mstep: Class 8 contains 1102 members Mstep: Class 9 contains 586 members Mstep: Class 10 contains 6863 members Mstep: Class 11 contains 35192 members Mstep: Class 12 contains 1429 members Mstep: Class 13 contains 23260 members Mstep: Class 15 contains 1541 members Mstep: Class 16 contains 156250 members Mstep: Class 17 contains 14328 members Mstep: Class 20 contains 952 members Mstep: Class 22 contains 273 members Mstep: Class 23 contains 1230 members Mstep: Class 24 contains 34358 members Entering Unmasked Estep ConsiderDeletion Score: -147576400.000000 Penalty: 164498.296875 Iteration 60F: 21 clusters Score -1.475764e+08 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 27 members Mstep: Class 1 contains 251 members Mstep: Class 2 contains 25442 members Mstep: Class 3 contains 159151 members Mstep: Class 4 contains 47714 members Mstep: Class 5 contains 2695 members Mstep: Class 6 contains 140007 members Mstep: Class 7 contains 26405 members Mstep: Class 8 contains 1102 members Mstep: Class 9 contains 586 members Mstep: Class 10 contains 6863 members Mstep: Class 11 contains 35187 members Mstep: Class 12 contains 1429 members Mstep: Class 13 contains 23257 members Mstep: Class 15 contains 1541 members Mstep: Class 16 contains 156235 members Mstep: Class 17 contains 14329 members Mstep: Class 20 contains 955 members Mstep: Class 22 contains 276 members Mstep: Class 23 contains 1229 members Mstep: Class 24 contains 34357 members Entering Unmasked Estep ConsiderDeletion Score: -147576624.000000 Penalty: 164498.296875 Iteration 61Q: 21 clusters Score -1.475766e+08 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 27 members Mstep: Class 1 contains 251 members Mstep: Class 2 contains 25443 members Mstep: Class 3 contains 159154 members Mstep: Class 4 contains 47736 members Mstep: Class 5 contains 2695 members Mstep: Class 6 contains 140008 members Mstep: Class 7 contains 26405 members Mstep: Class 8 contains 1102 members Mstep: Class 9 contains 586 members Mstep: Class 10 contains 6864 members Mstep: Class 11 contains 35174 members Mstep: Class 12 contains 1430 members Mstep: Class 13 contains 23256 members Mstep: Class 15 contains 1541 members Mstep: Class 16 contains 156225 members Mstep: Class 17 contains 14330 members Mstep: Class 20 contains 955 members Mstep: Class 22 contains 275 members Mstep: Class 23 contains 1229 members Mstep: Class 24 contains 34352 members Entering Unmasked Estep ConsiderDeletion Score: -147576688.000000 Penalty: 164498.296875 Iteration 62Q: 21 clusters Score -1.475767e+08 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 27 members Mstep: Class 1 contains 251 members Mstep: Class 2 contains 25449 members Mstep: Class 3 contains 159153 members Mstep: Class 4 contains 47762 members Mstep: Class 5 contains 2694 members Mstep: Class 6 contains 140010 members Mstep: Class 7 contains 26402 members Mstep: Class 8 contains 1102 members Mstep: Class 9 contains 586 members Mstep: Class 10 contains 6864 members Mstep: Class 11 contains 35166 members Mstep: Class 12 contains 1430 members Mstep: Class 13 contains 23252 members Mstep: Class 15 contains 1541 members Mstep: Class 16 contains 156216 members Mstep: Class 17 contains 14324 members Mstep: Class 20 contains 955 members Mstep: Class 22 contains 275 members Mstep: Class 23 contains 1227 members Mstep: Class 24 contains 34352 members Entering Unmasked Estep ConsiderDeletion Score: -147576640.000000 Penalty: 164498.296875 Iteration 63Q: 21 clusters Score -1.475766e+08 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 27 members Mstep: Class 1 contains 251 members Mstep: Class 2 contains 25453 members Mstep: Class 3 contains 159151 members Mstep: Class 4 contains 47778 members Mstep: Class 5 contains 2695 members Mstep: Class 6 contains 140014 members Mstep: Class 7 contains 26400 members Mstep: Class 8 contains 1102 members Mstep: Class 9 contains 586 members Mstep: Class 10 contains 6863 members Mstep: Class 11 contains 35155 members Mstep: Class 12 contains 1430 members Mstep: Class 13 contains 23256 members Mstep: Class 15 contains 1541 members Mstep: Class 16 contains 156208 members Mstep: Class 17 contains 14324 members Mstep: Class 20 contains 955 members Mstep: Class 22 contains 275 members Mstep: Class 23 contains 1226 members Mstep: Class 24 contains 34348 members Entering Unmasked Estep ConsiderDeletion Score: -147576672.000000 Penalty: 164498.296875 Iteration 64Q: 21 clusters Score -1.475767e+08 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 27 members Mstep: Class 1 contains 251 members Mstep: Class 2 contains 25458 members Mstep: Class 3 contains 159148 members Mstep: Class 4 contains 47784 members Mstep: Class 5 contains 2696 members Mstep: Class 6 contains 140016 members Mstep: Class 7 contains 26403 members Mstep: Class 8 contains 1102 members Mstep: Class 9 contains 586 members Mstep: Class 10 contains 6863 members Mstep: Class 11 contains 35149 members Mstep: Class 12 contains 1430 members Mstep: Class 13 contains 23261 members Mstep: Class 15 contains 1541 members Mstep: Class 16 contains 156202 members Mstep: Class 17 contains 14319 members Mstep: Class 20 contains 955 members Mstep: Class 22 contains 275 members Mstep: Class 23 contains 1226 members Mstep: Class 24 contains 34346 members Entering Unmasked Estep ConsiderDeletion Score: -147576592.000000 Penalty: 164498.296875 Iteration 65Q: 21 clusters Score -1.475766e+08 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 27 members Mstep: Class 1 contains 251 members Mstep: Class 2 contains 25461 members Mstep: Class 3 contains 159147 members Mstep: Class 4 contains 47791 members Mstep: Class 5 contains 2694 members Mstep: Class 6 contains 140011 members Mstep: Class 7 contains 26409 members Mstep: Class 8 contains 1102 members Mstep: Class 9 contains 586 members Mstep: Class 10 contains 6863 members Mstep: Class 11 contains 35147 members Mstep: Class 12 contains 1430 members Mstep: Class 13 contains 23259 members Mstep: Class 15 contains 1541 members Mstep: Class 16 contains 156200 members Mstep: Class 17 contains 14323 members Mstep: Class 20 contains 955 members Mstep: Class 22 contains 275 members Mstep: Class 23 contains 1226 members Mstep: Class 24 contains 34340 members Entering Unmasked Estep ConsiderDeletion Score: -147576624.000000 Penalty: 164498.296875 Iteration 66Q: 21 clusters Score -1.475766e+08 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 27 members Mstep: Class 1 contains 251 members Mstep: Class 2 contains 25465 members Mstep: Class 3 contains 159146 members Mstep: Class 4 contains 47798 members Mstep: Class 5 contains 2694 members Mstep: Class 6 contains 140009 members Mstep: Class 7 contains 26415 members Mstep: Class 8 contains 1102 members Mstep: Class 9 contains 586 members Mstep: Class 10 contains 6863 members Mstep: Class 11 contains 35142 members Mstep: Class 12 contains 1430 members Mstep: Class 13 contains 23255 members Mstep: Class 15 contains 1541 members Mstep: Class 16 contains 156193 members Mstep: Class 17 contains 14330 members Mstep: Class 20 contains 955 members Mstep: Class 22 contains 275 members Mstep: Class 23 contains 1226 members Mstep: Class 24 contains 34335 members Entering Unmasked Estep ConsiderDeletion Score: -147576672.000000 Penalty: 164498.296875 Iteration 67Q: 21 clusters Score -1.475767e+08 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 27 members Mstep: Class 1 contains 251 members Mstep: Class 2 contains 25467 members Mstep: Class 3 contains 159149 members Mstep: Class 4 contains 47803 members Mstep: Class 5 contains 2693 members Mstep: Class 6 contains 140010 members Mstep: Class 7 contains 26414 members Mstep: Class 8 contains 1102 members Mstep: Class 9 contains 586 members Mstep: Class 10 contains 6863 members Mstep: Class 11 contains 35141 members Mstep: Class 12 contains 1430 members Mstep: Class 13 contains 23245 members Mstep: Class 15 contains 1541 members Mstep: Class 16 contains 156189 members Mstep: Class 17 contains 14342 members Mstep: Class 20 contains 955 members Mstep: Class 22 contains 275 members Mstep: Class 23 contains 1226 members Mstep: Class 24 contains 34329 members Entering Unmasked Estep ConsiderDeletion Score: -147576784.000000 Penalty: 164498.296875 Iteration 68Q: 21 clusters Score -1.475768e+08 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 27 members Mstep: Class 1 contains 251 members Mstep: Class 2 contains 25468 members Mstep: Class 3 contains 159148 members Mstep: Class 4 contains 47815 members Mstep: Class 5 contains 2694 members Mstep: Class 6 contains 140004 members Mstep: Class 7 contains 26418 members Mstep: Class 8 contains 1102 members Mstep: Class 9 contains 586 members Mstep: Class 10 contains 6864 members Mstep: Class 11 contains 35138 members Mstep: Class 12 contains 1430 members Mstep: Class 13 contains 23233 members Mstep: Class 15 contains 1541 members Mstep: Class 16 contains 156186 members Mstep: Class 17 contains 14356 members Mstep: Class 20 contains 955 members Mstep: Class 22 contains 275 members Mstep: Class 23 contains 1226 members Mstep: Class 24 contains 34321 members Entering Unmasked Estep ConsiderDeletion Score: -147576720.000000 Penalty: 164498.296875 Iteration 69Q: 21 clusters Score -1.475767e+08 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 27 members Mstep: Class 1 contains 251 members Mstep: Class 2 contains 25469 members Mstep: Class 3 contains 159146 members Mstep: Class 4 contains 47827 members Mstep: Class 5 contains 2694 members Mstep: Class 6 contains 140002 members Mstep: Class 7 contains 26421 members Mstep: Class 8 contains 1102 members Mstep: Class 9 contains 586 members Mstep: Class 10 contains 6865 members Mstep: Class 11 contains 35134 members Mstep: Class 12 contains 1430 members Mstep: Class 13 contains 23221 members Mstep: Class 15 contains 1541 members Mstep: Class 16 contains 156182 members Mstep: Class 17 contains 14366 members Mstep: Class 20 contains 955 members Mstep: Class 22 contains 275 members Mstep: Class 23 contains 1225 members Mstep: Class 24 contains 34319 members Entering Unmasked Estep ConsiderDeletion Score: -147576736.000000 Penalty: 164498.296875 Iteration 70Q: 21 clusters Score -1.475767e+08 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 27 members Mstep: Class 1 contains 251 members Mstep: Class 2 contains 25470 members Mstep: Class 3 contains 159143 members Mstep: Class 4 contains 47837 members Mstep: Class 5 contains 2693 members Mstep: Class 6 contains 139998 members Mstep: Class 7 contains 26420 members Mstep: Class 8 contains 1102 members Mstep: Class 9 contains 586 members Mstep: Class 10 contains 6866 members Mstep: Class 11 contains 35132 members Mstep: Class 12 contains 1430 members Mstep: Class 13 contains 23222 members Mstep: Class 15 contains 1541 members Mstep: Class 16 contains 156175 members Mstep: Class 17 contains 14377 members Mstep: Class 20 contains 955 members Mstep: Class 22 contains 275 members Mstep: Class 23 contains 1225 members Mstep: Class 24 contains 34313 members Entering Unmasked Estep ConsiderDeletion Score: -147576800.000000 Penalty: 164498.296875 Iteration 71Q: 21 clusters Score -1.475768e+08 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 27 members Mstep: Class 1 contains 251 members Mstep: Class 2 contains 25470 members Mstep: Class 3 contains 159143 members Mstep: Class 4 contains 47844 members Mstep: Class 5 contains 2692 members Mstep: Class 6 contains 139994 members Mstep: Class 7 contains 26420 members Mstep: Class 8 contains 1102 members Mstep: Class 9 contains 586 members Mstep: Class 10 contains 6866 members Mstep: Class 11 contains 35129 members Mstep: Class 12 contains 1430 members Mstep: Class 13 contains 23224 members Mstep: Class 15 contains 1541 members Mstep: Class 16 contains 156171 members Mstep: Class 17 contains 14385 members Mstep: Class 20 contains 955 members Mstep: Class 22 contains 275 members Mstep: Class 23 contains 1225 members Mstep: Class 24 contains 34308 members Entering Unmasked Estep ConsiderDeletion Score: -147576736.000000 Penalty: 164498.296875 Iteration 72Q: 21 clusters Score -1.475767e+08 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 27 members Mstep: Class 1 contains 251 members Mstep: Class 2 contains 25470 members Mstep: Class 3 contains 159144 members Mstep: Class 4 contains 47852 members Mstep: Class 5 contains 2691 members Mstep: Class 6 contains 139993 members Mstep: Class 7 contains 26420 members Mstep: Class 8 contains 1102 members Mstep: Class 9 contains 586 members Mstep: Class 10 contains 6867 members Mstep: Class 11 contains 35129 members Mstep: Class 12 contains 1430 members Mstep: Class 13 contains 23224 members Mstep: Class 15 contains 1541 members Mstep: Class 16 contains 156170 members Mstep: Class 17 contains 14383 members Mstep: Class 20 contains 955 members Mstep: Class 22 contains 275 members Mstep: Class 23 contains 1225 members Mstep: Class 24 contains 34303 members Entering Unmasked Estep ConsiderDeletion Score: -147576688.000000 Penalty: 164498.296875 Iteration 73Q: 21 clusters Score -1.475767e+08 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 27 members Mstep: Class 1 contains 251 members Mstep: Class 2 contains 25470 members Mstep: Class 3 contains 159142 members Mstep: Class 4 contains 47858 members Mstep: Class 5 contains 2691 members Mstep: Class 6 contains 139991 members Mstep: Class 7 contains 26421 members Mstep: Class 8 contains 1102 members Mstep: Class 9 contains 586 members Mstep: Class 10 contains 6867 members Mstep: Class 11 contains 35127 members Mstep: Class 12 contains 1430 members Mstep: Class 13 contains 23225 members Mstep: Class 15 contains 1541 members Mstep: Class 16 contains 156170 members Mstep: Class 17 contains 14382 members Mstep: Class 20 contains 955 members Mstep: Class 22 contains 275 members Mstep: Class 23 contains 1225 members Mstep: Class 24 contains 34302 members Entering Unmasked Estep ConsiderDeletion Score: -147576736.000000 Penalty: 164498.296875 Iteration 74Q: 21 clusters Score -1.475767e+08 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 27 members Mstep: Class 1 contains 251 members Mstep: Class 2 contains 25471 members Mstep: Class 3 contains 159138 members Mstep: Class 4 contains 47865 members Mstep: Class 5 contains 2691 members Mstep: Class 6 contains 139991 members Mstep: Class 7 contains 26420 members Mstep: Class 8 contains 1102 members Mstep: Class 9 contains 586 members Mstep: Class 10 contains 6865 members Mstep: Class 11 contains 35125 members Mstep: Class 12 contains 1430 members Mstep: Class 13 contains 23225 members Mstep: Class 15 contains 1541 members Mstep: Class 16 contains 156172 members Mstep: Class 17 contains 14383 members Mstep: Class 20 contains 955 members Mstep: Class 22 contains 275 members Mstep: Class 23 contains 1225 members Mstep: Class 24 contains 34300 members Entering Unmasked Estep ConsiderDeletion Score: -147576816.000000 Penalty: 164498.296875 Iteration 75Q: 21 clusters Score -1.475768e+08 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 27 members Mstep: Class 1 contains 251 members Mstep: Class 2 contains 25473 members Mstep: Class 3 contains 159137 members Mstep: Class 4 contains 47869 members Mstep: Class 5 contains 2691 members Mstep: Class 6 contains 139991 members Mstep: Class 7 contains 26417 members Mstep: Class 8 contains 1102 members Mstep: Class 9 contains 585 members Mstep: Class 10 contains 6864 members Mstep: Class 11 contains 35126 members Mstep: Class 12 contains 1430 members Mstep: Class 13 contains 23227 members Mstep: Class 15 contains 1541 members Mstep: Class 16 contains 156171 members Mstep: Class 17 contains 14382 members Mstep: Class 20 contains 955 members Mstep: Class 22 contains 275 members Mstep: Class 23 contains 1225 members Mstep: Class 24 contains 34299 members Entering Unmasked Estep ConsiderDeletion Score: -147576816.000000 Penalty: 164498.296875 Iteration 76Q: 21 clusters Score -1.475768e+08 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 27 members Mstep: Class 1 contains 251 members Mstep: Class 2 contains 25474 members Mstep: Class 3 contains 159137 members Mstep: Class 4 contains 47872 members Mstep: Class 5 contains 2691 members Mstep: Class 6 contains 139990 members Mstep: Class 7 contains 26420 members Mstep: Class 8 contains 1102 members Mstep: Class 9 contains 585 members Mstep: Class 10 contains 6864 members Mstep: Class 11 contains 35125 members Mstep: Class 12 contains 1430 members Mstep: Class 13 contains 23226 members Mstep: Class 15 contains 1541 members Mstep: Class 16 contains 156169 members Mstep: Class 17 contains 14382 members Mstep: Class 20 contains 955 members Mstep: Class 22 contains 275 members Mstep: Class 23 contains 1225 members Mstep: Class 24 contains 34297 members Entering Unmasked Estep ConsiderDeletion Score: -147576800.000000 Penalty: 164498.296875 Iteration 77Q: 21 clusters Score -1.475768e+08 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 27 members Mstep: Class 1 contains 251 members Mstep: Class 2 contains 25477 members Mstep: Class 3 contains 159133 members Mstep: Class 4 contains 47878 members Mstep: Class 5 contains 2691 members Mstep: Class 6 contains 139987 members Mstep: Class 7 contains 26422 members Mstep: Class 8 contains 1102 members Mstep: Class 9 contains 585 members Mstep: Class 10 contains 6864 members Mstep: Class 11 contains 35120 members Mstep: Class 12 contains 1430 members Mstep: Class 13 contains 23229 members Mstep: Class 15 contains 1541 members Mstep: Class 16 contains 156165 members Mstep: Class 17 contains 14384 members Mstep: Class 20 contains 955 members Mstep: Class 22 contains 275 members Mstep: Class 23 contains 1225 members Mstep: Class 24 contains 34297 members Entering Unmasked Estep ConsiderDeletion Score: -147576768.000000 Penalty: 164498.296875 Iteration 78Q: 21 clusters Score -1.475768e+08 nChanged 28 Entering ConstructFrom: Score: -147576768.000000 Penalty: 164498.296875 Entering ConstructFrom: Trying to split cluster 1 (251 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251 members Entering Unmasked Estep Score: -45625.765625 Penalty: 3384.340088 Iteration 0F: 2 clusters Score -45625.77 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 124 members Mstep: Class 2 contains 127 members Entering Unmasked Estep Score: -43269.566406 Penalty: 6768.680176 Iteration 0F: 3 clusters Score -43269.57 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 134 members Mstep: Class 2 contains 117 members Entering Unmasked Estep Score: -43354.621094 Penalty: 6768.680176 Iteration 1Q: 3 clusters Score -43354.62 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 135 members Mstep: Class 2 contains 116 members Entering Unmasked Estep Score: -43364.332031 Penalty: 6768.680176 Iteration 2Q: 3 clusters Score -43364.33 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 135 members Mstep: Class 2 contains 116 members Entering Unmasked Estep Score: -43364.332031 Penalty: 6768.680176 Iteration 3F: 3 clusters Score -43364.33 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (25480 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25480 members Entering Unmasked Estep Score: -5518333.500000 Penalty: 6214.209961 Iteration 0F: 2 clusters Score -5518334 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12768 members Mstep: Class 2 contains 12712 members Entering Unmasked Estep Score: -5498407.500000 Penalty: 12428.419922 Iteration 0F: 3 clusters Score -5498408 nChanged 10598 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12800 members Mstep: Class 2 contains 12680 members Entering Unmasked Estep Score: -5503997.500000 Penalty: 12428.419922 Iteration 1F: 3 clusters Score -5503998 nChanged 1641 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12763 members Mstep: Class 2 contains 12717 members Entering Unmasked Estep Score: -5504949.500000 Penalty: 12428.419922 Iteration 2F: 3 clusters Score -5504950 nChanged 1371 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12628 members Mstep: Class 2 contains 12852 members Entering Unmasked Estep Score: -5505954.000000 Penalty: 12428.419922 Iteration 3F: 3 clusters Score -5505954 nChanged 1392 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12356 members Mstep: Class 2 contains 13124 members Entering Unmasked Estep Score: -5506993.000000 Penalty: 12428.419922 Iteration 4F: 3 clusters Score -5506993 nChanged 1532 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11820 members Mstep: Class 2 contains 13660 members Entering Unmasked Estep Score: -5508092.500000 Penalty: 12428.419922 Iteration 5F: 3 clusters Score -5508092 nChanged 1587 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11085 members Mstep: Class 2 contains 14395 members Entering Unmasked Estep Score: -5509080.000000 Penalty: 12428.419922 Iteration 6F: 3 clusters Score -5509080 nChanged 1446 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10225 members Mstep: Class 2 contains 15255 members Entering Unmasked Estep Score: -5509985.500000 Penalty: 12428.419922 Iteration 7F: 3 clusters Score -5509986 nChanged 1350 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9311 members Mstep: Class 2 contains 16169 members Entering Unmasked Estep Score: -5510795.500000 Penalty: 12428.419922 Iteration 8F: 3 clusters Score -5510796 nChanged 1211 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8388 members Mstep: Class 2 contains 17092 members Entering Unmasked Estep Score: -5511518.000000 Penalty: 12428.419922 Iteration 9Q: 3 clusters Score -5511518 nChanged 1038 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7520 members Mstep: Class 2 contains 17960 members Entering Unmasked Estep Score: -5512100.000000 Penalty: 12428.419922 Iteration 10Q: 3 clusters Score -5512100 nChanged 847 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6757 members Mstep: Class 2 contains 18723 members Entering Unmasked Estep Score: -5512566.000000 Penalty: 12428.419922 Iteration 11Q: 3 clusters Score -5512566 nChanged 720 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6093 members Mstep: Class 2 contains 19387 members Entering Unmasked Estep Score: -5513013.500000 Penalty: 12428.419922 Iteration 12Q: 3 clusters Score -5513014 nChanged 646 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5487 members Mstep: Class 2 contains 19993 members Entering Unmasked Estep Score: -5513365.000000 Penalty: 12428.419922 Iteration 13Q: 3 clusters Score -5513365 nChanged 570 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4931 members Mstep: Class 2 contains 20549 members Entering Unmasked Estep Score: -5513696.500000 Penalty: 12428.419922 Iteration 14Q: 3 clusters Score -5513696 nChanged 479 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4466 members Mstep: Class 2 contains 21014 members Entering Unmasked Estep Score: -5513932.500000 Penalty: 12428.419922 Iteration 15Q: 3 clusters Score -5513932 nChanged 355 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4119 members Mstep: Class 2 contains 21361 members Entering Unmasked Estep Score: -5514118.000000 Penalty: 12428.419922 Iteration 16Q: 3 clusters Score -5514118 nChanged 333 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3790 members Mstep: Class 2 contains 21690 members Entering Unmasked Estep Score: -5514296.000000 Penalty: 12428.419922 Iteration 17Q: 3 clusters Score -5514296 nChanged 295 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3499 members Mstep: Class 2 contains 21981 members Entering Unmasked Estep Score: -5514446.000000 Penalty: 12428.419922 Iteration 18Q: 3 clusters Score -5514446 nChanged 274 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3233 members Mstep: Class 2 contains 22247 members Entering Unmasked Estep Score: -5514575.000000 Penalty: 12428.419922 Iteration 19Q: 3 clusters Score -5514575 nChanged 241 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2992 members Mstep: Class 2 contains 22488 members Entering Unmasked Estep Score: -5514710.000000 Penalty: 12428.419922 Iteration 20F: 3 clusters Score -5514710 nChanged 209 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2785 members Mstep: Class 2 contains 22695 members Entering Unmasked Estep Score: -5514818.500000 Penalty: 12428.419922 Iteration 21Q: 3 clusters Score -5514818 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2642 members Mstep: Class 2 contains 22838 members Entering Unmasked Estep Score: -5514923.500000 Penalty: 12428.419922 Iteration 22Q: 3 clusters Score -5514924 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2520 members Mstep: Class 2 contains 22960 members Entering Unmasked Estep Score: -5514985.000000 Penalty: 12428.419922 Iteration 23Q: 3 clusters Score -5514985 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2421 members Mstep: Class 2 contains 23059 members Entering Unmasked Estep Score: -5515034.000000 Penalty: 12428.419922 Iteration 24Q: 3 clusters Score -5515034 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2332 members Mstep: Class 2 contains 23148 members Entering Unmasked Estep Score: -5515085.500000 Penalty: 12428.419922 Iteration 25Q: 3 clusters Score -5515086 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2267 members Mstep: Class 2 contains 23213 members Entering Unmasked Estep Score: -5515114.500000 Penalty: 12428.419922 Iteration 26Q: 3 clusters Score -5515114 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2219 members Mstep: Class 2 contains 23261 members Entering Unmasked Estep Score: -5515142.000000 Penalty: 12428.419922 Iteration 27Q: 3 clusters Score -5515142 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2177 members Mstep: Class 2 contains 23303 members Entering Unmasked Estep Score: -5515156.500000 Penalty: 12428.419922 Iteration 28Q: 3 clusters Score -5515156 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2143 members Mstep: Class 2 contains 23337 members Entering Unmasked Estep Score: -5515170.500000 Penalty: 12428.419922 Iteration 29Q: 3 clusters Score -5515170 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2107 members Mstep: Class 2 contains 23373 members Entering Unmasked Estep Score: -5515212.500000 Penalty: 12428.419922 Iteration 30Q: 3 clusters Score -5515212 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2082 members Mstep: Class 2 contains 23398 members Entering Unmasked Estep Score: -5515231.500000 Penalty: 12428.419922 Iteration 31Q: 3 clusters Score -5515232 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2047 members Mstep: Class 2 contains 23433 members Entering Unmasked Estep Score: -5515263.000000 Penalty: 12428.419922 Iteration 32Q: 3 clusters Score -5515263 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2005 members Mstep: Class 2 contains 23475 members Entering Unmasked Estep Score: -5515293.000000 Penalty: 12428.419922 Iteration 33Q: 3 clusters Score -5515293 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1960 members Mstep: Class 2 contains 23520 members Entering Unmasked Estep Score: -5515340.000000 Penalty: 12428.419922 Iteration 34Q: 3 clusters Score -5515340 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1923 members Mstep: Class 2 contains 23557 members Entering Unmasked Estep Score: -5515367.500000 Penalty: 12428.419922 Iteration 35Q: 3 clusters Score -5515368 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1885 members Mstep: Class 2 contains 23595 members Entering Unmasked Estep Score: -5515396.000000 Penalty: 12428.419922 Iteration 36Q: 3 clusters Score -5515396 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1853 members Mstep: Class 2 contains 23627 members Entering Unmasked Estep Score: -5515420.000000 Penalty: 12428.419922 Iteration 37Q: 3 clusters Score -5515420 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1832 members Mstep: Class 2 contains 23648 members Entering Unmasked Estep Score: -5515417.000000 Penalty: 12428.419922 Iteration 38Q: 3 clusters Score -5515417 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1813 members Mstep: Class 2 contains 23667 members Entering Unmasked Estep Score: -5515442.500000 Penalty: 12428.419922 Iteration 39Q: 3 clusters Score -5515442 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1801 members Mstep: Class 2 contains 23679 members Entering Unmasked Estep Score: -5515450.000000 Penalty: 12428.419922 Iteration 40F: 3 clusters Score -5515450 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1793 members Mstep: Class 2 contains 23687 members Entering Unmasked Estep Score: -5515459.000000 Penalty: 12428.419922 Iteration 41Q: 3 clusters Score -5515459 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1787 members Mstep: Class 2 contains 23693 members Entering Unmasked Estep Score: -5515464.000000 Penalty: 12428.419922 Iteration 42Q: 3 clusters Score -5515464 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1780 members Mstep: Class 2 contains 23700 members Entering Unmasked Estep Score: -5515470.500000 Penalty: 12428.419922 Iteration 43Q: 3 clusters Score -5515470 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1772 members Mstep: Class 2 contains 23708 members Entering Unmasked Estep Score: -5515456.000000 Penalty: 12428.419922 Iteration 44Q: 3 clusters Score -5515456 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1769 members Mstep: Class 2 contains 23711 members Entering Unmasked Estep Score: -5515466.500000 Penalty: 12428.419922 Iteration 45Q: 3 clusters Score -5515466 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1767 members Mstep: Class 2 contains 23713 members Entering Unmasked Estep Score: -5515469.000000 Penalty: 12428.419922 Iteration 46Q: 3 clusters Score -5515469 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1765 members Mstep: Class 2 contains 23715 members Entering Unmasked Estep Score: -5515472.000000 Penalty: 12428.419922 Iteration 47Q: 3 clusters Score -5515472 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1761 members Mstep: Class 2 contains 23719 members Entering Unmasked Estep Score: -5515480.500000 Penalty: 12428.419922 Iteration 48Q: 3 clusters Score -5515480 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1759 members Mstep: Class 2 contains 23721 members Entering Unmasked Estep Score: -5515483.500000 Penalty: 12428.419922 Iteration 49Q: 3 clusters Score -5515484 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1757 members Mstep: Class 2 contains 23723 members Entering Unmasked Estep Score: -5515481.500000 Penalty: 12428.419922 Iteration 50Q: 3 clusters Score -5515482 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1756 members Mstep: Class 2 contains 23724 members Entering Unmasked Estep Score: -5515476.500000 Penalty: 12428.419922 Iteration 51Q: 3 clusters Score -5515476 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1755 members Mstep: Class 2 contains 23725 members Entering Unmasked Estep Score: -5515481.000000 Penalty: 12428.419922 Iteration 52Q: 3 clusters Score -5515481 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1755 members Mstep: Class 2 contains 23725 members Entering Unmasked Estep Score: -5515481.000000 Penalty: 12428.419922 Iteration 53F: 3 clusters Score -5515481 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (159130 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 159130 members Entering Unmasked Estep Score: -34929088.000000 Penalty: 7336.204590 Iteration 0F: 2 clusters Score -3.492909e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 79185 members Mstep: Class 2 contains 79945 members Entering Unmasked Estep Score: -34822064.000000 Penalty: 14672.409180 Iteration 0F: 3 clusters Score -3.482206e+07 nChanged 74067 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 76214 members Mstep: Class 2 contains 82916 members Entering Unmasked Estep Score: -34863480.000000 Penalty: 14672.409180 Iteration 1F: 3 clusters Score -3.486348e+07 nChanged 5366 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74132 members Mstep: Class 2 contains 84998 members Entering Unmasked Estep Score: -34864696.000000 Penalty: 14672.409180 Iteration 2Q: 3 clusters Score -3.48647e+07 nChanged 5332 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71074 members Mstep: Class 2 contains 88056 members Entering Unmasked Estep Score: -34865912.000000 Penalty: 14672.409180 Iteration 3Q: 3 clusters Score -3.486591e+07 nChanged 5760 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66692 members Mstep: Class 2 contains 92438 members Entering Unmasked Estep Score: -34867848.000000 Penalty: 14672.409180 Iteration 4Q: 3 clusters Score -3.486785e+07 nChanged 7030 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60380 members Mstep: Class 2 contains 98750 members Entering Unmasked Estep Score: -34870580.000000 Penalty: 14672.409180 Iteration 5Q: 3 clusters Score -3.487058e+07 nChanged 9205 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51457 members Mstep: Class 2 contains 107673 members Entering Unmasked Estep Score: -34875880.000000 Penalty: 14672.409180 Iteration 6F: 3 clusters Score -3.487588e+07 nChanged 12000 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39545 members Mstep: Class 2 contains 119585 members Entering Unmasked Estep Score: -34884964.000000 Penalty: 14672.409180 Iteration 7F: 3 clusters Score -3.488496e+07 nChanged 13903 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25678 members Mstep: Class 2 contains 133452 members Entering Unmasked Estep Score: -34897680.000000 Penalty: 14672.409180 Iteration 8F: 3 clusters Score -3.489768e+07 nChanged 12616 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13076 members Mstep: Class 2 contains 146054 members Entering Unmasked Estep Score: -34910240.000000 Penalty: 14672.409180 Iteration 9F: 3 clusters Score -3.491024e+07 nChanged 7795 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5305 members Mstep: Class 2 contains 153825 members Entering Unmasked Estep Score: -34917944.000000 Penalty: 14672.409180 Iteration 10Q: 3 clusters Score -3.491794e+07 nChanged 3164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2157 members Mstep: Class 2 contains 156973 members Entering Unmasked Estep Score: -34921008.000000 Penalty: 14672.409180 Iteration 11Q: 3 clusters Score -3.492101e+07 nChanged 963 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1252 members Mstep: Class 2 contains 157878 members Entering Unmasked Estep Score: -34921904.000000 Penalty: 14672.409180 Iteration 12Q: 3 clusters Score -3.49219e+07 nChanged 327 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 961 members Mstep: Class 2 contains 158169 members Entering Unmasked Estep Score: -34922252.000000 Penalty: 14672.409180 Iteration 13Q: 3 clusters Score -3.492225e+07 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 850 members Mstep: Class 2 contains 158280 members Entering Unmasked Estep Score: -34922420.000000 Penalty: 14672.409180 Iteration 14Q: 3 clusters Score -3.492242e+07 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 789 members Mstep: Class 2 contains 158341 members Entering Unmasked Estep Score: -34922508.000000 Penalty: 14672.409180 Iteration 15Q: 3 clusters Score -3.492251e+07 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 755 members Mstep: Class 2 contains 158375 members Entering Unmasked Estep Score: -34922524.000000 Penalty: 14672.409180 Iteration 16Q: 3 clusters Score -3.492252e+07 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 743 members Mstep: Class 2 contains 158387 members Entering Unmasked Estep Score: -34922532.000000 Penalty: 14672.409180 Iteration 17Q: 3 clusters Score -3.492253e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 734 members Mstep: Class 2 contains 158396 members Entering Unmasked Estep Score: -34922580.000000 Penalty: 14672.409180 Iteration 18Q: 3 clusters Score -3.492258e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 734 members Mstep: Class 2 contains 158396 members Entering Unmasked Estep Score: -34922588.000000 Penalty: 14672.409180 Iteration 19Q: 3 clusters Score -3.492259e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 731 members Mstep: Class 2 contains 158399 members Entering Unmasked Estep Score: -34922616.000000 Penalty: 14672.409180 Iteration 20F: 3 clusters Score -3.492262e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 725 members Mstep: Class 2 contains 158405 members Entering Unmasked Estep Score: -34922628.000000 Penalty: 14672.409180 Iteration 21Q: 3 clusters Score -3.492263e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 719 members Mstep: Class 2 contains 158411 members Entering Unmasked Estep Score: -34922652.000000 Penalty: 14672.409180 Iteration 22Q: 3 clusters Score -3.492265e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 716 members Mstep: Class 2 contains 158414 members Entering Unmasked Estep Score: -34922664.000000 Penalty: 14672.409180 Iteration 23Q: 3 clusters Score -3.492266e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 715 members Mstep: Class 2 contains 158415 members Entering Unmasked Estep Score: -34922656.000000 Penalty: 14672.409180 Iteration 24Q: 3 clusters Score -3.492266e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 714 members Mstep: Class 2 contains 158416 members Entering Unmasked Estep Score: -34922624.000000 Penalty: 14672.409180 Iteration 25Q: 3 clusters Score -3.492262e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 714 members Mstep: Class 2 contains 158416 members Entering Unmasked Estep Score: -34922624.000000 Penalty: 14672.409180 Iteration 26F: 3 clusters Score -3.492262e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (47883 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47883 members Entering Unmasked Estep Score: -10501110.000000 Penalty: 6600.616211 Iteration 0F: 2 clusters Score -1.050111e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23865 members Mstep: Class 2 contains 24018 members Entering Unmasked Estep Score: -10466864.000000 Penalty: 13201.232422 Iteration 0F: 3 clusters Score -1.046686e+07 nChanged 21029 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23728 members Mstep: Class 2 contains 24155 members Entering Unmasked Estep Score: -10477907.000000 Penalty: 13201.232422 Iteration 1F: 3 clusters Score -1.047791e+07 nChanged 2425 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23673 members Mstep: Class 2 contains 24210 members Entering Unmasked Estep Score: -10478759.000000 Penalty: 13201.232422 Iteration 2F: 3 clusters Score -1.047876e+07 nChanged 2024 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23673 members Mstep: Class 2 contains 24210 members Entering Unmasked Estep Score: -10479322.000000 Penalty: 13201.232422 Iteration 3Q: 3 clusters Score -1.047932e+07 nChanged 1766 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23697 members Mstep: Class 2 contains 24186 members Entering Unmasked Estep Score: -10479895.000000 Penalty: 13201.232422 Iteration 4Q: 3 clusters Score -1.04799e+07 nChanged 1661 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23718 members Mstep: Class 2 contains 24165 members Entering Unmasked Estep Score: -10480443.000000 Penalty: 13201.232422 Iteration 5Q: 3 clusters Score -1.048044e+07 nChanged 1574 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23698 members Mstep: Class 2 contains 24185 members Entering Unmasked Estep Score: -10481017.000000 Penalty: 13201.232422 Iteration 6Q: 3 clusters Score -1.048102e+07 nChanged 1659 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23745 members Mstep: Class 2 contains 24138 members Entering Unmasked Estep Score: -10481725.000000 Penalty: 13201.232422 Iteration 7Q: 3 clusters Score -1.048172e+07 nChanged 1796 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23845 members Mstep: Class 2 contains 24038 members Entering Unmasked Estep Score: -10482724.000000 Penalty: 13201.232422 Iteration 8Q: 3 clusters Score -1.048272e+07 nChanged 2119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24052 members Mstep: Class 2 contains 23831 members Entering Unmasked Estep Score: -10484060.000000 Penalty: 13201.232422 Iteration 9Q: 3 clusters Score -1.048406e+07 nChanged 2537 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24427 members Mstep: Class 2 contains 23456 members Entering Unmasked Estep Score: -10485940.000000 Penalty: 13201.232422 Iteration 10F: 3 clusters Score -1.048594e+07 nChanged 2790 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25023 members Mstep: Class 2 contains 22860 members Entering Unmasked Estep Score: -10488026.000000 Penalty: 13201.232422 Iteration 11F: 3 clusters Score -1.048803e+07 nChanged 2923 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25800 members Mstep: Class 2 contains 22083 members Entering Unmasked Estep Score: -10490117.000000 Penalty: 13201.232422 Iteration 12F: 3 clusters Score -1.049012e+07 nChanged 2618 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26664 members Mstep: Class 2 contains 21219 members Entering Unmasked Estep Score: -10491820.000000 Penalty: 13201.232422 Iteration 13F: 3 clusters Score -1.049182e+07 nChanged 2174 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27542 members Mstep: Class 2 contains 20341 members Entering Unmasked Estep Score: -10493130.000000 Penalty: 13201.232422 Iteration 14Q: 3 clusters Score -1.049313e+07 nChanged 1742 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28348 members Mstep: Class 2 contains 19535 members Entering Unmasked Estep Score: -10494121.000000 Penalty: 13201.232422 Iteration 15Q: 3 clusters Score -1.049412e+07 nChanged 1291 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29117 members Mstep: Class 2 contains 18766 members Entering Unmasked Estep Score: -10494883.000000 Penalty: 13201.232422 Iteration 16Q: 3 clusters Score -1.049488e+07 nChanged 1072 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29907 members Mstep: Class 2 contains 17976 members Entering Unmasked Estep Score: -10495569.000000 Penalty: 13201.232422 Iteration 17Q: 3 clusters Score -1.049557e+07 nChanged 917 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30674 members Mstep: Class 2 contains 17209 members Entering Unmasked Estep Score: -10496050.000000 Penalty: 13201.232422 Iteration 18Q: 3 clusters Score -1.049605e+07 nChanged 774 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31374 members Mstep: Class 2 contains 16509 members Entering Unmasked Estep Score: -10496426.000000 Penalty: 13201.232422 Iteration 19Q: 3 clusters Score -1.049643e+07 nChanged 708 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32040 members Mstep: Class 2 contains 15843 members Entering Unmasked Estep Score: -10496764.000000 Penalty: 13201.232422 Iteration 20F: 3 clusters Score -1.049676e+07 nChanged 608 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32620 members Mstep: Class 2 contains 15263 members Entering Unmasked Estep Score: -10497053.000000 Penalty: 13201.232422 Iteration 21Q: 3 clusters Score -1.049705e+07 nChanged 573 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33179 members Mstep: Class 2 contains 14704 members Entering Unmasked Estep Score: -10497313.000000 Penalty: 13201.232422 Iteration 22Q: 3 clusters Score -1.049731e+07 nChanged 514 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33687 members Mstep: Class 2 contains 14196 members Entering Unmasked Estep Score: -10497577.000000 Penalty: 13201.232422 Iteration 23Q: 3 clusters Score -1.049758e+07 nChanged 450 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34133 members Mstep: Class 2 contains 13750 members Entering Unmasked Estep Score: -10497773.000000 Penalty: 13201.232422 Iteration 24Q: 3 clusters Score -1.049777e+07 nChanged 403 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34532 members Mstep: Class 2 contains 13351 members Entering Unmasked Estep Score: -10497900.000000 Penalty: 13201.232422 Iteration 25Q: 3 clusters Score -1.04979e+07 nChanged 364 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34894 members Mstep: Class 2 contains 12989 members Entering Unmasked Estep Score: -10497972.000000 Penalty: 13201.232422 Iteration 26Q: 3 clusters Score -1.049797e+07 nChanged 315 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35207 members Mstep: Class 2 contains 12676 members Entering Unmasked Estep Score: -10498095.000000 Penalty: 13201.232422 Iteration 27Q: 3 clusters Score -1.04981e+07 nChanged 275 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35482 members Mstep: Class 2 contains 12401 members Entering Unmasked Estep Score: -10498134.000000 Penalty: 13201.232422 Iteration 28Q: 3 clusters Score -1.049813e+07 nChanged 253 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35733 members Mstep: Class 2 contains 12150 members Entering Unmasked Estep Score: -10498218.000000 Penalty: 13201.232422 Iteration 29Q: 3 clusters Score -1.049822e+07 nChanged 215 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35946 members Mstep: Class 2 contains 11937 members Entering Unmasked Estep Score: -10498291.000000 Penalty: 13201.232422 Iteration 30Q: 3 clusters Score -1.049829e+07 nChanged 190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36136 members Mstep: Class 2 contains 11747 members Entering Unmasked Estep Score: -10498321.000000 Penalty: 13201.232422 Iteration 31Q: 3 clusters Score -1.049832e+07 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36302 members Mstep: Class 2 contains 11581 members Entering Unmasked Estep Score: -10498348.000000 Penalty: 13201.232422 Iteration 32Q: 3 clusters Score -1.049835e+07 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36444 members Mstep: Class 2 contains 11439 members Entering Unmasked Estep Score: -10498381.000000 Penalty: 13201.232422 Iteration 33Q: 3 clusters Score -1.049838e+07 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36584 members Mstep: Class 2 contains 11299 members Entering Unmasked Estep Score: -10498418.000000 Penalty: 13201.232422 Iteration 34Q: 3 clusters Score -1.049842e+07 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36715 members Mstep: Class 2 contains 11168 members Entering Unmasked Estep Score: -10498448.000000 Penalty: 13201.232422 Iteration 35Q: 3 clusters Score -1.049845e+07 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36835 members Mstep: Class 2 contains 11048 members Entering Unmasked Estep Score: -10498457.000000 Penalty: 13201.232422 Iteration 36Q: 3 clusters Score -1.049846e+07 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36947 members Mstep: Class 2 contains 10936 members Entering Unmasked Estep Score: -10498466.000000 Penalty: 13201.232422 Iteration 37Q: 3 clusters Score -1.049847e+07 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37052 members Mstep: Class 2 contains 10831 members Entering Unmasked Estep Score: -10498485.000000 Penalty: 13201.232422 Iteration 38Q: 3 clusters Score -1.049848e+07 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37130 members Mstep: Class 2 contains 10753 members Entering Unmasked Estep Score: -10498549.000000 Penalty: 13201.232422 Iteration 39Q: 3 clusters Score -1.049855e+07 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37195 members Mstep: Class 2 contains 10688 members Entering Unmasked Estep Score: -10498543.000000 Penalty: 13201.232422 Iteration 40F: 3 clusters Score -1.049854e+07 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37237 members Mstep: Class 2 contains 10646 members Entering Unmasked Estep Score: -10498548.000000 Penalty: 13201.232422 Iteration 41Q: 3 clusters Score -1.049855e+07 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37277 members Mstep: Class 2 contains 10606 members Entering Unmasked Estep Score: -10498549.000000 Penalty: 13201.232422 Iteration 42Q: 3 clusters Score -1.049855e+07 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37312 members Mstep: Class 2 contains 10571 members Entering Unmasked Estep Score: -10498542.000000 Penalty: 13201.232422 Iteration 43Q: 3 clusters Score -1.049854e+07 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37342 members Mstep: Class 2 contains 10541 members Entering Unmasked Estep Score: -10498558.000000 Penalty: 13201.232422 Iteration 44Q: 3 clusters Score -1.049856e+07 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37363 members Mstep: Class 2 contains 10520 members Entering Unmasked Estep Score: -10498546.000000 Penalty: 13201.232422 Iteration 45Q: 3 clusters Score -1.049855e+07 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37381 members Mstep: Class 2 contains 10502 members Entering Unmasked Estep Score: -10498564.000000 Penalty: 13201.232422 Iteration 46Q: 3 clusters Score -1.049856e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37391 members Mstep: Class 2 contains 10492 members Entering Unmasked Estep Score: -10498567.000000 Penalty: 13201.232422 Iteration 47Q: 3 clusters Score -1.049857e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37398 members Mstep: Class 2 contains 10485 members Entering Unmasked Estep Score: -10498564.000000 Penalty: 13201.232422 Iteration 48Q: 3 clusters Score -1.049856e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37405 members Mstep: Class 2 contains 10478 members Entering Unmasked Estep Score: -10498560.000000 Penalty: 13201.232422 Iteration 49Q: 3 clusters Score -1.049856e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37415 members Mstep: Class 2 contains 10468 members Entering Unmasked Estep Score: -10498561.000000 Penalty: 13201.232422 Iteration 50Q: 3 clusters Score -1.049856e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37421 members Mstep: Class 2 contains 10462 members Entering Unmasked Estep Score: -10498566.000000 Penalty: 13201.232422 Iteration 51Q: 3 clusters Score -1.049857e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37426 members Mstep: Class 2 contains 10457 members Entering Unmasked Estep Score: -10498569.000000 Penalty: 13201.232422 Iteration 52Q: 3 clusters Score -1.049857e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37436 members Mstep: Class 2 contains 10447 members Entering Unmasked Estep Score: -10498574.000000 Penalty: 13201.232422 Iteration 53Q: 3 clusters Score -1.049857e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37450 members Mstep: Class 2 contains 10433 members Entering Unmasked Estep Score: -10498585.000000 Penalty: 13201.232422 Iteration 54Q: 3 clusters Score -1.049858e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37459 members Mstep: Class 2 contains 10424 members Entering Unmasked Estep Score: -10498582.000000 Penalty: 13201.232422 Iteration 55Q: 3 clusters Score -1.049858e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37464 members Mstep: Class 2 contains 10419 members Entering Unmasked Estep Score: -10498600.000000 Penalty: 13201.232422 Iteration 56Q: 3 clusters Score -1.04986e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37471 members Mstep: Class 2 contains 10412 members Entering Unmasked Estep Score: -10498593.000000 Penalty: 13201.232422 Iteration 57Q: 3 clusters Score -1.049859e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37479 members Mstep: Class 2 contains 10404 members Entering Unmasked Estep Score: -10498585.000000 Penalty: 13201.232422 Iteration 58Q: 3 clusters Score -1.049858e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37490 members Mstep: Class 2 contains 10393 members Entering Unmasked Estep Score: -10498598.000000 Penalty: 13201.232422 Iteration 59Q: 3 clusters Score -1.04986e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37501 members Mstep: Class 2 contains 10382 members Entering Unmasked Estep Score: -10498601.000000 Penalty: 13201.232422 Iteration 60F: 3 clusters Score -1.04986e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37511 members Mstep: Class 2 contains 10372 members Entering Unmasked Estep Score: -10498592.000000 Penalty: 13201.232422 Iteration 61Q: 3 clusters Score -1.049859e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37515 members Mstep: Class 2 contains 10368 members Entering Unmasked Estep Score: -10498583.000000 Penalty: 13201.232422 Iteration 62Q: 3 clusters Score -1.049858e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37517 members Mstep: Class 2 contains 10366 members Entering Unmasked Estep Score: -10498588.000000 Penalty: 13201.232422 Iteration 63Q: 3 clusters Score -1.049859e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37518 members Mstep: Class 2 contains 10365 members Entering Unmasked Estep Score: -10498587.000000 Penalty: 13201.232422 Iteration 64Q: 3 clusters Score -1.049859e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37520 members Mstep: Class 2 contains 10363 members Entering Unmasked Estep Score: -10498585.000000 Penalty: 13201.232422 Iteration 65Q: 3 clusters Score -1.049858e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37520 members Mstep: Class 2 contains 10363 members Entering Unmasked Estep Score: -10498585.000000 Penalty: 13201.232422 Iteration 66F: 3 clusters Score -1.049858e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (2691 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2691 members Entering Unmasked Estep Score: -572122.187500 Penalty: 4837.321777 Iteration 0F: 2 clusters Score -572122.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1331 members Mstep: Class 2 contains 1360 members Entering Unmasked Estep Score: -566630.062500 Penalty: 9674.643555 Iteration 0F: 3 clusters Score -566630.1 nChanged 724 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1375 members Mstep: Class 2 contains 1316 members Entering Unmasked Estep Score: -567546.750000 Penalty: 9674.643555 Iteration 1F: 3 clusters Score -567546.8 nChanged 240 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1477 members Mstep: Class 2 contains 1214 members Entering Unmasked Estep Score: -568692.687500 Penalty: 9674.643555 Iteration 2F: 3 clusters Score -568692.7 nChanged 287 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1640 members Mstep: Class 2 contains 1051 members Entering Unmasked Estep Score: -569624.875000 Penalty: 9674.643555 Iteration 3F: 3 clusters Score -569624.9 nChanged 240 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1768 members Mstep: Class 2 contains 923 members Entering Unmasked Estep Score: -570332.500000 Penalty: 9674.643555 Iteration 4F: 3 clusters Score -570332.5 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1806 members Mstep: Class 2 contains 885 members Entering Unmasked Estep Score: -570842.437500 Penalty: 9674.643555 Iteration 5F: 3 clusters Score -570842.4 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1804 members Mstep: Class 2 contains 887 members Entering Unmasked Estep Score: -571230.000000 Penalty: 9674.643555 Iteration 6Q: 3 clusters Score -571230 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1766 members Mstep: Class 2 contains 925 members Entering Unmasked Estep Score: -571452.625000 Penalty: 9674.643555 Iteration 7Q: 3 clusters Score -571452.6 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1713 members Mstep: Class 2 contains 978 members Entering Unmasked Estep Score: -571636.312500 Penalty: 9674.643555 Iteration 8Q: 3 clusters Score -571636.3 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1671 members Mstep: Class 2 contains 1020 members Entering Unmasked Estep Score: -571758.812500 Penalty: 9674.643555 Iteration 9Q: 3 clusters Score -571758.8 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1636 members Mstep: Class 2 contains 1055 members Entering Unmasked Estep Score: -571848.125000 Penalty: 9674.643555 Iteration 10Q: 3 clusters Score -571848.1 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1602 members Mstep: Class 2 contains 1089 members Entering Unmasked Estep Score: -571923.625000 Penalty: 9674.643555 Iteration 11Q: 3 clusters Score -571923.6 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1572 members Mstep: Class 2 contains 1119 members Entering Unmasked Estep Score: -571992.875000 Penalty: 9674.643555 Iteration 12Q: 3 clusters Score -571992.9 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1544 members Mstep: Class 2 contains 1147 members Entering Unmasked Estep Score: -572052.375000 Penalty: 9674.643555 Iteration 13Q: 3 clusters Score -572052.4 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1516 members Mstep: Class 2 contains 1175 members Entering Unmasked Estep Score: -572120.062500 Penalty: 9674.643555 Iteration 14Q: 3 clusters Score -572120.1 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1491 members Mstep: Class 2 contains 1200 members Entering Unmasked Estep Score: -572176.687500 Penalty: 9674.643555 Iteration 15Q: 3 clusters Score -572176.7 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1479 members Mstep: Class 2 contains 1212 members Entering Unmasked Estep Score: -572201.187500 Penalty: 9674.643555 Iteration 16Q: 3 clusters Score -572201.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1473 members Mstep: Class 2 contains 1218 members Entering Unmasked Estep Score: -572210.375000 Penalty: 9674.643555 Iteration 17Q: 3 clusters Score -572210.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1469 members Mstep: Class 2 contains 1222 members Entering Unmasked Estep Score: -572212.812500 Penalty: 9674.643555 Iteration 18Q: 3 clusters Score -572212.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1469 members Mstep: Class 2 contains 1222 members Entering Unmasked Estep Score: -572215.687500 Penalty: 9674.643555 Iteration 19Q: 3 clusters Score -572215.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1469 members Mstep: Class 2 contains 1222 members Entering Unmasked Estep Score: -572215.687500 Penalty: 9674.643555 Iteration 20F: 3 clusters Score -572215.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 27 members Mstep: Class 1 contains 251 members Mstep: Class 2 contains 25480 members Mstep: Class 3 contains 159130 members Mstep: Class 4 contains 47883 members Mstep: Class 5 contains 1469 members Mstep: Class 6 contains 139982 members Mstep: Class 7 contains 26427 members Mstep: Class 8 contains 1102 members Mstep: Class 9 contains 585 members Mstep: Class 10 contains 6864 members Mstep: Class 11 contains 35116 members Mstep: Class 12 contains 1430 members Mstep: Class 13 contains 23224 members Mstep: Class 14 contains 1222 members Mstep: Class 15 contains 1541 members Mstep: Class 16 contains 156163 members Mstep: Class 17 contains 14392 members Mstep: Class 20 contains 955 members Mstep: Class 22 contains 275 members Mstep: Class 23 contains 1225 members Mstep: Class 24 contains 34295 members Entering Unmasked Estep Score: -147573056.000000 Penalty: 172723.218750 Splitting cluster 5 changes total score from -147576768.000000 to -147573056.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 6 (139982 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139982 members Entering Unmasked Estep Score: -31197896.000000 Penalty: 7257.677246 Iteration 0F: 2 clusters Score -3.11979e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 69861 members Mstep: Class 2 contains 70121 members Entering Unmasked Estep Score: -31104358.000000 Penalty: 14515.354492 Iteration 0F: 3 clusters Score -3.110436e+07 nChanged 65034 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 68427 members Mstep: Class 2 contains 71555 members Entering Unmasked Estep Score: -31141000.000000 Penalty: 14515.354492 Iteration 1F: 3 clusters Score -3.1141e+07 nChanged 5266 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67433 members Mstep: Class 2 contains 72549 members Entering Unmasked Estep Score: -31142524.000000 Penalty: 14515.354492 Iteration 2Q: 3 clusters Score -3.114252e+07 nChanged 5502 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65991 members Mstep: Class 2 contains 73991 members Entering Unmasked Estep Score: -31144450.000000 Penalty: 14515.354492 Iteration 3Q: 3 clusters Score -3.114445e+07 nChanged 5996 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63811 members Mstep: Class 2 contains 76171 members Entering Unmasked Estep Score: -31147054.000000 Penalty: 14515.354492 Iteration 4Q: 3 clusters Score -3.114705e+07 nChanged 6735 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60944 members Mstep: Class 2 contains 79038 members Entering Unmasked Estep Score: -31150320.000000 Penalty: 14515.354492 Iteration 5Q: 3 clusters Score -3.115032e+07 nChanged 7721 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57033 members Mstep: Class 2 contains 82949 members Entering Unmasked Estep Score: -31154640.000000 Penalty: 14515.354492 Iteration 6F: 3 clusters Score -3.115464e+07 nChanged 8587 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52306 members Mstep: Class 2 contains 87676 members Entering Unmasked Estep Score: -31160268.000000 Penalty: 14515.354492 Iteration 7F: 3 clusters Score -3.116027e+07 nChanged 8793 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47073 members Mstep: Class 2 contains 92909 members Entering Unmasked Estep Score: -31165996.000000 Penalty: 14515.354492 Iteration 8F: 3 clusters Score -3.1166e+07 nChanged 8303 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41892 members Mstep: Class 2 contains 98090 members Entering Unmasked Estep Score: -31171328.000000 Penalty: 14515.354492 Iteration 9F: 3 clusters Score -3.117133e+07 nChanged 7440 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36966 members Mstep: Class 2 contains 103016 members Entering Unmasked Estep Score: -31176162.000000 Penalty: 14515.354492 Iteration 10F: 3 clusters Score -3.117616e+07 nChanged 6162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32686 members Mstep: Class 2 contains 107296 members Entering Unmasked Estep Score: -31179940.000000 Penalty: 14515.354492 Iteration 11Q: 3 clusters Score -3.117994e+07 nChanged 4933 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29055 members Mstep: Class 2 contains 110927 members Entering Unmasked Estep Score: -31183140.000000 Penalty: 14515.354492 Iteration 12Q: 3 clusters Score -3.118314e+07 nChanged 3921 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25948 members Mstep: Class 2 contains 114034 members Entering Unmasked Estep Score: -31185394.000000 Penalty: 14515.354492 Iteration 13Q: 3 clusters Score -3.118539e+07 nChanged 3269 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23231 members Mstep: Class 2 contains 116751 members Entering Unmasked Estep Score: -31187404.000000 Penalty: 14515.354492 Iteration 14Q: 3 clusters Score -3.11874e+07 nChanged 2846 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20745 members Mstep: Class 2 contains 119237 members Entering Unmasked Estep Score: -31189386.000000 Penalty: 14515.354492 Iteration 15Q: 3 clusters Score -3.118939e+07 nChanged 2363 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18668 members Mstep: Class 2 contains 121314 members Entering Unmasked Estep Score: -31191008.000000 Penalty: 14515.354492 Iteration 16Q: 3 clusters Score -3.119101e+07 nChanged 2077 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16899 members Mstep: Class 2 contains 123083 members Entering Unmasked Estep Score: -31192098.000000 Penalty: 14515.354492 Iteration 17Q: 3 clusters Score -3.11921e+07 nChanged 1616 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15525 members Mstep: Class 2 contains 124457 members Entering Unmasked Estep Score: -31193042.000000 Penalty: 14515.354492 Iteration 18Q: 3 clusters Score -3.119304e+07 nChanged 1306 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14367 members Mstep: Class 2 contains 125615 members Entering Unmasked Estep Score: -31193726.000000 Penalty: 14515.354492 Iteration 19Q: 3 clusters Score -3.119373e+07 nChanged 1171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13380 members Mstep: Class 2 contains 126602 members Entering Unmasked Estep Score: -31194238.000000 Penalty: 14515.354492 Iteration 20F: 3 clusters Score -3.119424e+07 nChanged 991 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12551 members Mstep: Class 2 contains 127431 members Entering Unmasked Estep Score: -31194948.000000 Penalty: 14515.354492 Iteration 21Q: 3 clusters Score -3.119495e+07 nChanged 893 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11824 members Mstep: Class 2 contains 128158 members Entering Unmasked Estep Score: -31195726.000000 Penalty: 14515.354492 Iteration 22Q: 3 clusters Score -3.119573e+07 nChanged 849 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11181 members Mstep: Class 2 contains 128801 members Entering Unmasked Estep Score: -31196514.000000 Penalty: 14515.354492 Iteration 23Q: 3 clusters Score -3.119651e+07 nChanged 757 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10748 members Mstep: Class 2 contains 129234 members Entering Unmasked Estep Score: -31196950.000000 Penalty: 14515.354492 Iteration 24Q: 3 clusters Score -3.119695e+07 nChanged 622 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10492 members Mstep: Class 2 contains 129490 members Entering Unmasked Estep Score: -31197110.000000 Penalty: 14515.354492 Iteration 25Q: 3 clusters Score -3.119711e+07 nChanged 388 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10328 members Mstep: Class 2 contains 129654 members Entering Unmasked Estep Score: -31197320.000000 Penalty: 14515.354492 Iteration 26Q: 3 clusters Score -3.119732e+07 nChanged 244 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10224 members Mstep: Class 2 contains 129758 members Entering Unmasked Estep Score: -31197276.000000 Penalty: 14515.354492 Iteration 27Q: 3 clusters Score -3.119728e+07 nChanged 192 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10142 members Mstep: Class 2 contains 129840 members Entering Unmasked Estep Score: -31197340.000000 Penalty: 14515.354492 Iteration 28Q: 3 clusters Score -3.119734e+07 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10090 members Mstep: Class 2 contains 129892 members Entering Unmasked Estep Score: -31197350.000000 Penalty: 14515.354492 Iteration 29Q: 3 clusters Score -3.119735e+07 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10053 members Mstep: Class 2 contains 129929 members Entering Unmasked Estep Score: -31197314.000000 Penalty: 14515.354492 Iteration 30Q: 3 clusters Score -3.119731e+07 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10029 members Mstep: Class 2 contains 129953 members Entering Unmasked Estep Score: -31197364.000000 Penalty: 14515.354492 Iteration 31Q: 3 clusters Score -3.119736e+07 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10007 members Mstep: Class 2 contains 129975 members Entering Unmasked Estep Score: -31197382.000000 Penalty: 14515.354492 Iteration 32Q: 3 clusters Score -3.119738e+07 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9993 members Mstep: Class 2 contains 129989 members Entering Unmasked Estep Score: -31197380.000000 Penalty: 14515.354492 Iteration 33Q: 3 clusters Score -3.119738e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9983 members Mstep: Class 2 contains 129999 members Entering Unmasked Estep Score: -31197402.000000 Penalty: 14515.354492 Iteration 34Q: 3 clusters Score -3.11974e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9983 members Mstep: Class 2 contains 129999 members Entering Unmasked Estep Score: -31197404.000000 Penalty: 14515.354492 Iteration 35Q: 3 clusters Score -3.11974e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9975 members Mstep: Class 2 contains 130007 members Entering Unmasked Estep Score: -31197410.000000 Penalty: 14515.354492 Iteration 36Q: 3 clusters Score -3.119741e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9971 members Mstep: Class 2 contains 130011 members Entering Unmasked Estep Score: -31197414.000000 Penalty: 14515.354492 Iteration 37Q: 3 clusters Score -3.119741e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9969 members Mstep: Class 2 contains 130013 members Entering Unmasked Estep Score: -31197426.000000 Penalty: 14515.354492 Iteration 38Q: 3 clusters Score -3.119743e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9969 members Mstep: Class 2 contains 130013 members Entering Unmasked Estep Score: -31197426.000000 Penalty: 14515.354492 Iteration 39F: 3 clusters Score -3.119743e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (26427 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26427 members Entering Unmasked Estep Score: -5801963.500000 Penalty: 6236.561523 Iteration 0F: 2 clusters Score -5801964 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13254 members Mstep: Class 2 contains 13173 members Entering Unmasked Estep Score: -5781429.500000 Penalty: 12473.123047 Iteration 0F: 3 clusters Score -5781430 nChanged 11017 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13347 members Mstep: Class 2 contains 13080 members Entering Unmasked Estep Score: -5787258.500000 Penalty: 12473.123047 Iteration 1F: 3 clusters Score -5787258 nChanged 1540 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13455 members Mstep: Class 2 contains 12972 members Entering Unmasked Estep Score: -5787932.500000 Penalty: 12473.123047 Iteration 2F: 3 clusters Score -5787932 nChanged 1235 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13558 members Mstep: Class 2 contains 12869 members Entering Unmasked Estep Score: -5788441.000000 Penalty: 12473.123047 Iteration 3Q: 3 clusters Score -5788441 nChanged 1110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13668 members Mstep: Class 2 contains 12759 members Entering Unmasked Estep Score: -5788949.500000 Penalty: 12473.123047 Iteration 4Q: 3 clusters Score -5788950 nChanged 1016 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13774 members Mstep: Class 2 contains 12653 members Entering Unmasked Estep Score: -5789496.500000 Penalty: 12473.123047 Iteration 5Q: 3 clusters Score -5789496 nChanged 1028 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13910 members Mstep: Class 2 contains 12517 members Entering Unmasked Estep Score: -5789997.000000 Penalty: 12473.123047 Iteration 6Q: 3 clusters Score -5789997 nChanged 1010 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14036 members Mstep: Class 2 contains 12391 members Entering Unmasked Estep Score: -5790518.500000 Penalty: 12473.123047 Iteration 7Q: 3 clusters Score -5790518 nChanged 1023 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14223 members Mstep: Class 2 contains 12204 members Entering Unmasked Estep Score: -5790990.000000 Penalty: 12473.123047 Iteration 8Q: 3 clusters Score -5790990 nChanged 919 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14378 members Mstep: Class 2 contains 12049 members Entering Unmasked Estep Score: -5791354.000000 Penalty: 12473.123047 Iteration 9Q: 3 clusters Score -5791354 nChanged 804 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14510 members Mstep: Class 2 contains 11917 members Entering Unmasked Estep Score: -5791718.500000 Penalty: 12473.123047 Iteration 10Q: 3 clusters Score -5791718 nChanged 752 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14664 members Mstep: Class 2 contains 11763 members Entering Unmasked Estep Score: -5791986.500000 Penalty: 12473.123047 Iteration 11Q: 3 clusters Score -5791986 nChanged 698 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14856 members Mstep: Class 2 contains 11571 members Entering Unmasked Estep Score: -5792290.000000 Penalty: 12473.123047 Iteration 12Q: 3 clusters Score -5792290 nChanged 627 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15045 members Mstep: Class 2 contains 11382 members Entering Unmasked Estep Score: -5792484.000000 Penalty: 12473.123047 Iteration 13Q: 3 clusters Score -5792484 nChanged 583 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15214 members Mstep: Class 2 contains 11213 members Entering Unmasked Estep Score: -5792685.000000 Penalty: 12473.123047 Iteration 14Q: 3 clusters Score -5792685 nChanged 502 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15362 members Mstep: Class 2 contains 11065 members Entering Unmasked Estep Score: -5792842.000000 Penalty: 12473.123047 Iteration 15Q: 3 clusters Score -5792842 nChanged 445 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15457 members Mstep: Class 2 contains 10970 members Entering Unmasked Estep Score: -5792986.500000 Penalty: 12473.123047 Iteration 16Q: 3 clusters Score -5792986 nChanged 395 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15542 members Mstep: Class 2 contains 10885 members Entering Unmasked Estep Score: -5793101.000000 Penalty: 12473.123047 Iteration 17Q: 3 clusters Score -5793101 nChanged 399 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15619 members Mstep: Class 2 contains 10808 members Entering Unmasked Estep Score: -5793230.500000 Penalty: 12473.123047 Iteration 18Q: 3 clusters Score -5793230 nChanged 363 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15708 members Mstep: Class 2 contains 10719 members Entering Unmasked Estep Score: -5793343.500000 Penalty: 12473.123047 Iteration 19Q: 3 clusters Score -5793344 nChanged 321 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15809 members Mstep: Class 2 contains 10618 members Entering Unmasked Estep Score: -5793422.500000 Penalty: 12473.123047 Iteration 20F: 3 clusters Score -5793422 nChanged 282 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15917 members Mstep: Class 2 contains 10510 members Entering Unmasked Estep Score: -5793484.500000 Penalty: 12473.123047 Iteration 21Q: 3 clusters Score -5793484 nChanged 240 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16041 members Mstep: Class 2 contains 10386 members Entering Unmasked Estep Score: -5793558.500000 Penalty: 12473.123047 Iteration 22Q: 3 clusters Score -5793558 nChanged 224 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16141 members Mstep: Class 2 contains 10286 members Entering Unmasked Estep Score: -5793601.000000 Penalty: 12473.123047 Iteration 23Q: 3 clusters Score -5793601 nChanged 235 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16250 members Mstep: Class 2 contains 10177 members Entering Unmasked Estep Score: -5793614.000000 Penalty: 12473.123047 Iteration 24Q: 3 clusters Score -5793614 nChanged 211 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16337 members Mstep: Class 2 contains 10090 members Entering Unmasked Estep Score: -5793692.000000 Penalty: 12473.123047 Iteration 25Q: 3 clusters Score -5793692 nChanged 205 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16434 members Mstep: Class 2 contains 9993 members Entering Unmasked Estep Score: -5793748.000000 Penalty: 12473.123047 Iteration 26Q: 3 clusters Score -5793748 nChanged 194 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16538 members Mstep: Class 2 contains 9889 members Entering Unmasked Estep Score: -5793795.000000 Penalty: 12473.123047 Iteration 27Q: 3 clusters Score -5793795 nChanged 196 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16628 members Mstep: Class 2 contains 9799 members Entering Unmasked Estep Score: -5793843.000000 Penalty: 12473.123047 Iteration 28Q: 3 clusters Score -5793843 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16718 members Mstep: Class 2 contains 9709 members Entering Unmasked Estep Score: -5793923.000000 Penalty: 12473.123047 Iteration 29Q: 3 clusters Score -5793923 nChanged 197 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16813 members Mstep: Class 2 contains 9614 members Entering Unmasked Estep Score: -5793977.000000 Penalty: 12473.123047 Iteration 30Q: 3 clusters Score -5793977 nChanged 180 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16909 members Mstep: Class 2 contains 9518 members Entering Unmasked Estep Score: -5794002.500000 Penalty: 12473.123047 Iteration 31Q: 3 clusters Score -5794002 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17012 members Mstep: Class 2 contains 9415 members Entering Unmasked Estep Score: -5794047.000000 Penalty: 12473.123047 Iteration 32Q: 3 clusters Score -5794047 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17110 members Mstep: Class 2 contains 9317 members Entering Unmasked Estep Score: -5794114.500000 Penalty: 12473.123047 Iteration 33Q: 3 clusters Score -5794114 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17189 members Mstep: Class 2 contains 9238 members Entering Unmasked Estep Score: -5794148.000000 Penalty: 12473.123047 Iteration 34Q: 3 clusters Score -5794148 nChanged 204 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17305 members Mstep: Class 2 contains 9122 members Entering Unmasked Estep Score: -5794199.500000 Penalty: 12473.123047 Iteration 35Q: 3 clusters Score -5794200 nChanged 204 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17423 members Mstep: Class 2 contains 9004 members Entering Unmasked Estep Score: -5794269.000000 Penalty: 12473.123047 Iteration 36Q: 3 clusters Score -5794269 nChanged 230 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17555 members Mstep: Class 2 contains 8872 members Entering Unmasked Estep Score: -5794320.500000 Penalty: 12473.123047 Iteration 37Q: 3 clusters Score -5794320 nChanged 215 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17672 members Mstep: Class 2 contains 8755 members Entering Unmasked Estep Score: -5794416.000000 Penalty: 12473.123047 Iteration 38Q: 3 clusters Score -5794416 nChanged 222 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17788 members Mstep: Class 2 contains 8639 members Entering Unmasked Estep Score: -5794457.500000 Penalty: 12473.123047 Iteration 39Q: 3 clusters Score -5794458 nChanged 180 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17876 members Mstep: Class 2 contains 8551 members Entering Unmasked Estep Score: -5794504.500000 Penalty: 12473.123047 Iteration 40F: 3 clusters Score -5794504 nChanged 169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17943 members Mstep: Class 2 contains 8484 members Entering Unmasked Estep Score: -5794558.500000 Penalty: 12473.123047 Iteration 41Q: 3 clusters Score -5794558 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18020 members Mstep: Class 2 contains 8407 members Entering Unmasked Estep Score: -5794586.000000 Penalty: 12473.123047 Iteration 42Q: 3 clusters Score -5794586 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18097 members Mstep: Class 2 contains 8330 members Entering Unmasked Estep Score: -5794614.000000 Penalty: 12473.123047 Iteration 43Q: 3 clusters Score -5794614 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18179 members Mstep: Class 2 contains 8248 members Entering Unmasked Estep Score: -5794671.500000 Penalty: 12473.123047 Iteration 44Q: 3 clusters Score -5794672 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18258 members Mstep: Class 2 contains 8169 members Entering Unmasked Estep Score: -5794711.500000 Penalty: 12473.123047 Iteration 45Q: 3 clusters Score -5794712 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18351 members Mstep: Class 2 contains 8076 members Entering Unmasked Estep Score: -5794743.000000 Penalty: 12473.123047 Iteration 46Q: 3 clusters Score -5794743 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18431 members Mstep: Class 2 contains 7996 members Entering Unmasked Estep Score: -5794772.500000 Penalty: 12473.123047 Iteration 47Q: 3 clusters Score -5794772 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18528 members Mstep: Class 2 contains 7899 members Entering Unmasked Estep Score: -5794813.000000 Penalty: 12473.123047 Iteration 48Q: 3 clusters Score -5794813 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18620 members Mstep: Class 2 contains 7807 members Entering Unmasked Estep Score: -5794850.000000 Penalty: 12473.123047 Iteration 49Q: 3 clusters Score -5794850 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18713 members Mstep: Class 2 contains 7714 members Entering Unmasked Estep Score: -5794908.500000 Penalty: 12473.123047 Iteration 50Q: 3 clusters Score -5794908 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18803 members Mstep: Class 2 contains 7624 members Entering Unmasked Estep Score: -5794953.500000 Penalty: 12473.123047 Iteration 51Q: 3 clusters Score -5794954 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18896 members Mstep: Class 2 contains 7531 members Entering Unmasked Estep Score: -5795001.000000 Penalty: 12473.123047 Iteration 52Q: 3 clusters Score -5795001 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18998 members Mstep: Class 2 contains 7429 members Entering Unmasked Estep Score: -5795045.000000 Penalty: 12473.123047 Iteration 53Q: 3 clusters Score -5795045 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19101 members Mstep: Class 2 contains 7326 members Entering Unmasked Estep Score: -5795087.000000 Penalty: 12473.123047 Iteration 54Q: 3 clusters Score -5795087 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19194 members Mstep: Class 2 contains 7233 members Entering Unmasked Estep Score: -5795118.500000 Penalty: 12473.123047 Iteration 55Q: 3 clusters Score -5795118 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19292 members Mstep: Class 2 contains 7135 members Entering Unmasked Estep Score: -5795157.000000 Penalty: 12473.123047 Iteration 56Q: 3 clusters Score -5795157 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19400 members Mstep: Class 2 contains 7027 members Entering Unmasked Estep Score: -5795203.500000 Penalty: 12473.123047 Iteration 57Q: 3 clusters Score -5795204 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19502 members Mstep: Class 2 contains 6925 members Entering Unmasked Estep Score: -5795231.500000 Penalty: 12473.123047 Iteration 58Q: 3 clusters Score -5795232 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19604 members Mstep: Class 2 contains 6823 members Entering Unmasked Estep Score: -5795271.000000 Penalty: 12473.123047 Iteration 59Q: 3 clusters Score -5795271 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19725 members Mstep: Class 2 contains 6702 members Entering Unmasked Estep Score: -5795327.000000 Penalty: 12473.123047 Iteration 60F: 3 clusters Score -5795327 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19826 members Mstep: Class 2 contains 6601 members Entering Unmasked Estep Score: -5795350.000000 Penalty: 12473.123047 Iteration 61Q: 3 clusters Score -5795350 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19948 members Mstep: Class 2 contains 6479 members Entering Unmasked Estep Score: -5795382.500000 Penalty: 12473.123047 Iteration 62Q: 3 clusters Score -5795382 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20020 members Mstep: Class 2 contains 6407 members Entering Unmasked Estep Score: -5795422.000000 Penalty: 12473.123047 Iteration 63Q: 3 clusters Score -5795422 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20102 members Mstep: Class 2 contains 6325 members Entering Unmasked Estep Score: -5795443.000000 Penalty: 12473.123047 Iteration 64Q: 3 clusters Score -5795443 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20180 members Mstep: Class 2 contains 6247 members Entering Unmasked Estep Score: -5795480.000000 Penalty: 12473.123047 Iteration 65Q: 3 clusters Score -5795480 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20249 members Mstep: Class 2 contains 6178 members Entering Unmasked Estep Score: -5795508.500000 Penalty: 12473.123047 Iteration 66Q: 3 clusters Score -5795508 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20310 members Mstep: Class 2 contains 6117 members Entering Unmasked Estep Score: -5795517.500000 Penalty: 12473.123047 Iteration 67Q: 3 clusters Score -5795518 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20369 members Mstep: Class 2 contains 6058 members Entering Unmasked Estep Score: -5795546.500000 Penalty: 12473.123047 Iteration 68Q: 3 clusters Score -5795546 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20420 members Mstep: Class 2 contains 6007 members Entering Unmasked Estep Score: -5795576.500000 Penalty: 12473.123047 Iteration 69Q: 3 clusters Score -5795576 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20471 members Mstep: Class 2 contains 5956 members Entering Unmasked Estep Score: -5795584.500000 Penalty: 12473.123047 Iteration 70Q: 3 clusters Score -5795584 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20538 members Mstep: Class 2 contains 5889 members Entering Unmasked Estep Score: -5795603.500000 Penalty: 12473.123047 Iteration 71Q: 3 clusters Score -5795604 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20604 members Mstep: Class 2 contains 5823 members Entering Unmasked Estep Score: -5795625.500000 Penalty: 12473.123047 Iteration 72Q: 3 clusters Score -5795626 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20665 members Mstep: Class 2 contains 5762 members Entering Unmasked Estep Score: -5795651.500000 Penalty: 12473.123047 Iteration 73Q: 3 clusters Score -5795652 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20732 members Mstep: Class 2 contains 5695 members Entering Unmasked Estep Score: -5795673.000000 Penalty: 12473.123047 Iteration 74Q: 3 clusters Score -5795673 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20777 members Mstep: Class 2 contains 5650 members Entering Unmasked Estep Score: -5795679.000000 Penalty: 12473.123047 Iteration 75Q: 3 clusters Score -5795679 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20825 members Mstep: Class 2 contains 5602 members Entering Unmasked Estep Score: -5795712.000000 Penalty: 12473.123047 Iteration 76Q: 3 clusters Score -5795712 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20896 members Mstep: Class 2 contains 5531 members Entering Unmasked Estep Score: -5795735.500000 Penalty: 12473.123047 Iteration 77Q: 3 clusters Score -5795736 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20967 members Mstep: Class 2 contains 5460 members Entering Unmasked Estep Score: -5795734.500000 Penalty: 12473.123047 Iteration 78Q: 3 clusters Score -5795734 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21032 members Mstep: Class 2 contains 5395 members Entering Unmasked Estep Score: -5795760.500000 Penalty: 12473.123047 Iteration 79Q: 3 clusters Score -5795760 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21096 members Mstep: Class 2 contains 5331 members Entering Unmasked Estep Score: -5795824.500000 Penalty: 12473.123047 Iteration 80F: 3 clusters Score -5795824 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21148 members Mstep: Class 2 contains 5279 members Entering Unmasked Estep Score: -5795850.000000 Penalty: 12473.123047 Iteration 81Q: 3 clusters Score -5795850 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21212 members Mstep: Class 2 contains 5215 members Entering Unmasked Estep Score: -5795899.000000 Penalty: 12473.123047 Iteration 82Q: 3 clusters Score -5795899 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21298 members Mstep: Class 2 contains 5129 members Entering Unmasked Estep Score: -5795980.500000 Penalty: 12473.123047 Iteration 83Q: 3 clusters Score -5795980 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21399 members Mstep: Class 2 contains 5028 members Entering Unmasked Estep Score: -5796069.500000 Penalty: 12473.123047 Iteration 84Q: 3 clusters Score -5796070 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21495 members Mstep: Class 2 contains 4932 members Entering Unmasked Estep Score: -5796198.500000 Penalty: 12473.123047 Iteration 85Q: 3 clusters Score -5796198 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21593 members Mstep: Class 2 contains 4834 members Entering Unmasked Estep Score: -5796329.000000 Penalty: 12473.123047 Iteration 86Q: 3 clusters Score -5796329 nChanged 188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21695 members Mstep: Class 2 contains 4732 members Entering Unmasked Estep Score: -5796487.000000 Penalty: 12473.123047 Iteration 87Q: 3 clusters Score -5796487 nChanged 190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21793 members Mstep: Class 2 contains 4634 members Entering Unmasked Estep Score: -5796615.000000 Penalty: 12473.123047 Iteration 88Q: 3 clusters Score -5796615 nChanged 208 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21879 members Mstep: Class 2 contains 4548 members Entering Unmasked Estep Score: -5796744.500000 Penalty: 12473.123047 Iteration 89Q: 3 clusters Score -5796744 nChanged 180 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21953 members Mstep: Class 2 contains 4474 members Entering Unmasked Estep Score: -5796817.500000 Penalty: 12473.123047 Iteration 90Q: 3 clusters Score -5796818 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22002 members Mstep: Class 2 contains 4425 members Entering Unmasked Estep Score: -5796877.500000 Penalty: 12473.123047 Iteration 91Q: 3 clusters Score -5796878 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22055 members Mstep: Class 2 contains 4372 members Entering Unmasked Estep Score: -5796900.000000 Penalty: 12473.123047 Iteration 92Q: 3 clusters Score -5796900 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22080 members Mstep: Class 2 contains 4347 members Entering Unmasked Estep Score: -5796965.000000 Penalty: 12473.123047 Iteration 93Q: 3 clusters Score -5796965 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22105 members Mstep: Class 2 contains 4322 members Entering Unmasked Estep Score: -5796993.500000 Penalty: 12473.123047 Iteration 94Q: 3 clusters Score -5796994 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22119 members Mstep: Class 2 contains 4308 members Entering Unmasked Estep Score: -5797023.500000 Penalty: 12473.123047 Iteration 95Q: 3 clusters Score -5797024 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22141 members Mstep: Class 2 contains 4286 members Entering Unmasked Estep Score: -5797051.500000 Penalty: 12473.123047 Iteration 96Q: 3 clusters Score -5797052 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22165 members Mstep: Class 2 contains 4262 members Entering Unmasked Estep Score: -5797082.000000 Penalty: 12473.123047 Iteration 97Q: 3 clusters Score -5797082 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22177 members Mstep: Class 2 contains 4250 members Entering Unmasked Estep Score: -5797098.000000 Penalty: 12473.123047 Iteration 98Q: 3 clusters Score -5797098 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22182 members Mstep: Class 2 contains 4245 members Entering Unmasked Estep Score: -5797108.000000 Penalty: 12473.123047 Iteration 99Q: 3 clusters Score -5797108 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22189 members Mstep: Class 2 contains 4238 members Entering Unmasked Estep Score: -5797128.500000 Penalty: 12473.123047 Iteration 100F: 3 clusters Score -5797128 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22198 members Mstep: Class 2 contains 4229 members Entering Unmasked Estep Score: -5797129.500000 Penalty: 12473.123047 Iteration 101Q: 3 clusters Score -5797130 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22198 members Mstep: Class 2 contains 4229 members Entering Unmasked Estep Score: -5797127.000000 Penalty: 12473.123047 Iteration 102Q: 3 clusters Score -5797127 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22198 members Mstep: Class 2 contains 4229 members Entering Unmasked Estep Score: -5797126.500000 Penalty: 12473.123047 Iteration 103Q: 3 clusters Score -5797126 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22199 members Mstep: Class 2 contains 4228 members Entering Unmasked Estep Score: -5797140.500000 Penalty: 12473.123047 Iteration 104Q: 3 clusters Score -5797140 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22198 members Mstep: Class 2 contains 4229 members Entering Unmasked Estep Score: -5797135.000000 Penalty: 12473.123047 Iteration 105Q: 3 clusters Score -5797135 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22194 members Mstep: Class 2 contains 4233 members Entering Unmasked Estep Score: -5797135.000000 Penalty: 12473.123047 Iteration 106Q: 3 clusters Score -5797135 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22196 members Mstep: Class 2 contains 4231 members Entering Unmasked Estep Score: -5797133.000000 Penalty: 12473.123047 Iteration 107Q: 3 clusters Score -5797133 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22201 members Mstep: Class 2 contains 4226 members Entering Unmasked Estep Score: -5797134.500000 Penalty: 12473.123047 Iteration 108Q: 3 clusters Score -5797134 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22207 members Mstep: Class 2 contains 4220 members Entering Unmasked Estep Score: -5797140.500000 Penalty: 12473.123047 Iteration 109Q: 3 clusters Score -5797140 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22209 members Mstep: Class 2 contains 4218 members Entering Unmasked Estep Score: -5797149.500000 Penalty: 12473.123047 Iteration 110Q: 3 clusters Score -5797150 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22214 members Mstep: Class 2 contains 4213 members Entering Unmasked Estep Score: -5797153.000000 Penalty: 12473.123047 Iteration 111Q: 3 clusters Score -5797153 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22218 members Mstep: Class 2 contains 4209 members Entering Unmasked Estep Score: -5797166.500000 Penalty: 12473.123047 Iteration 112Q: 3 clusters Score -5797166 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22219 members Mstep: Class 2 contains 4208 members Entering Unmasked Estep Score: -5797163.000000 Penalty: 12473.123047 Iteration 113Q: 3 clusters Score -5797163 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22217 members Mstep: Class 2 contains 4210 members Entering Unmasked Estep Score: -5797164.000000 Penalty: 12473.123047 Iteration 114Q: 3 clusters Score -5797164 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22218 members Mstep: Class 2 contains 4209 members Entering Unmasked Estep Score: -5797166.000000 Penalty: 12473.123047 Iteration 115Q: 3 clusters Score -5797166 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22222 members Mstep: Class 2 contains 4205 members Entering Unmasked Estep Score: -5797182.500000 Penalty: 12473.123047 Iteration 116Q: 3 clusters Score -5797182 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22223 members Mstep: Class 2 contains 4204 members Entering Unmasked Estep Score: -5797169.000000 Penalty: 12473.123047 Iteration 117Q: 3 clusters Score -5797169 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22225 members Mstep: Class 2 contains 4202 members Entering Unmasked Estep Score: -5797174.500000 Penalty: 12473.123047 Iteration 118Q: 3 clusters Score -5797174 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22226 members Mstep: Class 2 contains 4201 members Entering Unmasked Estep Score: -5797168.000000 Penalty: 12473.123047 Iteration 119Q: 3 clusters Score -5797168 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22229 members Mstep: Class 2 contains 4198 members Entering Unmasked Estep Score: -5797177.000000 Penalty: 12473.123047 Iteration 120F: 3 clusters Score -5797177 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22229 members Mstep: Class 2 contains 4198 members Entering Unmasked Estep Score: -5797170.000000 Penalty: 12473.123047 Iteration 121Q: 3 clusters Score -5797170 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22229 members Mstep: Class 2 contains 4198 members Entering Unmasked Estep Score: -5797174.000000 Penalty: 12473.123047 Iteration 122Q: 3 clusters Score -5797174 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22227 members Mstep: Class 2 contains 4200 members Entering Unmasked Estep Score: -5797165.500000 Penalty: 12473.123047 Iteration 123Q: 3 clusters Score -5797166 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22228 members Mstep: Class 2 contains 4199 members Entering Unmasked Estep Score: -5797171.000000 Penalty: 12473.123047 Iteration 124Q: 3 clusters Score -5797171 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22229 members Mstep: Class 2 contains 4198 members Entering Unmasked Estep Score: -5797174.000000 Penalty: 12473.123047 Iteration 125Q: 3 clusters Score -5797174 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22231 members Mstep: Class 2 contains 4196 members Entering Unmasked Estep Score: -5797174.500000 Penalty: 12473.123047 Iteration 126Q: 3 clusters Score -5797174 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22231 members Mstep: Class 2 contains 4196 members Entering Unmasked Estep Score: -5797174.500000 Penalty: 12473.123047 Iteration 127F: 3 clusters Score -5797174 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (1102 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1102 members Entering Unmasked Estep Score: -209731.421875 Penalty: 4290.490234 Iteration 0F: 2 clusters Score -209731.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 543 members Mstep: Class 2 contains 559 members Entering Unmasked Estep Score: -205585.062500 Penalty: 8580.980469 Iteration 0F: 3 clusters Score -205585.1 nChanged 185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 518 members Mstep: Class 2 contains 584 members Entering Unmasked Estep Score: -206034.406250 Penalty: 8580.980469 Iteration 1F: 3 clusters Score -206034.4 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 498 members Mstep: Class 2 contains 604 members Entering Unmasked Estep Score: -206370.328125 Penalty: 8580.980469 Iteration 2F: 3 clusters Score -206370.3 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 479 members Mstep: Class 2 contains 623 members Entering Unmasked Estep Score: -206841.515625 Penalty: 8580.980469 Iteration 3F: 3 clusters Score -206841.5 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 452 members Mstep: Class 2 contains 650 members Entering Unmasked Estep Score: -207351.734375 Penalty: 8580.980469 Iteration 4F: 3 clusters Score -207351.7 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 398 members Mstep: Class 2 contains 704 members Entering Unmasked Estep Score: -207768.390625 Penalty: 8580.980469 Iteration 5F: 3 clusters Score -207768.4 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 355 members Mstep: Class 2 contains 747 members Entering Unmasked Estep Score: -208133.421875 Penalty: 8580.980469 Iteration 6F: 3 clusters Score -208133.4 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 326 members Mstep: Class 2 contains 776 members Entering Unmasked Estep Score: -208370.078125 Penalty: 8580.980469 Iteration 7Q: 3 clusters Score -208370.1 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 299 members Mstep: Class 2 contains 803 members Entering Unmasked Estep Score: -208564.468750 Penalty: 8580.980469 Iteration 8Q: 3 clusters Score -208564.5 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 279 members Mstep: Class 2 contains 823 members Entering Unmasked Estep Score: -208720.703125 Penalty: 8580.980469 Iteration 9Q: 3 clusters Score -208720.7 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 273 members Mstep: Class 2 contains 829 members Entering Unmasked Estep Score: -208788.062500 Penalty: 8580.980469 Iteration 10Q: 3 clusters Score -208788.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 273 members Mstep: Class 2 contains 829 members Entering Unmasked Estep Score: -208794.203125 Penalty: 8580.980469 Iteration 11Q: 3 clusters Score -208794.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 272 members Mstep: Class 2 contains 830 members Entering Unmasked Estep Score: -208797.218750 Penalty: 8580.980469 Iteration 12Q: 3 clusters Score -208797.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 271 members Mstep: Class 2 contains 831 members Entering Unmasked Estep Score: -208799.015625 Penalty: 8580.980469 Iteration 13Q: 3 clusters Score -208799 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 271 members Mstep: Class 2 contains 831 members Entering Unmasked Estep Score: -208799.015625 Penalty: 8580.980469 Iteration 14F: 3 clusters Score -208799 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (585 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 585 members Entering Unmasked Estep Score: -123415.664062 Penalty: 3902.612305 Iteration 0F: 2 clusters Score -123415.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 295 members Mstep: Class 2 contains 290 members Entering Unmasked Estep Score: -119868.843750 Penalty: 7805.224609 Iteration 0F: 3 clusters Score -119868.8 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 296 members Mstep: Class 2 contains 289 members Entering Unmasked Estep Score: -120053.304688 Penalty: 7805.224609 Iteration 1F: 3 clusters Score -120053.3 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 293 members Mstep: Class 2 contains 292 members Entering Unmasked Estep Score: -120124.507812 Penalty: 7805.224609 Iteration 2Q: 3 clusters Score -120124.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 291 members Mstep: Class 2 contains 294 members Entering Unmasked Estep Score: -120162.554688 Penalty: 7805.224609 Iteration 3Q: 3 clusters Score -120162.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 289 members Mstep: Class 2 contains 296 members Entering Unmasked Estep Score: -120182.390625 Penalty: 7805.224609 Iteration 4Q: 3 clusters Score -120182.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 289 members Mstep: Class 2 contains 296 members Entering Unmasked Estep Score: -120193.593750 Penalty: 7805.224609 Iteration 5Q: 3 clusters Score -120193.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 288 members Mstep: Class 2 contains 297 members Entering Unmasked Estep Score: -120208.710938 Penalty: 7805.224609 Iteration 6Q: 3 clusters Score -120208.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 287 members Mstep: Class 2 contains 298 members Entering Unmasked Estep Score: -120216.078125 Penalty: 7805.224609 Iteration 7Q: 3 clusters Score -120216.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 287 members Mstep: Class 2 contains 298 members Entering Unmasked Estep Score: -120216.078125 Penalty: 7805.224609 Iteration 8F: 3 clusters Score -120216.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (6864 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6864 members Entering Unmasked Estep Score: -1471453.750000 Penalty: 5410.853027 Iteration 0F: 2 clusters Score -1471454 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3386 members Mstep: Class 2 contains 3478 members Entering Unmasked Estep Score: -1463186.750000 Penalty: 10821.706055 Iteration 0F: 3 clusters Score -1463187 nChanged 2303 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3389 members Mstep: Class 2 contains 3475 members Entering Unmasked Estep Score: -1464637.375000 Penalty: 10821.706055 Iteration 1F: 3 clusters Score -1464637 nChanged 511 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3398 members Mstep: Class 2 contains 3466 members Entering Unmasked Estep Score: -1465001.250000 Penalty: 10821.706055 Iteration 2F: 3 clusters Score -1465001 nChanged 299 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3447 members Mstep: Class 2 contains 3417 members Entering Unmasked Estep Score: -1465207.125000 Penalty: 10821.706055 Iteration 3Q: 3 clusters Score -1465207 nChanged 201 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3480 members Mstep: Class 2 contains 3384 members Entering Unmasked Estep Score: -1465330.500000 Penalty: 10821.706055 Iteration 4Q: 3 clusters Score -1465330 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3506 members Mstep: Class 2 contains 3358 members Entering Unmasked Estep Score: -1465407.000000 Penalty: 10821.706055 Iteration 5Q: 3 clusters Score -1465407 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3543 members Mstep: Class 2 contains 3321 members Entering Unmasked Estep Score: -1465469.875000 Penalty: 10821.706055 Iteration 6Q: 3 clusters Score -1465470 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3580 members Mstep: Class 2 contains 3284 members Entering Unmasked Estep Score: -1465517.500000 Penalty: 10821.706055 Iteration 7Q: 3 clusters Score -1465518 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3599 members Mstep: Class 2 contains 3265 members Entering Unmasked Estep Score: -1465561.750000 Penalty: 10821.706055 Iteration 8Q: 3 clusters Score -1465562 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3624 members Mstep: Class 2 contains 3240 members Entering Unmasked Estep Score: -1465596.375000 Penalty: 10821.706055 Iteration 9Q: 3 clusters Score -1465596 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3637 members Mstep: Class 2 contains 3227 members Entering Unmasked Estep Score: -1465621.750000 Penalty: 10821.706055 Iteration 10Q: 3 clusters Score -1465622 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3649 members Mstep: Class 2 contains 3215 members Entering Unmasked Estep Score: -1465646.875000 Penalty: 10821.706055 Iteration 11Q: 3 clusters Score -1465647 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3653 members Mstep: Class 2 contains 3211 members Entering Unmasked Estep Score: -1465675.125000 Penalty: 10821.706055 Iteration 12Q: 3 clusters Score -1465675 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3662 members Mstep: Class 2 contains 3202 members Entering Unmasked Estep Score: -1465696.375000 Penalty: 10821.706055 Iteration 13Q: 3 clusters Score -1465696 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3670 members Mstep: Class 2 contains 3194 members Entering Unmasked Estep Score: -1465713.250000 Penalty: 10821.706055 Iteration 14Q: 3 clusters Score -1465713 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3681 members Mstep: Class 2 contains 3183 members Entering Unmasked Estep Score: -1465720.125000 Penalty: 10821.706055 Iteration 15Q: 3 clusters Score -1465720 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3680 members Mstep: Class 2 contains 3184 members Entering Unmasked Estep Score: -1465724.500000 Penalty: 10821.706055 Iteration 16Q: 3 clusters Score -1465724 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3686 members Mstep: Class 2 contains 3178 members Entering Unmasked Estep Score: -1465735.375000 Penalty: 10821.706055 Iteration 17Q: 3 clusters Score -1465735 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3695 members Mstep: Class 2 contains 3169 members Entering Unmasked Estep Score: -1465743.750000 Penalty: 10821.706055 Iteration 18Q: 3 clusters Score -1465744 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3700 members Mstep: Class 2 contains 3164 members Entering Unmasked Estep Score: -1465752.375000 Penalty: 10821.706055 Iteration 19Q: 3 clusters Score -1465752 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3708 members Mstep: Class 2 contains 3156 members Entering Unmasked Estep Score: -1465761.500000 Penalty: 10821.706055 Iteration 20F: 3 clusters Score -1465762 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3714 members Mstep: Class 2 contains 3150 members Entering Unmasked Estep Score: -1465767.875000 Penalty: 10821.706055 Iteration 21Q: 3 clusters Score -1465768 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3716 members Mstep: Class 2 contains 3148 members Entering Unmasked Estep Score: -1465772.250000 Penalty: 10821.706055 Iteration 22Q: 3 clusters Score -1465772 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3718 members Mstep: Class 2 contains 3146 members Entering Unmasked Estep Score: -1465773.250000 Penalty: 10821.706055 Iteration 23Q: 3 clusters Score -1465773 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3724 members Mstep: Class 2 contains 3140 members Entering Unmasked Estep Score: -1465778.000000 Penalty: 10821.706055 Iteration 24Q: 3 clusters Score -1465778 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3727 members Mstep: Class 2 contains 3137 members Entering Unmasked Estep Score: -1465777.750000 Penalty: 10821.706055 Iteration 25Q: 3 clusters Score -1465778 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3727 members Mstep: Class 2 contains 3137 members Entering Unmasked Estep Score: -1465782.000000 Penalty: 10821.706055 Iteration 26Q: 3 clusters Score -1465782 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3730 members Mstep: Class 2 contains 3134 members Entering Unmasked Estep Score: -1465783.125000 Penalty: 10821.706055 Iteration 27Q: 3 clusters Score -1465783 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3733 members Mstep: Class 2 contains 3131 members Entering Unmasked Estep Score: -1465785.125000 Penalty: 10821.706055 Iteration 28Q: 3 clusters Score -1465785 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3734 members Mstep: Class 2 contains 3130 members Entering Unmasked Estep Score: -1465784.000000 Penalty: 10821.706055 Iteration 29Q: 3 clusters Score -1465784 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3735 members Mstep: Class 2 contains 3129 members Entering Unmasked Estep Score: -1465788.125000 Penalty: 10821.706055 Iteration 30Q: 3 clusters Score -1465788 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3735 members Mstep: Class 2 contains 3129 members Entering Unmasked Estep Score: -1465788.125000 Penalty: 10821.706055 Iteration 31F: 3 clusters Score -1465788 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (35116 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35116 members Entering Unmasked Estep Score: -7725803.000000 Penalty: 6410.677734 Iteration 0F: 2 clusters Score -7725803 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17551 members Mstep: Class 2 contains 17565 members Entering Unmasked Estep Score: -7699540.500000 Penalty: 12821.355469 Iteration 0F: 3 clusters Score -7699540 nChanged 15177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17558 members Mstep: Class 2 contains 17558 members Entering Unmasked Estep Score: -7707779.500000 Penalty: 12821.355469 Iteration 1F: 3 clusters Score -7707780 nChanged 2091 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17567 members Mstep: Class 2 contains 17549 members Entering Unmasked Estep Score: -7708648.500000 Penalty: 12821.355469 Iteration 2F: 3 clusters Score -7708648 nChanged 1741 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17574 members Mstep: Class 2 contains 17542 members Entering Unmasked Estep Score: -7709313.000000 Penalty: 12821.355469 Iteration 3Q: 3 clusters Score -7709313 nChanged 1478 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17554 members Mstep: Class 2 contains 17562 members Entering Unmasked Estep Score: -7709889.500000 Penalty: 12821.355469 Iteration 4Q: 3 clusters Score -7709890 nChanged 1345 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17553 members Mstep: Class 2 contains 17563 members Entering Unmasked Estep Score: -7710443.500000 Penalty: 12821.355469 Iteration 5Q: 3 clusters Score -7710444 nChanged 1186 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17507 members Mstep: Class 2 contains 17609 members Entering Unmasked Estep Score: -7710919.500000 Penalty: 12821.355469 Iteration 6Q: 3 clusters Score -7710920 nChanged 1131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17426 members Mstep: Class 2 contains 17690 members Entering Unmasked Estep Score: -7711389.500000 Penalty: 12821.355469 Iteration 7Q: 3 clusters Score -7711390 nChanged 1108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17314 members Mstep: Class 2 contains 17802 members Entering Unmasked Estep Score: -7711886.000000 Penalty: 12821.355469 Iteration 8Q: 3 clusters Score -7711886 nChanged 1182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17192 members Mstep: Class 2 contains 17924 members Entering Unmasked Estep Score: -7712545.000000 Penalty: 12821.355469 Iteration 9Q: 3 clusters Score -7712545 nChanged 1330 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16952 members Mstep: Class 2 contains 18164 members Entering Unmasked Estep Score: -7713333.500000 Penalty: 12821.355469 Iteration 10Q: 3 clusters Score -7713334 nChanged 1534 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16584 members Mstep: Class 2 contains 18532 members Entering Unmasked Estep Score: -7714319.000000 Penalty: 12821.355469 Iteration 11Q: 3 clusters Score -7714319 nChanged 1742 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16042 members Mstep: Class 2 contains 19074 members Entering Unmasked Estep Score: -7715737.500000 Penalty: 12821.355469 Iteration 12Q: 3 clusters Score -7715738 nChanged 2022 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15170 members Mstep: Class 2 contains 19946 members Entering Unmasked Estep Score: -7717548.000000 Penalty: 12821.355469 Iteration 13F: 3 clusters Score -7717548 nChanged 2265 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13949 members Mstep: Class 2 contains 21167 members Entering Unmasked Estep Score: -7719875.500000 Penalty: 12821.355469 Iteration 14F: 3 clusters Score -7719876 nChanged 2096 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12687 members Mstep: Class 2 contains 22429 members Entering Unmasked Estep Score: -7722224.000000 Penalty: 12821.355469 Iteration 15F: 3 clusters Score -7722224 nChanged 1573 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11704 members Mstep: Class 2 contains 23412 members Entering Unmasked Estep Score: -7724019.500000 Penalty: 12821.355469 Iteration 16Q: 3 clusters Score -7724020 nChanged 953 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11073 members Mstep: Class 2 contains 24043 members Entering Unmasked Estep Score: -7724877.000000 Penalty: 12821.355469 Iteration 17Q: 3 clusters Score -7724877 nChanged 569 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10624 members Mstep: Class 2 contains 24492 members Entering Unmasked Estep Score: -7725173.500000 Penalty: 12821.355469 Iteration 18Q: 3 clusters Score -7725174 nChanged 358 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10304 members Mstep: Class 2 contains 24812 members Entering Unmasked Estep Score: -7725313.000000 Penalty: 12821.355469 Iteration 19Q: 3 clusters Score -7725313 nChanged 213 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10095 members Mstep: Class 2 contains 25021 members Entering Unmasked Estep Score: -7725368.500000 Penalty: 12821.355469 Iteration 20F: 3 clusters Score -7725368 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9965 members Mstep: Class 2 contains 25151 members Entering Unmasked Estep Score: -7725421.500000 Penalty: 12821.355469 Iteration 21Q: 3 clusters Score -7725422 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9869 members Mstep: Class 2 contains 25247 members Entering Unmasked Estep Score: -7725405.500000 Penalty: 12821.355469 Iteration 22Q: 3 clusters Score -7725406 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9807 members Mstep: Class 2 contains 25309 members Entering Unmasked Estep Score: -7725439.500000 Penalty: 12821.355469 Iteration 23Q: 3 clusters Score -7725440 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9754 members Mstep: Class 2 contains 25362 members Entering Unmasked Estep Score: -7725443.000000 Penalty: 12821.355469 Iteration 24Q: 3 clusters Score -7725443 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9708 members Mstep: Class 2 contains 25408 members Entering Unmasked Estep Score: -7725441.000000 Penalty: 12821.355469 Iteration 25Q: 3 clusters Score -7725441 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9673 members Mstep: Class 2 contains 25443 members Entering Unmasked Estep Score: -7725461.000000 Penalty: 12821.355469 Iteration 26Q: 3 clusters Score -7725461 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9651 members Mstep: Class 2 contains 25465 members Entering Unmasked Estep Score: -7725467.000000 Penalty: 12821.355469 Iteration 27Q: 3 clusters Score -7725467 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9638 members Mstep: Class 2 contains 25478 members Entering Unmasked Estep Score: -7725457.500000 Penalty: 12821.355469 Iteration 28Q: 3 clusters Score -7725458 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9627 members Mstep: Class 2 contains 25489 members Entering Unmasked Estep Score: -7725465.000000 Penalty: 12821.355469 Iteration 29Q: 3 clusters Score -7725465 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9618 members Mstep: Class 2 contains 25498 members Entering Unmasked Estep Score: -7725464.500000 Penalty: 12821.355469 Iteration 30Q: 3 clusters Score -7725464 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9614 members Mstep: Class 2 contains 25502 members Entering Unmasked Estep Score: -7725454.500000 Penalty: 12821.355469 Iteration 31Q: 3 clusters Score -7725454 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9610 members Mstep: Class 2 contains 25506 members Entering Unmasked Estep Score: -7725458.000000 Penalty: 12821.355469 Iteration 32Q: 3 clusters Score -7725458 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9610 members Mstep: Class 2 contains 25506 members Entering Unmasked Estep Score: -7725458.000000 Penalty: 12821.355469 Iteration 33F: 3 clusters Score -7725458 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (1430 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1430 members Entering Unmasked Estep Score: -272814.843750 Penalty: 4450.075684 Iteration 0F: 2 clusters Score -272814.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 693 members Mstep: Class 2 contains 737 members Entering Unmasked Estep Score: -268355.281250 Penalty: 8900.151367 Iteration 0F: 3 clusters Score -268355.3 nChanged 303 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 720 members Mstep: Class 2 contains 710 members Entering Unmasked Estep Score: -269028.187500 Penalty: 8900.151367 Iteration 1F: 3 clusters Score -269028.2 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 746 members Mstep: Class 2 contains 684 members Entering Unmasked Estep Score: -269442.875000 Penalty: 8900.151367 Iteration 2F: 3 clusters Score -269442.9 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 774 members Mstep: Class 2 contains 656 members Entering Unmasked Estep Score: -270013.250000 Penalty: 8900.151367 Iteration 3F: 3 clusters Score -270013.2 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 828 members Mstep: Class 2 contains 602 members Entering Unmasked Estep Score: -270923.687500 Penalty: 8900.151367 Iteration 4F: 3 clusters Score -270923.7 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 879 members Mstep: Class 2 contains 551 members Entering Unmasked Estep Score: -272123.906250 Penalty: 8900.151367 Iteration 5F: 3 clusters Score -272123.9 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 884 members Mstep: Class 2 contains 546 members Entering Unmasked Estep Score: -273120.312500 Penalty: 8900.151367 Iteration 6F: 3 clusters Score -273120.3 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 866 members Mstep: Class 2 contains 564 members Entering Unmasked Estep Score: -274011.843750 Penalty: 8900.151367 Iteration 7F: 3 clusters Score -274011.8 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 836 members Mstep: Class 2 contains 594 members Entering Unmasked Estep Score: -274655.187500 Penalty: 8900.151367 Iteration 8Q: 3 clusters Score -274655.2 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 807 members Mstep: Class 2 contains 623 members Entering Unmasked Estep Score: -276883.281250 Penalty: 8900.151367 Iteration 9Q: 3 clusters Score -276883.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 807 members Mstep: Class 2 contains 623 members Entering Unmasked Estep Score: -276883.281250 Penalty: 8900.151367 Iteration 10F: 3 clusters Score -276883.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 27 members Mstep: Class 1 contains 251 members Mstep: Class 2 contains 25480 members Mstep: Class 3 contains 159130 members Mstep: Class 4 contains 47883 members Mstep: Class 5 contains 2691 members Mstep: Class 6 contains 139982 members Mstep: Class 7 contains 26427 members Mstep: Class 8 contains 1102 members Mstep: Class 9 contains 585 members Mstep: Class 10 contains 6864 members Mstep: Class 11 contains 35116 members Mstep: Class 12 contains 807 members Mstep: Class 13 contains 23224 members Mstep: Class 14 contains 623 members Mstep: Class 15 contains 1541 members Mstep: Class 16 contains 156163 members Mstep: Class 17 contains 14392 members Mstep: Class 20 contains 955 members Mstep: Class 22 contains 275 members Mstep: Class 23 contains 1225 members Mstep: Class 24 contains 34295 members Entering Unmasked Estep Score: -147576352.000000 Penalty: 172723.218750 Splitting cluster 12 changes total score from -147576768.000000 to -147576352.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 13 (23224 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23224 members Entering Unmasked Estep Score: -4923778.500000 Penalty: 6157.426758 Iteration 0F: 2 clusters Score -4923778 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11602 members Mstep: Class 2 contains 11622 members Entering Unmasked Estep Score: -4905213.500000 Penalty: 12314.853516 Iteration 0F: 3 clusters Score -4905214 nChanged 9612 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11744 members Mstep: Class 2 contains 11480 members Entering Unmasked Estep Score: -4910593.000000 Penalty: 12314.853516 Iteration 1F: 3 clusters Score -4910593 nChanged 1758 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11968 members Mstep: Class 2 contains 11256 members Entering Unmasked Estep Score: -4912025.000000 Penalty: 12314.853516 Iteration 2F: 3 clusters Score -4912025 nChanged 1739 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12101 members Mstep: Class 2 contains 11123 members Entering Unmasked Estep Score: -4913656.000000 Penalty: 12314.853516 Iteration 3F: 3 clusters Score -4913656 nChanged 1685 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11950 members Mstep: Class 2 contains 11274 members Entering Unmasked Estep Score: -4915198.500000 Penalty: 12314.853516 Iteration 4F: 3 clusters Score -4915198 nChanged 1524 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11504 members Mstep: Class 2 contains 11720 members Entering Unmasked Estep Score: -4916419.500000 Penalty: 12314.853516 Iteration 5F: 3 clusters Score -4916420 nChanged 1387 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10793 members Mstep: Class 2 contains 12431 members Entering Unmasked Estep Score: -4917544.500000 Penalty: 12314.853516 Iteration 6F: 3 clusters Score -4917544 nChanged 1312 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9865 members Mstep: Class 2 contains 13359 members Entering Unmasked Estep Score: -4918685.500000 Penalty: 12314.853516 Iteration 7F: 3 clusters Score -4918686 nChanged 1252 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8777 members Mstep: Class 2 contains 14447 members Entering Unmasked Estep Score: -4919856.000000 Penalty: 12314.853516 Iteration 8F: 3 clusters Score -4919856 nChanged 1129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7734 members Mstep: Class 2 contains 15490 members Entering Unmasked Estep Score: -4920952.000000 Penalty: 12314.853516 Iteration 9Q: 3 clusters Score -4920952 nChanged 962 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6822 members Mstep: Class 2 contains 16402 members Entering Unmasked Estep Score: -4921883.000000 Penalty: 12314.853516 Iteration 10Q: 3 clusters Score -4921883 nChanged 776 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6070 members Mstep: Class 2 contains 17154 members Entering Unmasked Estep Score: -4922650.000000 Penalty: 12314.853516 Iteration 11Q: 3 clusters Score -4922650 nChanged 629 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5453 members Mstep: Class 2 contains 17771 members Entering Unmasked Estep Score: -4923252.000000 Penalty: 12314.853516 Iteration 12Q: 3 clusters Score -4923252 nChanged 471 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4988 members Mstep: Class 2 contains 18236 members Entering Unmasked Estep Score: -4923671.500000 Penalty: 12314.853516 Iteration 13Q: 3 clusters Score -4923672 nChanged 364 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4626 members Mstep: Class 2 contains 18598 members Entering Unmasked Estep Score: -4924003.000000 Penalty: 12314.853516 Iteration 14Q: 3 clusters Score -4924003 nChanged 282 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4344 members Mstep: Class 2 contains 18880 members Entering Unmasked Estep Score: -4924239.500000 Penalty: 12314.853516 Iteration 15Q: 3 clusters Score -4924240 nChanged 234 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4110 members Mstep: Class 2 contains 19114 members Entering Unmasked Estep Score: -4924426.500000 Penalty: 12314.853516 Iteration 16Q: 3 clusters Score -4924426 nChanged 200 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3910 members Mstep: Class 2 contains 19314 members Entering Unmasked Estep Score: -4924571.000000 Penalty: 12314.853516 Iteration 17Q: 3 clusters Score -4924571 nChanged 181 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3729 members Mstep: Class 2 contains 19495 members Entering Unmasked Estep Score: -4924679.000000 Penalty: 12314.853516 Iteration 18Q: 3 clusters Score -4924679 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3587 members Mstep: Class 2 contains 19637 members Entering Unmasked Estep Score: -4924772.000000 Penalty: 12314.853516 Iteration 19Q: 3 clusters Score -4924772 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3473 members Mstep: Class 2 contains 19751 members Entering Unmasked Estep Score: -4924834.000000 Penalty: 12314.853516 Iteration 20F: 3 clusters Score -4924834 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3388 members Mstep: Class 2 contains 19836 members Entering Unmasked Estep Score: -4924888.000000 Penalty: 12314.853516 Iteration 21Q: 3 clusters Score -4924888 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3322 members Mstep: Class 2 contains 19902 members Entering Unmasked Estep Score: -4924924.000000 Penalty: 12314.853516 Iteration 22Q: 3 clusters Score -4924924 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3284 members Mstep: Class 2 contains 19940 members Entering Unmasked Estep Score: -4924931.500000 Penalty: 12314.853516 Iteration 23Q: 3 clusters Score -4924932 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3261 members Mstep: Class 2 contains 19963 members Entering Unmasked Estep Score: -4924970.500000 Penalty: 12314.853516 Iteration 24Q: 3 clusters Score -4924970 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3239 members Mstep: Class 2 contains 19985 members Entering Unmasked Estep Score: -4924972.000000 Penalty: 12314.853516 Iteration 25Q: 3 clusters Score -4924972 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3218 members Mstep: Class 2 contains 20006 members Entering Unmasked Estep Score: -4924980.500000 Penalty: 12314.853516 Iteration 26Q: 3 clusters Score -4924980 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3203 members Mstep: Class 2 contains 20021 members Entering Unmasked Estep Score: -4924987.500000 Penalty: 12314.853516 Iteration 27Q: 3 clusters Score -4924988 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3189 members Mstep: Class 2 contains 20035 members Entering Unmasked Estep Score: -4924996.500000 Penalty: 12314.853516 Iteration 28Q: 3 clusters Score -4924996 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3181 members Mstep: Class 2 contains 20043 members Entering Unmasked Estep Score: -4925002.500000 Penalty: 12314.853516 Iteration 29Q: 3 clusters Score -4925002 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3176 members Mstep: Class 2 contains 20048 members Entering Unmasked Estep Score: -4925006.000000 Penalty: 12314.853516 Iteration 30Q: 3 clusters Score -4925006 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3171 members Mstep: Class 2 contains 20053 members Entering Unmasked Estep Score: -4925007.500000 Penalty: 12314.853516 Iteration 31Q: 3 clusters Score -4925008 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3168 members Mstep: Class 2 contains 20056 members Entering Unmasked Estep Score: -4925011.000000 Penalty: 12314.853516 Iteration 32Q: 3 clusters Score -4925011 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3168 members Mstep: Class 2 contains 20056 members Entering Unmasked Estep Score: -4925011.000000 Penalty: 12314.853516 Iteration 33F: 3 clusters Score -4925011 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 27 members Mstep: Class 1 contains 251 members Mstep: Class 2 contains 25480 members Mstep: Class 3 contains 159130 members Mstep: Class 4 contains 47883 members Mstep: Class 5 contains 2691 members Mstep: Class 6 contains 139982 members Mstep: Class 7 contains 26427 members Mstep: Class 8 contains 1102 members Mstep: Class 9 contains 585 members Mstep: Class 10 contains 6864 members Mstep: Class 11 contains 35116 members Mstep: Class 12 contains 1430 members Mstep: Class 13 contains 3168 members Mstep: Class 14 contains 20056 members Mstep: Class 15 contains 1541 members Mstep: Class 16 contains 156163 members Mstep: Class 17 contains 14392 members Mstep: Class 20 contains 955 members Mstep: Class 22 contains 275 members Mstep: Class 23 contains 1225 members Mstep: Class 24 contains 34295 members Entering Unmasked Estep Score: -147575936.000000 Penalty: 172723.218750 Splitting cluster 13 changes total score from -147576768.000000 to -147575936.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 15 (1541 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1541 members Entering Unmasked Estep Score: -294357.968750 Penalty: 4495.864746 Iteration 0F: 2 clusters Score -294358 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 759 members Mstep: Class 2 contains 782 members Entering Unmasked Estep Score: -289801.093750 Penalty: 8991.729492 Iteration 0F: 3 clusters Score -289801.1 nChanged 327 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 798 members Mstep: Class 2 contains 743 members Entering Unmasked Estep Score: -290622.218750 Penalty: 8991.729492 Iteration 1F: 3 clusters Score -290622.2 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 822 members Mstep: Class 2 contains 719 members Entering Unmasked Estep Score: -291434.781250 Penalty: 8991.729492 Iteration 2F: 3 clusters Score -291434.8 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 831 members Mstep: Class 2 contains 710 members Entering Unmasked Estep Score: -292480.281250 Penalty: 8991.729492 Iteration 3F: 3 clusters Score -292480.3 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 809 members Mstep: Class 2 contains 732 members Entering Unmasked Estep Score: -293864.750000 Penalty: 8991.729492 Iteration 4F: 3 clusters Score -293864.8 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 790 members Mstep: Class 2 contains 751 members Entering Unmasked Estep Score: -294848.593750 Penalty: 8991.729492 Iteration 5F: 3 clusters Score -294848.6 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 780 members Mstep: Class 2 contains 761 members Entering Unmasked Estep Score: -295473.718750 Penalty: 8991.729492 Iteration 6Q: 3 clusters Score -295473.7 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 766 members Mstep: Class 2 contains 775 members Entering Unmasked Estep Score: -295848.750000 Penalty: 8991.729492 Iteration 7Q: 3 clusters Score -295848.8 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 754 members Mstep: Class 2 contains 787 members Entering Unmasked Estep Score: -295925.187500 Penalty: 8991.729492 Iteration 8Q: 3 clusters Score -295925.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 750 members Mstep: Class 2 contains 791 members Entering Unmasked Estep Score: -295937.968750 Penalty: 8991.729492 Iteration 9Q: 3 clusters Score -295938 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 743 members Mstep: Class 2 contains 798 members Entering Unmasked Estep Score: -295959.906250 Penalty: 8991.729492 Iteration 10Q: 3 clusters Score -295959.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 738 members Mstep: Class 2 contains 803 members Entering Unmasked Estep Score: -295973.187500 Penalty: 8991.729492 Iteration 11Q: 3 clusters Score -295973.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 734 members Mstep: Class 2 contains 807 members Entering Unmasked Estep Score: -295983.500000 Penalty: 8991.729492 Iteration 12Q: 3 clusters Score -295983.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 732 members Mstep: Class 2 contains 809 members Entering Unmasked Estep Score: -295987.781250 Penalty: 8991.729492 Iteration 13Q: 3 clusters Score -295987.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 732 members Mstep: Class 2 contains 809 members Entering Unmasked Estep Score: -295987.781250 Penalty: 8991.729492 Iteration 14F: 3 clusters Score -295987.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 27 members Mstep: Class 1 contains 251 members Mstep: Class 2 contains 25480 members Mstep: Class 3 contains 159130 members Mstep: Class 4 contains 47883 members Mstep: Class 5 contains 2691 members Mstep: Class 6 contains 139982 members Mstep: Class 7 contains 26427 members Mstep: Class 8 contains 1102 members Mstep: Class 9 contains 585 members Mstep: Class 10 contains 6864 members Mstep: Class 11 contains 35116 members Mstep: Class 12 contains 1430 members Mstep: Class 13 contains 23224 members Mstep: Class 14 contains 809 members Mstep: Class 15 contains 732 members Mstep: Class 16 contains 156163 members Mstep: Class 17 contains 14392 members Mstep: Class 20 contains 955 members Mstep: Class 22 contains 275 members Mstep: Class 23 contains 1225 members Mstep: Class 24 contains 34295 members Entering Unmasked Estep Score: -147574528.000000 Penalty: 172723.218750 Splitting cluster 15 changes total score from -147576768.000000 to -147574528.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 16 (156163 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 156163 members Entering Unmasked Estep Score: -34366256.000000 Penalty: 7324.676270 Iteration 0F: 2 clusters Score -3.436626e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 77998 members Mstep: Class 2 contains 78165 members Entering Unmasked Estep Score: -34264932.000000 Penalty: 14649.352539 Iteration 0F: 3 clusters Score -3.426493e+07 nChanged 72868 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 76876 members Mstep: Class 2 contains 79287 members Entering Unmasked Estep Score: -34305348.000000 Penalty: 14649.352539 Iteration 1F: 3 clusters Score -3.430535e+07 nChanged 5313 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 76031 members Mstep: Class 2 contains 80132 members Entering Unmasked Estep Score: -34306372.000000 Penalty: 14649.352539 Iteration 2Q: 3 clusters Score -3.430637e+07 nChanged 5262 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74555 members Mstep: Class 2 contains 81608 members Entering Unmasked Estep Score: -34307764.000000 Penalty: 14649.352539 Iteration 3Q: 3 clusters Score -3.430776e+07 nChanged 5592 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72263 members Mstep: Class 2 contains 83900 members Entering Unmasked Estep Score: -34309300.000000 Penalty: 14649.352539 Iteration 4Q: 3 clusters Score -3.43093e+07 nChanged 6497 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 68864 members Mstep: Class 2 contains 87299 members Entering Unmasked Estep Score: -34311788.000000 Penalty: 14649.352539 Iteration 5Q: 3 clusters Score -3.431179e+07 nChanged 7858 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63924 members Mstep: Class 2 contains 92239 members Entering Unmasked Estep Score: -34315520.000000 Penalty: 14649.352539 Iteration 6F: 3 clusters Score -3.431552e+07 nChanged 9214 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57544 members Mstep: Class 2 contains 98619 members Entering Unmasked Estep Score: -34320564.000000 Penalty: 14649.352539 Iteration 7F: 3 clusters Score -3.432056e+07 nChanged 10649 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49523 members Mstep: Class 2 contains 106640 members Entering Unmasked Estep Score: -34327412.000000 Penalty: 14649.352539 Iteration 8F: 3 clusters Score -3.432741e+07 nChanged 10621 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40836 members Mstep: Class 2 contains 115327 members Entering Unmasked Estep Score: -34334472.000000 Penalty: 14649.352539 Iteration 9F: 3 clusters Score -3.433447e+07 nChanged 9652 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32296 members Mstep: Class 2 contains 123867 members Entering Unmasked Estep Score: -34340960.000000 Penalty: 14649.352539 Iteration 10F: 3 clusters Score -3.434096e+07 nChanged 8052 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24658 members Mstep: Class 2 contains 131505 members Entering Unmasked Estep Score: -34346384.000000 Penalty: 14649.352539 Iteration 11F: 3 clusters Score -3.434638e+07 nChanged 6529 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18253 members Mstep: Class 2 contains 137910 members Entering Unmasked Estep Score: -34350308.000000 Penalty: 14649.352539 Iteration 12Q: 3 clusters Score -3.435031e+07 nChanged 5243 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13038 members Mstep: Class 2 contains 143125 members Entering Unmasked Estep Score: -34353056.000000 Penalty: 14649.352539 Iteration 13Q: 3 clusters Score -3.435306e+07 nChanged 3971 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9075 members Mstep: Class 2 contains 147088 members Entering Unmasked Estep Score: -34355260.000000 Penalty: 14649.352539 Iteration 14Q: 3 clusters Score -3.435526e+07 nChanged 2897 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6180 members Mstep: Class 2 contains 149983 members Entering Unmasked Estep Score: -34356768.000000 Penalty: 14649.352539 Iteration 15Q: 3 clusters Score -3.435677e+07 nChanged 2036 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4156 members Mstep: Class 2 contains 152007 members Entering Unmasked Estep Score: -34358016.000000 Penalty: 14649.352539 Iteration 16Q: 3 clusters Score -3.435802e+07 nChanged 1266 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2918 members Mstep: Class 2 contains 153245 members Entering Unmasked Estep Score: -34358648.000000 Penalty: 14649.352539 Iteration 17Q: 3 clusters Score -3.435865e+07 nChanged 694 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2244 members Mstep: Class 2 contains 153919 members Entering Unmasked Estep Score: -34359004.000000 Penalty: 14649.352539 Iteration 18Q: 3 clusters Score -3.4359e+07 nChanged 442 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1830 members Mstep: Class 2 contains 154333 members Entering Unmasked Estep Score: -34359400.000000 Penalty: 14649.352539 Iteration 19Q: 3 clusters Score -3.43594e+07 nChanged 295 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1563 members Mstep: Class 2 contains 154600 members Entering Unmasked Estep Score: -34359524.000000 Penalty: 14649.352539 Iteration 20F: 3 clusters Score -3.435952e+07 nChanged 211 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1386 members Mstep: Class 2 contains 154777 members Entering Unmasked Estep Score: -34359748.000000 Penalty: 14649.352539 Iteration 21Q: 3 clusters Score -3.435975e+07 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1279 members Mstep: Class 2 contains 154884 members Entering Unmasked Estep Score: -34359764.000000 Penalty: 14649.352539 Iteration 22Q: 3 clusters Score -3.435976e+07 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1210 members Mstep: Class 2 contains 154953 members Entering Unmasked Estep Score: -34359800.000000 Penalty: 14649.352539 Iteration 23Q: 3 clusters Score -3.43598e+07 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1158 members Mstep: Class 2 contains 155005 members Entering Unmasked Estep Score: -34359844.000000 Penalty: 14649.352539 Iteration 24Q: 3 clusters Score -3.435984e+07 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1122 members Mstep: Class 2 contains 155041 members Entering Unmasked Estep Score: -34359844.000000 Penalty: 14649.352539 Iteration 25Q: 3 clusters Score -3.435984e+07 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1097 members Mstep: Class 2 contains 155066 members Entering Unmasked Estep Score: -34359868.000000 Penalty: 14649.352539 Iteration 26Q: 3 clusters Score -3.435987e+07 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1073 members Mstep: Class 2 contains 155090 members Entering Unmasked Estep Score: -34359836.000000 Penalty: 14649.352539 Iteration 27Q: 3 clusters Score -3.435984e+07 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1061 members Mstep: Class 2 contains 155102 members Entering Unmasked Estep Score: -34359860.000000 Penalty: 14649.352539 Iteration 28Q: 3 clusters Score -3.435986e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1054 members Mstep: Class 2 contains 155109 members Entering Unmasked Estep Score: -34359900.000000 Penalty: 14649.352539 Iteration 29Q: 3 clusters Score -3.43599e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1044 members Mstep: Class 2 contains 155119 members Entering Unmasked Estep Score: -34359856.000000 Penalty: 14649.352539 Iteration 30Q: 3 clusters Score -3.435986e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1032 members Mstep: Class 2 contains 155131 members Entering Unmasked Estep Score: -34359856.000000 Penalty: 14649.352539 Iteration 31Q: 3 clusters Score -3.435986e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1024 members Mstep: Class 2 contains 155139 members Entering Unmasked Estep Score: -34359880.000000 Penalty: 14649.352539 Iteration 32Q: 3 clusters Score -3.435988e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1019 members Mstep: Class 2 contains 155144 members Entering Unmasked Estep Score: -34359856.000000 Penalty: 14649.352539 Iteration 33Q: 3 clusters Score -3.435986e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1014 members Mstep: Class 2 contains 155149 members Entering Unmasked Estep Score: -34359880.000000 Penalty: 14649.352539 Iteration 34Q: 3 clusters Score -3.435988e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1011 members Mstep: Class 2 contains 155152 members Entering Unmasked Estep Score: -34359872.000000 Penalty: 14649.352539 Iteration 35Q: 3 clusters Score -3.435987e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1008 members Mstep: Class 2 contains 155155 members Entering Unmasked Estep Score: -34359876.000000 Penalty: 14649.352539 Iteration 36Q: 3 clusters Score -3.435988e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1006 members Mstep: Class 2 contains 155157 members Entering Unmasked Estep Score: -34359876.000000 Penalty: 14649.352539 Iteration 37Q: 3 clusters Score -3.435988e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1003 members Mstep: Class 2 contains 155160 members Entering Unmasked Estep Score: -34359888.000000 Penalty: 14649.352539 Iteration 38Q: 3 clusters Score -3.435989e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1003 members Mstep: Class 2 contains 155160 members Entering Unmasked Estep Score: -34359896.000000 Penalty: 14649.352539 Iteration 39Q: 3 clusters Score -3.43599e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1005 members Mstep: Class 2 contains 155158 members Entering Unmasked Estep Score: -34359908.000000 Penalty: 14649.352539 Iteration 40F: 3 clusters Score -3.435991e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1004 members Mstep: Class 2 contains 155159 members Entering Unmasked Estep Score: -34359908.000000 Penalty: 14649.352539 Iteration 41Q: 3 clusters Score -3.435991e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1000 members Mstep: Class 2 contains 155163 members Entering Unmasked Estep Score: -34359920.000000 Penalty: 14649.352539 Iteration 42Q: 3 clusters Score -3.435992e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 998 members Mstep: Class 2 contains 155165 members Entering Unmasked Estep Score: -34359924.000000 Penalty: 14649.352539 Iteration 43Q: 3 clusters Score -3.435992e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 998 members Mstep: Class 2 contains 155165 members Entering Unmasked Estep Score: -34359948.000000 Penalty: 14649.352539 Iteration 44Q: 3 clusters Score -3.435995e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 996 members Mstep: Class 2 contains 155167 members Entering Unmasked Estep Score: -34359940.000000 Penalty: 14649.352539 Iteration 45Q: 3 clusters Score -3.435994e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 995 members Mstep: Class 2 contains 155168 members Entering Unmasked Estep Score: -34359940.000000 Penalty: 14649.352539 Iteration 46Q: 3 clusters Score -3.435994e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 993 members Mstep: Class 2 contains 155170 members Entering Unmasked Estep Score: -34359936.000000 Penalty: 14649.352539 Iteration 47Q: 3 clusters Score -3.435994e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 992 members Mstep: Class 2 contains 155171 members Entering Unmasked Estep Score: -34359932.000000 Penalty: 14649.352539 Iteration 48Q: 3 clusters Score -3.435993e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 992 members Mstep: Class 2 contains 155171 members Entering Unmasked Estep Score: -34359932.000000 Penalty: 14649.352539 Iteration 49F: 3 clusters Score -3.435993e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (14392 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14392 members Entering Unmasked Estep Score: -3026846.500000 Penalty: 5864.336914 Iteration 0F: 2 clusters Score -3026846 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7238 members Mstep: Class 2 contains 7154 members Entering Unmasked Estep Score: -3013845.250000 Penalty: 11728.673828 Iteration 0F: 3 clusters Score -3013845 nChanged 5569 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7403 members Mstep: Class 2 contains 6989 members Entering Unmasked Estep Score: -3016972.500000 Penalty: 11728.673828 Iteration 1F: 3 clusters Score -3016972 nChanged 1079 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7446 members Mstep: Class 2 contains 6946 members Entering Unmasked Estep Score: -3017561.500000 Penalty: 11728.673828 Iteration 2F: 3 clusters Score -3017562 nChanged 714 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7500 members Mstep: Class 2 contains 6892 members Entering Unmasked Estep Score: -3017926.250000 Penalty: 11728.673828 Iteration 3Q: 3 clusters Score -3017926 nChanged 519 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7577 members Mstep: Class 2 contains 6815 members Entering Unmasked Estep Score: -3018148.750000 Penalty: 11728.673828 Iteration 4Q: 3 clusters Score -3018149 nChanged 378 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7657 members Mstep: Class 2 contains 6735 members Entering Unmasked Estep Score: -3018291.250000 Penalty: 11728.673828 Iteration 5Q: 3 clusters Score -3018291 nChanged 302 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7755 members Mstep: Class 2 contains 6637 members Entering Unmasked Estep Score: -3018417.500000 Penalty: 11728.673828 Iteration 6Q: 3 clusters Score -3018418 nChanged 296 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7873 members Mstep: Class 2 contains 6519 members Entering Unmasked Estep Score: -3018553.250000 Penalty: 11728.673828 Iteration 7Q: 3 clusters Score -3018553 nChanged 255 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7970 members Mstep: Class 2 contains 6422 members Entering Unmasked Estep Score: -3018646.000000 Penalty: 11728.673828 Iteration 8Q: 3 clusters Score -3018646 nChanged 241 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8087 members Mstep: Class 2 contains 6305 members Entering Unmasked Estep Score: -3018744.000000 Penalty: 11728.673828 Iteration 9Q: 3 clusters Score -3018744 nChanged 220 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8201 members Mstep: Class 2 contains 6191 members Entering Unmasked Estep Score: -3018827.000000 Penalty: 11728.673828 Iteration 10Q: 3 clusters Score -3018827 nChanged 190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8313 members Mstep: Class 2 contains 6079 members Entering Unmasked Estep Score: -3018891.500000 Penalty: 11728.673828 Iteration 11Q: 3 clusters Score -3018892 nChanged 182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8401 members Mstep: Class 2 contains 5991 members Entering Unmasked Estep Score: -3018970.250000 Penalty: 11728.673828 Iteration 12Q: 3 clusters Score -3018970 nChanged 197 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8516 members Mstep: Class 2 contains 5876 members Entering Unmasked Estep Score: -3019043.500000 Penalty: 11728.673828 Iteration 13Q: 3 clusters Score -3019044 nChanged 197 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8659 members Mstep: Class 2 contains 5733 members Entering Unmasked Estep Score: -3019128.750000 Penalty: 11728.673828 Iteration 14Q: 3 clusters Score -3019129 nChanged 189 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8792 members Mstep: Class 2 contains 5600 members Entering Unmasked Estep Score: -3019191.750000 Penalty: 11728.673828 Iteration 15Q: 3 clusters Score -3019192 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8898 members Mstep: Class 2 contains 5494 members Entering Unmasked Estep Score: -3019261.000000 Penalty: 11728.673828 Iteration 16Q: 3 clusters Score -3019261 nChanged 182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9036 members Mstep: Class 2 contains 5356 members Entering Unmasked Estep Score: -3019337.000000 Penalty: 11728.673828 Iteration 17Q: 3 clusters Score -3019337 nChanged 183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9173 members Mstep: Class 2 contains 5219 members Entering Unmasked Estep Score: -3019410.500000 Penalty: 11728.673828 Iteration 18Q: 3 clusters Score -3019410 nChanged 202 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9333 members Mstep: Class 2 contains 5059 members Entering Unmasked Estep Score: -3019489.750000 Penalty: 11728.673828 Iteration 19Q: 3 clusters Score -3019490 nChanged 184 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9505 members Mstep: Class 2 contains 4887 members Entering Unmasked Estep Score: -3019582.500000 Penalty: 11728.673828 Iteration 20F: 3 clusters Score -3019582 nChanged 198 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9685 members Mstep: Class 2 contains 4707 members Entering Unmasked Estep Score: -3019661.250000 Penalty: 11728.673828 Iteration 21Q: 3 clusters Score -3019661 nChanged 199 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9864 members Mstep: Class 2 contains 4528 members Entering Unmasked Estep Score: -3019742.000000 Penalty: 11728.673828 Iteration 22Q: 3 clusters Score -3019742 nChanged 204 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10042 members Mstep: Class 2 contains 4350 members Entering Unmasked Estep Score: -3019851.000000 Penalty: 11728.673828 Iteration 23Q: 3 clusters Score -3019851 nChanged 210 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10232 members Mstep: Class 2 contains 4160 members Entering Unmasked Estep Score: -3019945.500000 Penalty: 11728.673828 Iteration 24Q: 3 clusters Score -3019946 nChanged 225 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10437 members Mstep: Class 2 contains 3955 members Entering Unmasked Estep Score: -3020063.250000 Penalty: 11728.673828 Iteration 25Q: 3 clusters Score -3020063 nChanged 240 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10667 members Mstep: Class 2 contains 3725 members Entering Unmasked Estep Score: -3020203.000000 Penalty: 11728.673828 Iteration 26Q: 3 clusters Score -3020203 nChanged 269 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10914 members Mstep: Class 2 contains 3478 members Entering Unmasked Estep Score: -3020343.250000 Penalty: 11728.673828 Iteration 27Q: 3 clusters Score -3020343 nChanged 256 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11160 members Mstep: Class 2 contains 3232 members Entering Unmasked Estep Score: -3020508.750000 Penalty: 11728.673828 Iteration 28Q: 3 clusters Score -3020509 nChanged 243 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11393 members Mstep: Class 2 contains 2999 members Entering Unmasked Estep Score: -3020628.750000 Penalty: 11728.673828 Iteration 29Q: 3 clusters Score -3020629 nChanged 222 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11605 members Mstep: Class 2 contains 2787 members Entering Unmasked Estep Score: -3020758.750000 Penalty: 11728.673828 Iteration 30Q: 3 clusters Score -3020759 nChanged 177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11778 members Mstep: Class 2 contains 2614 members Entering Unmasked Estep Score: -3020839.750000 Penalty: 11728.673828 Iteration 31Q: 3 clusters Score -3020840 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11919 members Mstep: Class 2 contains 2473 members Entering Unmasked Estep Score: -3020929.750000 Penalty: 11728.673828 Iteration 32Q: 3 clusters Score -3020930 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12053 members Mstep: Class 2 contains 2339 members Entering Unmasked Estep Score: -3021001.500000 Penalty: 11728.673828 Iteration 33Q: 3 clusters Score -3021002 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12184 members Mstep: Class 2 contains 2208 members Entering Unmasked Estep Score: -3021057.750000 Penalty: 11728.673828 Iteration 34Q: 3 clusters Score -3021058 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12294 members Mstep: Class 2 contains 2098 members Entering Unmasked Estep Score: -3021135.000000 Penalty: 11728.673828 Iteration 35Q: 3 clusters Score -3021135 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12400 members Mstep: Class 2 contains 1992 members Entering Unmasked Estep Score: -3021217.500000 Penalty: 11728.673828 Iteration 36Q: 3 clusters Score -3021218 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12497 members Mstep: Class 2 contains 1895 members Entering Unmasked Estep Score: -3021273.750000 Penalty: 11728.673828 Iteration 37Q: 3 clusters Score -3021274 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12581 members Mstep: Class 2 contains 1811 members Entering Unmasked Estep Score: -3021335.750000 Penalty: 11728.673828 Iteration 38Q: 3 clusters Score -3021336 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12670 members Mstep: Class 2 contains 1722 members Entering Unmasked Estep Score: -3021399.250000 Penalty: 11728.673828 Iteration 39Q: 3 clusters Score -3021399 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12748 members Mstep: Class 2 contains 1644 members Entering Unmasked Estep Score: -3021453.000000 Penalty: 11728.673828 Iteration 40F: 3 clusters Score -3021453 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12815 members Mstep: Class 2 contains 1577 members Entering Unmasked Estep Score: -3021497.250000 Penalty: 11728.673828 Iteration 41Q: 3 clusters Score -3021497 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12877 members Mstep: Class 2 contains 1515 members Entering Unmasked Estep Score: -3021543.250000 Penalty: 11728.673828 Iteration 42Q: 3 clusters Score -3021543 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12938 members Mstep: Class 2 contains 1454 members Entering Unmasked Estep Score: -3021596.750000 Penalty: 11728.673828 Iteration 43Q: 3 clusters Score -3021597 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12980 members Mstep: Class 2 contains 1412 members Entering Unmasked Estep Score: -3021622.750000 Penalty: 11728.673828 Iteration 44Q: 3 clusters Score -3021623 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13011 members Mstep: Class 2 contains 1381 members Entering Unmasked Estep Score: -3021641.500000 Penalty: 11728.673828 Iteration 45Q: 3 clusters Score -3021642 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13032 members Mstep: Class 2 contains 1360 members Entering Unmasked Estep Score: -3021653.750000 Penalty: 11728.673828 Iteration 46Q: 3 clusters Score -3021654 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13053 members Mstep: Class 2 contains 1339 members Entering Unmasked Estep Score: -3021674.000000 Penalty: 11728.673828 Iteration 47Q: 3 clusters Score -3021674 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13075 members Mstep: Class 2 contains 1317 members Entering Unmasked Estep Score: -3021690.000000 Penalty: 11728.673828 Iteration 48Q: 3 clusters Score -3021690 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13095 members Mstep: Class 2 contains 1297 members Entering Unmasked Estep Score: -3021703.250000 Penalty: 11728.673828 Iteration 49Q: 3 clusters Score -3021703 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13115 members Mstep: Class 2 contains 1277 members Entering Unmasked Estep Score: -3021717.250000 Penalty: 11728.673828 Iteration 50Q: 3 clusters Score -3021717 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13129 members Mstep: Class 2 contains 1263 members Entering Unmasked Estep Score: -3021740.250000 Penalty: 11728.673828 Iteration 51Q: 3 clusters Score -3021740 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13142 members Mstep: Class 2 contains 1250 members Entering Unmasked Estep Score: -3021743.500000 Penalty: 11728.673828 Iteration 52Q: 3 clusters Score -3021744 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13147 members Mstep: Class 2 contains 1245 members Entering Unmasked Estep Score: -3021751.500000 Penalty: 11728.673828 Iteration 53Q: 3 clusters Score -3021752 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13157 members Mstep: Class 2 contains 1235 members Entering Unmasked Estep Score: -3021756.000000 Penalty: 11728.673828 Iteration 54Q: 3 clusters Score -3021756 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13163 members Mstep: Class 2 contains 1229 members Entering Unmasked Estep Score: -3021758.000000 Penalty: 11728.673828 Iteration 55Q: 3 clusters Score -3021758 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13171 members Mstep: Class 2 contains 1221 members Entering Unmasked Estep Score: -3021774.500000 Penalty: 11728.673828 Iteration 56Q: 3 clusters Score -3021774 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13179 members Mstep: Class 2 contains 1213 members Entering Unmasked Estep Score: -3021779.750000 Penalty: 11728.673828 Iteration 57Q: 3 clusters Score -3021780 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13184 members Mstep: Class 2 contains 1208 members Entering Unmasked Estep Score: -3021788.000000 Penalty: 11728.673828 Iteration 58Q: 3 clusters Score -3021788 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13188 members Mstep: Class 2 contains 1204 members Entering Unmasked Estep Score: -3021792.250000 Penalty: 11728.673828 Iteration 59Q: 3 clusters Score -3021792 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13195 members Mstep: Class 2 contains 1197 members Entering Unmasked Estep Score: -3021796.500000 Penalty: 11728.673828 Iteration 60F: 3 clusters Score -3021796 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13198 members Mstep: Class 2 contains 1194 members Entering Unmasked Estep Score: -3021802.000000 Penalty: 11728.673828 Iteration 61Q: 3 clusters Score -3021802 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13202 members Mstep: Class 2 contains 1190 members Entering Unmasked Estep Score: -3021805.250000 Penalty: 11728.673828 Iteration 62Q: 3 clusters Score -3021805 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13202 members Mstep: Class 2 contains 1190 members Entering Unmasked Estep Score: -3021805.250000 Penalty: 11728.673828 Iteration 63F: 3 clusters Score -3021805 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (955 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 955 members Entering Unmasked Estep Score: -135791.203125 Penalty: 4202.798340 Iteration 0F: 2 clusters Score -135791.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 475 members Mstep: Class 2 contains 480 members Entering Unmasked Estep Score: -132360.750000 Penalty: 8405.596680 Iteration 0F: 3 clusters Score -132360.8 nChanged 240 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 501 members Mstep: Class 2 contains 454 members Entering Unmasked Estep Score: -133722.500000 Penalty: 8405.596680 Iteration 1F: 3 clusters Score -133722.5 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 562 members Mstep: Class 2 contains 393 members Entering Unmasked Estep Score: -134917.906250 Penalty: 8405.596680 Iteration 2F: 3 clusters Score -134917.9 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 632 members Mstep: Class 2 contains 323 members Entering Unmasked Estep Score: -135520.859375 Penalty: 8405.596680 Iteration 3F: 3 clusters Score -135520.9 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 671 members Mstep: Class 2 contains 284 members Entering Unmasked Estep Score: -136041.203125 Penalty: 8405.596680 Iteration 4F: 3 clusters Score -136041.2 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 684 members Mstep: Class 2 contains 271 members Entering Unmasked Estep Score: -136222.937500 Penalty: 8405.596680 Iteration 5Q: 3 clusters Score -136222.9 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 695 members Mstep: Class 2 contains 260 members Entering Unmasked Estep Score: -136312.859375 Penalty: 8405.596680 Iteration 6Q: 3 clusters Score -136312.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 698 members Mstep: Class 2 contains 257 members Entering Unmasked Estep Score: -136362.062500 Penalty: 8405.596680 Iteration 7Q: 3 clusters Score -136362.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 701 members Mstep: Class 2 contains 254 members Entering Unmasked Estep Score: -136419.937500 Penalty: 8405.596680 Iteration 8Q: 3 clusters Score -136419.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 699 members Mstep: Class 2 contains 256 members Entering Unmasked Estep Score: -136532.187500 Penalty: 8405.596680 Iteration 9Q: 3 clusters Score -136532.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 696 members Mstep: Class 2 contains 259 members Entering Unmasked Estep Score: -136676.500000 Penalty: 8405.596680 Iteration 10Q: 3 clusters Score -136676.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 696 members Mstep: Class 2 contains 259 members Entering Unmasked Estep Score: -136754.828125 Penalty: 8405.596680 Iteration 11Q: 3 clusters Score -136754.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 698 members Mstep: Class 2 contains 257 members Entering Unmasked Estep Score: -136802.281250 Penalty: 8405.596680 Iteration 12Q: 3 clusters Score -136802.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 700 members Mstep: Class 2 contains 255 members Entering Unmasked Estep Score: -136817.890625 Penalty: 8405.596680 Iteration 13Q: 3 clusters Score -136817.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 698 members Mstep: Class 2 contains 257 members Entering Unmasked Estep Score: -136840.421875 Penalty: 8405.596680 Iteration 14Q: 3 clusters Score -136840.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 697 members Mstep: Class 2 contains 258 members Entering Unmasked Estep Score: -136862.828125 Penalty: 8405.596680 Iteration 15Q: 3 clusters Score -136862.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 698 members Mstep: Class 2 contains 257 members Entering Unmasked Estep Score: -136869.750000 Penalty: 8405.596680 Iteration 16Q: 3 clusters Score -136869.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 698 members Mstep: Class 2 contains 257 members Entering Unmasked Estep Score: -136873.609375 Penalty: 8405.596680 Iteration 17F: 3 clusters Score -136873.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 702 members Mstep: Class 2 contains 253 members Entering Unmasked Estep Score: -136887.265625 Penalty: 8405.596680 Iteration 18Q: 3 clusters Score -136887.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 704 members Mstep: Class 2 contains 251 members Entering Unmasked Estep Score: -136906.203125 Penalty: 8405.596680 Iteration 19Q: 3 clusters Score -136906.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 705 members Mstep: Class 2 contains 250 members Entering Unmasked Estep Score: -136914.906250 Penalty: 8405.596680 Iteration 20F: 3 clusters Score -136914.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 704 members Mstep: Class 2 contains 251 members Entering Unmasked Estep Score: -136923.546875 Penalty: 8405.596680 Iteration 21Q: 3 clusters Score -136923.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 703 members Mstep: Class 2 contains 252 members Entering Unmasked Estep Score: -136929.187500 Penalty: 8405.596680 Iteration 22Q: 3 clusters Score -136929.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 703 members Mstep: Class 2 contains 252 members Entering Unmasked Estep Score: -136936.234375 Penalty: 8405.596680 Iteration 23Q: 3 clusters Score -136936.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 702 members Mstep: Class 2 contains 253 members Entering Unmasked Estep Score: -136938.796875 Penalty: 8405.596680 Iteration 24Q: 3 clusters Score -136938.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 701 members Mstep: Class 2 contains 254 members Entering Unmasked Estep Score: -136942.984375 Penalty: 8405.596680 Iteration 25Q: 3 clusters Score -136943 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 698 members Mstep: Class 2 contains 257 members Entering Unmasked Estep Score: -136970.234375 Penalty: 8405.596680 Iteration 26Q: 3 clusters Score -136970.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 695 members Mstep: Class 2 contains 260 members Entering Unmasked Estep Score: -136984.906250 Penalty: 8405.596680 Iteration 27Q: 3 clusters Score -136984.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 694 members Mstep: Class 2 contains 261 members Entering Unmasked Estep Score: -136987.093750 Penalty: 8405.596680 Iteration 28Q: 3 clusters Score -136987.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 694 members Mstep: Class 2 contains 261 members Entering Unmasked Estep Score: -136987.093750 Penalty: 8405.596680 Iteration 29F: 3 clusters Score -136987.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 27 members Mstep: Class 1 contains 251 members Mstep: Class 2 contains 25480 members Mstep: Class 3 contains 159130 members Mstep: Class 4 contains 47883 members Mstep: Class 5 contains 2691 members Mstep: Class 6 contains 139982 members Mstep: Class 7 contains 26427 members Mstep: Class 8 contains 1102 members Mstep: Class 9 contains 585 members Mstep: Class 10 contains 6864 members Mstep: Class 11 contains 35116 members Mstep: Class 12 contains 1430 members Mstep: Class 13 contains 23224 members Mstep: Class 14 contains 261 members Mstep: Class 15 contains 1541 members Mstep: Class 16 contains 156163 members Mstep: Class 17 contains 14392 members Mstep: Class 20 contains 694 members Mstep: Class 22 contains 275 members Mstep: Class 23 contains 1225 members Mstep: Class 24 contains 34295 members Entering Unmasked Estep Score: -147574064.000000 Penalty: 172723.218750 Splitting cluster 20 changes total score from -147576768.000000 to -147574064.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 22 (275 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 275 members Entering Unmasked Estep Score: -47733.277344 Penalty: 3440.272461 Iteration 0F: 2 clusters Score -47733.28 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 125 members Entering Unmasked Estep Score: -44962.441406 Penalty: 6880.544922 Iteration 0F: 3 clusters Score -44962.44 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 150 members Mstep: Class 2 contains 125 members Entering Unmasked Estep Score: -44989.839844 Penalty: 6880.544922 Iteration 1Q: 3 clusters Score -44989.84 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 149 members Mstep: Class 2 contains 126 members Entering Unmasked Estep Score: -45018.894531 Penalty: 6880.544922 Iteration 2Q: 3 clusters Score -45018.89 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 148 members Mstep: Class 2 contains 127 members Entering Unmasked Estep Score: -45047.531250 Penalty: 6880.544922 Iteration 3Q: 3 clusters Score -45047.53 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 149 members Mstep: Class 2 contains 126 members Entering Unmasked Estep Score: -45053.640625 Penalty: 6880.544922 Iteration 4Q: 3 clusters Score -45053.64 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 149 members Mstep: Class 2 contains 126 members Entering Unmasked Estep Score: -45053.640625 Penalty: 6880.544922 Iteration 5F: 3 clusters Score -45053.64 nChanged 0 Entering ConstructFrom: Trying to split cluster 23 (1225 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1225 members Entering Unmasked Estep Score: -248016.859375 Penalty: 4355.301270 Iteration 0F: 2 clusters Score -248016.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 622 members Mstep: Class 2 contains 603 members Entering Unmasked Estep Score: -243813.843750 Penalty: 8710.602539 Iteration 0F: 3 clusters Score -243813.8 nChanged 227 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 687 members Mstep: Class 2 contains 538 members Entering Unmasked Estep Score: -244482.531250 Penalty: 8710.602539 Iteration 1F: 3 clusters Score -244482.5 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 731 members Mstep: Class 2 contains 494 members Entering Unmasked Estep Score: -244789.890625 Penalty: 8710.602539 Iteration 2F: 3 clusters Score -244789.9 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 772 members Mstep: Class 2 contains 453 members Entering Unmasked Estep Score: -244954.375000 Penalty: 8710.602539 Iteration 3Q: 3 clusters Score -244954.4 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 786 members Mstep: Class 2 contains 439 members Entering Unmasked Estep Score: -245077.078125 Penalty: 8710.602539 Iteration 4Q: 3 clusters Score -245077.1 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 809 members Mstep: Class 2 contains 416 members Entering Unmasked Estep Score: -245190.593750 Penalty: 8710.602539 Iteration 5Q: 3 clusters Score -245190.6 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 824 members Mstep: Class 2 contains 401 members Entering Unmasked Estep Score: -245262.859375 Penalty: 8710.602539 Iteration 6Q: 3 clusters Score -245262.9 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 832 members Mstep: Class 2 contains 393 members Entering Unmasked Estep Score: -245303.156250 Penalty: 8710.602539 Iteration 7Q: 3 clusters Score -245303.2 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 844 members Mstep: Class 2 contains 381 members Entering Unmasked Estep Score: -245356.484375 Penalty: 8710.602539 Iteration 8Q: 3 clusters Score -245356.5 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 852 members Mstep: Class 2 contains 373 members Entering Unmasked Estep Score: -245395.734375 Penalty: 8710.602539 Iteration 9Q: 3 clusters Score -245395.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 853 members Mstep: Class 2 contains 372 members Entering Unmasked Estep Score: -245406.312500 Penalty: 8710.602539 Iteration 10Q: 3 clusters Score -245406.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 853 members Mstep: Class 2 contains 372 members Entering Unmasked Estep Score: -245419.046875 Penalty: 8710.602539 Iteration 11Q: 3 clusters Score -245419 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 856 members Mstep: Class 2 contains 369 members Entering Unmasked Estep Score: -245435.984375 Penalty: 8710.602539 Iteration 12Q: 3 clusters Score -245436 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 861 members Mstep: Class 2 contains 364 members Entering Unmasked Estep Score: -245464.046875 Penalty: 8710.602539 Iteration 13Q: 3 clusters Score -245464 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 864 members Mstep: Class 2 contains 361 members Entering Unmasked Estep Score: -245482.375000 Penalty: 8710.602539 Iteration 14Q: 3 clusters Score -245482.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 869 members Mstep: Class 2 contains 356 members Entering Unmasked Estep Score: -245498.171875 Penalty: 8710.602539 Iteration 15Q: 3 clusters Score -245498.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 870 members Mstep: Class 2 contains 355 members Entering Unmasked Estep Score: -245501.875000 Penalty: 8710.602539 Iteration 16Q: 3 clusters Score -245501.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 871 members Mstep: Class 2 contains 354 members Entering Unmasked Estep Score: -245505.453125 Penalty: 8710.602539 Iteration 17Q: 3 clusters Score -245505.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 871 members Mstep: Class 2 contains 354 members Entering Unmasked Estep Score: -245505.453125 Penalty: 8710.602539 Iteration 18F: 3 clusters Score -245505.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 24 (34295 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34295 members Entering Unmasked Estep Score: -7602382.500000 Penalty: 6396.187500 Iteration 0F: 2 clusters Score -7602382 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17116 members Mstep: Class 2 contains 17179 members Entering Unmasked Estep Score: -7576781.500000 Penalty: 12792.375000 Iteration 0F: 3 clusters Score -7576782 nChanged 14647 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16943 members Mstep: Class 2 contains 17352 members Entering Unmasked Estep Score: -7584572.500000 Penalty: 12792.375000 Iteration 1F: 3 clusters Score -7584572 nChanged 1997 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16740 members Mstep: Class 2 contains 17555 members Entering Unmasked Estep Score: -7585367.500000 Penalty: 12792.375000 Iteration 2F: 3 clusters Score -7585368 nChanged 1624 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16390 members Mstep: Class 2 contains 17905 members Entering Unmasked Estep Score: -7585966.500000 Penalty: 12792.375000 Iteration 3Q: 3 clusters Score -7585966 nChanged 1371 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15921 members Mstep: Class 2 contains 18374 members Entering Unmasked Estep Score: -7586437.000000 Penalty: 12792.375000 Iteration 4Q: 3 clusters Score -7586437 nChanged 1274 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15333 members Mstep: Class 2 contains 18962 members Entering Unmasked Estep Score: -7586952.000000 Penalty: 12792.375000 Iteration 5Q: 3 clusters Score -7586952 nChanged 1230 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14623 members Mstep: Class 2 contains 19672 members Entering Unmasked Estep Score: -7587457.500000 Penalty: 12792.375000 Iteration 6Q: 3 clusters Score -7587458 nChanged 1282 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13719 members Mstep: Class 2 contains 20576 members Entering Unmasked Estep Score: -7587989.000000 Penalty: 12792.375000 Iteration 7Q: 3 clusters Score -7587989 nChanged 1431 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12628 members Mstep: Class 2 contains 21667 members Entering Unmasked Estep Score: -7588687.500000 Penalty: 12792.375000 Iteration 8Q: 3 clusters Score -7588688 nChanged 1617 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11317 members Mstep: Class 2 contains 22978 members Entering Unmasked Estep Score: -7589620.500000 Penalty: 12792.375000 Iteration 9Q: 3 clusters Score -7589620 nChanged 1688 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9875 members Mstep: Class 2 contains 24420 members Entering Unmasked Estep Score: -7590659.000000 Penalty: 12792.375000 Iteration 10Q: 3 clusters Score -7590659 nChanged 1665 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8394 members Mstep: Class 2 contains 25901 members Entering Unmasked Estep Score: -7591737.500000 Penalty: 12792.375000 Iteration 11Q: 3 clusters Score -7591738 nChanged 1536 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7004 members Mstep: Class 2 contains 27291 members Entering Unmasked Estep Score: -7592751.500000 Penalty: 12792.375000 Iteration 12Q: 3 clusters Score -7592752 nChanged 1385 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5693 members Mstep: Class 2 contains 28602 members Entering Unmasked Estep Score: -7593690.500000 Penalty: 12792.375000 Iteration 13Q: 3 clusters Score -7593690 nChanged 1181 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4560 members Mstep: Class 2 contains 29735 members Entering Unmasked Estep Score: -7594560.500000 Penalty: 12792.375000 Iteration 14Q: 3 clusters Score -7594560 nChanged 948 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3638 members Mstep: Class 2 contains 30657 members Entering Unmasked Estep Score: -7595237.000000 Penalty: 12792.375000 Iteration 15Q: 3 clusters Score -7595237 nChanged 720 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2934 members Mstep: Class 2 contains 31361 members Entering Unmasked Estep Score: -7595750.000000 Penalty: 12792.375000 Iteration 16Q: 3 clusters Score -7595750 nChanged 522 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2424 members Mstep: Class 2 contains 31871 members Entering Unmasked Estep Score: -7596107.500000 Penalty: 12792.375000 Iteration 17Q: 3 clusters Score -7596108 nChanged 365 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2063 members Mstep: Class 2 contains 32232 members Entering Unmasked Estep Score: -7596359.000000 Penalty: 12792.375000 Iteration 18Q: 3 clusters Score -7596359 nChanged 274 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1797 members Mstep: Class 2 contains 32498 members Entering Unmasked Estep Score: -7596570.000000 Penalty: 12792.375000 Iteration 19Q: 3 clusters Score -7596570 nChanged 202 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1617 members Mstep: Class 2 contains 32678 members Entering Unmasked Estep Score: -7596716.000000 Penalty: 12792.375000 Iteration 20F: 3 clusters Score -7596716 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1490 members Mstep: Class 2 contains 32805 members Entering Unmasked Estep Score: -7596820.000000 Penalty: 12792.375000 Iteration 21Q: 3 clusters Score -7596820 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1403 members Mstep: Class 2 contains 32892 members Entering Unmasked Estep Score: -7596892.500000 Penalty: 12792.375000 Iteration 22Q: 3 clusters Score -7596892 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1338 members Mstep: Class 2 contains 32957 members Entering Unmasked Estep Score: -7596933.000000 Penalty: 12792.375000 Iteration 23Q: 3 clusters Score -7596933 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1284 members Mstep: Class 2 contains 33011 members Entering Unmasked Estep Score: -7596970.000000 Penalty: 12792.375000 Iteration 24Q: 3 clusters Score -7596970 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1248 members Mstep: Class 2 contains 33047 members Entering Unmasked Estep Score: -7597023.000000 Penalty: 12792.375000 Iteration 25Q: 3 clusters Score -7597023 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1227 members Mstep: Class 2 contains 33068 members Entering Unmasked Estep Score: -7597039.000000 Penalty: 12792.375000 Iteration 26Q: 3 clusters Score -7597039 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1200 members Mstep: Class 2 contains 33095 members Entering Unmasked Estep Score: -7597059.500000 Penalty: 12792.375000 Iteration 27Q: 3 clusters Score -7597060 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1185 members Mstep: Class 2 contains 33110 members Entering Unmasked Estep Score: -7597063.500000 Penalty: 12792.375000 Iteration 28Q: 3 clusters Score -7597064 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1180 members Mstep: Class 2 contains 33115 members Entering Unmasked Estep Score: -7597086.000000 Penalty: 12792.375000 Iteration 29Q: 3 clusters Score -7597086 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1167 members Mstep: Class 2 contains 33128 members Entering Unmasked Estep Score: -7597093.500000 Penalty: 12792.375000 Iteration 30Q: 3 clusters Score -7597094 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1159 members Mstep: Class 2 contains 33136 members Entering Unmasked Estep Score: -7597091.000000 Penalty: 12792.375000 Iteration 31Q: 3 clusters Score -7597091 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1154 members Mstep: Class 2 contains 33141 members Entering Unmasked Estep Score: -7597099.500000 Penalty: 12792.375000 Iteration 32Q: 3 clusters Score -7597100 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1144 members Mstep: Class 2 contains 33151 members Entering Unmasked Estep Score: -7597104.500000 Penalty: 12792.375000 Iteration 33Q: 3 clusters Score -7597104 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1137 members Mstep: Class 2 contains 33158 members Entering Unmasked Estep Score: -7597127.000000 Penalty: 12792.375000 Iteration 34Q: 3 clusters Score -7597127 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1136 members Mstep: Class 2 contains 33159 members Entering Unmasked Estep Score: -7597130.000000 Penalty: 12792.375000 Iteration 35Q: 3 clusters Score -7597130 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1137 members Mstep: Class 2 contains 33158 members Entering Unmasked Estep Score: -7597126.500000 Penalty: 12792.375000 Iteration 36Q: 3 clusters Score -7597126 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1138 members Mstep: Class 2 contains 33157 members Entering Unmasked Estep Score: -7597129.500000 Penalty: 12792.375000 Iteration 37Q: 3 clusters Score -7597130 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1138 members Mstep: Class 2 contains 33157 members Entering Unmasked Estep Score: -7597129.500000 Penalty: 12792.375000 Iteration 38F: 3 clusters Score -7597130 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 27 members Mstep: Class 1 contains 251 members Mstep: Class 2 contains 25480 members Mstep: Class 3 contains 159130 members Mstep: Class 4 contains 47883 members Mstep: Class 5 contains 2691 members Mstep: Class 6 contains 139982 members Mstep: Class 7 contains 26427 members Mstep: Class 8 contains 1102 members Mstep: Class 9 contains 585 members Mstep: Class 10 contains 6864 members Mstep: Class 11 contains 35116 members Mstep: Class 12 contains 1430 members Mstep: Class 13 contains 23224 members Mstep: Class 15 contains 1541 members Mstep: Class 16 contains 156163 members Mstep: Class 17 contains 14392 members Mstep: Class 20 contains 955 members Mstep: Class 22 contains 275 members Mstep: Class 23 contains 1225 members Mstep: Class 24 contains 34295 members Entering Unmasked Estep ConsiderDeletion Score: -147576672.000000 Penalty: 164498.296875 Iteration 79Q: 21 clusters Score -1.475767e+08 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 27 members Mstep: Class 1 contains 251 members Mstep: Class 2 contains 25482 members Mstep: Class 3 contains 159130 members Mstep: Class 4 contains 47886 members Mstep: Class 5 contains 2691 members Mstep: Class 6 contains 139980 members Mstep: Class 7 contains 26427 members Mstep: Class 8 contains 1102 members Mstep: Class 9 contains 585 members Mstep: Class 10 contains 6864 members Mstep: Class 11 contains 35114 members Mstep: Class 12 contains 1430 members Mstep: Class 13 contains 23220 members Mstep: Class 15 contains 1541 members Mstep: Class 16 contains 156163 members Mstep: Class 17 contains 14396 members Mstep: Class 20 contains 955 members Mstep: Class 22 contains 275 members Mstep: Class 23 contains 1225 members Mstep: Class 24 contains 34294 members Entering Unmasked Estep ConsiderDeletion Score: -147576736.000000 Penalty: 164498.296875 Iteration 80F: 21 clusters Score -1.475767e+08 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 27 members Mstep: Class 1 contains 251 members Mstep: Class 2 contains 25485 members Mstep: Class 3 contains 159129 members Mstep: Class 4 contains 47886 members Mstep: Class 5 contains 2690 members Mstep: Class 6 contains 139983 members Mstep: Class 7 contains 26428 members Mstep: Class 8 contains 1102 members Mstep: Class 9 contains 585 members Mstep: Class 10 contains 6865 members Mstep: Class 11 contains 35113 members Mstep: Class 12 contains 1430 members Mstep: Class 13 contains 23221 members Mstep: Class 15 contains 1541 members Mstep: Class 16 contains 156160 members Mstep: Class 17 contains 14393 members Mstep: Class 20 contains 955 members Mstep: Class 22 contains 275 members Mstep: Class 23 contains 1225 members Mstep: Class 24 contains 34294 members Entering Unmasked Estep ConsiderDeletion Score: -147576800.000000 Penalty: 164498.296875 Iteration 81Q: 21 clusters Score -1.475768e+08 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 27 members Mstep: Class 1 contains 251 members Mstep: Class 2 contains 25489 members Mstep: Class 3 contains 159127 members Mstep: Class 4 contains 47886 members Mstep: Class 5 contains 2687 members Mstep: Class 6 contains 139984 members Mstep: Class 7 contains 26427 members Mstep: Class 8 contains 1102 members Mstep: Class 9 contains 585 members Mstep: Class 10 contains 6867 members Mstep: Class 11 contains 35113 members Mstep: Class 12 contains 1430 members Mstep: Class 13 contains 23224 members Mstep: Class 15 contains 1541 members Mstep: Class 16 contains 156156 members Mstep: Class 17 contains 14393 members Mstep: Class 20 contains 955 members Mstep: Class 22 contains 275 members Mstep: Class 23 contains 1225 members Mstep: Class 24 contains 34294 members Entering Unmasked Estep ConsiderDeletion Score: -147576864.000000 Penalty: 164498.296875 Iteration 82Q: 21 clusters Score -1.475769e+08 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 27 members Mstep: Class 1 contains 251 members Mstep: Class 2 contains 25491 members Mstep: Class 3 contains 159127 members Mstep: Class 4 contains 47886 members Mstep: Class 5 contains 2684 members Mstep: Class 6 contains 139981 members Mstep: Class 7 contains 26430 members Mstep: Class 8 contains 1102 members Mstep: Class 9 contains 585 members Mstep: Class 10 contains 6866 members Mstep: Class 11 contains 35112 members Mstep: Class 12 contains 1430 members Mstep: Class 13 contains 23226 members Mstep: Class 15 contains 1541 members Mstep: Class 16 contains 156155 members Mstep: Class 17 contains 14395 members Mstep: Class 20 contains 955 members Mstep: Class 22 contains 275 members Mstep: Class 23 contains 1225 members Mstep: Class 24 contains 34294 members Entering Unmasked Estep ConsiderDeletion Score: -147576896.000000 Penalty: 164498.296875 Iteration 83Q: 21 clusters Score -1.475769e+08 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 27 members Mstep: Class 1 contains 251 members Mstep: Class 2 contains 25494 members Mstep: Class 3 contains 159123 members Mstep: Class 4 contains 47886 members Mstep: Class 5 contains 2682 members Mstep: Class 6 contains 139979 members Mstep: Class 7 contains 26429 members Mstep: Class 8 contains 1102 members Mstep: Class 9 contains 585 members Mstep: Class 10 contains 6866 members Mstep: Class 11 contains 35112 members Mstep: Class 12 contains 1430 members Mstep: Class 13 contains 23226 members Mstep: Class 15 contains 1541 members Mstep: Class 16 contains 156155 members Mstep: Class 17 contains 14400 members Mstep: Class 20 contains 955 members Mstep: Class 22 contains 275 members Mstep: Class 23 contains 1225 members Mstep: Class 24 contains 34295 members Entering Unmasked Estep ConsiderDeletion Score: -147576960.000000 Penalty: 164498.296875 Iteration 84Q: 21 clusters Score -1.47577e+08 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 27 members Mstep: Class 1 contains 251 members Mstep: Class 2 contains 25496 members Mstep: Class 3 contains 159119 members Mstep: Class 4 contains 47886 members Mstep: Class 5 contains 2680 members Mstep: Class 6 contains 139979 members Mstep: Class 7 contains 26428 members Mstep: Class 8 contains 1102 members Mstep: Class 9 contains 585 members Mstep: Class 10 contains 6866 members Mstep: Class 11 contains 35111 members Mstep: Class 12 contains 1430 members Mstep: Class 13 contains 23226 members Mstep: Class 15 contains 1541 members Mstep: Class 16 contains 156155 members Mstep: Class 17 contains 14407 members Mstep: Class 20 contains 955 members Mstep: Class 22 contains 275 members Mstep: Class 23 contains 1225 members Mstep: Class 24 contains 34294 members Entering Unmasked Estep ConsiderDeletion Score: -147576864.000000 Penalty: 164498.296875 Iteration 85Q: 21 clusters Score -1.475769e+08 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 27 members Mstep: Class 1 contains 251 members Mstep: Class 2 contains 25496 members Mstep: Class 3 contains 159121 members Mstep: Class 4 contains 47886 members Mstep: Class 5 contains 2680 members Mstep: Class 6 contains 139979 members Mstep: Class 7 contains 26426 members Mstep: Class 8 contains 1102 members Mstep: Class 9 contains 585 members Mstep: Class 10 contains 6866 members Mstep: Class 11 contains 35111 members Mstep: Class 12 contains 1430 members Mstep: Class 13 contains 23226 members Mstep: Class 15 contains 1541 members Mstep: Class 16 contains 156155 members Mstep: Class 17 contains 14408 members Mstep: Class 20 contains 955 members Mstep: Class 22 contains 275 members Mstep: Class 23 contains 1224 members Mstep: Class 24 contains 34294 members Entering Unmasked Estep ConsiderDeletion Score: -147576896.000000 Penalty: 164498.296875 Iteration 86Q: 21 clusters Score -1.475769e+08 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 27 members Mstep: Class 1 contains 251 members Mstep: Class 2 contains 25496 members Mstep: Class 3 contains 159120 members Mstep: Class 4 contains 47888 members Mstep: Class 5 contains 2680 members Mstep: Class 6 contains 139975 members Mstep: Class 7 contains 26428 members Mstep: Class 8 contains 1102 members Mstep: Class 9 contains 585 members Mstep: Class 10 contains 6867 members Mstep: Class 11 contains 35111 members Mstep: Class 12 contains 1430 members Mstep: Class 13 contains 23225 members Mstep: Class 15 contains 1541 members Mstep: Class 16 contains 156154 members Mstep: Class 17 contains 14411 members Mstep: Class 20 contains 955 members Mstep: Class 22 contains 275 members Mstep: Class 23 contains 1223 members Mstep: Class 24 contains 34294 members Entering Unmasked Estep ConsiderDeletion Score: -147576896.000000 Penalty: 164498.296875 Iteration 87Q: 21 clusters Score -1.475769e+08 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 27 members Mstep: Class 1 contains 251 members Mstep: Class 2 contains 25496 members Mstep: Class 3 contains 159119 members Mstep: Class 4 contains 47889 members Mstep: Class 5 contains 2680 members Mstep: Class 6 contains 139976 members Mstep: Class 7 contains 26428 members Mstep: Class 8 contains 1102 members Mstep: Class 9 contains 585 members Mstep: Class 10 contains 6868 members Mstep: Class 11 contains 35110 members Mstep: Class 12 contains 1430 members Mstep: Class 13 contains 23226 members Mstep: Class 15 contains 1541 members Mstep: Class 16 contains 156153 members Mstep: Class 17 contains 14410 members Mstep: Class 20 contains 955 members Mstep: Class 22 contains 275 members Mstep: Class 23 contains 1223 members Mstep: Class 24 contains 34294 members Entering Unmasked Estep ConsiderDeletion Score: -147576976.000000 Penalty: 164498.296875 Iteration 88Q: 21 clusters Score -1.47577e+08 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 27 members Mstep: Class 1 contains 251 members Mstep: Class 2 contains 25496 members Mstep: Class 3 contains 159122 members Mstep: Class 4 contains 47896 members Mstep: Class 5 contains 2679 members Mstep: Class 6 contains 139978 members Mstep: Class 7 contains 26428 members Mstep: Class 8 contains 1102 members Mstep: Class 9 contains 585 members Mstep: Class 10 contains 6869 members Mstep: Class 11 contains 35109 members Mstep: Class 12 contains 1430 members Mstep: Class 13 contains 23221 members Mstep: Class 15 contains 1541 members Mstep: Class 16 contains 156152 members Mstep: Class 17 contains 14406 members Mstep: Class 20 contains 955 members Mstep: Class 22 contains 275 members Mstep: Class 23 contains 1223 members Mstep: Class 24 contains 34293 members Entering Unmasked Estep ConsiderDeletion Score: -147576912.000000 Penalty: 164498.296875 Iteration 89Q: 21 clusters Score -1.475769e+08 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 27 members Mstep: Class 1 contains 251 members Mstep: Class 2 contains 25496 members Mstep: Class 3 contains 159117 members Mstep: Class 4 contains 47906 members Mstep: Class 5 contains 2679 members Mstep: Class 6 contains 139979 members Mstep: Class 7 contains 26430 members Mstep: Class 8 contains 1102 members Mstep: Class 9 contains 585 members Mstep: Class 10 contains 6869 members Mstep: Class 11 contains 35105 members Mstep: Class 12 contains 1430 members Mstep: Class 13 contains 23218 members Mstep: Class 15 contains 1541 members Mstep: Class 16 contains 156152 members Mstep: Class 17 contains 14406 members Mstep: Class 20 contains 955 members Mstep: Class 22 contains 275 members Mstep: Class 23 contains 1223 members Mstep: Class 24 contains 34292 members Entering Unmasked Estep ConsiderDeletion Score: -147576944.000000 Penalty: 164498.296875 Iteration 90Q: 21 clusters Score -1.475769e+08 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 27 members Mstep: Class 1 contains 251 members Mstep: Class 2 contains 25497 members Mstep: Class 3 contains 159118 members Mstep: Class 4 contains 47908 members Mstep: Class 5 contains 2679 members Mstep: Class 6 contains 139978 members Mstep: Class 7 contains 26431 members Mstep: Class 8 contains 1102 members Mstep: Class 9 contains 585 members Mstep: Class 10 contains 6869 members Mstep: Class 11 contains 35104 members Mstep: Class 12 contains 1430 members Mstep: Class 13 contains 23212 members Mstep: Class 15 contains 1541 members Mstep: Class 16 contains 156152 members Mstep: Class 17 contains 14413 members Mstep: Class 20 contains 955 members Mstep: Class 22 contains 275 members Mstep: Class 23 contains 1223 members Mstep: Class 24 contains 34288 members Entering Unmasked Estep ConsiderDeletion Score: -147576896.000000 Penalty: 164498.296875 Iteration 91Q: 21 clusters Score -1.475769e+08 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 27 members Mstep: Class 1 contains 251 members Mstep: Class 2 contains 25497 members Mstep: Class 3 contains 159116 members Mstep: Class 4 contains 47911 members Mstep: Class 5 contains 2679 members Mstep: Class 6 contains 139978 members Mstep: Class 7 contains 26433 members Mstep: Class 8 contains 1102 members Mstep: Class 9 contains 585 members Mstep: Class 10 contains 6869 members Mstep: Class 11 contains 35104 members Mstep: Class 12 contains 1430 members Mstep: Class 13 contains 23205 members Mstep: Class 15 contains 1541 members Mstep: Class 16 contains 156152 members Mstep: Class 17 contains 14422 members Mstep: Class 20 contains 955 members Mstep: Class 22 contains 275 members Mstep: Class 23 contains 1222 members Mstep: Class 24 contains 34284 members Entering Unmasked Estep ConsiderDeletion Score: -147577024.000000 Penalty: 164498.296875 Iteration 92Q: 21 clusters Score -1.47577e+08 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 27 members Mstep: Class 1 contains 251 members Mstep: Class 2 contains 25497 members Mstep: Class 3 contains 159114 members Mstep: Class 4 contains 47910 members Mstep: Class 5 contains 2679 members Mstep: Class 6 contains 139980 members Mstep: Class 7 contains 26438 members Mstep: Class 8 contains 1102 members Mstep: Class 9 contains 585 members Mstep: Class 10 contains 6869 members Mstep: Class 11 contains 35101 members Mstep: Class 12 contains 1430 members Mstep: Class 13 contains 23197 members Mstep: Class 15 contains 1541 members Mstep: Class 16 contains 156149 members Mstep: Class 17 contains 14437 members Mstep: Class 20 contains 955 members Mstep: Class 22 contains 275 members Mstep: Class 23 contains 1222 members Mstep: Class 24 contains 34279 members Entering Unmasked Estep ConsiderDeletion Score: -147577008.000000 Penalty: 164498.296875 Iteration 93Q: 21 clusters Score -1.47577e+08 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 27 members Mstep: Class 1 contains 251 members Mstep: Class 2 contains 25497 members Mstep: Class 3 contains 159115 members Mstep: Class 4 contains 47918 members Mstep: Class 5 contains 2679 members Mstep: Class 6 contains 139981 members Mstep: Class 7 contains 26441 members Mstep: Class 8 contains 1102 members Mstep: Class 9 contains 585 members Mstep: Class 10 contains 6869 members Mstep: Class 11 contains 35099 members Mstep: Class 12 contains 1430 members Mstep: Class 13 contains 23186 members Mstep: Class 15 contains 1541 members Mstep: Class 16 contains 156147 members Mstep: Class 17 contains 14445 members Mstep: Class 20 contains 955 members Mstep: Class 22 contains 275 members Mstep: Class 23 contains 1221 members Mstep: Class 24 contains 34274 members Entering Unmasked Estep ConsiderDeletion Score: -147576912.000000 Penalty: 164498.296875 Iteration 94Q: 21 clusters Score -1.475769e+08 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 27 members Mstep: Class 1 contains 251 members Mstep: Class 2 contains 25497 members Mstep: Class 3 contains 159115 members Mstep: Class 4 contains 47924 members Mstep: Class 5 contains 2679 members Mstep: Class 6 contains 139982 members Mstep: Class 7 contains 26441 members Mstep: Class 8 contains 1102 members Mstep: Class 9 contains 585 members Mstep: Class 10 contains 6869 members Mstep: Class 11 contains 35100 members Mstep: Class 12 contains 1430 members Mstep: Class 13 contains 23186 members Mstep: Class 15 contains 1541 members Mstep: Class 16 contains 156142 members Mstep: Class 17 contains 14446 members Mstep: Class 20 contains 955 members Mstep: Class 22 contains 275 members Mstep: Class 23 contains 1219 members Mstep: Class 24 contains 34272 members Entering Unmasked Estep ConsiderDeletion Score: -147576976.000000 Penalty: 164498.296875 Iteration 95Q: 21 clusters Score -1.47577e+08 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 27 members Mstep: Class 1 contains 251 members Mstep: Class 2 contains 25497 members Mstep: Class 3 contains 159120 members Mstep: Class 4 contains 47924 members Mstep: Class 5 contains 2679 members Mstep: Class 6 contains 139985 members Mstep: Class 7 contains 26440 members Mstep: Class 8 contains 1102 members Mstep: Class 9 contains 585 members Mstep: Class 10 contains 6868 members Mstep: Class 11 contains 35096 members Mstep: Class 12 contains 1430 members Mstep: Class 13 contains 23189 members Mstep: Class 15 contains 1541 members Mstep: Class 16 contains 156141 members Mstep: Class 17 contains 14442 members Mstep: Class 20 contains 955 members Mstep: Class 22 contains 275 members Mstep: Class 23 contains 1220 members Mstep: Class 24 contains 34271 members Entering Unmasked Estep ConsiderDeletion Score: -147577024.000000 Penalty: 164498.296875 Iteration 96Q: 21 clusters Score -1.47577e+08 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 27 members Mstep: Class 1 contains 251 members Mstep: Class 2 contains 25497 members Mstep: Class 3 contains 159119 members Mstep: Class 4 contains 47926 members Mstep: Class 5 contains 2679 members Mstep: Class 6 contains 139990 members Mstep: Class 7 contains 26438 members Mstep: Class 8 contains 1102 members Mstep: Class 9 contains 585 members Mstep: Class 10 contains 6868 members Mstep: Class 11 contains 35094 members Mstep: Class 12 contains 1430 members Mstep: Class 13 contains 23189 members Mstep: Class 15 contains 1541 members Mstep: Class 16 contains 156140 members Mstep: Class 17 contains 14444 members Mstep: Class 20 contains 955 members Mstep: Class 22 contains 275 members Mstep: Class 23 contains 1219 members Mstep: Class 24 contains 34269 members Entering Unmasked Estep ConsiderDeletion Score: -147576928.000000 Penalty: 164498.296875 Iteration 97Q: 21 clusters Score -1.475769e+08 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 27 members Mstep: Class 1 contains 251 members Mstep: Class 2 contains 25498 members Mstep: Class 3 contains 159117 members Mstep: Class 4 contains 47934 members Mstep: Class 5 contains 2679 members Mstep: Class 6 contains 139992 members Mstep: Class 7 contains 26441 members Mstep: Class 8 contains 1102 members Mstep: Class 9 contains 585 members Mstep: Class 10 contains 6868 members Mstep: Class 11 contains 35093 members Mstep: Class 12 contains 1430 members Mstep: Class 13 contains 23185 members Mstep: Class 15 contains 1541 members Mstep: Class 16 contains 156135 members Mstep: Class 17 contains 14447 members Mstep: Class 20 contains 955 members Mstep: Class 22 contains 275 members Mstep: Class 23 contains 1218 members Mstep: Class 24 contains 34265 members Entering Unmasked Estep ConsiderDeletion Score: -147576848.000000 Penalty: 164498.296875 Iteration 98Q: 21 clusters Score -1.475768e+08 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 27 members Mstep: Class 1 contains 251 members Mstep: Class 2 contains 25498 members Mstep: Class 3 contains 159114 members Mstep: Class 4 contains 47946 members Mstep: Class 5 contains 2679 members Mstep: Class 6 contains 139993 members Mstep: Class 7 contains 26443 members Mstep: Class 8 contains 1102 members Mstep: Class 9 contains 585 members Mstep: Class 10 contains 6868 members Mstep: Class 11 contains 35092 members Mstep: Class 12 contains 1430 members Mstep: Class 13 contains 23180 members Mstep: Class 15 contains 1541 members Mstep: Class 16 contains 156132 members Mstep: Class 17 contains 14448 members Mstep: Class 20 contains 955 members Mstep: Class 22 contains 275 members Mstep: Class 23 contains 1218 members Mstep: Class 24 contains 34261 members Entering Unmasked Estep ConsiderDeletion Score: -147576816.000000 Penalty: 164498.296875 Iteration 99Q: 21 clusters Score -1.475768e+08 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 27 members Mstep: Class 1 contains 251 members Mstep: Class 2 contains 25498 members Mstep: Class 3 contains 159113 members Mstep: Class 4 contains 47953 members Mstep: Class 5 contains 2679 members Mstep: Class 6 contains 139998 members Mstep: Class 7 contains 26444 members Mstep: Class 8 contains 1102 members Mstep: Class 9 contains 585 members Mstep: Class 10 contains 6868 members Mstep: Class 11 contains 35092 members Mstep: Class 12 contains 1430 members Mstep: Class 13 contains 23174 members Mstep: Class 15 contains 1541 members Mstep: Class 16 contains 156125 members Mstep: Class 17 contains 14451 members Mstep: Class 20 contains 955 members Mstep: Class 22 contains 275 members Mstep: Class 23 contains 1218 members Mstep: Class 24 contains 34259 members Entering Unmasked Estep ConsiderDeletion Score: -147576832.000000 Penalty: 164498.296875 Iteration 100F: 21 clusters Score -1.475768e+08 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 27 members Mstep: Class 1 contains 251 members Mstep: Class 2 contains 25498 members Mstep: Class 3 contains 159113 members Mstep: Class 4 contains 47960 members Mstep: Class 5 contains 2678 members Mstep: Class 6 contains 140002 members Mstep: Class 7 contains 26443 members Mstep: Class 8 contains 1102 members Mstep: Class 9 contains 585 members Mstep: Class 10 contains 6868 members Mstep: Class 11 contains 35090 members Mstep: Class 12 contains 1430 members Mstep: Class 13 contains 23174 members Mstep: Class 15 contains 1541 members Mstep: Class 16 contains 156119 members Mstep: Class 17 contains 14454 members Mstep: Class 20 contains 955 members Mstep: Class 22 contains 275 members Mstep: Class 23 contains 1218 members Mstep: Class 24 contains 34255 members Entering Unmasked Estep ConsiderDeletion Score: -147576832.000000 Penalty: 164498.296875 Iteration 101Q: 21 clusters Score -1.475768e+08 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 27 members Mstep: Class 1 contains 251 members Mstep: Class 2 contains 25498 members Mstep: Class 3 contains 159112 members Mstep: Class 4 contains 47965 members Mstep: Class 5 contains 2678 members Mstep: Class 6 contains 140000 members Mstep: Class 7 contains 26446 members Mstep: Class 8 contains 1102 members Mstep: Class 9 contains 585 members Mstep: Class 10 contains 6868 members Mstep: Class 11 contains 35090 members Mstep: Class 12 contains 1430 members Mstep: Class 13 contains 23171 members Mstep: Class 15 contains 1541 members Mstep: Class 16 contains 156115 members Mstep: Class 17 contains 14461 members Mstep: Class 20 contains 955 members Mstep: Class 22 contains 275 members Mstep: Class 23 contains 1218 members Mstep: Class 24 contains 34250 members Entering Unmasked Estep ConsiderDeletion Score: -147576800.000000 Penalty: 164498.296875 Iteration 102Q: 21 clusters Score -1.475768e+08 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 27 members Mstep: Class 1 contains 251 members Mstep: Class 2 contains 25498 members Mstep: Class 3 contains 159110 members Mstep: Class 4 contains 47971 members Mstep: Class 5 contains 2678 members Mstep: Class 6 contains 140000 members Mstep: Class 7 contains 26445 members Mstep: Class 8 contains 1102 members Mstep: Class 9 contains 585 members Mstep: Class 10 contains 6868 members Mstep: Class 11 contains 35086 members Mstep: Class 12 contains 1430 members Mstep: Class 13 contains 23169 members Mstep: Class 15 contains 1541 members Mstep: Class 16 contains 156112 members Mstep: Class 17 contains 14467 members Mstep: Class 20 contains 955 members Mstep: Class 22 contains 275 members Mstep: Class 23 contains 1218 members Mstep: Class 24 contains 34250 members Entering Unmasked Estep ConsiderDeletion Score: -147576816.000000 Penalty: 164498.296875 Iteration 103Q: 21 clusters Score -1.475768e+08 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 27 members Mstep: Class 1 contains 251 members Mstep: Class 2 contains 25498 members Mstep: Class 3 contains 159108 members Mstep: Class 4 contains 47975 members Mstep: Class 5 contains 2677 members Mstep: Class 6 contains 139999 members Mstep: Class 7 contains 26442 members Mstep: Class 8 contains 1102 members Mstep: Class 9 contains 585 members Mstep: Class 10 contains 6868 members Mstep: Class 11 contains 35087 members Mstep: Class 12 contains 1430 members Mstep: Class 13 contains 23159 members Mstep: Class 15 contains 1541 members Mstep: Class 16 contains 156114 members Mstep: Class 17 contains 14477 members Mstep: Class 20 contains 955 members Mstep: Class 22 contains 275 members Mstep: Class 23 contains 1218 members Mstep: Class 24 contains 34250 members Entering Unmasked Estep ConsiderDeletion Score: -147576832.000000 Penalty: 164498.296875 Iteration 104Q: 21 clusters Score -1.475768e+08 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 27 members Mstep: Class 1 contains 251 members Mstep: Class 2 contains 25498 members Mstep: Class 3 contains 159110 members Mstep: Class 4 contains 47978 members Mstep: Class 5 contains 2676 members Mstep: Class 6 contains 139998 members Mstep: Class 7 contains 26445 members Mstep: Class 8 contains 1102 members Mstep: Class 9 contains 585 members Mstep: Class 10 contains 6868 members Mstep: Class 11 contains 35087 members Mstep: Class 12 contains 1430 members Mstep: Class 13 contains 23158 members Mstep: Class 15 contains 1541 members Mstep: Class 16 contains 156108 members Mstep: Class 17 contains 14483 members Mstep: Class 20 contains 955 members Mstep: Class 22 contains 275 members Mstep: Class 23 contains 1218 members Mstep: Class 24 contains 34245 members Entering Unmasked Estep ConsiderDeletion Score: -147576848.000000 Penalty: 164498.296875 Iteration 105Q: 21 clusters Score -1.475768e+08 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 27 members Mstep: Class 1 contains 251 members Mstep: Class 2 contains 25499 members Mstep: Class 3 contains 159110 members Mstep: Class 4 contains 47982 members Mstep: Class 5 contains 2676 members Mstep: Class 6 contains 139994 members Mstep: Class 7 contains 26449 members Mstep: Class 8 contains 1102 members Mstep: Class 9 contains 585 members Mstep: Class 10 contains 6868 members Mstep: Class 11 contains 35089 members Mstep: Class 12 contains 1430 members Mstep: Class 13 contains 23154 members Mstep: Class 15 contains 1541 members Mstep: Class 16 contains 156104 members Mstep: Class 17 contains 14489 members Mstep: Class 20 contains 955 members Mstep: Class 22 contains 275 members Mstep: Class 23 contains 1218 members Mstep: Class 24 contains 34240 members Entering Unmasked Estep ConsiderDeletion Score: -147576800.000000 Penalty: 164498.296875 Iteration 106Q: 21 clusters Score -1.475768e+08 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 27 members Mstep: Class 1 contains 251 members Mstep: Class 2 contains 25500 members Mstep: Class 3 contains 159107 members Mstep: Class 4 contains 47985 members Mstep: Class 5 contains 2676 members Mstep: Class 6 contains 139999 members Mstep: Class 7 contains 26452 members Mstep: Class 8 contains 1102 members Mstep: Class 9 contains 585 members Mstep: Class 10 contains 6868 members Mstep: Class 11 contains 35091 members Mstep: Class 12 contains 1430 members Mstep: Class 13 contains 23143 members Mstep: Class 15 contains 1541 members Mstep: Class 16 contains 156103 members Mstep: Class 17 contains 14498 members Mstep: Class 20 contains 955 members Mstep: Class 22 contains 275 members Mstep: Class 23 contains 1217 members Mstep: Class 24 contains 34233 members Entering Unmasked Estep ConsiderDeletion Score: -147576752.000000 Penalty: 164498.296875 Iteration 107Q: 21 clusters Score -1.475768e+08 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 27 members Mstep: Class 1 contains 251 members Mstep: Class 2 contains 25501 members Mstep: Class 3 contains 159107 members Mstep: Class 4 contains 47987 members Mstep: Class 5 contains 2675 members Mstep: Class 6 contains 140002 members Mstep: Class 7 contains 26453 members Mstep: Class 8 contains 1102 members Mstep: Class 9 contains 585 members Mstep: Class 10 contains 6868 members Mstep: Class 11 contains 35094 members Mstep: Class 12 contains 1430 members Mstep: Class 13 contains 23134 members Mstep: Class 15 contains 1541 members Mstep: Class 16 contains 156099 members Mstep: Class 17 contains 14505 members Mstep: Class 20 contains 955 members Mstep: Class 22 contains 275 members Mstep: Class 23 contains 1217 members Mstep: Class 24 contains 34230 members Entering Unmasked Estep ConsiderDeletion Score: -147576736.000000 Penalty: 164498.296875 Iteration 108Q: 21 clusters Score -1.475767e+08 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 27 members Mstep: Class 1 contains 251 members Mstep: Class 2 contains 25502 members Mstep: Class 3 contains 159107 members Mstep: Class 4 contains 48001 members Mstep: Class 5 contains 2675 members Mstep: Class 6 contains 140005 members Mstep: Class 7 contains 26451 members Mstep: Class 8 contains 1102 members Mstep: Class 9 contains 585 members Mstep: Class 10 contains 6868 members Mstep: Class 11 contains 35097 members Mstep: Class 12 contains 1430 members Mstep: Class 13 contains 23123 members Mstep: Class 15 contains 1541 members Mstep: Class 16 contains 156098 members Mstep: Class 17 contains 14504 members Mstep: Class 20 contains 955 members Mstep: Class 22 contains 275 members Mstep: Class 23 contains 1217 members Mstep: Class 24 contains 34224 members Entering Unmasked Estep ConsiderDeletion Score: -147576720.000000 Penalty: 164498.296875 Iteration 109Q: 21 clusters Score -1.475767e+08 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 27 members Mstep: Class 1 contains 251 members Mstep: Class 2 contains 25502 members Mstep: Class 3 contains 159107 members Mstep: Class 4 contains 48008 members Mstep: Class 5 contains 2675 members Mstep: Class 6 contains 140006 members Mstep: Class 7 contains 26447 members Mstep: Class 8 contains 1102 members Mstep: Class 9 contains 585 members Mstep: Class 10 contains 6868 members Mstep: Class 11 contains 35096 members Mstep: Class 12 contains 1430 members Mstep: Class 13 contains 23128 members Mstep: Class 15 contains 1541 members Mstep: Class 16 contains 156089 members Mstep: Class 17 contains 14509 members Mstep: Class 20 contains 955 members Mstep: Class 22 contains 275 members Mstep: Class 23 contains 1217 members Mstep: Class 24 contains 34220 members Entering Unmasked Estep ConsiderDeletion Score: -147576848.000000 Penalty: 164498.296875 Iteration 110Q: 21 clusters Score -1.475768e+08 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 27 members Mstep: Class 1 contains 251 members Mstep: Class 2 contains 25502 members Mstep: Class 3 contains 159106 members Mstep: Class 4 contains 48014 members Mstep: Class 5 contains 2675 members Mstep: Class 6 contains 140009 members Mstep: Class 7 contains 26445 members Mstep: Class 8 contains 1102 members Mstep: Class 9 contains 585 members Mstep: Class 10 contains 6868 members Mstep: Class 11 contains 35097 members Mstep: Class 12 contains 1430 members Mstep: Class 13 contains 23124 members Mstep: Class 15 contains 1541 members Mstep: Class 16 contains 156083 members Mstep: Class 17 contains 14513 members Mstep: Class 20 contains 955 members Mstep: Class 22 contains 275 members Mstep: Class 23 contains 1217 members Mstep: Class 24 contains 34219 members Entering Unmasked Estep ConsiderDeletion Score: -147576800.000000 Penalty: 164498.296875 Iteration 111Q: 21 clusters Score -1.475768e+08 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 27 members Mstep: Class 1 contains 251 members Mstep: Class 2 contains 25503 members Mstep: Class 3 contains 159104 members Mstep: Class 4 contains 48020 members Mstep: Class 5 contains 2675 members Mstep: Class 6 contains 140011 members Mstep: Class 7 contains 26443 members Mstep: Class 8 contains 1102 members Mstep: Class 9 contains 585 members Mstep: Class 10 contains 6868 members Mstep: Class 11 contains 35097 members Mstep: Class 12 contains 1430 members Mstep: Class 13 contains 23123 members Mstep: Class 15 contains 1541 members Mstep: Class 16 contains 156079 members Mstep: Class 17 contains 14519 members Mstep: Class 20 contains 955 members Mstep: Class 22 contains 275 members Mstep: Class 23 contains 1215 members Mstep: Class 24 contains 34215 members Entering Unmasked Estep ConsiderDeletion Score: -147576848.000000 Penalty: 164498.296875 Iteration 112Q: 21 clusters Score -1.475768e+08 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 27 members Mstep: Class 1 contains 251 members Mstep: Class 2 contains 25505 members Mstep: Class 3 contains 159104 members Mstep: Class 4 contains 48018 members Mstep: Class 5 contains 2675 members Mstep: Class 6 contains 140012 members Mstep: Class 7 contains 26446 members Mstep: Class 8 contains 1102 members Mstep: Class 9 contains 585 members Mstep: Class 10 contains 6868 members Mstep: Class 11 contains 35096 members Mstep: Class 12 contains 1430 members Mstep: Class 13 contains 23124 members Mstep: Class 15 contains 1541 members Mstep: Class 16 contains 156078 members Mstep: Class 17 contains 14519 members Mstep: Class 20 contains 955 members Mstep: Class 22 contains 275 members Mstep: Class 23 contains 1215 members Mstep: Class 24 contains 34212 members Entering Unmasked Estep ConsiderDeletion Score: -147576816.000000 Penalty: 164498.296875 Iteration 113Q: 21 clusters Score -1.475768e+08 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 27 members Mstep: Class 1 contains 251 members Mstep: Class 2 contains 25508 members Mstep: Class 3 contains 159104 members Mstep: Class 4 contains 48027 members Mstep: Class 5 contains 2675 members Mstep: Class 6 contains 140015 members Mstep: Class 7 contains 26447 members Mstep: Class 8 contains 1102 members Mstep: Class 9 contains 585 members Mstep: Class 10 contains 6868 members Mstep: Class 11 contains 35097 members Mstep: Class 12 contains 1430 members Mstep: Class 13 contains 23118 members Mstep: Class 15 contains 1541 members Mstep: Class 16 contains 156077 members Mstep: Class 17 contains 14513 members Mstep: Class 20 contains 955 members Mstep: Class 22 contains 275 members Mstep: Class 23 contains 1215 members Mstep: Class 24 contains 34208 members Entering Unmasked Estep ConsiderDeletion Score: -147576864.000000 Penalty: 164498.296875 Iteration 114Q: 21 clusters Score -1.475769e+08 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 27 members Mstep: Class 1 contains 251 members Mstep: Class 2 contains 25509 members Mstep: Class 3 contains 159105 members Mstep: Class 4 contains 48031 members Mstep: Class 5 contains 2674 members Mstep: Class 6 contains 140021 members Mstep: Class 7 contains 26448 members Mstep: Class 8 contains 1102 members Mstep: Class 9 contains 585 members Mstep: Class 10 contains 6869 members Mstep: Class 11 contains 35095 members Mstep: Class 12 contains 1430 members Mstep: Class 13 contains 23112 members Mstep: Class 15 contains 1541 members Mstep: Class 16 contains 156076 members Mstep: Class 17 contains 14513 members Mstep: Class 20 contains 955 members Mstep: Class 22 contains 275 members Mstep: Class 23 contains 1215 members Mstep: Class 24 contains 34204 members Entering Unmasked Estep ConsiderDeletion Score: -147576784.000000 Penalty: 164498.296875 Iteration 115Q: 21 clusters Score -1.475768e+08 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 27 members Mstep: Class 1 contains 251 members Mstep: Class 2 contains 25511 members Mstep: Class 3 contains 159107 members Mstep: Class 4 contains 48036 members Mstep: Class 5 contains 2674 members Mstep: Class 6 contains 140017 members Mstep: Class 7 contains 26448 members Mstep: Class 8 contains 1102 members Mstep: Class 9 contains 585 members Mstep: Class 10 contains 6869 members Mstep: Class 11 contains 35093 members Mstep: Class 12 contains 1430 members Mstep: Class 13 contains 23113 members Mstep: Class 15 contains 1541 members Mstep: Class 16 contains 156072 members Mstep: Class 17 contains 14514 members Mstep: Class 20 contains 955 members Mstep: Class 22 contains 275 members Mstep: Class 23 contains 1215 members Mstep: Class 24 contains 34203 members Entering Unmasked Estep ConsiderDeletion Score: -147576896.000000 Penalty: 164498.296875 Iteration 116Q: 21 clusters Score -1.475769e+08 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 27 members Mstep: Class 1 contains 251 members Mstep: Class 2 contains 25515 members Mstep: Class 3 contains 159105 members Mstep: Class 4 contains 48039 members Mstep: Class 5 contains 2673 members Mstep: Class 6 contains 140021 members Mstep: Class 7 contains 26448 members Mstep: Class 8 contains 1102 members Mstep: Class 9 contains 585 members Mstep: Class 10 contains 6869 members Mstep: Class 11 contains 35092 members Mstep: Class 12 contains 1430 members Mstep: Class 13 contains 23111 members Mstep: Class 15 contains 1542 members Mstep: Class 16 contains 156069 members Mstep: Class 17 contains 14517 members Mstep: Class 20 contains 955 members Mstep: Class 22 contains 275 members Mstep: Class 23 contains 1214 members Mstep: Class 24 contains 34198 members Entering Unmasked Estep ConsiderDeletion Score: -147576864.000000 Penalty: 164498.296875 Iteration 117Q: 21 clusters Score -1.475769e+08 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 27 members Mstep: Class 1 contains 251 members Mstep: Class 2 contains 25517 members Mstep: Class 3 contains 159105 members Mstep: Class 4 contains 48041 members Mstep: Class 5 contains 2672 members Mstep: Class 6 contains 140024 members Mstep: Class 7 contains 26447 members Mstep: Class 8 contains 1102 members Mstep: Class 9 contains 585 members Mstep: Class 10 contains 6870 members Mstep: Class 11 contains 35092 members Mstep: Class 12 contains 1430 members Mstep: Class 13 contains 23107 members Mstep: Class 15 contains 1542 members Mstep: Class 16 contains 156066 members Mstep: Class 17 contains 14521 members Mstep: Class 20 contains 955 members Mstep: Class 22 contains 275 members Mstep: Class 23 contains 1214 members Mstep: Class 24 contains 34195 members Entering Unmasked Estep ConsiderDeletion Score: -147576880.000000 Penalty: 164498.296875 Iteration 118Q: 21 clusters Score -1.475769e+08 nChanged 24 Entering ConstructFrom: Score: -147576880.000000 Penalty: 164498.296875 Entering ConstructFrom: Trying to split cluster 1 (251 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251 members Entering Unmasked Estep Score: -45625.765625 Penalty: 3384.340088 Iteration 0F: 2 clusters Score -45625.77 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 124 members Mstep: Class 2 contains 127 members Entering Unmasked Estep Score: -43065.582031 Penalty: 6768.680176 Iteration 0F: 3 clusters Score -43065.58 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 121 members Mstep: Class 2 contains 130 members Entering Unmasked Estep Score: -43164.378906 Penalty: 6768.680176 Iteration 1Q: 3 clusters Score -43164.38 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 120 members Mstep: Class 2 contains 131 members Entering Unmasked Estep Score: -43173.519531 Penalty: 6768.680176 Iteration 2Q: 3 clusters Score -43173.52 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 120 members Mstep: Class 2 contains 131 members Entering Unmasked Estep Score: -43173.519531 Penalty: 6768.680176 Iteration 3F: 3 clusters Score -43173.52 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (25519 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25519 members Entering Unmasked Estep Score: -5526765.000000 Penalty: 6215.146973 Iteration 0F: 2 clusters Score -5526765 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12754 members Mstep: Class 2 contains 12765 members Entering Unmasked Estep Score: -5506657.000000 Penalty: 12430.293945 Iteration 0F: 3 clusters Score -5506657 nChanged 10588 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12556 members Mstep: Class 2 contains 12963 members Entering Unmasked Estep Score: -5512371.500000 Penalty: 12430.293945 Iteration 1F: 3 clusters Score -5512372 nChanged 1718 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12312 members Mstep: Class 2 contains 13207 members Entering Unmasked Estep Score: -5513311.500000 Penalty: 12430.293945 Iteration 2F: 3 clusters Score -5513312 nChanged 1479 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11999 members Mstep: Class 2 contains 13520 members Entering Unmasked Estep Score: -5514317.500000 Penalty: 12430.293945 Iteration 3F: 3 clusters Score -5514318 nChanged 1404 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11547 members Mstep: Class 2 contains 13972 members Entering Unmasked Estep Score: -5515507.500000 Penalty: 12430.293945 Iteration 4F: 3 clusters Score -5515508 nChanged 1631 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10878 members Mstep: Class 2 contains 14641 members Entering Unmasked Estep Score: -5516719.500000 Penalty: 12430.293945 Iteration 5F: 3 clusters Score -5516720 nChanged 1666 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9948 members Mstep: Class 2 contains 15571 members Entering Unmasked Estep Score: -5517921.500000 Penalty: 12430.293945 Iteration 6F: 3 clusters Score -5517922 nChanged 1560 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8868 members Mstep: Class 2 contains 16651 members Entering Unmasked Estep Score: -5518974.500000 Penalty: 12430.293945 Iteration 7F: 3 clusters Score -5518974 nChanged 1418 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7754 members Mstep: Class 2 contains 17765 members Entering Unmasked Estep Score: -5519935.000000 Penalty: 12430.293945 Iteration 8F: 3 clusters Score -5519935 nChanged 1240 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6688 members Mstep: Class 2 contains 18831 members Entering Unmasked Estep Score: -5520783.500000 Penalty: 12430.293945 Iteration 9Q: 3 clusters Score -5520784 nChanged 988 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5788 members Mstep: Class 2 contains 19731 members Entering Unmasked Estep Score: -5521409.000000 Penalty: 12430.293945 Iteration 10Q: 3 clusters Score -5521409 nChanged 769 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5053 members Mstep: Class 2 contains 20466 members Entering Unmasked Estep Score: -5521901.000000 Penalty: 12430.293945 Iteration 11Q: 3 clusters Score -5521901 nChanged 591 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4484 members Mstep: Class 2 contains 21035 members Entering Unmasked Estep Score: -5522247.000000 Penalty: 12430.293945 Iteration 12Q: 3 clusters Score -5522247 nChanged 479 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4015 members Mstep: Class 2 contains 21504 members Entering Unmasked Estep Score: -5522524.000000 Penalty: 12430.293945 Iteration 13Q: 3 clusters Score -5522524 nChanged 413 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3614 members Mstep: Class 2 contains 21905 members Entering Unmasked Estep Score: -5522774.500000 Penalty: 12430.293945 Iteration 14Q: 3 clusters Score -5522774 nChanged 318 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3304 members Mstep: Class 2 contains 22215 members Entering Unmasked Estep Score: -5522952.000000 Penalty: 12430.293945 Iteration 15Q: 3 clusters Score -5522952 nChanged 250 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3056 members Mstep: Class 2 contains 22463 members Entering Unmasked Estep Score: -5523098.500000 Penalty: 12430.293945 Iteration 16Q: 3 clusters Score -5523098 nChanged 217 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2845 members Mstep: Class 2 contains 22674 members Entering Unmasked Estep Score: -5523220.500000 Penalty: 12430.293945 Iteration 17Q: 3 clusters Score -5523220 nChanged 198 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2647 members Mstep: Class 2 contains 22872 members Entering Unmasked Estep Score: -5523325.000000 Penalty: 12430.293945 Iteration 18Q: 3 clusters Score -5523325 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2490 members Mstep: Class 2 contains 23029 members Entering Unmasked Estep Score: -5523412.000000 Penalty: 12430.293945 Iteration 19Q: 3 clusters Score -5523412 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2367 members Mstep: Class 2 contains 23152 members Entering Unmasked Estep Score: -5523479.000000 Penalty: 12430.293945 Iteration 20F: 3 clusters Score -5523479 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2264 members Mstep: Class 2 contains 23255 members Entering Unmasked Estep Score: -5523533.500000 Penalty: 12430.293945 Iteration 21Q: 3 clusters Score -5523534 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2182 members Mstep: Class 2 contains 23337 members Entering Unmasked Estep Score: -5523589.500000 Penalty: 12430.293945 Iteration 22Q: 3 clusters Score -5523590 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2108 members Mstep: Class 2 contains 23411 members Entering Unmasked Estep Score: -5523618.000000 Penalty: 12430.293945 Iteration 23Q: 3 clusters Score -5523618 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2041 members Mstep: Class 2 contains 23478 members Entering Unmasked Estep Score: -5523680.500000 Penalty: 12430.293945 Iteration 24Q: 3 clusters Score -5523680 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1985 members Mstep: Class 2 contains 23534 members Entering Unmasked Estep Score: -5523738.500000 Penalty: 12430.293945 Iteration 25Q: 3 clusters Score -5523738 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1943 members Mstep: Class 2 contains 23576 members Entering Unmasked Estep Score: -5523768.000000 Penalty: 12430.293945 Iteration 26Q: 3 clusters Score -5523768 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1899 members Mstep: Class 2 contains 23620 members Entering Unmasked Estep Score: -5523814.500000 Penalty: 12430.293945 Iteration 27Q: 3 clusters Score -5523814 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1865 members Mstep: Class 2 contains 23654 members Entering Unmasked Estep Score: -5523839.500000 Penalty: 12430.293945 Iteration 28Q: 3 clusters Score -5523840 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1839 members Mstep: Class 2 contains 23680 members Entering Unmasked Estep Score: -5523869.500000 Penalty: 12430.293945 Iteration 29Q: 3 clusters Score -5523870 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1821 members Mstep: Class 2 contains 23698 members Entering Unmasked Estep Score: -5523876.000000 Penalty: 12430.293945 Iteration 30Q: 3 clusters Score -5523876 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1807 members Mstep: Class 2 contains 23712 members Entering Unmasked Estep Score: -5523875.500000 Penalty: 12430.293945 Iteration 31Q: 3 clusters Score -5523876 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1795 members Mstep: Class 2 contains 23724 members Entering Unmasked Estep Score: -5523883.500000 Penalty: 12430.293945 Iteration 32Q: 3 clusters Score -5523884 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1787 members Mstep: Class 2 contains 23732 members Entering Unmasked Estep Score: -5523890.000000 Penalty: 12430.293945 Iteration 33Q: 3 clusters Score -5523890 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1778 members Mstep: Class 2 contains 23741 members Entering Unmasked Estep Score: -5523893.500000 Penalty: 12430.293945 Iteration 34Q: 3 clusters Score -5523894 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1775 members Mstep: Class 2 contains 23744 members Entering Unmasked Estep Score: -5523894.500000 Penalty: 12430.293945 Iteration 35Q: 3 clusters Score -5523894 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1773 members Mstep: Class 2 contains 23746 members Entering Unmasked Estep Score: -5523901.000000 Penalty: 12430.293945 Iteration 36Q: 3 clusters Score -5523901 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1772 members Mstep: Class 2 contains 23747 members Entering Unmasked Estep Score: -5523893.500000 Penalty: 12430.293945 Iteration 37Q: 3 clusters Score -5523894 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1772 members Mstep: Class 2 contains 23747 members Entering Unmasked Estep Score: -5523893.500000 Penalty: 12430.293945 Iteration 38F: 3 clusters Score -5523894 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (159104 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 159104 members Entering Unmasked Estep Score: -34923648.000000 Penalty: 7336.104004 Iteration 0F: 2 clusters Score -3.492365e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 79493 members Mstep: Class 2 contains 79611 members Entering Unmasked Estep Score: -34816448.000000 Penalty: 14672.208008 Iteration 0F: 3 clusters Score -3.481645e+07 nChanged 74270 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 78843 members Mstep: Class 2 contains 80261 members Entering Unmasked Estep Score: -34857900.000000 Penalty: 14672.208008 Iteration 1F: 3 clusters Score -3.48579e+07 nChanged 5225 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 78664 members Mstep: Class 2 contains 80440 members Entering Unmasked Estep Score: -34858920.000000 Penalty: 14672.208008 Iteration 2Q: 3 clusters Score -3.485892e+07 nChanged 4906 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 78400 members Mstep: Class 2 contains 80704 members Entering Unmasked Estep Score: -34859960.000000 Penalty: 14672.208008 Iteration 3Q: 3 clusters Score -3.485996e+07 nChanged 4575 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 77983 members Mstep: Class 2 contains 81121 members Entering Unmasked Estep Score: -34861048.000000 Penalty: 14672.208008 Iteration 4Q: 3 clusters Score -3.486105e+07 nChanged 4232 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 77293 members Mstep: Class 2 contains 81811 members Entering Unmasked Estep Score: -34862016.000000 Penalty: 14672.208008 Iteration 5Q: 3 clusters Score -3.486202e+07 nChanged 4198 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 76333 members Mstep: Class 2 contains 82771 members Entering Unmasked Estep Score: -34862932.000000 Penalty: 14672.208008 Iteration 6Q: 3 clusters Score -3.486293e+07 nChanged 4166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74897 members Mstep: Class 2 contains 84207 members Entering Unmasked Estep Score: -34863868.000000 Penalty: 14672.208008 Iteration 7Q: 3 clusters Score -3.486387e+07 nChanged 4194 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72887 members Mstep: Class 2 contains 86217 members Entering Unmasked Estep Score: -34864916.000000 Penalty: 14672.208008 Iteration 8Q: 3 clusters Score -3.486492e+07 nChanged 4320 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70139 members Mstep: Class 2 contains 88965 members Entering Unmasked Estep Score: -34866036.000000 Penalty: 14672.208008 Iteration 9Q: 3 clusters Score -3.486604e+07 nChanged 4953 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66242 members Mstep: Class 2 contains 92862 members Entering Unmasked Estep Score: -34867776.000000 Penalty: 14672.208008 Iteration 10Q: 3 clusters Score -3.486778e+07 nChanged 6057 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60991 members Mstep: Class 2 contains 98113 members Entering Unmasked Estep Score: -34870260.000000 Penalty: 14672.208008 Iteration 11Q: 3 clusters Score -3.487026e+07 nChanged 7536 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53841 members Mstep: Class 2 contains 105263 members Entering Unmasked Estep Score: -34874224.000000 Penalty: 14672.208008 Iteration 12Q: 3 clusters Score -3.487422e+07 nChanged 9221 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44824 members Mstep: Class 2 contains 114280 members Entering Unmasked Estep Score: -34880348.000000 Penalty: 14672.208008 Iteration 13F: 3 clusters Score -3.488035e+07 nChanged 10524 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34380 members Mstep: Class 2 contains 124724 members Entering Unmasked Estep Score: -34888144.000000 Penalty: 14672.208008 Iteration 14F: 3 clusters Score -3.488814e+07 nChanged 10525 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23879 members Mstep: Class 2 contains 135225 members Entering Unmasked Estep Score: -34896840.000000 Penalty: 14672.208008 Iteration 15F: 3 clusters Score -3.489684e+07 nChanged 9094 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14805 members Mstep: Class 2 contains 144299 members Entering Unmasked Estep Score: -34904884.000000 Penalty: 14672.208008 Iteration 16F: 3 clusters Score -3.490488e+07 nChanged 6455 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8356 members Mstep: Class 2 contains 150748 members Entering Unmasked Estep Score: -34910612.000000 Penalty: 14672.208008 Iteration 17Q: 3 clusters Score -3.491061e+07 nChanged 3841 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4521 members Mstep: Class 2 contains 154583 members Entering Unmasked Estep Score: -34913756.000000 Penalty: 14672.208008 Iteration 18Q: 3 clusters Score -3.491376e+07 nChanged 1987 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2542 members Mstep: Class 2 contains 156562 members Entering Unmasked Estep Score: -34915420.000000 Penalty: 14672.208008 Iteration 19Q: 3 clusters Score -3.491542e+07 nChanged 913 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1645 members Mstep: Class 2 contains 157459 members Entering Unmasked Estep Score: -34916076.000000 Penalty: 14672.208008 Iteration 20F: 3 clusters Score -3.491608e+07 nChanged 424 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1265 members Mstep: Class 2 contains 157839 members Entering Unmasked Estep Score: -34916464.000000 Penalty: 14672.208008 Iteration 21Q: 3 clusters Score -3.491646e+07 nChanged 214 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1079 members Mstep: Class 2 contains 158025 members Entering Unmasked Estep Score: -34916628.000000 Penalty: 14672.208008 Iteration 22Q: 3 clusters Score -3.491663e+07 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 987 members Mstep: Class 2 contains 158117 members Entering Unmasked Estep Score: -34916808.000000 Penalty: 14672.208008 Iteration 23Q: 3 clusters Score -3.491681e+07 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 925 members Mstep: Class 2 contains 158179 members Entering Unmasked Estep Score: -34916896.000000 Penalty: 14672.208008 Iteration 24Q: 3 clusters Score -3.49169e+07 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 885 members Mstep: Class 2 contains 158219 members Entering Unmasked Estep Score: -34916940.000000 Penalty: 14672.208008 Iteration 25Q: 3 clusters Score -3.491694e+07 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 860 members Mstep: Class 2 contains 158244 members Entering Unmasked Estep Score: -34916952.000000 Penalty: 14672.208008 Iteration 26Q: 3 clusters Score -3.491695e+07 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 847 members Mstep: Class 2 contains 158257 members Entering Unmasked Estep Score: -34916956.000000 Penalty: 14672.208008 Iteration 27Q: 3 clusters Score -3.491696e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 838 members Mstep: Class 2 contains 158266 members Entering Unmasked Estep Score: -34916964.000000 Penalty: 14672.208008 Iteration 28Q: 3 clusters Score -3.491696e+07 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 831 members Mstep: Class 2 contains 158273 members Entering Unmasked Estep Score: -34916996.000000 Penalty: 14672.208008 Iteration 29Q: 3 clusters Score -3.4917e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 826 members Mstep: Class 2 contains 158278 members Entering Unmasked Estep Score: -34917044.000000 Penalty: 14672.208008 Iteration 30Q: 3 clusters Score -3.491704e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 821 members Mstep: Class 2 contains 158283 members Entering Unmasked Estep Score: -34917028.000000 Penalty: 14672.208008 Iteration 31Q: 3 clusters Score -3.491703e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 811 members Mstep: Class 2 contains 158293 members Entering Unmasked Estep Score: -34917024.000000 Penalty: 14672.208008 Iteration 32Q: 3 clusters Score -3.491702e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 805 members Mstep: Class 2 contains 158299 members Entering Unmasked Estep Score: -34917040.000000 Penalty: 14672.208008 Iteration 33Q: 3 clusters Score -3.491704e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 800 members Mstep: Class 2 contains 158304 members Entering Unmasked Estep Score: -34917056.000000 Penalty: 14672.208008 Iteration 34Q: 3 clusters Score -3.491706e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 799 members Mstep: Class 2 contains 158305 members Entering Unmasked Estep Score: -34917068.000000 Penalty: 14672.208008 Iteration 35Q: 3 clusters Score -3.491707e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 798 members Mstep: Class 2 contains 158306 members Entering Unmasked Estep Score: -34917072.000000 Penalty: 14672.208008 Iteration 36Q: 3 clusters Score -3.491707e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 797 members Mstep: Class 2 contains 158307 members Entering Unmasked Estep Score: -34917080.000000 Penalty: 14672.208008 Iteration 37Q: 3 clusters Score -3.491708e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 796 members Mstep: Class 2 contains 158308 members Entering Unmasked Estep Score: -34917064.000000 Penalty: 14672.208008 Iteration 38Q: 3 clusters Score -3.491706e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 795 members Mstep: Class 2 contains 158309 members Entering Unmasked Estep Score: -34917060.000000 Penalty: 14672.208008 Iteration 39Q: 3 clusters Score -3.491706e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 794 members Mstep: Class 2 contains 158310 members Entering Unmasked Estep Score: -34917064.000000 Penalty: 14672.208008 Iteration 40F: 3 clusters Score -3.491706e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 793 members Mstep: Class 2 contains 158311 members Entering Unmasked Estep Score: -34917056.000000 Penalty: 14672.208008 Iteration 41Q: 3 clusters Score -3.491706e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 793 members Mstep: Class 2 contains 158311 members Entering Unmasked Estep Score: -34917056.000000 Penalty: 14672.208008 Iteration 42F: 3 clusters Score -3.491706e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (48043 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48043 members Entering Unmasked Estep Score: -10535074.000000 Penalty: 6602.659180 Iteration 0F: 2 clusters Score -1.053507e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23804 members Mstep: Class 2 contains 24239 members Entering Unmasked Estep Score: -10500800.000000 Penalty: 13205.318359 Iteration 0F: 3 clusters Score -1.05008e+07 nChanged 20870 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22772 members Mstep: Class 2 contains 25271 members Entering Unmasked Estep Score: -10511783.000000 Penalty: 13205.318359 Iteration 1F: 3 clusters Score -1.051178e+07 nChanged 2539 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22067 members Mstep: Class 2 contains 25976 members Entering Unmasked Estep Score: -10512719.000000 Penalty: 13205.318359 Iteration 2F: 3 clusters Score -1.051272e+07 nChanged 2119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21102 members Mstep: Class 2 contains 26941 members Entering Unmasked Estep Score: -10513456.000000 Penalty: 13205.318359 Iteration 3Q: 3 clusters Score -1.051346e+07 nChanged 1989 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19899 members Mstep: Class 2 contains 28144 members Entering Unmasked Estep Score: -10514177.000000 Penalty: 13205.318359 Iteration 4Q: 3 clusters Score -1.051418e+07 nChanged 2020 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18343 members Mstep: Class 2 contains 29700 members Entering Unmasked Estep Score: -10515042.000000 Penalty: 13205.318359 Iteration 5Q: 3 clusters Score -1.051504e+07 nChanged 2269 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16352 members Mstep: Class 2 contains 31691 members Entering Unmasked Estep Score: -10516334.000000 Penalty: 13205.318359 Iteration 6Q: 3 clusters Score -1.051633e+07 nChanged 2668 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13882 members Mstep: Class 2 contains 34161 members Entering Unmasked Estep Score: -10518048.000000 Penalty: 13205.318359 Iteration 7F: 3 clusters Score -1.051805e+07 nChanged 2918 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11088 members Mstep: Class 2 contains 36955 members Entering Unmasked Estep Score: -10520209.000000 Penalty: 13205.318359 Iteration 8F: 3 clusters Score -1.052021e+07 nChanged 3011 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8173 members Mstep: Class 2 contains 39870 members Entering Unmasked Estep Score: -10522659.000000 Penalty: 13205.318359 Iteration 9F: 3 clusters Score -1.052266e+07 nChanged 2583 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5658 members Mstep: Class 2 contains 42385 members Entering Unmasked Estep Score: -10524895.000000 Penalty: 13205.318359 Iteration 10F: 3 clusters Score -1.05249e+07 nChanged 1908 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3796 members Mstep: Class 2 contains 44247 members Entering Unmasked Estep Score: -10526526.000000 Penalty: 13205.318359 Iteration 11Q: 3 clusters Score -1.052653e+07 nChanged 1219 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2639 members Mstep: Class 2 contains 45404 members Entering Unmasked Estep Score: -10527567.000000 Penalty: 13205.318359 Iteration 12Q: 3 clusters Score -1.052757e+07 nChanged 755 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1934 members Mstep: Class 2 contains 46109 members Entering Unmasked Estep Score: -10528279.000000 Penalty: 13205.318359 Iteration 13Q: 3 clusters Score -1.052828e+07 nChanged 449 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1549 members Mstep: Class 2 contains 46494 members Entering Unmasked Estep Score: -10528644.000000 Penalty: 13205.318359 Iteration 14Q: 3 clusters Score -1.052864e+07 nChanged 285 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1336 members Mstep: Class 2 contains 46707 members Entering Unmasked Estep Score: -10528915.000000 Penalty: 13205.318359 Iteration 15Q: 3 clusters Score -1.052892e+07 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1219 members Mstep: Class 2 contains 46824 members Entering Unmasked Estep Score: -10529038.000000 Penalty: 13205.318359 Iteration 16Q: 3 clusters Score -1.052904e+07 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1148 members Mstep: Class 2 contains 46895 members Entering Unmasked Estep Score: -10529178.000000 Penalty: 13205.318359 Iteration 17Q: 3 clusters Score -1.052918e+07 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1096 members Mstep: Class 2 contains 46947 members Entering Unmasked Estep Score: -10529233.000000 Penalty: 13205.318359 Iteration 18Q: 3 clusters Score -1.052923e+07 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1066 members Mstep: Class 2 contains 46977 members Entering Unmasked Estep Score: -10529252.000000 Penalty: 13205.318359 Iteration 19Q: 3 clusters Score -1.052925e+07 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1036 members Mstep: Class 2 contains 47007 members Entering Unmasked Estep Score: -10529306.000000 Penalty: 13205.318359 Iteration 20F: 3 clusters Score -1.052931e+07 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1013 members Mstep: Class 2 contains 47030 members Entering Unmasked Estep Score: -10529340.000000 Penalty: 13205.318359 Iteration 21Q: 3 clusters Score -1.052934e+07 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 987 members Mstep: Class 2 contains 47056 members Entering Unmasked Estep Score: -10529367.000000 Penalty: 13205.318359 Iteration 22Q: 3 clusters Score -1.052937e+07 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 979 members Mstep: Class 2 contains 47064 members Entering Unmasked Estep Score: -10529375.000000 Penalty: 13205.318359 Iteration 23Q: 3 clusters Score -1.052938e+07 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 963 members Mstep: Class 2 contains 47080 members Entering Unmasked Estep Score: -10529404.000000 Penalty: 13205.318359 Iteration 24Q: 3 clusters Score -1.05294e+07 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 956 members Mstep: Class 2 contains 47087 members Entering Unmasked Estep Score: -10529420.000000 Penalty: 13205.318359 Iteration 25Q: 3 clusters Score -1.052942e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 953 members Mstep: Class 2 contains 47090 members Entering Unmasked Estep Score: -10529442.000000 Penalty: 13205.318359 Iteration 26Q: 3 clusters Score -1.052944e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 945 members Mstep: Class 2 contains 47098 members Entering Unmasked Estep Score: -10529449.000000 Penalty: 13205.318359 Iteration 27Q: 3 clusters Score -1.052945e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 944 members Mstep: Class 2 contains 47099 members Entering Unmasked Estep Score: -10529454.000000 Penalty: 13205.318359 Iteration 28Q: 3 clusters Score -1.052945e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 943 members Mstep: Class 2 contains 47100 members Entering Unmasked Estep Score: -10529455.000000 Penalty: 13205.318359 Iteration 29Q: 3 clusters Score -1.052946e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 944 members Mstep: Class 2 contains 47099 members Entering Unmasked Estep Score: -10529473.000000 Penalty: 13205.318359 Iteration 30Q: 3 clusters Score -1.052947e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 942 members Mstep: Class 2 contains 47101 members Entering Unmasked Estep Score: -10529462.000000 Penalty: 13205.318359 Iteration 31Q: 3 clusters Score -1.052946e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 941 members Mstep: Class 2 contains 47102 members Entering Unmasked Estep Score: -10529466.000000 Penalty: 13205.318359 Iteration 32Q: 3 clusters Score -1.052947e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 937 members Mstep: Class 2 contains 47106 members Entering Unmasked Estep Score: -10529462.000000 Penalty: 13205.318359 Iteration 33Q: 3 clusters Score -1.052946e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 932 members Mstep: Class 2 contains 47111 members Entering Unmasked Estep Score: -10529458.000000 Penalty: 13205.318359 Iteration 34Q: 3 clusters Score -1.052946e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 929 members Mstep: Class 2 contains 47114 members Entering Unmasked Estep Score: -10529460.000000 Penalty: 13205.318359 Iteration 35Q: 3 clusters Score -1.052946e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 926 members Mstep: Class 2 contains 47117 members Entering Unmasked Estep Score: -10529476.000000 Penalty: 13205.318359 Iteration 36Q: 3 clusters Score -1.052948e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 924 members Mstep: Class 2 contains 47119 members Entering Unmasked Estep Score: -10529481.000000 Penalty: 13205.318359 Iteration 37Q: 3 clusters Score -1.052948e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 922 members Mstep: Class 2 contains 47121 members Entering Unmasked Estep Score: -10529477.000000 Penalty: 13205.318359 Iteration 38Q: 3 clusters Score -1.052948e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 918 members Mstep: Class 2 contains 47125 members Entering Unmasked Estep Score: -10529496.000000 Penalty: 13205.318359 Iteration 39Q: 3 clusters Score -1.05295e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 914 members Mstep: Class 2 contains 47129 members Entering Unmasked Estep Score: -10529493.000000 Penalty: 13205.318359 Iteration 40F: 3 clusters Score -1.052949e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 911 members Mstep: Class 2 contains 47132 members Entering Unmasked Estep Score: -10529505.000000 Penalty: 13205.318359 Iteration 41Q: 3 clusters Score -1.05295e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 907 members Mstep: Class 2 contains 47136 members Entering Unmasked Estep Score: -10529510.000000 Penalty: 13205.318359 Iteration 42Q: 3 clusters Score -1.052951e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 904 members Mstep: Class 2 contains 47139 members Entering Unmasked Estep Score: -10529513.000000 Penalty: 13205.318359 Iteration 43Q: 3 clusters Score -1.052951e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 900 members Mstep: Class 2 contains 47143 members Entering Unmasked Estep Score: -10529517.000000 Penalty: 13205.318359 Iteration 44Q: 3 clusters Score -1.052952e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 898 members Mstep: Class 2 contains 47145 members Entering Unmasked Estep Score: -10529513.000000 Penalty: 13205.318359 Iteration 45Q: 3 clusters Score -1.052951e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 895 members Mstep: Class 2 contains 47148 members Entering Unmasked Estep Score: -10529527.000000 Penalty: 13205.318359 Iteration 46Q: 3 clusters Score -1.052953e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 894 members Mstep: Class 2 contains 47149 members Entering Unmasked Estep Score: -10529527.000000 Penalty: 13205.318359 Iteration 47Q: 3 clusters Score -1.052953e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 894 members Mstep: Class 2 contains 47149 members Entering Unmasked Estep Score: -10529527.000000 Penalty: 13205.318359 Iteration 48F: 3 clusters Score -1.052953e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (2670 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2670 members Entering Unmasked Estep Score: -567794.750000 Penalty: 4832.523438 Iteration 0F: 2 clusters Score -567794.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1346 members Mstep: Class 2 contains 1324 members Entering Unmasked Estep Score: -562271.625000 Penalty: 9665.046875 Iteration 0F: 3 clusters Score -562271.6 nChanged 732 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1330 members Mstep: Class 2 contains 1340 members Entering Unmasked Estep Score: -563180.187500 Penalty: 9665.046875 Iteration 1F: 3 clusters Score -563180.2 nChanged 201 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1299 members Mstep: Class 2 contains 1371 members Entering Unmasked Estep Score: -563791.812500 Penalty: 9665.046875 Iteration 2F: 3 clusters Score -563791.8 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1234 members Mstep: Class 2 contains 1436 members Entering Unmasked Estep Score: -564406.437500 Penalty: 9665.046875 Iteration 3F: 3 clusters Score -564406.4 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1138 members Mstep: Class 2 contains 1532 members Entering Unmasked Estep Score: -564779.500000 Penalty: 9665.046875 Iteration 4F: 3 clusters Score -564779.5 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1054 members Mstep: Class 2 contains 1616 members Entering Unmasked Estep Score: -564989.625000 Penalty: 9665.046875 Iteration 5Q: 3 clusters Score -564989.6 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 976 members Mstep: Class 2 contains 1694 members Entering Unmasked Estep Score: -565162.062500 Penalty: 9665.046875 Iteration 6Q: 3 clusters Score -565162.1 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 912 members Mstep: Class 2 contains 1758 members Entering Unmasked Estep Score: -565309.687500 Penalty: 9665.046875 Iteration 7Q: 3 clusters Score -565309.7 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 860 members Mstep: Class 2 contains 1810 members Entering Unmasked Estep Score: -565453.187500 Penalty: 9665.046875 Iteration 8Q: 3 clusters Score -565453.2 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 819 members Mstep: Class 2 contains 1851 members Entering Unmasked Estep Score: -565579.187500 Penalty: 9665.046875 Iteration 9Q: 3 clusters Score -565579.2 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 783 members Mstep: Class 2 contains 1887 members Entering Unmasked Estep Score: -565667.937500 Penalty: 9665.046875 Iteration 10Q: 3 clusters Score -565667.9 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 757 members Mstep: Class 2 contains 1913 members Entering Unmasked Estep Score: -565742.937500 Penalty: 9665.046875 Iteration 11Q: 3 clusters Score -565742.9 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 744 members Mstep: Class 2 contains 1926 members Entering Unmasked Estep Score: -565794.562500 Penalty: 9665.046875 Iteration 12Q: 3 clusters Score -565794.6 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 732 members Mstep: Class 2 contains 1938 members Entering Unmasked Estep Score: -565836.687500 Penalty: 9665.046875 Iteration 13Q: 3 clusters Score -565836.7 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 721 members Mstep: Class 2 contains 1949 members Entering Unmasked Estep Score: -565860.875000 Penalty: 9665.046875 Iteration 14Q: 3 clusters Score -565860.9 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 707 members Mstep: Class 2 contains 1963 members Entering Unmasked Estep Score: -565883.062500 Penalty: 9665.046875 Iteration 15Q: 3 clusters Score -565883.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 700 members Mstep: Class 2 contains 1970 members Entering Unmasked Estep Score: -565898.062500 Penalty: 9665.046875 Iteration 16Q: 3 clusters Score -565898.1 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 689 members Mstep: Class 2 contains 1981 members Entering Unmasked Estep Score: -565912.625000 Penalty: 9665.046875 Iteration 17Q: 3 clusters Score -565912.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 680 members Mstep: Class 2 contains 1990 members Entering Unmasked Estep Score: -565928.125000 Penalty: 9665.046875 Iteration 18Q: 3 clusters Score -565928.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 675 members Mstep: Class 2 contains 1995 members Entering Unmasked Estep Score: -565936.750000 Penalty: 9665.046875 Iteration 19Q: 3 clusters Score -565936.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 669 members Mstep: Class 2 contains 2001 members Entering Unmasked Estep Score: -565948.625000 Penalty: 9665.046875 Iteration 20F: 3 clusters Score -565948.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 659 members Mstep: Class 2 contains 2011 members Entering Unmasked Estep Score: -565963.125000 Penalty: 9665.046875 Iteration 21Q: 3 clusters Score -565963.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 654 members Mstep: Class 2 contains 2016 members Entering Unmasked Estep Score: -565982.687500 Penalty: 9665.046875 Iteration 22Q: 3 clusters Score -565982.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 646 members Mstep: Class 2 contains 2024 members Entering Unmasked Estep Score: -565999.000000 Penalty: 9665.046875 Iteration 23Q: 3 clusters Score -565999 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 637 members Mstep: Class 2 contains 2033 members Entering Unmasked Estep Score: -566020.625000 Penalty: 9665.046875 Iteration 24Q: 3 clusters Score -566020.6 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 627 members Mstep: Class 2 contains 2043 members Entering Unmasked Estep Score: -566042.562500 Penalty: 9665.046875 Iteration 25Q: 3 clusters Score -566042.6 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 618 members Mstep: Class 2 contains 2052 members Entering Unmasked Estep Score: -566066.812500 Penalty: 9665.046875 Iteration 26Q: 3 clusters Score -566066.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 610 members Mstep: Class 2 contains 2060 members Entering Unmasked Estep Score: -566088.437500 Penalty: 9665.046875 Iteration 27Q: 3 clusters Score -566088.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 610 members Mstep: Class 2 contains 2060 members Entering Unmasked Estep Score: -566104.750000 Penalty: 9665.046875 Iteration 28Q: 3 clusters Score -566104.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 605 members Mstep: Class 2 contains 2065 members Entering Unmasked Estep Score: -566128.062500 Penalty: 9665.046875 Iteration 29Q: 3 clusters Score -566128.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 602 members Mstep: Class 2 contains 2068 members Entering Unmasked Estep Score: -566147.875000 Penalty: 9665.046875 Iteration 30Q: 3 clusters Score -566147.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 600 members Mstep: Class 2 contains 2070 members Entering Unmasked Estep Score: -566166.437500 Penalty: 9665.046875 Iteration 31Q: 3 clusters Score -566166.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 592 members Mstep: Class 2 contains 2078 members Entering Unmasked Estep Score: -566190.375000 Penalty: 9665.046875 Iteration 32Q: 3 clusters Score -566190.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 590 members Mstep: Class 2 contains 2080 members Entering Unmasked Estep Score: -566208.562500 Penalty: 9665.046875 Iteration 33Q: 3 clusters Score -566208.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 589 members Mstep: Class 2 contains 2081 members Entering Unmasked Estep Score: -566213.375000 Penalty: 9665.046875 Iteration 34Q: 3 clusters Score -566213.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 590 members Mstep: Class 2 contains 2080 members Entering Unmasked Estep Score: -566214.375000 Penalty: 9665.046875 Iteration 35Q: 3 clusters Score -566214.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 590 members Mstep: Class 2 contains 2080 members Entering Unmasked Estep Score: -566214.375000 Penalty: 9665.046875 Iteration 36F: 3 clusters Score -566214.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (140026 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 140026 members Entering Unmasked Estep Score: -31206878.000000 Penalty: 7257.870117 Iteration 0F: 2 clusters Score -3.120688e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 69673 members Mstep: Class 2 contains 70353 members Entering Unmasked Estep Score: -31113954.000000 Penalty: 14515.740234 Iteration 0F: 3 clusters Score -3.111395e+07 nChanged 64824 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65763 members Mstep: Class 2 contains 74263 members Entering Unmasked Estep Score: -31151296.000000 Penalty: 14515.740234 Iteration 1F: 3 clusters Score -3.11513e+07 nChanged 6897 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63092 members Mstep: Class 2 contains 76934 members Entering Unmasked Estep Score: -31154450.000000 Penalty: 14515.740234 Iteration 2Q: 3 clusters Score -3.115445e+07 nChanged 7905 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59315 members Mstep: Class 2 contains 80711 members Entering Unmasked Estep Score: -31158768.000000 Penalty: 14515.740234 Iteration 3F: 3 clusters Score -3.115877e+07 nChanged 9288 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54169 members Mstep: Class 2 contains 85857 members Entering Unmasked Estep Score: -31165022.000000 Penalty: 14515.740234 Iteration 4F: 3 clusters Score -3.116502e+07 nChanged 10361 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48042 members Mstep: Class 2 contains 91984 members Entering Unmasked Estep Score: -31172664.000000 Penalty: 14515.740234 Iteration 5F: 3 clusters Score -3.117266e+07 nChanged 10426 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41336 members Mstep: Class 2 contains 98690 members Entering Unmasked Estep Score: -31180854.000000 Penalty: 14515.740234 Iteration 6F: 3 clusters Score -3.118085e+07 nChanged 8994 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35250 members Mstep: Class 2 contains 104776 members Entering Unmasked Estep Score: -31187690.000000 Penalty: 14515.740234 Iteration 7F: 3 clusters Score -3.118769e+07 nChanged 6903 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30383 members Mstep: Class 2 contains 109643 members Entering Unmasked Estep Score: -31192770.000000 Penalty: 14515.740234 Iteration 8Q: 3 clusters Score -3.119277e+07 nChanged 5043 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26566 members Mstep: Class 2 contains 113460 members Entering Unmasked Estep Score: -31196240.000000 Penalty: 14515.740234 Iteration 9Q: 3 clusters Score -3.119624e+07 nChanged 3657 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23741 members Mstep: Class 2 contains 116285 members Entering Unmasked Estep Score: -31198838.000000 Penalty: 14515.740234 Iteration 10Q: 3 clusters Score -3.119884e+07 nChanged 2573 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21740 members Mstep: Class 2 contains 118286 members Entering Unmasked Estep Score: -31200562.000000 Penalty: 14515.740234 Iteration 11Q: 3 clusters Score -3.120056e+07 nChanged 1937 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20209 members Mstep: Class 2 contains 119817 members Entering Unmasked Estep Score: -31201674.000000 Penalty: 14515.740234 Iteration 12Q: 3 clusters Score -3.120167e+07 nChanged 1496 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18953 members Mstep: Class 2 contains 121073 members Entering Unmasked Estep Score: -31202438.000000 Penalty: 14515.740234 Iteration 13Q: 3 clusters Score -3.120244e+07 nChanged 1221 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17900 members Mstep: Class 2 contains 122126 members Entering Unmasked Estep Score: -31203036.000000 Penalty: 14515.740234 Iteration 14Q: 3 clusters Score -3.120304e+07 nChanged 934 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17052 members Mstep: Class 2 contains 122974 members Entering Unmasked Estep Score: -31203334.000000 Penalty: 14515.740234 Iteration 15Q: 3 clusters Score -3.120333e+07 nChanged 757 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16345 members Mstep: Class 2 contains 123681 members Entering Unmasked Estep Score: -31203592.000000 Penalty: 14515.740234 Iteration 16Q: 3 clusters Score -3.120359e+07 nChanged 615 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15758 members Mstep: Class 2 contains 124268 members Entering Unmasked Estep Score: -31203760.000000 Penalty: 14515.740234 Iteration 17Q: 3 clusters Score -3.120376e+07 nChanged 479 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15293 members Mstep: Class 2 contains 124733 members Entering Unmasked Estep Score: -31203928.000000 Penalty: 14515.740234 Iteration 18Q: 3 clusters Score -3.120393e+07 nChanged 412 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14889 members Mstep: Class 2 contains 125137 members Entering Unmasked Estep Score: -31204016.000000 Penalty: 14515.740234 Iteration 19Q: 3 clusters Score -3.120402e+07 nChanged 403 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14496 members Mstep: Class 2 contains 125530 members Entering Unmasked Estep Score: -31204060.000000 Penalty: 14515.740234 Iteration 20F: 3 clusters Score -3.120406e+07 nChanged 365 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14137 members Mstep: Class 2 contains 125889 members Entering Unmasked Estep Score: -31204190.000000 Penalty: 14515.740234 Iteration 21Q: 3 clusters Score -3.120419e+07 nChanged 291 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13854 members Mstep: Class 2 contains 126172 members Entering Unmasked Estep Score: -31204202.000000 Penalty: 14515.740234 Iteration 22Q: 3 clusters Score -3.12042e+07 nChanged 318 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13554 members Mstep: Class 2 contains 126472 members Entering Unmasked Estep Score: -31204192.000000 Penalty: 14515.740234 Iteration 23Q: 3 clusters Score -3.120419e+07 nChanged 306 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13260 members Mstep: Class 2 contains 126766 members Entering Unmasked Estep Score: -31204280.000000 Penalty: 14515.740234 Iteration 24Q: 3 clusters Score -3.120428e+07 nChanged 311 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12971 members Mstep: Class 2 contains 127055 members Entering Unmasked Estep Score: -31204308.000000 Penalty: 14515.740234 Iteration 25Q: 3 clusters Score -3.120431e+07 nChanged 278 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12707 members Mstep: Class 2 contains 127319 members Entering Unmasked Estep Score: -31204408.000000 Penalty: 14515.740234 Iteration 26Q: 3 clusters Score -3.120441e+07 nChanged 297 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12438 members Mstep: Class 2 contains 127588 members Entering Unmasked Estep Score: -31204486.000000 Penalty: 14515.740234 Iteration 27Q: 3 clusters Score -3.120449e+07 nChanged 284 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12186 members Mstep: Class 2 contains 127840 members Entering Unmasked Estep Score: -31204508.000000 Penalty: 14515.740234 Iteration 28Q: 3 clusters Score -3.120451e+07 nChanged 303 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11919 members Mstep: Class 2 contains 128107 members Entering Unmasked Estep Score: -31204646.000000 Penalty: 14515.740234 Iteration 29Q: 3 clusters Score -3.120465e+07 nChanged 360 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11619 members Mstep: Class 2 contains 128407 members Entering Unmasked Estep Score: -31204778.000000 Penalty: 14515.740234 Iteration 30Q: 3 clusters Score -3.120478e+07 nChanged 419 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11294 members Mstep: Class 2 contains 128732 members Entering Unmasked Estep Score: -31204978.000000 Penalty: 14515.740234 Iteration 31Q: 3 clusters Score -3.120498e+07 nChanged 482 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10938 members Mstep: Class 2 contains 129088 members Entering Unmasked Estep Score: -31205264.000000 Penalty: 14515.740234 Iteration 32Q: 3 clusters Score -3.120526e+07 nChanged 553 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10579 members Mstep: Class 2 contains 129447 members Entering Unmasked Estep Score: -31205604.000000 Penalty: 14515.740234 Iteration 33Q: 3 clusters Score -3.12056e+07 nChanged 487 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10314 members Mstep: Class 2 contains 129712 members Entering Unmasked Estep Score: -31205936.000000 Penalty: 14515.740234 Iteration 34Q: 3 clusters Score -3.120594e+07 nChanged 436 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10134 members Mstep: Class 2 contains 129892 members Entering Unmasked Estep Score: -31206096.000000 Penalty: 14515.740234 Iteration 35Q: 3 clusters Score -3.12061e+07 nChanged 317 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10023 members Mstep: Class 2 contains 130003 members Entering Unmasked Estep Score: -31206200.000000 Penalty: 14515.740234 Iteration 36Q: 3 clusters Score -3.12062e+07 nChanged 204 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9945 members Mstep: Class 2 contains 130081 members Entering Unmasked Estep Score: -31206234.000000 Penalty: 14515.740234 Iteration 37Q: 3 clusters Score -3.120623e+07 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9885 members Mstep: Class 2 contains 130141 members Entering Unmasked Estep Score: -31206270.000000 Penalty: 14515.740234 Iteration 38Q: 3 clusters Score -3.120627e+07 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9841 members Mstep: Class 2 contains 130185 members Entering Unmasked Estep Score: -31206290.000000 Penalty: 14515.740234 Iteration 39Q: 3 clusters Score -3.120629e+07 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9812 members Mstep: Class 2 contains 130214 members Entering Unmasked Estep Score: -31206334.000000 Penalty: 14515.740234 Iteration 40F: 3 clusters Score -3.120633e+07 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9806 members Mstep: Class 2 contains 130220 members Entering Unmasked Estep Score: -31206334.000000 Penalty: 14515.740234 Iteration 41Q: 3 clusters Score -3.120633e+07 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9791 members Mstep: Class 2 contains 130235 members Entering Unmasked Estep Score: -31206364.000000 Penalty: 14515.740234 Iteration 42Q: 3 clusters Score -3.120636e+07 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9784 members Mstep: Class 2 contains 130242 members Entering Unmasked Estep Score: -31206392.000000 Penalty: 14515.740234 Iteration 43Q: 3 clusters Score -3.120639e+07 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9777 members Mstep: Class 2 contains 130249 members Entering Unmasked Estep Score: -31206376.000000 Penalty: 14515.740234 Iteration 44Q: 3 clusters Score -3.120638e+07 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9767 members Mstep: Class 2 contains 130259 members Entering Unmasked Estep Score: -31206378.000000 Penalty: 14515.740234 Iteration 45Q: 3 clusters Score -3.120638e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9757 members Mstep: Class 2 contains 130269 members Entering Unmasked Estep Score: -31206356.000000 Penalty: 14515.740234 Iteration 46Q: 3 clusters Score -3.120636e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9745 members Mstep: Class 2 contains 130281 members Entering Unmasked Estep Score: -31206384.000000 Penalty: 14515.740234 Iteration 47Q: 3 clusters Score -3.120638e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9744 members Mstep: Class 2 contains 130282 members Entering Unmasked Estep Score: -31206394.000000 Penalty: 14515.740234 Iteration 48Q: 3 clusters Score -3.120639e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9744 members Mstep: Class 2 contains 130282 members Entering Unmasked Estep Score: -31206394.000000 Penalty: 14515.740234 Iteration 49Q: 3 clusters Score -3.120639e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9743 members Mstep: Class 2 contains 130283 members Entering Unmasked Estep Score: -31206396.000000 Penalty: 14515.740234 Iteration 50Q: 3 clusters Score -3.12064e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9742 members Mstep: Class 2 contains 130284 members Entering Unmasked Estep Score: -31206384.000000 Penalty: 14515.740234 Iteration 51Q: 3 clusters Score -3.120638e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9741 members Mstep: Class 2 contains 130285 members Entering Unmasked Estep Score: -31206388.000000 Penalty: 14515.740234 Iteration 52Q: 3 clusters Score -3.120639e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9741 members Mstep: Class 2 contains 130285 members Entering Unmasked Estep Score: -31206388.000000 Penalty: 14515.740234 Iteration 53F: 3 clusters Score -3.120639e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (26445 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26445 members Entering Unmasked Estep Score: -5806303.000000 Penalty: 6236.978516 Iteration 0F: 2 clusters Score -5806303 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13247 members Mstep: Class 2 contains 13198 members Entering Unmasked Estep Score: -5785698.000000 Penalty: 12473.957031 Iteration 0F: 3 clusters Score -5785698 nChanged 11262 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13229 members Mstep: Class 2 contains 13216 members Entering Unmasked Estep Score: -5791706.000000 Penalty: 12473.957031 Iteration 1F: 3 clusters Score -5791706 nChanged 1645 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13170 members Mstep: Class 2 contains 13275 members Entering Unmasked Estep Score: -5792503.500000 Penalty: 12473.957031 Iteration 2F: 3 clusters Score -5792504 nChanged 1375 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13105 members Mstep: Class 2 contains 13340 members Entering Unmasked Estep Score: -5793162.000000 Penalty: 12473.957031 Iteration 3F: 3 clusters Score -5793162 nChanged 1149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12958 members Mstep: Class 2 contains 13487 members Entering Unmasked Estep Score: -5793655.500000 Penalty: 12473.957031 Iteration 4Q: 3 clusters Score -5793656 nChanged 1020 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12770 members Mstep: Class 2 contains 13675 members Entering Unmasked Estep Score: -5794059.500000 Penalty: 12473.957031 Iteration 5Q: 3 clusters Score -5794060 nChanged 857 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12515 members Mstep: Class 2 contains 13930 members Entering Unmasked Estep Score: -5794381.000000 Penalty: 12473.957031 Iteration 6Q: 3 clusters Score -5794381 nChanged 761 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12220 members Mstep: Class 2 contains 14225 members Entering Unmasked Estep Score: -5794690.000000 Penalty: 12473.957031 Iteration 7Q: 3 clusters Score -5794690 nChanged 782 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11872 members Mstep: Class 2 contains 14573 members Entering Unmasked Estep Score: -5795027.000000 Penalty: 12473.957031 Iteration 8Q: 3 clusters Score -5795027 nChanged 789 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11489 members Mstep: Class 2 contains 14956 members Entering Unmasked Estep Score: -5795375.500000 Penalty: 12473.957031 Iteration 9Q: 3 clusters Score -5795376 nChanged 796 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10997 members Mstep: Class 2 contains 15448 members Entering Unmasked Estep Score: -5795716.500000 Penalty: 12473.957031 Iteration 10Q: 3 clusters Score -5795716 nChanged 805 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10452 members Mstep: Class 2 contains 15993 members Entering Unmasked Estep Score: -5796136.500000 Penalty: 12473.957031 Iteration 11Q: 3 clusters Score -5796136 nChanged 884 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9798 members Mstep: Class 2 contains 16647 members Entering Unmasked Estep Score: -5796663.500000 Penalty: 12473.957031 Iteration 12Q: 3 clusters Score -5796664 nChanged 891 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9103 members Mstep: Class 2 contains 17342 members Entering Unmasked Estep Score: -5797225.000000 Penalty: 12473.957031 Iteration 13Q: 3 clusters Score -5797225 nChanged 930 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8345 members Mstep: Class 2 contains 18100 members Entering Unmasked Estep Score: -5797850.000000 Penalty: 12473.957031 Iteration 14Q: 3 clusters Score -5797850 nChanged 923 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7596 members Mstep: Class 2 contains 18849 members Entering Unmasked Estep Score: -5798451.000000 Penalty: 12473.957031 Iteration 15Q: 3 clusters Score -5798451 nChanged 856 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6894 members Mstep: Class 2 contains 19551 members Entering Unmasked Estep Score: -5799044.000000 Penalty: 12473.957031 Iteration 16Q: 3 clusters Score -5799044 nChanged 782 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6232 members Mstep: Class 2 contains 20213 members Entering Unmasked Estep Score: -5799582.000000 Penalty: 12473.957031 Iteration 17Q: 3 clusters Score -5799582 nChanged 698 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5612 members Mstep: Class 2 contains 20833 members Entering Unmasked Estep Score: -5800003.000000 Penalty: 12473.957031 Iteration 18Q: 3 clusters Score -5800003 nChanged 615 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5063 members Mstep: Class 2 contains 21382 members Entering Unmasked Estep Score: -5800335.500000 Penalty: 12473.957031 Iteration 19Q: 3 clusters Score -5800336 nChanged 456 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4639 members Mstep: Class 2 contains 21806 members Entering Unmasked Estep Score: -5800583.500000 Penalty: 12473.957031 Iteration 20F: 3 clusters Score -5800584 nChanged 359 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4292 members Mstep: Class 2 contains 22153 members Entering Unmasked Estep Score: -5800781.000000 Penalty: 12473.957031 Iteration 21Q: 3 clusters Score -5800781 nChanged 317 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4007 members Mstep: Class 2 contains 22438 members Entering Unmasked Estep Score: -5800940.500000 Penalty: 12473.957031 Iteration 22Q: 3 clusters Score -5800940 nChanged 248 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3773 members Mstep: Class 2 contains 22672 members Entering Unmasked Estep Score: -5801049.000000 Penalty: 12473.957031 Iteration 23Q: 3 clusters Score -5801049 nChanged 210 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3577 members Mstep: Class 2 contains 22868 members Entering Unmasked Estep Score: -5801153.000000 Penalty: 12473.957031 Iteration 24Q: 3 clusters Score -5801153 nChanged 185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3396 members Mstep: Class 2 contains 23049 members Entering Unmasked Estep Score: -5801225.500000 Penalty: 12473.957031 Iteration 25Q: 3 clusters Score -5801226 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3242 members Mstep: Class 2 contains 23203 members Entering Unmasked Estep Score: -5801285.000000 Penalty: 12473.957031 Iteration 26Q: 3 clusters Score -5801285 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3137 members Mstep: Class 2 contains 23308 members Entering Unmasked Estep Score: -5801328.500000 Penalty: 12473.957031 Iteration 27Q: 3 clusters Score -5801328 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3035 members Mstep: Class 2 contains 23410 members Entering Unmasked Estep Score: -5801383.500000 Penalty: 12473.957031 Iteration 28Q: 3 clusters Score -5801384 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2959 members Mstep: Class 2 contains 23486 members Entering Unmasked Estep Score: -5801423.000000 Penalty: 12473.957031 Iteration 29Q: 3 clusters Score -5801423 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2874 members Mstep: Class 2 contains 23571 members Entering Unmasked Estep Score: -5801457.000000 Penalty: 12473.957031 Iteration 30Q: 3 clusters Score -5801457 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2807 members Mstep: Class 2 contains 23638 members Entering Unmasked Estep Score: -5801500.500000 Penalty: 12473.957031 Iteration 31Q: 3 clusters Score -5801500 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2727 members Mstep: Class 2 contains 23718 members Entering Unmasked Estep Score: -5801556.500000 Penalty: 12473.957031 Iteration 32Q: 3 clusters Score -5801556 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2656 members Mstep: Class 2 contains 23789 members Entering Unmasked Estep Score: -5801582.500000 Penalty: 12473.957031 Iteration 33Q: 3 clusters Score -5801582 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2605 members Mstep: Class 2 contains 23840 members Entering Unmasked Estep Score: -5801599.000000 Penalty: 12473.957031 Iteration 34Q: 3 clusters Score -5801599 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2545 members Mstep: Class 2 contains 23900 members Entering Unmasked Estep Score: -5801649.000000 Penalty: 12473.957031 Iteration 35Q: 3 clusters Score -5801649 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2488 members Mstep: Class 2 contains 23957 members Entering Unmasked Estep Score: -5801684.000000 Penalty: 12473.957031 Iteration 36Q: 3 clusters Score -5801684 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2442 members Mstep: Class 2 contains 24003 members Entering Unmasked Estep Score: -5801695.500000 Penalty: 12473.957031 Iteration 37Q: 3 clusters Score -5801696 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2399 members Mstep: Class 2 contains 24046 members Entering Unmasked Estep Score: -5801708.000000 Penalty: 12473.957031 Iteration 38Q: 3 clusters Score -5801708 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2357 members Mstep: Class 2 contains 24088 members Entering Unmasked Estep Score: -5801730.000000 Penalty: 12473.957031 Iteration 39Q: 3 clusters Score -5801730 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2327 members Mstep: Class 2 contains 24118 members Entering Unmasked Estep Score: -5801755.000000 Penalty: 12473.957031 Iteration 40F: 3 clusters Score -5801755 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2309 members Mstep: Class 2 contains 24136 members Entering Unmasked Estep Score: -5801756.500000 Penalty: 12473.957031 Iteration 41Q: 3 clusters Score -5801756 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2294 members Mstep: Class 2 contains 24151 members Entering Unmasked Estep Score: -5801770.500000 Penalty: 12473.957031 Iteration 42Q: 3 clusters Score -5801770 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2280 members Mstep: Class 2 contains 24165 members Entering Unmasked Estep Score: -5801778.500000 Penalty: 12473.957031 Iteration 43Q: 3 clusters Score -5801778 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2268 members Mstep: Class 2 contains 24177 members Entering Unmasked Estep Score: -5801772.000000 Penalty: 12473.957031 Iteration 44Q: 3 clusters Score -5801772 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2258 members Mstep: Class 2 contains 24187 members Entering Unmasked Estep Score: -5801781.500000 Penalty: 12473.957031 Iteration 45Q: 3 clusters Score -5801782 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2249 members Mstep: Class 2 contains 24196 members Entering Unmasked Estep Score: -5801774.000000 Penalty: 12473.957031 Iteration 46Q: 3 clusters Score -5801774 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2244 members Mstep: Class 2 contains 24201 members Entering Unmasked Estep Score: -5801782.500000 Penalty: 12473.957031 Iteration 47Q: 3 clusters Score -5801782 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2239 members Mstep: Class 2 contains 24206 members Entering Unmasked Estep Score: -5801787.000000 Penalty: 12473.957031 Iteration 48Q: 3 clusters Score -5801787 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2232 members Mstep: Class 2 contains 24213 members Entering Unmasked Estep Score: -5801788.500000 Penalty: 12473.957031 Iteration 49Q: 3 clusters Score -5801788 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2228 members Mstep: Class 2 contains 24217 members Entering Unmasked Estep Score: -5801792.000000 Penalty: 12473.957031 Iteration 50Q: 3 clusters Score -5801792 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2221 members Mstep: Class 2 contains 24224 members Entering Unmasked Estep Score: -5801788.500000 Penalty: 12473.957031 Iteration 51Q: 3 clusters Score -5801788 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2216 members Mstep: Class 2 contains 24229 members Entering Unmasked Estep Score: -5801785.500000 Penalty: 12473.957031 Iteration 52Q: 3 clusters Score -5801786 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2210 members Mstep: Class 2 contains 24235 members Entering Unmasked Estep Score: -5801789.000000 Penalty: 12473.957031 Iteration 53Q: 3 clusters Score -5801789 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2206 members Mstep: Class 2 contains 24239 members Entering Unmasked Estep Score: -5801791.000000 Penalty: 12473.957031 Iteration 54Q: 3 clusters Score -5801791 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2198 members Mstep: Class 2 contains 24247 members Entering Unmasked Estep Score: -5801795.500000 Penalty: 12473.957031 Iteration 55Q: 3 clusters Score -5801796 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2193 members Mstep: Class 2 contains 24252 members Entering Unmasked Estep Score: -5801800.000000 Penalty: 12473.957031 Iteration 56Q: 3 clusters Score -5801800 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2186 members Mstep: Class 2 contains 24259 members Entering Unmasked Estep Score: -5801803.000000 Penalty: 12473.957031 Iteration 57Q: 3 clusters Score -5801803 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2178 members Mstep: Class 2 contains 24267 members Entering Unmasked Estep Score: -5801814.500000 Penalty: 12473.957031 Iteration 58Q: 3 clusters Score -5801814 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2173 members Mstep: Class 2 contains 24272 members Entering Unmasked Estep Score: -5801817.500000 Penalty: 12473.957031 Iteration 59Q: 3 clusters Score -5801818 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2168 members Mstep: Class 2 contains 24277 members Entering Unmasked Estep Score: -5801826.000000 Penalty: 12473.957031 Iteration 60F: 3 clusters Score -5801826 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2160 members Mstep: Class 2 contains 24285 members Entering Unmasked Estep Score: -5801828.500000 Penalty: 12473.957031 Iteration 61Q: 3 clusters Score -5801828 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2150 members Mstep: Class 2 contains 24295 members Entering Unmasked Estep Score: -5801825.000000 Penalty: 12473.957031 Iteration 62Q: 3 clusters Score -5801825 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2146 members Mstep: Class 2 contains 24299 members Entering Unmasked Estep Score: -5801833.500000 Penalty: 12473.957031 Iteration 63Q: 3 clusters Score -5801834 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2141 members Mstep: Class 2 contains 24304 members Entering Unmasked Estep Score: -5801832.000000 Penalty: 12473.957031 Iteration 64Q: 3 clusters Score -5801832 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2140 members Mstep: Class 2 contains 24305 members Entering Unmasked Estep Score: -5801832.000000 Penalty: 12473.957031 Iteration 65Q: 3 clusters Score -5801832 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2138 members Mstep: Class 2 contains 24307 members Entering Unmasked Estep Score: -5801830.500000 Penalty: 12473.957031 Iteration 66Q: 3 clusters Score -5801830 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2138 members Mstep: Class 2 contains 24307 members Entering Unmasked Estep Score: -5801830.500000 Penalty: 12473.957031 Iteration 67F: 3 clusters Score -5801830 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (1102 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1102 members Entering Unmasked Estep Score: -209731.421875 Penalty: 4290.490234 Iteration 0F: 2 clusters Score -209731.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 525 members Mstep: Class 2 contains 577 members Entering Unmasked Estep Score: -205728.125000 Penalty: 8580.980469 Iteration 0F: 3 clusters Score -205728.1 nChanged 210 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 555 members Mstep: Class 2 contains 547 members Entering Unmasked Estep Score: -206411.156250 Penalty: 8580.980469 Iteration 1F: 3 clusters Score -206411.2 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 585 members Mstep: Class 2 contains 517 members Entering Unmasked Estep Score: -206686.546875 Penalty: 8580.980469 Iteration 2F: 3 clusters Score -206686.5 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 602 members Mstep: Class 2 contains 500 members Entering Unmasked Estep Score: -206845.406250 Penalty: 8580.980469 Iteration 3Q: 3 clusters Score -206845.4 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 620 members Mstep: Class 2 contains 482 members Entering Unmasked Estep Score: -206964.062500 Penalty: 8580.980469 Iteration 4Q: 3 clusters Score -206964.1 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 637 members Mstep: Class 2 contains 465 members Entering Unmasked Estep Score: -207097.078125 Penalty: 8580.980469 Iteration 5Q: 3 clusters Score -207097.1 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 654 members Mstep: Class 2 contains 448 members Entering Unmasked Estep Score: -207316.171875 Penalty: 8580.980469 Iteration 6Q: 3 clusters Score -207316.2 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 653 members Mstep: Class 2 contains 449 members Entering Unmasked Estep Score: -207471.156250 Penalty: 8580.980469 Iteration 7Q: 3 clusters Score -207471.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 645 members Mstep: Class 2 contains 457 members Entering Unmasked Estep Score: -207514.734375 Penalty: 8580.980469 Iteration 8Q: 3 clusters Score -207514.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 638 members Mstep: Class 2 contains 464 members Entering Unmasked Estep Score: -207553.812500 Penalty: 8580.980469 Iteration 9Q: 3 clusters Score -207553.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 630 members Mstep: Class 2 contains 472 members Entering Unmasked Estep Score: -207587.312500 Penalty: 8580.980469 Iteration 10Q: 3 clusters Score -207587.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 627 members Mstep: Class 2 contains 475 members Entering Unmasked Estep Score: -207617.312500 Penalty: 8580.980469 Iteration 11Q: 3 clusters Score -207617.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 625 members Mstep: Class 2 contains 477 members Entering Unmasked Estep Score: -207633.906250 Penalty: 8580.980469 Iteration 12Q: 3 clusters Score -207633.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 622 members Mstep: Class 2 contains 480 members Entering Unmasked Estep Score: -207645.296875 Penalty: 8580.980469 Iteration 13Q: 3 clusters Score -207645.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 618 members Mstep: Class 2 contains 484 members Entering Unmasked Estep Score: -207656.234375 Penalty: 8580.980469 Iteration 14Q: 3 clusters Score -207656.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 612 members Mstep: Class 2 contains 490 members Entering Unmasked Estep Score: -207670.343750 Penalty: 8580.980469 Iteration 15Q: 3 clusters Score -207670.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 610 members Mstep: Class 2 contains 492 members Entering Unmasked Estep Score: -207675.718750 Penalty: 8580.980469 Iteration 16Q: 3 clusters Score -207675.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 606 members Mstep: Class 2 contains 496 members Entering Unmasked Estep Score: -207691.078125 Penalty: 8580.980469 Iteration 17Q: 3 clusters Score -207691.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 600 members Mstep: Class 2 contains 502 members Entering Unmasked Estep Score: -207707.031250 Penalty: 8580.980469 Iteration 18Q: 3 clusters Score -207707 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 592 members Mstep: Class 2 contains 510 members Entering Unmasked Estep Score: -207724.343750 Penalty: 8580.980469 Iteration 19Q: 3 clusters Score -207724.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 588 members Mstep: Class 2 contains 514 members Entering Unmasked Estep Score: -207729.703125 Penalty: 8580.980469 Iteration 20F: 3 clusters Score -207729.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 586 members Mstep: Class 2 contains 516 members Entering Unmasked Estep Score: -207736.687500 Penalty: 8580.980469 Iteration 21Q: 3 clusters Score -207736.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 586 members Mstep: Class 2 contains 516 members Entering Unmasked Estep Score: -207736.687500 Penalty: 8580.980469 Iteration 22F: 3 clusters Score -207736.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (585 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 585 members Entering Unmasked Estep Score: -123415.664062 Penalty: 3902.612305 Iteration 0F: 2 clusters Score -123415.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 284 members Mstep: Class 2 contains 301 members Entering Unmasked Estep Score: -119816.968750 Penalty: 7805.224609 Iteration 0F: 3 clusters Score -119817 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 288 members Mstep: Class 2 contains 297 members Entering Unmasked Estep Score: -119990.742188 Penalty: 7805.224609 Iteration 1F: 3 clusters Score -119990.7 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 293 members Mstep: Class 2 contains 292 members Entering Unmasked Estep Score: -120070.554688 Penalty: 7805.224609 Iteration 2Q: 3 clusters Score -120070.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 292 members Mstep: Class 2 contains 293 members Entering Unmasked Estep Score: -120104.132812 Penalty: 7805.224609 Iteration 3Q: 3 clusters Score -120104.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 290 members Mstep: Class 2 contains 295 members Entering Unmasked Estep Score: -120122.437500 Penalty: 7805.224609 Iteration 4Q: 3 clusters Score -120122.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 288 members Mstep: Class 2 contains 297 members Entering Unmasked Estep Score: -120133.156250 Penalty: 7805.224609 Iteration 5Q: 3 clusters Score -120133.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 290 members Mstep: Class 2 contains 295 members Entering Unmasked Estep Score: -120142.695312 Penalty: 7805.224609 Iteration 6Q: 3 clusters Score -120142.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 291 members Mstep: Class 2 contains 294 members Entering Unmasked Estep Score: -120151.062500 Penalty: 7805.224609 Iteration 7Q: 3 clusters Score -120151.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 292 members Mstep: Class 2 contains 293 members Entering Unmasked Estep Score: -120152.054688 Penalty: 7805.224609 Iteration 8Q: 3 clusters Score -120152.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 292 members Mstep: Class 2 contains 293 members Entering Unmasked Estep Score: -120152.054688 Penalty: 7805.224609 Iteration 9F: 3 clusters Score -120152.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (6870 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6870 members Entering Unmasked Estep Score: -1472739.750000 Penalty: 5411.387695 Iteration 0F: 2 clusters Score -1472740 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3390 members Mstep: Class 2 contains 3480 members Entering Unmasked Estep Score: -1464450.250000 Penalty: 10822.775391 Iteration 0F: 3 clusters Score -1464450 nChanged 2318 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3304 members Mstep: Class 2 contains 3566 members Entering Unmasked Estep Score: -1465907.125000 Penalty: 10822.775391 Iteration 1F: 3 clusters Score -1465907 nChanged 513 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3259 members Mstep: Class 2 contains 3611 members Entering Unmasked Estep Score: -1466274.125000 Penalty: 10822.775391 Iteration 2F: 3 clusters Score -1466274 nChanged 301 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3220 members Mstep: Class 2 contains 3650 members Entering Unmasked Estep Score: -1466469.375000 Penalty: 10822.775391 Iteration 3Q: 3 clusters Score -1466469 nChanged 204 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3196 members Mstep: Class 2 contains 3674 members Entering Unmasked Estep Score: -1466599.750000 Penalty: 10822.775391 Iteration 4Q: 3 clusters Score -1466600 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3180 members Mstep: Class 2 contains 3690 members Entering Unmasked Estep Score: -1466684.500000 Penalty: 10822.775391 Iteration 5Q: 3 clusters Score -1466684 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3162 members Mstep: Class 2 contains 3708 members Entering Unmasked Estep Score: -1466745.250000 Penalty: 10822.775391 Iteration 6Q: 3 clusters Score -1466745 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3153 members Mstep: Class 2 contains 3717 members Entering Unmasked Estep Score: -1466786.500000 Penalty: 10822.775391 Iteration 7Q: 3 clusters Score -1466786 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3145 members Mstep: Class 2 contains 3725 members Entering Unmasked Estep Score: -1466824.375000 Penalty: 10822.775391 Iteration 8Q: 3 clusters Score -1466824 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3149 members Mstep: Class 2 contains 3721 members Entering Unmasked Estep Score: -1466866.625000 Penalty: 10822.775391 Iteration 9Q: 3 clusters Score -1466867 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3149 members Mstep: Class 2 contains 3721 members Entering Unmasked Estep Score: -1466891.750000 Penalty: 10822.775391 Iteration 10Q: 3 clusters Score -1466892 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3148 members Mstep: Class 2 contains 3722 members Entering Unmasked Estep Score: -1466911.250000 Penalty: 10822.775391 Iteration 11Q: 3 clusters Score -1466911 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3143 members Mstep: Class 2 contains 3727 members Entering Unmasked Estep Score: -1466937.250000 Penalty: 10822.775391 Iteration 12Q: 3 clusters Score -1466937 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3126 members Mstep: Class 2 contains 3744 members Entering Unmasked Estep Score: -1466948.750000 Penalty: 10822.775391 Iteration 13Q: 3 clusters Score -1466949 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3121 members Mstep: Class 2 contains 3749 members Entering Unmasked Estep Score: -1466966.875000 Penalty: 10822.775391 Iteration 14Q: 3 clusters Score -1466967 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3109 members Mstep: Class 2 contains 3761 members Entering Unmasked Estep Score: -1466981.125000 Penalty: 10822.775391 Iteration 15Q: 3 clusters Score -1466981 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3105 members Mstep: Class 2 contains 3765 members Entering Unmasked Estep Score: -1466991.500000 Penalty: 10822.775391 Iteration 16Q: 3 clusters Score -1466992 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3101 members Mstep: Class 2 contains 3769 members Entering Unmasked Estep Score: -1467006.625000 Penalty: 10822.775391 Iteration 17Q: 3 clusters Score -1467007 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3101 members Mstep: Class 2 contains 3769 members Entering Unmasked Estep Score: -1467017.750000 Penalty: 10822.775391 Iteration 18Q: 3 clusters Score -1467018 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3102 members Mstep: Class 2 contains 3768 members Entering Unmasked Estep Score: -1467022.375000 Penalty: 10822.775391 Iteration 19Q: 3 clusters Score -1467022 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3103 members Mstep: Class 2 contains 3767 members Entering Unmasked Estep Score: -1467029.375000 Penalty: 10822.775391 Iteration 20F: 3 clusters Score -1467029 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3105 members Mstep: Class 2 contains 3765 members Entering Unmasked Estep Score: -1467029.250000 Penalty: 10822.775391 Iteration 21Q: 3 clusters Score -1467029 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3103 members Mstep: Class 2 contains 3767 members Entering Unmasked Estep Score: -1467038.125000 Penalty: 10822.775391 Iteration 22Q: 3 clusters Score -1467038 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3098 members Mstep: Class 2 contains 3772 members Entering Unmasked Estep Score: -1467037.750000 Penalty: 10822.775391 Iteration 23Q: 3 clusters Score -1467038 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3093 members Mstep: Class 2 contains 3777 members Entering Unmasked Estep Score: -1467040.625000 Penalty: 10822.775391 Iteration 24Q: 3 clusters Score -1467041 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3087 members Mstep: Class 2 contains 3783 members Entering Unmasked Estep Score: -1467047.375000 Penalty: 10822.775391 Iteration 25Q: 3 clusters Score -1467047 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3085 members Mstep: Class 2 contains 3785 members Entering Unmasked Estep Score: -1467046.125000 Penalty: 10822.775391 Iteration 26Q: 3 clusters Score -1467046 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3084 members Mstep: Class 2 contains 3786 members Entering Unmasked Estep Score: -1467043.000000 Penalty: 10822.775391 Iteration 27Q: 3 clusters Score -1467043 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3084 members Mstep: Class 2 contains 3786 members Entering Unmasked Estep Score: -1467047.250000 Penalty: 10822.775391 Iteration 28Q: 3 clusters Score -1467047 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3083 members Mstep: Class 2 contains 3787 members Entering Unmasked Estep Score: -1467049.875000 Penalty: 10822.775391 Iteration 29Q: 3 clusters Score -1467050 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3082 members Mstep: Class 2 contains 3788 members Entering Unmasked Estep Score: -1467050.250000 Penalty: 10822.775391 Iteration 30Q: 3 clusters Score -1467050 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3083 members Mstep: Class 2 contains 3787 members Entering Unmasked Estep Score: -1467050.375000 Penalty: 10822.775391 Iteration 31Q: 3 clusters Score -1467050 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3080 members Mstep: Class 2 contains 3790 members Entering Unmasked Estep Score: -1467053.625000 Penalty: 10822.775391 Iteration 32Q: 3 clusters Score -1467054 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3076 members Mstep: Class 2 contains 3794 members Entering Unmasked Estep Score: -1467054.625000 Penalty: 10822.775391 Iteration 33Q: 3 clusters Score -1467055 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3072 members Mstep: Class 2 contains 3798 members Entering Unmasked Estep Score: -1467059.375000 Penalty: 10822.775391 Iteration 34Q: 3 clusters Score -1467059 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3068 members Mstep: Class 2 contains 3802 members Entering Unmasked Estep Score: -1467064.500000 Penalty: 10822.775391 Iteration 35Q: 3 clusters Score -1467064 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3065 members Mstep: Class 2 contains 3805 members Entering Unmasked Estep Score: -1467065.500000 Penalty: 10822.775391 Iteration 36Q: 3 clusters Score -1467066 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3066 members Mstep: Class 2 contains 3804 members Entering Unmasked Estep Score: -1467072.750000 Penalty: 10822.775391 Iteration 37Q: 3 clusters Score -1467073 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3064 members Mstep: Class 2 contains 3806 members Entering Unmasked Estep Score: -1467073.750000 Penalty: 10822.775391 Iteration 38Q: 3 clusters Score -1467074 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3059 members Mstep: Class 2 contains 3811 members Entering Unmasked Estep Score: -1467077.250000 Penalty: 10822.775391 Iteration 39Q: 3 clusters Score -1467077 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3056 members Mstep: Class 2 contains 3814 members Entering Unmasked Estep Score: -1467077.000000 Penalty: 10822.775391 Iteration 40F: 3 clusters Score -1467077 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3050 members Mstep: Class 2 contains 3820 members Entering Unmasked Estep Score: -1467080.125000 Penalty: 10822.775391 Iteration 41Q: 3 clusters Score -1467080 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3049 members Mstep: Class 2 contains 3821 members Entering Unmasked Estep Score: -1467080.750000 Penalty: 10822.775391 Iteration 42Q: 3 clusters Score -1467081 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3050 members Mstep: Class 2 contains 3820 members Entering Unmasked Estep Score: -1467082.625000 Penalty: 10822.775391 Iteration 43Q: 3 clusters Score -1467083 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3049 members Mstep: Class 2 contains 3821 members Entering Unmasked Estep Score: -1467082.875000 Penalty: 10822.775391 Iteration 44Q: 3 clusters Score -1467083 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3049 members Mstep: Class 2 contains 3821 members Entering Unmasked Estep Score: -1467083.000000 Penalty: 10822.775391 Iteration 45Q: 3 clusters Score -1467083 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3049 members Mstep: Class 2 contains 3821 members Entering Unmasked Estep Score: -1467083.000000 Penalty: 10822.775391 Iteration 46F: 3 clusters Score -1467083 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (35091 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35091 members Entering Unmasked Estep Score: -7720384.000000 Penalty: 6410.241211 Iteration 0F: 2 clusters Score -7720384 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17587 members Mstep: Class 2 contains 17504 members Entering Unmasked Estep Score: -7694309.000000 Penalty: 12820.482422 Iteration 0F: 3 clusters Score -7694309 nChanged 14965 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17508 members Mstep: Class 2 contains 17583 members Entering Unmasked Estep Score: -7702180.500000 Penalty: 12820.482422 Iteration 1F: 3 clusters Score -7702180 nChanged 2021 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17349 members Mstep: Class 2 contains 17742 members Entering Unmasked Estep Score: -7702967.500000 Penalty: 12820.482422 Iteration 2F: 3 clusters Score -7702968 nChanged 1640 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17153 members Mstep: Class 2 contains 17938 members Entering Unmasked Estep Score: -7703469.500000 Penalty: 12820.482422 Iteration 3Q: 3 clusters Score -7703470 nChanged 1291 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16950 members Mstep: Class 2 contains 18141 members Entering Unmasked Estep Score: -7703900.000000 Penalty: 12820.482422 Iteration 4Q: 3 clusters Score -7703900 nChanged 1111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16741 members Mstep: Class 2 contains 18350 members Entering Unmasked Estep Score: -7704239.500000 Penalty: 12820.482422 Iteration 5Q: 3 clusters Score -7704240 nChanged 1040 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16447 members Mstep: Class 2 contains 18644 members Entering Unmasked Estep Score: -7704609.500000 Penalty: 12820.482422 Iteration 6Q: 3 clusters Score -7704610 nChanged 1067 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16062 members Mstep: Class 2 contains 19029 members Entering Unmasked Estep Score: -7705012.000000 Penalty: 12820.482422 Iteration 7Q: 3 clusters Score -7705012 nChanged 1080 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15612 members Mstep: Class 2 contains 19479 members Entering Unmasked Estep Score: -7705503.500000 Penalty: 12820.482422 Iteration 8Q: 3 clusters Score -7705504 nChanged 1209 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15067 members Mstep: Class 2 contains 20024 members Entering Unmasked Estep Score: -7706203.500000 Penalty: 12820.482422 Iteration 9Q: 3 clusters Score -7706204 nChanged 1337 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14480 members Mstep: Class 2 contains 20611 members Entering Unmasked Estep Score: -7707134.500000 Penalty: 12820.482422 Iteration 10Q: 3 clusters Score -7707134 nChanged 1431 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13941 members Mstep: Class 2 contains 21150 members Entering Unmasked Estep Score: -7708257.000000 Penalty: 12820.482422 Iteration 11Q: 3 clusters Score -7708257 nChanged 1457 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13546 members Mstep: Class 2 contains 21545 members Entering Unmasked Estep Score: -7709328.000000 Penalty: 12820.482422 Iteration 12Q: 3 clusters Score -7709328 nChanged 1391 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13435 members Mstep: Class 2 contains 21656 members Entering Unmasked Estep Score: -7710174.500000 Penalty: 12820.482422 Iteration 13Q: 3 clusters Score -7710174 nChanged 1264 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13457 members Mstep: Class 2 contains 21634 members Entering Unmasked Estep Score: -7710837.000000 Penalty: 12820.482422 Iteration 14Q: 3 clusters Score -7710837 nChanged 1208 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13693 members Mstep: Class 2 contains 21398 members Entering Unmasked Estep Score: -7711476.000000 Penalty: 12820.482422 Iteration 15Q: 3 clusters Score -7711476 nChanged 1154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14111 members Mstep: Class 2 contains 20980 members Entering Unmasked Estep Score: -7711968.500000 Penalty: 12820.482422 Iteration 16Q: 3 clusters Score -7711968 nChanged 1137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14730 members Mstep: Class 2 contains 20361 members Entering Unmasked Estep Score: -7712514.000000 Penalty: 12820.482422 Iteration 17Q: 3 clusters Score -7712514 nChanged 1203 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15545 members Mstep: Class 2 contains 19546 members Entering Unmasked Estep Score: -7713131.500000 Penalty: 12820.482422 Iteration 18Q: 3 clusters Score -7713132 nChanged 1310 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16509 members Mstep: Class 2 contains 18582 members Entering Unmasked Estep Score: -7713896.500000 Penalty: 12820.482422 Iteration 19Q: 3 clusters Score -7713896 nChanged 1402 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17669 members Mstep: Class 2 contains 17422 members Entering Unmasked Estep Score: -7714889.500000 Penalty: 12820.482422 Iteration 20F: 3 clusters Score -7714890 nChanged 1414 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18901 members Mstep: Class 2 contains 16190 members Entering Unmasked Estep Score: -7715897.500000 Penalty: 12820.482422 Iteration 21Q: 3 clusters Score -7715898 nChanged 1254 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20053 members Mstep: Class 2 contains 15038 members Entering Unmasked Estep Score: -7716886.000000 Penalty: 12820.482422 Iteration 22Q: 3 clusters Score -7716886 nChanged 1107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21100 members Mstep: Class 2 contains 13991 members Entering Unmasked Estep Score: -7717862.500000 Penalty: 12820.482422 Iteration 23Q: 3 clusters Score -7717862 nChanged 944 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22014 members Mstep: Class 2 contains 13077 members Entering Unmasked Estep Score: -7718549.500000 Penalty: 12820.482422 Iteration 24Q: 3 clusters Score -7718550 nChanged 733 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22739 members Mstep: Class 2 contains 12352 members Entering Unmasked Estep Score: -7718982.000000 Penalty: 12820.482422 Iteration 25Q: 3 clusters Score -7718982 nChanged 614 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23353 members Mstep: Class 2 contains 11738 members Entering Unmasked Estep Score: -7719309.500000 Penalty: 12820.482422 Iteration 26Q: 3 clusters Score -7719310 nChanged 495 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23848 members Mstep: Class 2 contains 11243 members Entering Unmasked Estep Score: -7719573.500000 Penalty: 12820.482422 Iteration 27Q: 3 clusters Score -7719574 nChanged 409 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24257 members Mstep: Class 2 contains 10834 members Entering Unmasked Estep Score: -7719723.000000 Penalty: 12820.482422 Iteration 28Q: 3 clusters Score -7719723 nChanged 312 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24569 members Mstep: Class 2 contains 10522 members Entering Unmasked Estep Score: -7719830.000000 Penalty: 12820.482422 Iteration 29Q: 3 clusters Score -7719830 nChanged 226 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24793 members Mstep: Class 2 contains 10298 members Entering Unmasked Estep Score: -7719906.000000 Penalty: 12820.482422 Iteration 30Q: 3 clusters Score -7719906 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24952 members Mstep: Class 2 contains 10139 members Entering Unmasked Estep Score: -7719938.500000 Penalty: 12820.482422 Iteration 31Q: 3 clusters Score -7719938 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25080 members Mstep: Class 2 contains 10011 members Entering Unmasked Estep Score: -7719969.500000 Penalty: 12820.482422 Iteration 32Q: 3 clusters Score -7719970 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25173 members Mstep: Class 2 contains 9918 members Entering Unmasked Estep Score: -7719982.500000 Penalty: 12820.482422 Iteration 33Q: 3 clusters Score -7719982 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25236 members Mstep: Class 2 contains 9855 members Entering Unmasked Estep Score: -7719997.000000 Penalty: 12820.482422 Iteration 34Q: 3 clusters Score -7719997 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25291 members Mstep: Class 2 contains 9800 members Entering Unmasked Estep Score: -7720014.500000 Penalty: 12820.482422 Iteration 35Q: 3 clusters Score -7720014 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25339 members Mstep: Class 2 contains 9752 members Entering Unmasked Estep Score: -7720027.500000 Penalty: 12820.482422 Iteration 36Q: 3 clusters Score -7720028 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25375 members Mstep: Class 2 contains 9716 members Entering Unmasked Estep Score: -7720020.500000 Penalty: 12820.482422 Iteration 37Q: 3 clusters Score -7720020 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25409 members Mstep: Class 2 contains 9682 members Entering Unmasked Estep Score: -7720029.500000 Penalty: 12820.482422 Iteration 38Q: 3 clusters Score -7720030 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25430 members Mstep: Class 2 contains 9661 members Entering Unmasked Estep Score: -7720040.000000 Penalty: 12820.482422 Iteration 39Q: 3 clusters Score -7720040 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25447 members Mstep: Class 2 contains 9644 members Entering Unmasked Estep Score: -7720029.500000 Penalty: 12820.482422 Iteration 40F: 3 clusters Score -7720030 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25459 members Mstep: Class 2 contains 9632 members Entering Unmasked Estep Score: -7720033.000000 Penalty: 12820.482422 Iteration 41Q: 3 clusters Score -7720033 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25466 members Mstep: Class 2 contains 9625 members Entering Unmasked Estep Score: -7720024.500000 Penalty: 12820.482422 Iteration 42Q: 3 clusters Score -7720024 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25473 members Mstep: Class 2 contains 9618 members Entering Unmasked Estep Score: -7720032.000000 Penalty: 12820.482422 Iteration 43Q: 3 clusters Score -7720032 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25478 members Mstep: Class 2 contains 9613 members Entering Unmasked Estep Score: -7720031.500000 Penalty: 12820.482422 Iteration 44Q: 3 clusters Score -7720032 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25478 members Mstep: Class 2 contains 9613 members Entering Unmasked Estep Score: -7720031.500000 Penalty: 12820.482422 Iteration 45F: 3 clusters Score -7720032 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (1430 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1430 members Entering Unmasked Estep Score: -272814.843750 Penalty: 4450.075684 Iteration 0F: 2 clusters Score -272814.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 695 members Mstep: Class 2 contains 735 members Entering Unmasked Estep Score: -268354.250000 Penalty: 8900.151367 Iteration 0F: 3 clusters Score -268354.2 nChanged 305 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 742 members Mstep: Class 2 contains 688 members Entering Unmasked Estep Score: -268913.125000 Penalty: 8900.151367 Iteration 1F: 3 clusters Score -268913.1 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 766 members Mstep: Class 2 contains 664 members Entering Unmasked Estep Score: -269127.812500 Penalty: 8900.151367 Iteration 2F: 3 clusters Score -269127.8 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 783 members Mstep: Class 2 contains 647 members Entering Unmasked Estep Score: -269349.687500 Penalty: 8900.151367 Iteration 3Q: 3 clusters Score -269349.7 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 809 members Mstep: Class 2 contains 621 members Entering Unmasked Estep Score: -269664.437500 Penalty: 8900.151367 Iteration 4Q: 3 clusters Score -269664.4 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 823 members Mstep: Class 2 contains 607 members Entering Unmasked Estep Score: -270152.562500 Penalty: 8900.151367 Iteration 5F: 3 clusters Score -270152.6 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 858 members Mstep: Class 2 contains 572 members Entering Unmasked Estep Score: -270966.406250 Penalty: 8900.151367 Iteration 6F: 3 clusters Score -270966.4 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 934 members Mstep: Class 2 contains 496 members Entering Unmasked Estep Score: -271887.468750 Penalty: 8900.151367 Iteration 7F: 3 clusters Score -271887.5 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1005 members Mstep: Class 2 contains 425 members Entering Unmasked Estep Score: -272644.062500 Penalty: 8900.151367 Iteration 8F: 3 clusters Score -272644.1 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1047 members Mstep: Class 2 contains 383 members Entering Unmasked Estep Score: -273658.156250 Penalty: 8900.151367 Iteration 9F: 3 clusters Score -273658.2 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1072 members Mstep: Class 2 contains 358 members Entering Unmasked Estep Score: -274624.468750 Penalty: 8900.151367 Iteration 10Q: 3 clusters Score -274624.5 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1095 members Mstep: Class 2 contains 335 members Entering Unmasked Estep Score: -275007.843750 Penalty: 8900.151367 Iteration 11Q: 3 clusters Score -275007.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1105 members Mstep: Class 2 contains 325 members Entering Unmasked Estep Score: -275216.250000 Penalty: 8900.151367 Iteration 12Q: 3 clusters Score -275216.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1111 members Mstep: Class 2 contains 319 members Entering Unmasked Estep Score: -275287.218750 Penalty: 8900.151367 Iteration 13Q: 3 clusters Score -275287.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1114 members Mstep: Class 2 contains 316 members Entering Unmasked Estep Score: -275393.906250 Penalty: 8900.151367 Iteration 14Q: 3 clusters Score -275393.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1117 members Mstep: Class 2 contains 313 members Entering Unmasked Estep Score: -275501.281250 Penalty: 8900.151367 Iteration 15Q: 3 clusters Score -275501.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1118 members Mstep: Class 2 contains 312 members Entering Unmasked Estep Score: -275510.750000 Penalty: 8900.151367 Iteration 16Q: 3 clusters Score -275510.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1118 members Mstep: Class 2 contains 312 members Entering Unmasked Estep Score: -275510.750000 Penalty: 8900.151367 Iteration 17F: 3 clusters Score -275510.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 27 members Mstep: Class 1 contains 251 members Mstep: Class 2 contains 25519 members Mstep: Class 3 contains 159104 members Mstep: Class 4 contains 48043 members Mstep: Class 5 contains 2670 members Mstep: Class 6 contains 140026 members Mstep: Class 7 contains 26445 members Mstep: Class 8 contains 1102 members Mstep: Class 9 contains 585 members Mstep: Class 10 contains 6870 members Mstep: Class 11 contains 35091 members Mstep: Class 12 contains 1118 members Mstep: Class 13 contains 23105 members Mstep: Class 14 contains 312 members Mstep: Class 15 contains 1542 members Mstep: Class 16 contains 156065 members Mstep: Class 17 contains 14524 members Mstep: Class 20 contains 955 members Mstep: Class 22 contains 275 members Mstep: Class 23 contains 1214 members Mstep: Class 24 contains 34195 members Entering Unmasked Estep Score: -147575248.000000 Penalty: 172723.218750 Splitting cluster 12 changes total score from -147576880.000000 to -147575248.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 13 (23105 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23105 members Entering Unmasked Estep Score: -4899519.000000 Penalty: 6154.279785 Iteration 0F: 2 clusters Score -4899519 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11563 members Mstep: Class 2 contains 11542 members Entering Unmasked Estep Score: -4881024.500000 Penalty: 12308.559570 Iteration 0F: 3 clusters Score -4881024 nChanged 9589 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11454 members Mstep: Class 2 contains 11651 members Entering Unmasked Estep Score: -4886126.000000 Penalty: 12308.559570 Iteration 1F: 3 clusters Score -4886126 nChanged 1545 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11265 members Mstep: Class 2 contains 11840 members Entering Unmasked Estep Score: -4886964.500000 Penalty: 12308.559570 Iteration 2F: 3 clusters Score -4886964 nChanged 1305 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11000 members Mstep: Class 2 contains 12105 members Entering Unmasked Estep Score: -4887826.000000 Penalty: 12308.559570 Iteration 3F: 3 clusters Score -4887826 nChanged 1333 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10681 members Mstep: Class 2 contains 12424 members Entering Unmasked Estep Score: -4888965.500000 Penalty: 12308.559570 Iteration 4F: 3 clusters Score -4888966 nChanged 1395 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10406 members Mstep: Class 2 contains 12699 members Entering Unmasked Estep Score: -4890138.000000 Penalty: 12308.559570 Iteration 5F: 3 clusters Score -4890138 nChanged 1392 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10324 members Mstep: Class 2 contains 12781 members Entering Unmasked Estep Score: -4891276.500000 Penalty: 12308.559570 Iteration 6F: 3 clusters Score -4891276 nChanged 1278 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10522 members Mstep: Class 2 contains 12583 members Entering Unmasked Estep Score: -4892147.000000 Penalty: 12308.559570 Iteration 7F: 3 clusters Score -4892147 nChanged 1191 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10969 members Mstep: Class 2 contains 12136 members Entering Unmasked Estep Score: -4893000.000000 Penalty: 12308.559570 Iteration 8F: 3 clusters Score -4893000 nChanged 1077 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11568 members Mstep: Class 2 contains 11537 members Entering Unmasked Estep Score: -4893787.500000 Penalty: 12308.559570 Iteration 9Q: 3 clusters Score -4893788 nChanged 1064 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12314 members Mstep: Class 2 contains 10791 members Entering Unmasked Estep Score: -4894593.500000 Penalty: 12308.559570 Iteration 10Q: 3 clusters Score -4894594 nChanged 1007 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13137 members Mstep: Class 2 contains 9968 members Entering Unmasked Estep Score: -4895370.000000 Penalty: 12308.559570 Iteration 11Q: 3 clusters Score -4895370 nChanged 937 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13984 members Mstep: Class 2 contains 9121 members Entering Unmasked Estep Score: -4896120.000000 Penalty: 12308.559570 Iteration 12Q: 3 clusters Score -4896120 nChanged 866 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14786 members Mstep: Class 2 contains 8319 members Entering Unmasked Estep Score: -4896828.500000 Penalty: 12308.559570 Iteration 13Q: 3 clusters Score -4896828 nChanged 747 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15493 members Mstep: Class 2 contains 7612 members Entering Unmasked Estep Score: -4897402.000000 Penalty: 12308.559570 Iteration 14Q: 3 clusters Score -4897402 nChanged 616 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16095 members Mstep: Class 2 contains 7010 members Entering Unmasked Estep Score: -4897862.500000 Penalty: 12308.559570 Iteration 15Q: 3 clusters Score -4897862 nChanged 498 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16579 members Mstep: Class 2 contains 6526 members Entering Unmasked Estep Score: -4898213.500000 Penalty: 12308.559570 Iteration 16Q: 3 clusters Score -4898214 nChanged 429 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16998 members Mstep: Class 2 contains 6107 members Entering Unmasked Estep Score: -4898446.500000 Penalty: 12308.559570 Iteration 17Q: 3 clusters Score -4898446 nChanged 348 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17346 members Mstep: Class 2 contains 5759 members Entering Unmasked Estep Score: -4898658.500000 Penalty: 12308.559570 Iteration 18Q: 3 clusters Score -4898658 nChanged 280 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17626 members Mstep: Class 2 contains 5479 members Entering Unmasked Estep Score: -4898826.500000 Penalty: 12308.559570 Iteration 19Q: 3 clusters Score -4898826 nChanged 245 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17871 members Mstep: Class 2 contains 5234 members Entering Unmasked Estep Score: -4898967.000000 Penalty: 12308.559570 Iteration 20F: 3 clusters Score -4898967 nChanged 218 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18087 members Mstep: Class 2 contains 5018 members Entering Unmasked Estep Score: -4899081.500000 Penalty: 12308.559570 Iteration 21Q: 3 clusters Score -4899082 nChanged 187 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18274 members Mstep: Class 2 contains 4831 members Entering Unmasked Estep Score: -4899173.500000 Penalty: 12308.559570 Iteration 22Q: 3 clusters Score -4899174 nChanged 194 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18466 members Mstep: Class 2 contains 4639 members Entering Unmasked Estep Score: -4899302.000000 Penalty: 12308.559570 Iteration 23Q: 3 clusters Score -4899302 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18630 members Mstep: Class 2 contains 4475 members Entering Unmasked Estep Score: -4899413.500000 Penalty: 12308.559570 Iteration 24Q: 3 clusters Score -4899414 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18777 members Mstep: Class 2 contains 4328 members Entering Unmasked Estep Score: -4899538.500000 Penalty: 12308.559570 Iteration 25Q: 3 clusters Score -4899538 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18936 members Mstep: Class 2 contains 4169 members Entering Unmasked Estep Score: -4899683.500000 Penalty: 12308.559570 Iteration 26Q: 3 clusters Score -4899684 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19100 members Mstep: Class 2 contains 4005 members Entering Unmasked Estep Score: -4899885.500000 Penalty: 12308.559570 Iteration 27Q: 3 clusters Score -4899886 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19267 members Mstep: Class 2 contains 3838 members Entering Unmasked Estep Score: -4900145.500000 Penalty: 12308.559570 Iteration 28Q: 3 clusters Score -4900146 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19423 members Mstep: Class 2 contains 3682 members Entering Unmasked Estep Score: -4900339.500000 Penalty: 12308.559570 Iteration 29Q: 3 clusters Score -4900340 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19543 members Mstep: Class 2 contains 3562 members Entering Unmasked Estep Score: -4900478.500000 Penalty: 12308.559570 Iteration 30Q: 3 clusters Score -4900478 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19662 members Mstep: Class 2 contains 3443 members Entering Unmasked Estep Score: -4900569.500000 Penalty: 12308.559570 Iteration 31Q: 3 clusters Score -4900570 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19746 members Mstep: Class 2 contains 3359 members Entering Unmasked Estep Score: -4900633.500000 Penalty: 12308.559570 Iteration 32Q: 3 clusters Score -4900634 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19816 members Mstep: Class 2 contains 3289 members Entering Unmasked Estep Score: -4900669.000000 Penalty: 12308.559570 Iteration 33Q: 3 clusters Score -4900669 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19862 members Mstep: Class 2 contains 3243 members Entering Unmasked Estep Score: -4900675.000000 Penalty: 12308.559570 Iteration 34Q: 3 clusters Score -4900675 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19891 members Mstep: Class 2 contains 3214 members Entering Unmasked Estep Score: -4900698.000000 Penalty: 12308.559570 Iteration 35Q: 3 clusters Score -4900698 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19912 members Mstep: Class 2 contains 3193 members Entering Unmasked Estep Score: -4900705.500000 Penalty: 12308.559570 Iteration 36Q: 3 clusters Score -4900706 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19930 members Mstep: Class 2 contains 3175 members Entering Unmasked Estep Score: -4900722.000000 Penalty: 12308.559570 Iteration 37Q: 3 clusters Score -4900722 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19938 members Mstep: Class 2 contains 3167 members Entering Unmasked Estep Score: -4900725.500000 Penalty: 12308.559570 Iteration 38Q: 3 clusters Score -4900726 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19941 members Mstep: Class 2 contains 3164 members Entering Unmasked Estep Score: -4900728.000000 Penalty: 12308.559570 Iteration 39Q: 3 clusters Score -4900728 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19944 members Mstep: Class 2 contains 3161 members Entering Unmasked Estep Score: -4900721.000000 Penalty: 12308.559570 Iteration 40F: 3 clusters Score -4900721 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19947 members Mstep: Class 2 contains 3158 members Entering Unmasked Estep Score: -4900718.500000 Penalty: 12308.559570 Iteration 41Q: 3 clusters Score -4900718 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19949 members Mstep: Class 2 contains 3156 members Entering Unmasked Estep Score: -4900721.000000 Penalty: 12308.559570 Iteration 42Q: 3 clusters Score -4900721 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19952 members Mstep: Class 2 contains 3153 members Entering Unmasked Estep Score: -4900727.000000 Penalty: 12308.559570 Iteration 43Q: 3 clusters Score -4900727 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19955 members Mstep: Class 2 contains 3150 members Entering Unmasked Estep Score: -4900728.500000 Penalty: 12308.559570 Iteration 44Q: 3 clusters Score -4900728 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19959 members Mstep: Class 2 contains 3146 members Entering Unmasked Estep Score: -4900735.000000 Penalty: 12308.559570 Iteration 45Q: 3 clusters Score -4900735 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19961 members Mstep: Class 2 contains 3144 members Entering Unmasked Estep Score: -4900730.500000 Penalty: 12308.559570 Iteration 46Q: 3 clusters Score -4900730 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19963 members Mstep: Class 2 contains 3142 members Entering Unmasked Estep Score: -4900734.000000 Penalty: 12308.559570 Iteration 47Q: 3 clusters Score -4900734 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19963 members Mstep: Class 2 contains 3142 members Entering Unmasked Estep Score: -4900734.000000 Penalty: 12308.559570 Iteration 48F: 3 clusters Score -4900734 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 27 members Mstep: Class 1 contains 251 members Mstep: Class 2 contains 25519 members Mstep: Class 3 contains 159104 members Mstep: Class 4 contains 48043 members Mstep: Class 5 contains 2670 members Mstep: Class 6 contains 140026 members Mstep: Class 7 contains 26445 members Mstep: Class 8 contains 1102 members Mstep: Class 9 contains 585 members Mstep: Class 10 contains 6870 members Mstep: Class 11 contains 35091 members Mstep: Class 12 contains 1430 members Mstep: Class 13 contains 19963 members Mstep: Class 14 contains 3142 members Mstep: Class 15 contains 1542 members Mstep: Class 16 contains 156065 members Mstep: Class 17 contains 14524 members Mstep: Class 20 contains 955 members Mstep: Class 22 contains 275 members Mstep: Class 23 contains 1214 members Mstep: Class 24 contains 34195 members Entering Unmasked Estep Score: -147576016.000000 Penalty: 172723.218750 Splitting cluster 13 changes total score from -147576880.000000 to -147576016.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 15 (1542 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1542 members Entering Unmasked Estep Score: -294555.281250 Penalty: 4496.261719 Iteration 0F: 2 clusters Score -294555.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 803 members Mstep: Class 2 contains 739 members Entering Unmasked Estep Score: -290129.281250 Penalty: 8992.523438 Iteration 0F: 3 clusters Score -290129.3 nChanged 334 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 729 members Mstep: Class 2 contains 813 members Entering Unmasked Estep Score: -291107.031250 Penalty: 8992.523438 Iteration 1F: 3 clusters Score -291107 nChanged 177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 648 members Mstep: Class 2 contains 894 members Entering Unmasked Estep Score: -292259.843750 Penalty: 8992.523438 Iteration 2F: 3 clusters Score -292259.8 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 559 members Mstep: Class 2 contains 983 members Entering Unmasked Estep Score: -293517.500000 Penalty: 8992.523438 Iteration 3F: 3 clusters Score -293517.5 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 524 members Mstep: Class 2 contains 1018 members Entering Unmasked Estep Score: -294336.531250 Penalty: 8992.523438 Iteration 4F: 3 clusters Score -294336.5 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 508 members Mstep: Class 2 contains 1034 members Entering Unmasked Estep Score: -294632.250000 Penalty: 8992.523438 Iteration 5Q: 3 clusters Score -294632.2 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 497 members Mstep: Class 2 contains 1045 members Entering Unmasked Estep Score: -294727.562500 Penalty: 8992.523438 Iteration 6Q: 3 clusters Score -294727.6 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 497 members Mstep: Class 2 contains 1045 members Entering Unmasked Estep Score: -294816.500000 Penalty: 8992.523438 Iteration 7Q: 3 clusters Score -294816.5 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 495 members Mstep: Class 2 contains 1047 members Entering Unmasked Estep Score: -294942.593750 Penalty: 8992.523438 Iteration 8Q: 3 clusters Score -294942.6 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 499 members Mstep: Class 2 contains 1043 members Entering Unmasked Estep Score: -295001.750000 Penalty: 8992.523438 Iteration 9Q: 3 clusters Score -295001.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 504 members Mstep: Class 2 contains 1038 members Entering Unmasked Estep Score: -295087.593750 Penalty: 8992.523438 Iteration 10Q: 3 clusters Score -295087.6 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 504 members Mstep: Class 2 contains 1038 members Entering Unmasked Estep Score: -295203.437500 Penalty: 8992.523438 Iteration 11Q: 3 clusters Score -295203.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 508 members Mstep: Class 2 contains 1034 members Entering Unmasked Estep Score: -295254.937500 Penalty: 8992.523438 Iteration 12Q: 3 clusters Score -295254.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 507 members Mstep: Class 2 contains 1035 members Entering Unmasked Estep Score: -295286.343750 Penalty: 8992.523438 Iteration 13Q: 3 clusters Score -295286.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 507 members Mstep: Class 2 contains 1035 members Entering Unmasked Estep Score: -295314.156250 Penalty: 8992.523438 Iteration 14Q: 3 clusters Score -295314.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 506 members Mstep: Class 2 contains 1036 members Entering Unmasked Estep Score: -295345.875000 Penalty: 8992.523438 Iteration 15Q: 3 clusters Score -295345.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 507 members Mstep: Class 2 contains 1035 members Entering Unmasked Estep Score: -295368.875000 Penalty: 8992.523438 Iteration 16Q: 3 clusters Score -295368.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 507 members Mstep: Class 2 contains 1035 members Entering Unmasked Estep Score: -295374.468750 Penalty: 8992.523438 Iteration 17Q: 3 clusters Score -295374.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 508 members Mstep: Class 2 contains 1034 members Entering Unmasked Estep Score: -295376.062500 Penalty: 8992.523438 Iteration 18Q: 3 clusters Score -295376.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 508 members Mstep: Class 2 contains 1034 members Entering Unmasked Estep Score: -295432.937500 Penalty: 8992.523438 Iteration 19F: 3 clusters Score -295432.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 496 members Mstep: Class 2 contains 1046 members Entering Unmasked Estep Score: -295742.968750 Penalty: 8992.523438 Iteration 20F: 3 clusters Score -295743 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 500 members Mstep: Class 2 contains 1042 members Entering Unmasked Estep Score: -295828.187500 Penalty: 8992.523438 Iteration 21Q: 3 clusters Score -295828.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 511 members Mstep: Class 2 contains 1031 members Entering Unmasked Estep Score: -295872.125000 Penalty: 8992.523438 Iteration 22Q: 3 clusters Score -295872.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 520 members Mstep: Class 2 contains 1022 members Entering Unmasked Estep Score: -295899.656250 Penalty: 8992.523438 Iteration 23Q: 3 clusters Score -295899.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 527 members Mstep: Class 2 contains 1015 members Entering Unmasked Estep Score: -295920.000000 Penalty: 8992.523438 Iteration 24Q: 3 clusters Score -295920 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 533 members Mstep: Class 2 contains 1009 members Entering Unmasked Estep Score: -295935.375000 Penalty: 8992.523438 Iteration 25Q: 3 clusters Score -295935.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 541 members Mstep: Class 2 contains 1001 members Entering Unmasked Estep Score: -295961.093750 Penalty: 8992.523438 Iteration 26Q: 3 clusters Score -295961.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 548 members Mstep: Class 2 contains 994 members Entering Unmasked Estep Score: -295988.718750 Penalty: 8992.523438 Iteration 27Q: 3 clusters Score -295988.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 552 members Mstep: Class 2 contains 990 members Entering Unmasked Estep Score: -296002.468750 Penalty: 8992.523438 Iteration 28Q: 3 clusters Score -296002.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 557 members Mstep: Class 2 contains 985 members Entering Unmasked Estep Score: -296017.687500 Penalty: 8992.523438 Iteration 29Q: 3 clusters Score -296017.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 560 members Mstep: Class 2 contains 982 members Entering Unmasked Estep Score: -296022.937500 Penalty: 8992.523438 Iteration 30Q: 3 clusters Score -296022.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 561 members Mstep: Class 2 contains 981 members Entering Unmasked Estep Score: -296025.156250 Penalty: 8992.523438 Iteration 31Q: 3 clusters Score -296025.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 561 members Mstep: Class 2 contains 981 members Entering Unmasked Estep Score: -296025.156250 Penalty: 8992.523438 Iteration 32F: 3 clusters Score -296025.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 27 members Mstep: Class 1 contains 251 members Mstep: Class 2 contains 25519 members Mstep: Class 3 contains 159104 members Mstep: Class 4 contains 48043 members Mstep: Class 5 contains 2670 members Mstep: Class 6 contains 140026 members Mstep: Class 7 contains 26445 members Mstep: Class 8 contains 1102 members Mstep: Class 9 contains 585 members Mstep: Class 10 contains 6870 members Mstep: Class 11 contains 35091 members Mstep: Class 12 contains 1430 members Mstep: Class 13 contains 23105 members Mstep: Class 14 contains 981 members Mstep: Class 15 contains 561 members Mstep: Class 16 contains 156065 members Mstep: Class 17 contains 14524 members Mstep: Class 20 contains 955 members Mstep: Class 22 contains 275 members Mstep: Class 23 contains 1214 members Mstep: Class 24 contains 34195 members Entering Unmasked Estep Score: -147574576.000000 Penalty: 172723.218750 Splitting cluster 15 changes total score from -147576880.000000 to -147574576.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 16 (156065 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 156065 members Entering Unmasked Estep Score: -34345252.000000 Penalty: 7324.291992 Iteration 0F: 2 clusters Score -3.434525e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 77999 members Mstep: Class 2 contains 78066 members Entering Unmasked Estep Score: -34244476.000000 Penalty: 14648.583984 Iteration 0F: 3 clusters Score -3.424448e+07 nChanged 72316 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 77901 members Mstep: Class 2 contains 78164 members Entering Unmasked Estep Score: -34284440.000000 Penalty: 14648.583984 Iteration 1F: 3 clusters Score -3.428444e+07 nChanged 4866 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 77513 members Mstep: Class 2 contains 78552 members Entering Unmasked Estep Score: -34285600.000000 Penalty: 14648.583984 Iteration 2Q: 3 clusters Score -3.42856e+07 nChanged 4504 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 77025 members Mstep: Class 2 contains 79040 members Entering Unmasked Estep Score: -34286460.000000 Penalty: 14648.583984 Iteration 3Q: 3 clusters Score -3.428646e+07 nChanged 4136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 76245 members Mstep: Class 2 contains 79820 members Entering Unmasked Estep Score: -34287460.000000 Penalty: 14648.583984 Iteration 4Q: 3 clusters Score -3.428746e+07 nChanged 3992 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74989 members Mstep: Class 2 contains 81076 members Entering Unmasked Estep Score: -34288292.000000 Penalty: 14648.583984 Iteration 5Q: 3 clusters Score -3.428829e+07 nChanged 4037 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72990 members Mstep: Class 2 contains 83075 members Entering Unmasked Estep Score: -34289384.000000 Penalty: 14648.583984 Iteration 6Q: 3 clusters Score -3.428938e+07 nChanged 4484 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70070 members Mstep: Class 2 contains 85995 members Entering Unmasked Estep Score: -34290496.000000 Penalty: 14648.583984 Iteration 7Q: 3 clusters Score -3.42905e+07 nChanged 5505 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65795 members Mstep: Class 2 contains 90270 members Entering Unmasked Estep Score: -34292316.000000 Penalty: 14648.583984 Iteration 8Q: 3 clusters Score -3.429232e+07 nChanged 7024 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59719 members Mstep: Class 2 contains 96346 members Entering Unmasked Estep Score: -34295068.000000 Penalty: 14648.583984 Iteration 9Q: 3 clusters Score -3.429507e+07 nChanged 9008 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51545 members Mstep: Class 2 contains 104520 members Entering Unmasked Estep Score: -34300280.000000 Penalty: 14648.583984 Iteration 10F: 3 clusters Score -3.430028e+07 nChanged 10961 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41252 members Mstep: Class 2 contains 114813 members Entering Unmasked Estep Score: -34308384.000000 Penalty: 14648.583984 Iteration 11F: 3 clusters Score -3.430838e+07 nChanged 11768 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30002 members Mstep: Class 2 contains 126063 members Entering Unmasked Estep Score: -34317828.000000 Penalty: 14648.583984 Iteration 12F: 3 clusters Score -3.431783e+07 nChanged 10533 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19749 members Mstep: Class 2 contains 136316 members Entering Unmasked Estep Score: -34326048.000000 Penalty: 14648.583984 Iteration 13F: 3 clusters Score -3.432605e+07 nChanged 7743 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12132 members Mstep: Class 2 contains 143933 members Entering Unmasked Estep Score: -34331536.000000 Penalty: 14648.583984 Iteration 14Q: 3 clusters Score -3.433154e+07 nChanged 5068 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7124 members Mstep: Class 2 contains 148941 members Entering Unmasked Estep Score: -34334672.000000 Penalty: 14648.583984 Iteration 15Q: 3 clusters Score -3.433467e+07 nChanged 3048 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4096 members Mstep: Class 2 contains 151969 members Entering Unmasked Estep Score: -34336608.000000 Penalty: 14648.583984 Iteration 16Q: 3 clusters Score -3.433661e+07 nChanged 1626 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2492 members Mstep: Class 2 contains 153573 members Entering Unmasked Estep Score: -34337700.000000 Penalty: 14648.583984 Iteration 17Q: 3 clusters Score -3.43377e+07 nChanged 761 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1751 members Mstep: Class 2 contains 154314 members Entering Unmasked Estep Score: -34338308.000000 Penalty: 14648.583984 Iteration 18Q: 3 clusters Score -3.433831e+07 nChanged 414 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1363 members Mstep: Class 2 contains 154702 members Entering Unmasked Estep Score: -34338548.000000 Penalty: 14648.583984 Iteration 19Q: 3 clusters Score -3.433855e+07 nChanged 231 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1156 members Mstep: Class 2 contains 154909 members Entering Unmasked Estep Score: -34338676.000000 Penalty: 14648.583984 Iteration 20F: 3 clusters Score -3.433868e+07 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1031 members Mstep: Class 2 contains 155034 members Entering Unmasked Estep Score: -34338744.000000 Penalty: 14648.583984 Iteration 21Q: 3 clusters Score -3.433874e+07 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 966 members Mstep: Class 2 contains 155099 members Entering Unmasked Estep Score: -34338764.000000 Penalty: 14648.583984 Iteration 22Q: 3 clusters Score -3.433876e+07 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 921 members Mstep: Class 2 contains 155144 members Entering Unmasked Estep Score: -34338820.000000 Penalty: 14648.583984 Iteration 23Q: 3 clusters Score -3.433882e+07 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 892 members Mstep: Class 2 contains 155173 members Entering Unmasked Estep Score: -34338836.000000 Penalty: 14648.583984 Iteration 24Q: 3 clusters Score -3.433884e+07 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 875 members Mstep: Class 2 contains 155190 members Entering Unmasked Estep Score: -34338908.000000 Penalty: 14648.583984 Iteration 25Q: 3 clusters Score -3.433891e+07 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 860 members Mstep: Class 2 contains 155205 members Entering Unmasked Estep Score: -34338916.000000 Penalty: 14648.583984 Iteration 26Q: 3 clusters Score -3.433892e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 851 members Mstep: Class 2 contains 155214 members Entering Unmasked Estep Score: -34338952.000000 Penalty: 14648.583984 Iteration 27Q: 3 clusters Score -3.433895e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 844 members Mstep: Class 2 contains 155221 members Entering Unmasked Estep Score: -34338980.000000 Penalty: 14648.583984 Iteration 28Q: 3 clusters Score -3.433898e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 842 members Mstep: Class 2 contains 155223 members Entering Unmasked Estep Score: -34338976.000000 Penalty: 14648.583984 Iteration 29Q: 3 clusters Score -3.433898e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 839 members Mstep: Class 2 contains 155226 members Entering Unmasked Estep Score: -34338980.000000 Penalty: 14648.583984 Iteration 30Q: 3 clusters Score -3.433898e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 838 members Mstep: Class 2 contains 155227 members Entering Unmasked Estep Score: -34339004.000000 Penalty: 14648.583984 Iteration 31Q: 3 clusters Score -3.4339e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 838 members Mstep: Class 2 contains 155227 members Entering Unmasked Estep Score: -34338992.000000 Penalty: 14648.583984 Iteration 32Q: 3 clusters Score -3.433899e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 836 members Mstep: Class 2 contains 155229 members Entering Unmasked Estep Score: -34338980.000000 Penalty: 14648.583984 Iteration 33Q: 3 clusters Score -3.433898e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 832 members Mstep: Class 2 contains 155233 members Entering Unmasked Estep Score: -34339000.000000 Penalty: 14648.583984 Iteration 34Q: 3 clusters Score -3.4339e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 830 members Mstep: Class 2 contains 155235 members Entering Unmasked Estep Score: -34339016.000000 Penalty: 14648.583984 Iteration 35Q: 3 clusters Score -3.433902e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 827 members Mstep: Class 2 contains 155238 members Entering Unmasked Estep Score: -34339016.000000 Penalty: 14648.583984 Iteration 36Q: 3 clusters Score -3.433902e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 822 members Mstep: Class 2 contains 155243 members Entering Unmasked Estep Score: -34339020.000000 Penalty: 14648.583984 Iteration 37Q: 3 clusters Score -3.433902e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 815 members Mstep: Class 2 contains 155250 members Entering Unmasked Estep Score: -34339000.000000 Penalty: 14648.583984 Iteration 38Q: 3 clusters Score -3.4339e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 812 members Mstep: Class 2 contains 155253 members Entering Unmasked Estep Score: -34339032.000000 Penalty: 14648.583984 Iteration 39Q: 3 clusters Score -3.433903e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 812 members Mstep: Class 2 contains 155253 members Entering Unmasked Estep Score: -34339016.000000 Penalty: 14648.583984 Iteration 40F: 3 clusters Score -3.433902e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 812 members Mstep: Class 2 contains 155253 members Entering Unmasked Estep Score: -34339016.000000 Penalty: 14648.583984 Iteration 41Q: 3 clusters Score -3.433902e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 812 members Mstep: Class 2 contains 155253 members Entering Unmasked Estep Score: -34339020.000000 Penalty: 14648.583984 Iteration 42Q: 3 clusters Score -3.433902e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 812 members Mstep: Class 2 contains 155253 members Entering Unmasked Estep Score: -34339020.000000 Penalty: 14648.583984 Iteration 43F: 3 clusters Score -3.433902e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (14524 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14524 members Entering Unmasked Estep Score: -3053596.000000 Penalty: 5869.929199 Iteration 0F: 2 clusters Score -3053596 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7255 members Mstep: Class 2 contains 7269 members Entering Unmasked Estep Score: -3040480.250000 Penalty: 11739.858398 Iteration 0F: 3 clusters Score -3040480 nChanged 5682 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7265 members Mstep: Class 2 contains 7259 members Entering Unmasked Estep Score: -3043689.000000 Penalty: 11739.858398 Iteration 1F: 3 clusters Score -3043689 nChanged 1066 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7289 members Mstep: Class 2 contains 7235 members Entering Unmasked Estep Score: -3044301.750000 Penalty: 11739.858398 Iteration 2F: 3 clusters Score -3044302 nChanged 756 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7285 members Mstep: Class 2 contains 7239 members Entering Unmasked Estep Score: -3044702.250000 Penalty: 11739.858398 Iteration 3F: 3 clusters Score -3044702 nChanged 595 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7290 members Mstep: Class 2 contains 7234 members Entering Unmasked Estep Score: -3044987.750000 Penalty: 11739.858398 Iteration 4Q: 3 clusters Score -3044988 nChanged 452 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7314 members Mstep: Class 2 contains 7210 members Entering Unmasked Estep Score: -3045207.500000 Penalty: 11739.858398 Iteration 5Q: 3 clusters Score -3045208 nChanged 378 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7332 members Mstep: Class 2 contains 7192 members Entering Unmasked Estep Score: -3045358.500000 Penalty: 11739.858398 Iteration 6Q: 3 clusters Score -3045358 nChanged 324 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7342 members Mstep: Class 2 contains 7182 members Entering Unmasked Estep Score: -3045493.000000 Penalty: 11739.858398 Iteration 7Q: 3 clusters Score -3045493 nChanged 275 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7365 members Mstep: Class 2 contains 7159 members Entering Unmasked Estep Score: -3045590.250000 Penalty: 11739.858398 Iteration 8Q: 3 clusters Score -3045590 nChanged 241 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7368 members Mstep: Class 2 contains 7156 members Entering Unmasked Estep Score: -3045682.000000 Penalty: 11739.858398 Iteration 9Q: 3 clusters Score -3045682 nChanged 247 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7403 members Mstep: Class 2 contains 7121 members Entering Unmasked Estep Score: -3045777.500000 Penalty: 11739.858398 Iteration 10Q: 3 clusters Score -3045778 nChanged 216 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7433 members Mstep: Class 2 contains 7091 members Entering Unmasked Estep Score: -3045867.250000 Penalty: 11739.858398 Iteration 11Q: 3 clusters Score -3045867 nChanged 198 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7461 members Mstep: Class 2 contains 7063 members Entering Unmasked Estep Score: -3045931.000000 Penalty: 11739.858398 Iteration 12Q: 3 clusters Score -3045931 nChanged 174 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7483 members Mstep: Class 2 contains 7041 members Entering Unmasked Estep Score: -3045987.500000 Penalty: 11739.858398 Iteration 13Q: 3 clusters Score -3045988 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7509 members Mstep: Class 2 contains 7015 members Entering Unmasked Estep Score: -3046039.000000 Penalty: 11739.858398 Iteration 14Q: 3 clusters Score -3046039 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7543 members Mstep: Class 2 contains 6981 members Entering Unmasked Estep Score: -3046084.250000 Penalty: 11739.858398 Iteration 15Q: 3 clusters Score -3046084 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7583 members Mstep: Class 2 contains 6941 members Entering Unmasked Estep Score: -3046120.000000 Penalty: 11739.858398 Iteration 16Q: 3 clusters Score -3046120 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7641 members Mstep: Class 2 contains 6883 members Entering Unmasked Estep Score: -3046167.250000 Penalty: 11739.858398 Iteration 17Q: 3 clusters Score -3046167 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7690 members Mstep: Class 2 contains 6834 members Entering Unmasked Estep Score: -3046213.750000 Penalty: 11739.858398 Iteration 18Q: 3 clusters Score -3046214 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7732 members Mstep: Class 2 contains 6792 members Entering Unmasked Estep Score: -3046266.750000 Penalty: 11739.858398 Iteration 19Q: 3 clusters Score -3046267 nChanged 177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7807 members Mstep: Class 2 contains 6717 members Entering Unmasked Estep Score: -3046328.000000 Penalty: 11739.858398 Iteration 20F: 3 clusters Score -3046328 nChanged 180 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7899 members Mstep: Class 2 contains 6625 members Entering Unmasked Estep Score: -3046386.500000 Penalty: 11739.858398 Iteration 21Q: 3 clusters Score -3046386 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7964 members Mstep: Class 2 contains 6560 members Entering Unmasked Estep Score: -3046433.250000 Penalty: 11739.858398 Iteration 22Q: 3 clusters Score -3046433 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8021 members Mstep: Class 2 contains 6503 members Entering Unmasked Estep Score: -3046475.750000 Penalty: 11739.858398 Iteration 23Q: 3 clusters Score -3046476 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8097 members Mstep: Class 2 contains 6427 members Entering Unmasked Estep Score: -3046509.250000 Penalty: 11739.858398 Iteration 24Q: 3 clusters Score -3046509 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8168 members Mstep: Class 2 contains 6356 members Entering Unmasked Estep Score: -3046555.750000 Penalty: 11739.858398 Iteration 25Q: 3 clusters Score -3046556 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8246 members Mstep: Class 2 contains 6278 members Entering Unmasked Estep Score: -3046597.250000 Penalty: 11739.858398 Iteration 26Q: 3 clusters Score -3046597 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8306 members Mstep: Class 2 contains 6218 members Entering Unmasked Estep Score: -3046630.750000 Penalty: 11739.858398 Iteration 27Q: 3 clusters Score -3046631 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8369 members Mstep: Class 2 contains 6155 members Entering Unmasked Estep Score: -3046669.000000 Penalty: 11739.858398 Iteration 28Q: 3 clusters Score -3046669 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8449 members Mstep: Class 2 contains 6075 members Entering Unmasked Estep Score: -3046703.000000 Penalty: 11739.858398 Iteration 29Q: 3 clusters Score -3046703 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8526 members Mstep: Class 2 contains 5998 members Entering Unmasked Estep Score: -3046733.250000 Penalty: 11739.858398 Iteration 30Q: 3 clusters Score -3046733 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8604 members Mstep: Class 2 contains 5920 members Entering Unmasked Estep Score: -3046764.500000 Penalty: 11739.858398 Iteration 31Q: 3 clusters Score -3046764 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8688 members Mstep: Class 2 contains 5836 members Entering Unmasked Estep Score: -3046806.500000 Penalty: 11739.858398 Iteration 32Q: 3 clusters Score -3046806 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8772 members Mstep: Class 2 contains 5752 members Entering Unmasked Estep Score: -3046850.750000 Penalty: 11739.858398 Iteration 33Q: 3 clusters Score -3046851 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8849 members Mstep: Class 2 contains 5675 members Entering Unmasked Estep Score: -3046888.000000 Penalty: 11739.858398 Iteration 34Q: 3 clusters Score -3046888 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8938 members Mstep: Class 2 contains 5586 members Entering Unmasked Estep Score: -3046924.750000 Penalty: 11739.858398 Iteration 35Q: 3 clusters Score -3046925 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9023 members Mstep: Class 2 contains 5501 members Entering Unmasked Estep Score: -3046966.500000 Penalty: 11739.858398 Iteration 36Q: 3 clusters Score -3046966 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9099 members Mstep: Class 2 contains 5425 members Entering Unmasked Estep Score: -3047001.750000 Penalty: 11739.858398 Iteration 37Q: 3 clusters Score -3047002 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9188 members Mstep: Class 2 contains 5336 members Entering Unmasked Estep Score: -3047042.000000 Penalty: 11739.858398 Iteration 38Q: 3 clusters Score -3047042 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9277 members Mstep: Class 2 contains 5247 members Entering Unmasked Estep Score: -3047074.000000 Penalty: 11739.858398 Iteration 39Q: 3 clusters Score -3047074 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9352 members Mstep: Class 2 contains 5172 members Entering Unmasked Estep Score: -3047107.500000 Penalty: 11739.858398 Iteration 40F: 3 clusters Score -3047108 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9426 members Mstep: Class 2 contains 5098 members Entering Unmasked Estep Score: -3047144.250000 Penalty: 11739.858398 Iteration 41Q: 3 clusters Score -3047144 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9502 members Mstep: Class 2 contains 5022 members Entering Unmasked Estep Score: -3047170.250000 Penalty: 11739.858398 Iteration 42Q: 3 clusters Score -3047170 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9570 members Mstep: Class 2 contains 4954 members Entering Unmasked Estep Score: -3047195.750000 Penalty: 11739.858398 Iteration 43Q: 3 clusters Score -3047196 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9652 members Mstep: Class 2 contains 4872 members Entering Unmasked Estep Score: -3047227.000000 Penalty: 11739.858398 Iteration 44Q: 3 clusters Score -3047227 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9736 members Mstep: Class 2 contains 4788 members Entering Unmasked Estep Score: -3047262.500000 Penalty: 11739.858398 Iteration 45Q: 3 clusters Score -3047262 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9841 members Mstep: Class 2 contains 4683 members Entering Unmasked Estep Score: -3047306.250000 Penalty: 11739.858398 Iteration 46Q: 3 clusters Score -3047306 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9960 members Mstep: Class 2 contains 4564 members Entering Unmasked Estep Score: -3047350.750000 Penalty: 11739.858398 Iteration 47Q: 3 clusters Score -3047351 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10078 members Mstep: Class 2 contains 4446 members Entering Unmasked Estep Score: -3047402.250000 Penalty: 11739.858398 Iteration 48Q: 3 clusters Score -3047402 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10177 members Mstep: Class 2 contains 4347 members Entering Unmasked Estep Score: -3047453.750000 Penalty: 11739.858398 Iteration 49Q: 3 clusters Score -3047454 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10257 members Mstep: Class 2 contains 4267 members Entering Unmasked Estep Score: -3047474.250000 Penalty: 11739.858398 Iteration 50Q: 3 clusters Score -3047474 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10338 members Mstep: Class 2 contains 4186 members Entering Unmasked Estep Score: -3047514.750000 Penalty: 11739.858398 Iteration 51Q: 3 clusters Score -3047515 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10439 members Mstep: Class 2 contains 4085 members Entering Unmasked Estep Score: -3047552.000000 Penalty: 11739.858398 Iteration 52Q: 3 clusters Score -3047552 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10551 members Mstep: Class 2 contains 3973 members Entering Unmasked Estep Score: -3047609.500000 Penalty: 11739.858398 Iteration 53Q: 3 clusters Score -3047610 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10673 members Mstep: Class 2 contains 3851 members Entering Unmasked Estep Score: -3047669.000000 Penalty: 11739.858398 Iteration 54Q: 3 clusters Score -3047669 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10784 members Mstep: Class 2 contains 3740 members Entering Unmasked Estep Score: -3047712.750000 Penalty: 11739.858398 Iteration 55Q: 3 clusters Score -3047713 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10882 members Mstep: Class 2 contains 3642 members Entering Unmasked Estep Score: -3047757.000000 Penalty: 11739.858398 Iteration 56Q: 3 clusters Score -3047757 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10969 members Mstep: Class 2 contains 3555 members Entering Unmasked Estep Score: -3047792.500000 Penalty: 11739.858398 Iteration 57Q: 3 clusters Score -3047792 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11044 members Mstep: Class 2 contains 3480 members Entering Unmasked Estep Score: -3047836.250000 Penalty: 11739.858398 Iteration 58Q: 3 clusters Score -3047836 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11123 members Mstep: Class 2 contains 3401 members Entering Unmasked Estep Score: -3047874.250000 Penalty: 11739.858398 Iteration 59Q: 3 clusters Score -3047874 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11209 members Mstep: Class 2 contains 3315 members Entering Unmasked Estep Score: -3047924.000000 Penalty: 11739.858398 Iteration 60F: 3 clusters Score -3047924 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11291 members Mstep: Class 2 contains 3233 members Entering Unmasked Estep Score: -3047957.750000 Penalty: 11739.858398 Iteration 61Q: 3 clusters Score -3047958 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11362 members Mstep: Class 2 contains 3162 members Entering Unmasked Estep Score: -3047995.750000 Penalty: 11739.858398 Iteration 62Q: 3 clusters Score -3047996 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11438 members Mstep: Class 2 contains 3086 members Entering Unmasked Estep Score: -3048033.000000 Penalty: 11739.858398 Iteration 63Q: 3 clusters Score -3048033 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11497 members Mstep: Class 2 contains 3027 members Entering Unmasked Estep Score: -3048063.250000 Penalty: 11739.858398 Iteration 64Q: 3 clusters Score -3048063 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11559 members Mstep: Class 2 contains 2965 members Entering Unmasked Estep Score: -3048096.500000 Penalty: 11739.858398 Iteration 65Q: 3 clusters Score -3048096 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11612 members Mstep: Class 2 contains 2912 members Entering Unmasked Estep Score: -3048112.250000 Penalty: 11739.858398 Iteration 66Q: 3 clusters Score -3048112 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11675 members Mstep: Class 2 contains 2849 members Entering Unmasked Estep Score: -3048143.750000 Penalty: 11739.858398 Iteration 67Q: 3 clusters Score -3048144 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11734 members Mstep: Class 2 contains 2790 members Entering Unmasked Estep Score: -3048165.500000 Penalty: 11739.858398 Iteration 68Q: 3 clusters Score -3048166 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11793 members Mstep: Class 2 contains 2731 members Entering Unmasked Estep Score: -3048204.250000 Penalty: 11739.858398 Iteration 69Q: 3 clusters Score -3048204 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11851 members Mstep: Class 2 contains 2673 members Entering Unmasked Estep Score: -3048235.000000 Penalty: 11739.858398 Iteration 70Q: 3 clusters Score -3048235 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11892 members Mstep: Class 2 contains 2632 members Entering Unmasked Estep Score: -3048250.250000 Penalty: 11739.858398 Iteration 71Q: 3 clusters Score -3048250 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11925 members Mstep: Class 2 contains 2599 members Entering Unmasked Estep Score: -3048263.250000 Penalty: 11739.858398 Iteration 72Q: 3 clusters Score -3048263 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11962 members Mstep: Class 2 contains 2562 members Entering Unmasked Estep Score: -3048286.500000 Penalty: 11739.858398 Iteration 73Q: 3 clusters Score -3048286 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11988 members Mstep: Class 2 contains 2536 members Entering Unmasked Estep Score: -3048297.250000 Penalty: 11739.858398 Iteration 74Q: 3 clusters Score -3048297 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12013 members Mstep: Class 2 contains 2511 members Entering Unmasked Estep Score: -3048308.750000 Penalty: 11739.858398 Iteration 75Q: 3 clusters Score -3048309 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12027 members Mstep: Class 2 contains 2497 members Entering Unmasked Estep Score: -3048307.500000 Penalty: 11739.858398 Iteration 76Q: 3 clusters Score -3048308 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12043 members Mstep: Class 2 contains 2481 members Entering Unmasked Estep Score: -3048317.250000 Penalty: 11739.858398 Iteration 77Q: 3 clusters Score -3048317 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12057 members Mstep: Class 2 contains 2467 members Entering Unmasked Estep Score: -3048329.000000 Penalty: 11739.858398 Iteration 78Q: 3 clusters Score -3048329 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12069 members Mstep: Class 2 contains 2455 members Entering Unmasked Estep Score: -3048344.750000 Penalty: 11739.858398 Iteration 79Q: 3 clusters Score -3048345 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12081 members Mstep: Class 2 contains 2443 members Entering Unmasked Estep Score: -3048344.750000 Penalty: 11739.858398 Iteration 80F: 3 clusters Score -3048345 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12095 members Mstep: Class 2 contains 2429 members Entering Unmasked Estep Score: -3048343.750000 Penalty: 11739.858398 Iteration 81Q: 3 clusters Score -3048344 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 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Class 0 contains 0 members Mstep: Class 1 contains 12205 members Mstep: Class 2 contains 2319 members Entering Unmasked Estep Score: -3048397.000000 Penalty: 11739.858398 Iteration 86Q: 3 clusters Score -3048397 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12229 members Mstep: Class 2 contains 2295 members Entering Unmasked Estep Score: -3048413.500000 Penalty: 11739.858398 Iteration 87Q: 3 clusters Score -3048414 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12249 members Mstep: Class 2 contains 2275 members Entering Unmasked Estep Score: -3048422.500000 Penalty: 11739.858398 Iteration 88Q: 3 clusters Score -3048422 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12275 members Mstep: Class 2 contains 2249 members Entering Unmasked Estep Score: -3048429.750000 Penalty: 11739.858398 Iteration 89Q: 3 clusters Score -3048430 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12298 members Mstep: Class 2 contains 2226 members Entering Unmasked Estep Score: -3048436.750000 Penalty: 11739.858398 Iteration 90Q: 3 clusters Score -3048437 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12322 members Mstep: Class 2 contains 2202 members Entering Unmasked Estep Score: -3048454.500000 Penalty: 11739.858398 Iteration 91Q: 3 clusters Score -3048454 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12343 members Mstep: Class 2 contains 2181 members Entering Unmasked Estep Score: -3048469.750000 Penalty: 11739.858398 Iteration 92Q: 3 clusters Score -3048470 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12357 members Mstep: Class 2 contains 2167 members Entering Unmasked Estep Score: -3048470.500000 Penalty: 11739.858398 Iteration 93Q: 3 clusters Score -3048470 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12368 members Mstep: Class 2 contains 2156 members Entering Unmasked Estep Score: -3048484.000000 Penalty: 11739.858398 Iteration 94Q: 3 clusters Score -3048484 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12377 members Mstep: Class 2 contains 2147 members Entering Unmasked Estep Score: -3048481.750000 Penalty: 11739.858398 Iteration 95Q: 3 clusters Score -3048482 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12383 members Mstep: Class 2 contains 2141 members Entering Unmasked Estep Score: -3048487.500000 Penalty: 11739.858398 Iteration 96Q: 3 clusters Score -3048488 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12395 members Mstep: Class 2 contains 2129 members Entering Unmasked Estep Score: -3048496.000000 Penalty: 11739.858398 Iteration 97Q: 3 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11739.858398 Iteration 101Q: 3 clusters Score -3048526 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12466 members Mstep: Class 2 contains 2058 members Entering Unmasked Estep Score: -3048539.750000 Penalty: 11739.858398 Iteration 102Q: 3 clusters Score -3048540 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12473 members Mstep: Class 2 contains 2051 members Entering Unmasked Estep Score: -3048541.000000 Penalty: 11739.858398 Iteration 103Q: 3 clusters Score -3048541 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12483 members Mstep: Class 2 contains 2041 members Entering Unmasked Estep Score: -3048541.000000 Penalty: 11739.858398 Iteration 104Q: 3 clusters Score -3048541 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12489 members Mstep: Class 2 contains 2035 members Entering Unmasked Estep Score: -3048548.250000 Penalty: 11739.858398 Iteration 105Q: 3 clusters Score -3048548 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12496 members Mstep: Class 2 contains 2028 members Entering Unmasked Estep Score: -3048544.250000 Penalty: 11739.858398 Iteration 106Q: 3 clusters Score -3048544 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12502 members Mstep: Class 2 contains 2022 members Entering Unmasked Estep Score: -3048549.250000 Penalty: 11739.858398 Iteration 107Q: 3 clusters Score -3048549 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12514 members Mstep: Class 2 contains 2010 members Entering Unmasked Estep Score: -3048556.000000 Penalty: 11739.858398 Iteration 108Q: 3 clusters Score -3048556 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12518 members Mstep: Class 2 contains 2006 members Entering Unmasked Estep Score: -3048559.500000 Penalty: 11739.858398 Iteration 109Q: 3 clusters Score -3048560 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12525 members Mstep: Class 2 contains 1999 members Entering Unmasked Estep Score: -3048564.000000 Penalty: 11739.858398 Iteration 110Q: 3 clusters Score -3048564 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12531 members Mstep: Class 2 contains 1993 members Entering Unmasked Estep Score: -3048566.500000 Penalty: 11739.858398 Iteration 111Q: 3 clusters Score -3048566 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12536 members Mstep: Class 2 contains 1988 members Entering Unmasked Estep Score: -3048561.250000 Penalty: 11739.858398 Iteration 112Q: 3 clusters Score -3048561 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12538 members Mstep: Class 2 contains 1986 members Entering Unmasked Estep Score: -3048562.250000 Penalty: 11739.858398 Iteration 113Q: 3 clusters Score -3048562 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12543 members Mstep: Class 2 contains 1981 members Entering Unmasked Estep Score: -3048560.750000 Penalty: 11739.858398 Iteration 114Q: 3 clusters Score -3048561 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12549 members Mstep: Class 2 contains 1975 members Entering Unmasked Estep Score: -3048564.250000 Penalty: 11739.858398 Iteration 115Q: 3 clusters Score -3048564 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12556 members Mstep: Class 2 contains 1968 members Entering Unmasked Estep Score: -3048574.500000 Penalty: 11739.858398 Iteration 116Q: 3 clusters Score -3048574 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12568 members Mstep: Class 2 contains 1956 members Entering Unmasked Estep Score: -3048573.250000 Penalty: 11739.858398 Iteration 117Q: 3 clusters Score -3048573 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12575 members Mstep: Class 2 contains 1949 members Entering Unmasked Estep Score: -3048581.750000 Penalty: 11739.858398 Iteration 118Q: 3 clusters Score -3048582 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12580 members Mstep: Class 2 contains 1944 members Entering Unmasked Estep Score: -3048582.250000 Penalty: 11739.858398 Iteration 119Q: 3 clusters Score -3048582 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12586 members Mstep: Class 2 contains 1938 members Entering Unmasked Estep Score: -3048579.500000 Penalty: 11739.858398 Iteration 120F: 3 clusters Score -3048580 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12589 members Mstep: Class 2 contains 1935 members Entering Unmasked Estep Score: -3048580.000000 Penalty: 11739.858398 Iteration 121Q: 3 clusters Score -3048580 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12594 members Mstep: Class 2 contains 1930 members Entering Unmasked Estep Score: -3048584.500000 Penalty: 11739.858398 Iteration 122Q: 3 clusters Score -3048584 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12594 members Mstep: Class 2 contains 1930 members Entering Unmasked Estep Score: -3048590.500000 Penalty: 11739.858398 Iteration 123Q: 3 clusters Score -3048590 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12594 members Mstep: Class 2 contains 1930 members Entering Unmasked Estep Score: -3048591.500000 Penalty: 11739.858398 Iteration 124Q: 3 clusters Score -3048592 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12594 members Mstep: Class 2 contains 1930 members Entering Unmasked Estep Score: -3048591.500000 Penalty: 11739.858398 Iteration 125F: 3 clusters Score -3048592 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (955 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 955 members Entering Unmasked Estep Score: -135791.203125 Penalty: 4202.798340 Iteration 0F: 2 clusters Score -135791.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 471 members Mstep: Class 2 contains 484 members Entering Unmasked Estep Score: -132445.843750 Penalty: 8405.596680 Iteration 0F: 3 clusters Score -132445.8 nChanged 250 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 337 members Mstep: Class 2 contains 618 members Entering Unmasked Estep Score: -134764.250000 Penalty: 8405.596680 Iteration 1F: 3 clusters Score -134764.2 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 237 members Mstep: Class 2 contains 718 members Entering Unmasked Estep Score: -137121.125000 Penalty: 8405.596680 Iteration 2F: 3 clusters Score -137121.1 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 246 members Mstep: Class 2 contains 709 members Entering Unmasked Estep Score: -138709.343750 Penalty: 8405.596680 Iteration 3F: 3 clusters Score -138709.3 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 263 members Mstep: Class 2 contains 692 members Entering Unmasked Estep Score: -139655.328125 Penalty: 8405.596680 Iteration 4Q: 3 clusters Score -139655.3 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 277 members Mstep: Class 2 contains 678 members Entering Unmasked Estep Score: -139992.390625 Penalty: 8405.596680 Iteration 5Q: 3 clusters Score -139992.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 284 members Mstep: Class 2 contains 671 members Entering Unmasked Estep Score: -140103.250000 Penalty: 8405.596680 Iteration 6Q: 3 clusters Score -140103.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 290 members Mstep: Class 2 contains 665 members Entering Unmasked Estep Score: -140143.765625 Penalty: 8405.596680 Iteration 7Q: 3 clusters Score -140143.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 294 members Mstep: Class 2 contains 661 members Entering Unmasked Estep Score: -140165.796875 Penalty: 8405.596680 Iteration 8Q: 3 clusters Score -140165.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 296 members Mstep: Class 2 contains 659 members Entering Unmasked Estep Score: -140186.500000 Penalty: 8405.596680 Iteration 9Q: 3 clusters Score -140186.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 298 members Mstep: Class 2 contains 657 members Entering Unmasked Estep Score: -140206.718750 Penalty: 8405.596680 Iteration 10Q: 3 clusters Score -140206.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 299 members Mstep: Class 2 contains 656 members Entering Unmasked Estep Score: -140214.031250 Penalty: 8405.596680 Iteration 11Q: 3 clusters Score -140214 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 300 members Mstep: Class 2 contains 655 members Entering Unmasked Estep Score: -140219.062500 Penalty: 8405.596680 Iteration 12Q: 3 clusters Score -140219.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 300 members Mstep: Class 2 contains 655 members Entering Unmasked Estep Score: -140227.031250 Penalty: 8405.596680 Iteration 13F: 3 clusters Score -140227 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 302 members Mstep: Class 2 contains 653 members Entering Unmasked Estep Score: -140252.906250 Penalty: 8405.596680 Iteration 14Q: 3 clusters Score -140252.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 303 members Mstep: Class 2 contains 652 members Entering Unmasked Estep Score: -140265.046875 Penalty: 8405.596680 Iteration 15Q: 3 clusters Score -140265 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 304 members Mstep: Class 2 contains 651 members Entering Unmasked Estep Score: -140273.859375 Penalty: 8405.596680 Iteration 16Q: 3 clusters Score -140273.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 304 members Mstep: Class 2 contains 651 members Entering Unmasked Estep Score: -140273.859375 Penalty: 8405.596680 Iteration 17F: 3 clusters Score -140273.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 27 members Mstep: Class 1 contains 251 members Mstep: Class 2 contains 25519 members Mstep: Class 3 contains 159104 members Mstep: Class 4 contains 48043 members Mstep: Class 5 contains 2670 members Mstep: Class 6 contains 140026 members Mstep: Class 7 contains 26445 members Mstep: Class 8 contains 1102 members Mstep: Class 9 contains 585 members Mstep: Class 10 contains 6870 members Mstep: Class 11 contains 35091 members Mstep: Class 12 contains 1430 members Mstep: Class 13 contains 23105 members Mstep: Class 14 contains 651 members Mstep: Class 15 contains 1542 members Mstep: Class 16 contains 156065 members Mstep: Class 17 contains 14524 members Mstep: Class 20 contains 304 members Mstep: Class 22 contains 275 members Mstep: Class 23 contains 1214 members Mstep: Class 24 contains 34195 members Entering Unmasked Estep Score: -147577312.000000 Penalty: 172723.218750 Splitting cluster 20 changes total score from -147576880.000000 to -147577312.000000 So it's getting split into cluster 14. Entering ConstructFrom: Trying to split cluster 22 (275 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 275 members Entering Unmasked Estep Score: -47733.277344 Penalty: 3440.272461 Iteration 0F: 2 clusters Score -47733.28 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 123 members Mstep: Class 2 contains 152 members Entering Unmasked Estep Score: -44999.968750 Penalty: 6880.544922 Iteration 0F: 3 clusters Score -44999.97 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 121 members Mstep: Class 2 contains 154 members Entering Unmasked Estep Score: -45135.847656 Penalty: 6880.544922 Iteration 1F: 3 clusters Score -45135.85 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 117 members Mstep: Class 2 contains 158 members Entering Unmasked Estep Score: -45174.175781 Penalty: 6880.544922 Iteration 2Q: 3 clusters Score -45174.18 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 117 members Mstep: Class 2 contains 158 members Entering Unmasked Estep Score: -45174.175781 Penalty: 6880.544922 Iteration 3F: 3 clusters Score -45174.18 nChanged 0 Entering ConstructFrom: Trying to split cluster 23 (1214 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1214 members Entering Unmasked Estep Score: -245720.015625 Penalty: 4349.776367 Iteration 0F: 2 clusters Score -245720 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 588 members Mstep: Class 2 contains 626 members Entering Unmasked Estep Score: -241397.578125 Penalty: 8699.552734 Iteration 0F: 3 clusters Score -241397.6 nChanged 213 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 601 members Mstep: Class 2 contains 613 members Entering Unmasked Estep Score: -241975.078125 Penalty: 8699.552734 Iteration 1F: 3 clusters Score -241975.1 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 622 members Mstep: Class 2 contains 592 members Entering Unmasked Estep Score: -242212.125000 Penalty: 8699.552734 Iteration 2F: 3 clusters Score -242212.1 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 634 members Mstep: Class 2 contains 580 members Entering Unmasked Estep Score: -242401.671875 Penalty: 8699.552734 Iteration 3Q: 3 clusters Score -242401.7 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 632 members Mstep: Class 2 contains 582 members Entering Unmasked Estep Score: -242502.750000 Penalty: 8699.552734 Iteration 4Q: 3 clusters Score -242502.8 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 628 members Mstep: Class 2 contains 586 members Entering Unmasked Estep Score: -242648.328125 Penalty: 8699.552734 Iteration 5Q: 3 clusters Score -242648.3 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 625 members Mstep: Class 2 contains 589 members Entering Unmasked Estep Score: -242719.953125 Penalty: 8699.552734 Iteration 6Q: 3 clusters Score -242720 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 622 members Mstep: Class 2 contains 592 members Entering Unmasked Estep Score: -242798.500000 Penalty: 8699.552734 Iteration 7Q: 3 clusters Score -242798.5 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 614 members Mstep: Class 2 contains 600 members Entering Unmasked Estep Score: -242896.640625 Penalty: 8699.552734 Iteration 8Q: 3 clusters Score -242896.6 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 611 members Mstep: Class 2 contains 603 members Entering Unmasked Estep Score: -243022.109375 Penalty: 8699.552734 Iteration 9Q: 3 clusters Score -243022.1 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 605 members Mstep: Class 2 contains 609 members Entering Unmasked Estep Score: -243125.390625 Penalty: 8699.552734 Iteration 10Q: 3 clusters Score -243125.4 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 599 members Mstep: Class 2 contains 615 members Entering Unmasked Estep Score: -243185.515625 Penalty: 8699.552734 Iteration 11Q: 3 clusters Score -243185.5 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 595 members Mstep: Class 2 contains 619 members Entering Unmasked Estep Score: -243227.421875 Penalty: 8699.552734 Iteration 12Q: 3 clusters Score -243227.4 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 596 members Mstep: Class 2 contains 618 members Entering Unmasked Estep Score: -243259.343750 Penalty: 8699.552734 Iteration 13Q: 3 clusters Score -243259.3 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 598 members Mstep: Class 2 contains 616 members Entering Unmasked Estep Score: -243294.921875 Penalty: 8699.552734 Iteration 14Q: 3 clusters Score -243294.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 599 members Mstep: Class 2 contains 615 members Entering Unmasked Estep Score: -243320.421875 Penalty: 8699.552734 Iteration 15Q: 3 clusters Score -243320.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 599 members Mstep: Class 2 contains 615 members Entering Unmasked Estep Score: -243338.828125 Penalty: 8699.552734 Iteration 16Q: 3 clusters Score -243338.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 602 members Mstep: Class 2 contains 612 members Entering Unmasked Estep Score: -243352.500000 Penalty: 8699.552734 Iteration 17Q: 3 clusters Score -243352.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 604 members Mstep: Class 2 contains 610 members Entering Unmasked Estep Score: -243365.250000 Penalty: 8699.552734 Iteration 18Q: 3 clusters Score -243365.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 608 members Mstep: Class 2 contains 606 members Entering Unmasked Estep Score: -243378.593750 Penalty: 8699.552734 Iteration 19Q: 3 clusters Score -243378.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 614 members Mstep: Class 2 contains 600 members Entering Unmasked Estep Score: -243401.812500 Penalty: 8699.552734 Iteration 20F: 3 clusters Score -243401.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 618 members Mstep: Class 2 contains 596 members Entering Unmasked Estep Score: -243425.515625 Penalty: 8699.552734 Iteration 21Q: 3 clusters Score -243425.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 622 members Mstep: Class 2 contains 592 members Entering Unmasked Estep Score: -243441.031250 Penalty: 8699.552734 Iteration 22Q: 3 clusters Score -243441 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 626 members Mstep: Class 2 contains 588 members Entering Unmasked Estep Score: -243468.640625 Penalty: 8699.552734 Iteration 23Q: 3 clusters Score -243468.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 631 members Mstep: Class 2 contains 583 members Entering Unmasked Estep Score: -243487.984375 Penalty: 8699.552734 Iteration 24Q: 3 clusters Score -243488 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 634 members Mstep: Class 2 contains 580 members Entering Unmasked Estep Score: -243500.218750 Penalty: 8699.552734 Iteration 25Q: 3 clusters Score -243500.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 640 members Mstep: Class 2 contains 574 members Entering Unmasked Estep Score: -243516.671875 Penalty: 8699.552734 Iteration 26Q: 3 clusters Score -243516.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 642 members Mstep: Class 2 contains 572 members Entering Unmasked Estep Score: -243530.906250 Penalty: 8699.552734 Iteration 27Q: 3 clusters Score -243530.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 644 members Mstep: Class 2 contains 570 members Entering Unmasked Estep Score: -243541.906250 Penalty: 8699.552734 Iteration 28Q: 3 clusters Score -243541.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 647 members Mstep: Class 2 contains 567 members Entering Unmasked Estep Score: -243554.906250 Penalty: 8699.552734 Iteration 29Q: 3 clusters Score -243554.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 648 members Mstep: Class 2 contains 566 members Entering Unmasked Estep Score: -243557.312500 Penalty: 8699.552734 Iteration 30Q: 3 clusters Score -243557.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 649 members Mstep: Class 2 contains 565 members Entering Unmasked Estep Score: -243562.625000 Penalty: 8699.552734 Iteration 31Q: 3 clusters Score -243562.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 649 members Mstep: Class 2 contains 565 members Entering Unmasked Estep Score: -243568.546875 Penalty: 8699.552734 Iteration 32Q: 3 clusters Score -243568.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 650 members Mstep: Class 2 contains 564 members Entering Unmasked Estep Score: -243582.640625 Penalty: 8699.552734 Iteration 33Q: 3 clusters Score -243582.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 653 members Mstep: Class 2 contains 561 members Entering Unmasked Estep Score: -243615.359375 Penalty: 8699.552734 Iteration 34Q: 3 clusters Score -243615.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 656 members Mstep: Class 2 contains 558 members Entering Unmasked Estep Score: -243639.093750 Penalty: 8699.552734 Iteration 35Q: 3 clusters Score -243639.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 658 members Mstep: Class 2 contains 556 members Entering Unmasked Estep Score: -243649.359375 Penalty: 8699.552734 Iteration 36Q: 3 clusters Score -243649.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 657 members Mstep: Class 2 contains 557 members Entering Unmasked Estep Score: -243656.703125 Penalty: 8699.552734 Iteration 37Q: 3 clusters Score -243656.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 658 members Mstep: Class 2 contains 556 members Entering Unmasked Estep Score: -243659.000000 Penalty: 8699.552734 Iteration 38Q: 3 clusters Score -243659 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 659 members Mstep: Class 2 contains 555 members Entering Unmasked Estep Score: -243661.296875 Penalty: 8699.552734 Iteration 39Q: 3 clusters Score -243661.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 660 members Mstep: Class 2 contains 554 members Entering Unmasked Estep Score: -243664.015625 Penalty: 8699.552734 Iteration 40F: 3 clusters Score -243664 nChanged 0 Entering ConstructFrom: Trying to split cluster 24 (34195 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34195 members Entering Unmasked Estep Score: -7581330.500000 Penalty: 6394.398926 Iteration 0F: 2 clusters Score -7581330 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17172 members Mstep: Class 2 contains 17023 members Entering Unmasked Estep Score: -7555701.000000 Penalty: 12788.797852 Iteration 0F: 3 clusters Score -7555701 nChanged 14661 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17225 members Mstep: Class 2 contains 16970 members Entering Unmasked Estep Score: -7563400.500000 Penalty: 12788.797852 Iteration 1F: 3 clusters Score -7563400 nChanged 1924 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17205 members Mstep: Class 2 contains 16990 members Entering Unmasked Estep Score: -7564172.000000 Penalty: 12788.797852 Iteration 2F: 3 clusters Score -7564172 nChanged 1587 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17166 members Mstep: Class 2 contains 17029 members Entering Unmasked Estep Score: -7564720.500000 Penalty: 12788.797852 Iteration 3Q: 3 clusters Score -7564720 nChanged 1339 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17165 members Mstep: Class 2 contains 17030 members Entering Unmasked Estep Score: -7565250.000000 Penalty: 12788.797852 Iteration 4Q: 3 clusters Score -7565250 nChanged 1159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17176 members Mstep: Class 2 contains 17019 members Entering Unmasked Estep Score: -7565596.000000 Penalty: 12788.797852 Iteration 5Q: 3 clusters Score -7565596 nChanged 1002 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17164 members Mstep: Class 2 contains 17031 members Entering Unmasked Estep Score: -7565937.500000 Penalty: 12788.797852 Iteration 6Q: 3 clusters Score -7565938 nChanged 954 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17064 members Mstep: Class 2 contains 17131 members Entering Unmasked Estep Score: -7566227.500000 Penalty: 12788.797852 Iteration 7Q: 3 clusters Score -7566228 nChanged 953 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16949 members Mstep: Class 2 contains 17246 members Entering Unmasked Estep Score: -7566626.000000 Penalty: 12788.797852 Iteration 8Q: 3 clusters Score -7566626 nChanged 967 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16810 members Mstep: Class 2 contains 17385 members Entering Unmasked Estep Score: -7566893.000000 Penalty: 12788.797852 Iteration 9Q: 3 clusters Score -7566893 nChanged 900 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16692 members Mstep: Class 2 contains 17503 members Entering Unmasked Estep Score: -7567214.500000 Penalty: 12788.797852 Iteration 10Q: 3 clusters Score -7567214 nChanged 949 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16517 members Mstep: Class 2 contains 17678 members Entering Unmasked Estep Score: -7567577.500000 Penalty: 12788.797852 Iteration 11Q: 3 clusters Score -7567578 nChanged 943 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16350 members Mstep: Class 2 contains 17845 members Entering Unmasked Estep Score: -7567906.000000 Penalty: 12788.797852 Iteration 12Q: 3 clusters Score -7567906 nChanged 937 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16203 members Mstep: Class 2 contains 17992 members Entering Unmasked Estep Score: -7568257.500000 Penalty: 12788.797852 Iteration 13Q: 3 clusters Score -7568258 nChanged 903 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16028 members Mstep: Class 2 contains 18167 members Entering Unmasked Estep Score: -7568591.000000 Penalty: 12788.797852 Iteration 14Q: 3 clusters Score -7568591 nChanged 878 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15828 members Mstep: Class 2 contains 18367 members Entering Unmasked Estep Score: -7568892.000000 Penalty: 12788.797852 Iteration 15Q: 3 clusters Score -7568892 nChanged 789 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15669 members Mstep: Class 2 contains 18526 members Entering Unmasked Estep Score: -7569140.000000 Penalty: 12788.797852 Iteration 16Q: 3 clusters Score -7569140 nChanged 749 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15486 members Mstep: Class 2 contains 18709 members Entering Unmasked Estep Score: -7569359.000000 Penalty: 12788.797852 Iteration 17Q: 3 clusters Score -7569359 nChanged 716 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15272 members Mstep: Class 2 contains 18923 members Entering Unmasked Estep Score: -7569556.500000 Penalty: 12788.797852 Iteration 18Q: 3 clusters Score -7569556 nChanged 602 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15060 members Mstep: Class 2 contains 19135 members Entering Unmasked Estep Score: -7569713.500000 Penalty: 12788.797852 Iteration 19Q: 3 clusters Score -7569714 nChanged 526 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14840 members Mstep: Class 2 contains 19355 members Entering Unmasked Estep Score: -7569868.000000 Penalty: 12788.797852 Iteration 20F: 3 clusters Score -7569868 nChanged 459 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14651 members Mstep: Class 2 contains 19544 members Entering Unmasked Estep Score: -7569960.500000 Penalty: 12788.797852 Iteration 21Q: 3 clusters Score -7569960 nChanged 400 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14487 members Mstep: Class 2 contains 19708 members Entering Unmasked Estep Score: -7570050.500000 Penalty: 12788.797852 Iteration 22Q: 3 clusters Score -7570050 nChanged 389 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14284 members Mstep: Class 2 contains 19911 members Entering Unmasked Estep Score: -7570112.500000 Penalty: 12788.797852 Iteration 23Q: 3 clusters Score -7570112 nChanged 364 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14044 members Mstep: Class 2 contains 20151 members Entering Unmasked Estep Score: -7570181.000000 Penalty: 12788.797852 Iteration 24Q: 3 clusters Score -7570181 nChanged 357 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13813 members Mstep: Class 2 contains 20382 members Entering Unmasked Estep Score: -7570283.000000 Penalty: 12788.797852 Iteration 25Q: 3 clusters Score -7570283 nChanged 324 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13591 members Mstep: Class 2 contains 20604 members Entering Unmasked Estep Score: -7570320.500000 Penalty: 12788.797852 Iteration 26Q: 3 clusters Score -7570320 nChanged 295 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13376 members Mstep: Class 2 contains 20819 members Entering Unmasked Estep Score: -7570381.500000 Penalty: 12788.797852 Iteration 27Q: 3 clusters Score -7570382 nChanged 287 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13139 members Mstep: Class 2 contains 21056 members Entering Unmasked Estep Score: -7570458.000000 Penalty: 12788.797852 Iteration 28Q: 3 clusters Score -7570458 nChanged 273 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12896 members Mstep: Class 2 contains 21299 members Entering Unmasked Estep Score: -7570502.000000 Penalty: 12788.797852 Iteration 29Q: 3 clusters Score -7570502 nChanged 272 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12642 members Mstep: Class 2 contains 21553 members Entering Unmasked Estep Score: -7570560.500000 Penalty: 12788.797852 Iteration 30Q: 3 clusters Score -7570560 nChanged 331 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12335 members Mstep: Class 2 contains 21860 members Entering Unmasked Estep Score: -7570634.500000 Penalty: 12788.797852 Iteration 31Q: 3 clusters Score -7570634 nChanged 355 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12008 members Mstep: Class 2 contains 22187 members Entering Unmasked Estep Score: -7570702.000000 Penalty: 12788.797852 Iteration 32Q: 3 clusters Score -7570702 nChanged 355 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11673 members Mstep: Class 2 contains 22522 members Entering Unmasked Estep Score: -7570776.000000 Penalty: 12788.797852 Iteration 33Q: 3 clusters Score -7570776 nChanged 362 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11323 members Mstep: Class 2 contains 22872 members Entering Unmasked Estep Score: -7570859.500000 Penalty: 12788.797852 Iteration 34Q: 3 clusters Score -7570860 nChanged 384 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10955 members Mstep: Class 2 contains 23240 members Entering Unmasked Estep Score: -7570979.000000 Penalty: 12788.797852 Iteration 35Q: 3 clusters Score -7570979 nChanged 428 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10533 members Mstep: Class 2 contains 23662 members Entering Unmasked Estep Score: -7571110.000000 Penalty: 12788.797852 Iteration 36Q: 3 clusters Score -7571110 nChanged 458 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10079 members Mstep: Class 2 contains 24116 members Entering Unmasked Estep Score: -7571238.000000 Penalty: 12788.797852 Iteration 37Q: 3 clusters Score -7571238 nChanged 505 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9582 members Mstep: Class 2 contains 24613 members Entering Unmasked Estep Score: -7571408.000000 Penalty: 12788.797852 Iteration 38Q: 3 clusters Score -7571408 nChanged 585 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9005 members Mstep: Class 2 contains 25190 members Entering Unmasked Estep Score: -7571620.500000 Penalty: 12788.797852 Iteration 39Q: 3 clusters Score -7571620 nChanged 638 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8369 members Mstep: Class 2 contains 25826 members Entering Unmasked Estep Score: -7571875.500000 Penalty: 12788.797852 Iteration 40F: 3 clusters Score -7571876 nChanged 672 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7709 members Mstep: Class 2 contains 26486 members Entering Unmasked Estep Score: -7572134.500000 Penalty: 12788.797852 Iteration 41Q: 3 clusters Score -7572134 nChanged 721 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6992 members Mstep: Class 2 contains 27203 members Entering Unmasked Estep Score: -7572460.500000 Penalty: 12788.797852 Iteration 42Q: 3 clusters Score -7572460 nChanged 765 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6237 members Mstep: Class 2 contains 27958 members Entering Unmasked Estep Score: -7572817.500000 Penalty: 12788.797852 Iteration 43Q: 3 clusters Score -7572818 nChanged 810 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5439 members Mstep: Class 2 contains 28756 members Entering Unmasked Estep Score: -7573263.000000 Penalty: 12788.797852 Iteration 44Q: 3 clusters Score -7573263 nChanged 734 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4707 members Mstep: Class 2 contains 29488 members Entering Unmasked Estep Score: -7573675.500000 Penalty: 12788.797852 Iteration 45Q: 3 clusters Score -7573676 nChanged 668 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4039 members Mstep: Class 2 contains 30156 members Entering Unmasked Estep Score: -7574033.500000 Penalty: 12788.797852 Iteration 46Q: 3 clusters Score -7574034 nChanged 598 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3443 members Mstep: Class 2 contains 30752 members Entering Unmasked Estep Score: -7574422.500000 Penalty: 12788.797852 Iteration 47Q: 3 clusters Score -7574422 nChanged 482 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2965 members Mstep: Class 2 contains 31230 members Entering Unmasked Estep Score: -7574739.500000 Penalty: 12788.797852 Iteration 48Q: 3 clusters Score -7574740 nChanged 421 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2554 members Mstep: Class 2 contains 31641 members Entering Unmasked Estep Score: -7575015.500000 Penalty: 12788.797852 Iteration 49Q: 3 clusters Score -7575016 nChanged 313 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2243 members Mstep: Class 2 contains 31952 members Entering Unmasked Estep Score: -7575236.000000 Penalty: 12788.797852 Iteration 50Q: 3 clusters Score -7575236 nChanged 256 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1995 members Mstep: Class 2 contains 32200 members Entering Unmasked Estep Score: -7575432.000000 Penalty: 12788.797852 Iteration 51Q: 3 clusters Score -7575432 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1830 members Mstep: Class 2 contains 32365 members Entering Unmasked Estep Score: -7575521.500000 Penalty: 12788.797852 Iteration 52Q: 3 clusters Score -7575522 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1713 members Mstep: Class 2 contains 32482 members Entering Unmasked Estep Score: -7575613.500000 Penalty: 12788.797852 Iteration 53Q: 3 clusters Score -7575614 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1614 members Mstep: Class 2 contains 32581 members Entering Unmasked Estep Score: -7575683.000000 Penalty: 12788.797852 Iteration 54Q: 3 clusters Score -7575683 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1530 members Mstep: Class 2 contains 32665 members Entering Unmasked Estep Score: -7575777.000000 Penalty: 12788.797852 Iteration 55Q: 3 clusters Score -7575777 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1465 members Mstep: Class 2 contains 32730 members Entering Unmasked Estep Score: -7575826.000000 Penalty: 12788.797852 Iteration 56Q: 3 clusters Score -7575826 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1406 members Mstep: Class 2 contains 32789 members Entering Unmasked Estep Score: -7575869.500000 Penalty: 12788.797852 Iteration 57Q: 3 clusters Score -7575870 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1361 members Mstep: Class 2 contains 32834 members Entering Unmasked Estep Score: -7575903.000000 Penalty: 12788.797852 Iteration 58Q: 3 clusters Score -7575903 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1321 members Mstep: Class 2 contains 32874 members Entering Unmasked Estep Score: -7575927.500000 Penalty: 12788.797852 Iteration 59Q: 3 clusters Score -7575928 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1291 members Mstep: Class 2 contains 32904 members Entering Unmasked Estep Score: -7575926.000000 Penalty: 12788.797852 Iteration 60F: 3 clusters Score -7575926 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1277 members Mstep: Class 2 contains 32918 members Entering Unmasked Estep Score: -7575928.500000 Penalty: 12788.797852 Iteration 61Q: 3 clusters Score -7575928 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1268 members Mstep: Class 2 contains 32927 members Entering Unmasked Estep Score: -7575937.500000 Penalty: 12788.797852 Iteration 62Q: 3 clusters Score -7575938 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1260 members Mstep: Class 2 contains 32935 members Entering Unmasked Estep Score: -7575937.000000 Penalty: 12788.797852 Iteration 63Q: 3 clusters Score -7575937 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1249 members Mstep: Class 2 contains 32946 members Entering Unmasked Estep Score: -7575953.000000 Penalty: 12788.797852 Iteration 64Q: 3 clusters Score -7575953 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1242 members Mstep: Class 2 contains 32953 members Entering Unmasked Estep Score: -7575962.000000 Penalty: 12788.797852 Iteration 65Q: 3 clusters Score -7575962 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1230 members Mstep: Class 2 contains 32965 members Entering Unmasked Estep Score: -7575970.000000 Penalty: 12788.797852 Iteration 66Q: 3 clusters Score -7575970 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1222 members Mstep: Class 2 contains 32973 members Entering Unmasked Estep Score: -7575977.000000 Penalty: 12788.797852 Iteration 67Q: 3 clusters Score -7575977 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1212 members Mstep: Class 2 contains 32983 members Entering Unmasked Estep Score: -7575988.500000 Penalty: 12788.797852 Iteration 68Q: 3 clusters Score -7575988 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1204 members Mstep: Class 2 contains 32991 members Entering Unmasked Estep Score: -7576005.500000 Penalty: 12788.797852 Iteration 69Q: 3 clusters Score -7576006 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1198 members Mstep: Class 2 contains 32997 members Entering Unmasked Estep Score: -7576001.000000 Penalty: 12788.797852 Iteration 70Q: 3 clusters Score -7576001 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1194 members Mstep: Class 2 contains 33001 members Entering Unmasked Estep Score: -7576001.000000 Penalty: 12788.797852 Iteration 71Q: 3 clusters Score -7576001 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1190 members Mstep: Class 2 contains 33005 members Entering Unmasked Estep Score: -7576015.500000 Penalty: 12788.797852 Iteration 72Q: 3 clusters Score -7576016 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1186 members Mstep: Class 2 contains 33009 members Entering Unmasked Estep Score: -7576006.000000 Penalty: 12788.797852 Iteration 73Q: 3 clusters Score -7576006 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1184 members Mstep: Class 2 contains 33011 members Entering Unmasked Estep Score: -7576004.000000 Penalty: 12788.797852 Iteration 74Q: 3 clusters Score -7576004 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1181 members Mstep: Class 2 contains 33014 members Entering Unmasked Estep Score: -7576013.000000 Penalty: 12788.797852 Iteration 75Q: 3 clusters Score -7576013 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1180 members Mstep: Class 2 contains 33015 members Entering Unmasked Estep Score: -7576012.500000 Penalty: 12788.797852 Iteration 76Q: 3 clusters Score -7576012 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1181 members Mstep: Class 2 contains 33014 members Entering Unmasked Estep Score: -7576014.500000 Penalty: 12788.797852 Iteration 77Q: 3 clusters Score -7576014 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1181 members Mstep: Class 2 contains 33014 members Entering Unmasked Estep Score: -7576014.500000 Penalty: 12788.797852 Iteration 78F: 3 clusters Score -7576014 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 27 members Mstep: Class 1 contains 251 members Mstep: Class 2 contains 25519 members Mstep: Class 3 contains 159104 members Mstep: Class 4 contains 48043 members Mstep: Class 5 contains 2670 members Mstep: Class 6 contains 140026 members Mstep: Class 7 contains 26445 members Mstep: Class 8 contains 1102 members Mstep: Class 9 contains 585 members Mstep: Class 10 contains 6870 members Mstep: Class 11 contains 35091 members Mstep: Class 12 contains 1430 members Mstep: Class 13 contains 23105 members Mstep: Class 15 contains 1542 members Mstep: Class 16 contains 156065 members Mstep: Class 17 contains 14524 members Mstep: Class 20 contains 304 members Mstep: Class 22 contains 275 members Mstep: Class 23 contains 1214 members Mstep: Class 24 contains 34195 members Entering Unmasked Estep ConsiderDeletion Score: -147577392.000000 Penalty: 172723.218750 Iteration 119Q: 22 clusters Score -1.475774e+08 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 251 members Mstep: Class 2 contains 25520 members Mstep: Class 3 contains 159104 members Mstep: Class 4 contains 48044 members Mstep: Class 5 contains 2670 members Mstep: Class 6 contains 140026 members Mstep: Class 7 contains 26444 members Mstep: Class 8 contains 1102 members Mstep: Class 9 contains 585 members Mstep: Class 10 contains 6870 members Mstep: Class 11 contains 35093 members Mstep: Class 12 contains 1430 members Mstep: Class 13 contains 23100 members Mstep: Class 14 contains 651 members Mstep: Class 15 contains 1542 members Mstep: Class 16 contains 156064 members Mstep: Class 17 contains 14531 members Mstep: Class 20 contains 305 members Mstep: Class 22 contains 275 members Mstep: Class 23 contains 1214 members Mstep: Class 24 contains 34191 members Entering Unmasked Estep ConsiderDeletion Score: -147577728.000000 Penalty: 172723.218750 Iteration 120F: 22 clusters Score -1.475777e+08 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 20 members Mstep: Class 1 contains 251 members Mstep: Class 2 contains 25520 members Mstep: Class 3 contains 159104 members Mstep: Class 4 contains 48043 members Mstep: Class 5 contains 2670 members Mstep: Class 6 contains 140027 members Mstep: Class 7 contains 26445 members Mstep: Class 8 contains 1102 members Mstep: Class 9 contains 585 members Mstep: Class 10 contains 6870 members Mstep: Class 11 contains 35092 members Mstep: Class 12 contains 1430 members Mstep: Class 13 contains 23100 members Mstep: Class 14 contains 651 members Mstep: Class 15 contains 1542 members Mstep: Class 16 contains 156063 members Mstep: Class 17 contains 14536 members Mstep: Class 20 contains 311 members Mstep: Class 22 contains 275 members Mstep: Class 23 contains 1214 members Mstep: Class 24 contains 34187 members Entering Unmasked Estep ConsiderDeletion Score: -147577872.000000 Penalty: 172723.218750 Iteration 121Q: 22 clusters Score -1.475779e+08 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 251 members Mstep: Class 2 contains 25520 members Mstep: Class 3 contains 159105 members Mstep: Class 4 contains 48043 members Mstep: Class 5 contains 2670 members Mstep: Class 6 contains 140025 members Mstep: Class 7 contains 26445 members Mstep: Class 8 contains 1102 members Mstep: Class 9 contains 585 members Mstep: Class 10 contains 6870 members Mstep: Class 11 contains 35093 members Mstep: Class 12 contains 1430 members Mstep: Class 13 contains 23099 members Mstep: Class 14 contains 651 members Mstep: Class 15 contains 1542 members Mstep: Class 16 contains 156061 members Mstep: Class 17 contains 14539 members Mstep: Class 20 contains 312 members Mstep: Class 22 contains 275 members Mstep: Class 23 contains 1214 members Mstep: Class 24 contains 34187 members Entering Unmasked Estep ConsiderDeletion Score: -147577904.000000 Penalty: 172723.218750 Iteration 122Q: 22 clusters Score -1.475779e+08 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 251 members Mstep: Class 2 contains 25520 members Mstep: Class 3 contains 159104 members Mstep: Class 4 contains 48043 members Mstep: Class 5 contains 2670 members Mstep: Class 6 contains 140023 members Mstep: Class 7 contains 26443 members Mstep: Class 8 contains 1102 members Mstep: Class 9 contains 585 members Mstep: Class 10 contains 6870 members Mstep: Class 11 contains 35093 members Mstep: Class 12 contains 1430 members Mstep: Class 13 contains 23102 members Mstep: Class 14 contains 651 members Mstep: Class 15 contains 1542 members Mstep: Class 16 contains 156057 members Mstep: Class 17 contains 14544 members Mstep: Class 20 contains 312 members Mstep: Class 22 contains 275 members Mstep: Class 23 contains 1214 members Mstep: Class 24 contains 34188 members Entering Unmasked Estep ConsiderDeletion Score: -147577920.000000 Penalty: 172723.218750 Iteration 123Q: 22 clusters Score -1.475779e+08 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 251 members Mstep: Class 2 contains 25520 members Mstep: Class 3 contains 159102 members Mstep: Class 4 contains 48044 members Mstep: Class 5 contains 2670 members Mstep: Class 6 contains 140024 members Mstep: Class 7 contains 26444 members Mstep: Class 8 contains 1102 members Mstep: Class 9 contains 585 members Mstep: Class 10 contains 6870 members Mstep: Class 11 contains 35089 members Mstep: Class 12 contains 1430 members Mstep: Class 13 contains 23106 members Mstep: Class 14 contains 651 members Mstep: Class 15 contains 1542 members Mstep: Class 16 contains 156055 members Mstep: Class 17 contains 14546 members Mstep: Class 20 contains 312 members Mstep: Class 22 contains 275 members Mstep: Class 23 contains 1214 members Mstep: Class 24 contains 34187 members Entering Unmasked Estep ConsiderDeletion Score: -147577904.000000 Penalty: 172723.218750 Iteration 124Q: 22 clusters Score -1.475779e+08 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 251 members Mstep: Class 2 contains 25520 members Mstep: Class 3 contains 159103 members Mstep: Class 4 contains 48046 members Mstep: Class 5 contains 2670 members Mstep: Class 6 contains 140025 members Mstep: Class 7 contains 26442 members Mstep: Class 8 contains 1102 members Mstep: Class 9 contains 585 members Mstep: Class 10 contains 6870 members Mstep: Class 11 contains 35089 members Mstep: Class 12 contains 1430 members Mstep: Class 13 contains 23108 members Mstep: Class 14 contains 651 members Mstep: Class 15 contains 1542 members Mstep: Class 16 contains 156053 members Mstep: Class 17 contains 14544 members Mstep: Class 20 contains 312 members Mstep: Class 22 contains 275 members Mstep: Class 23 contains 1214 members Mstep: Class 24 contains 34187 members Entering Unmasked Estep ConsiderDeletion Score: -147577984.000000 Penalty: 172723.218750 Iteration 125Q: 22 clusters Score -1.47578e+08 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 251 members Mstep: Class 2 contains 25520 members Mstep: Class 3 contains 159102 members Mstep: Class 4 contains 48046 members Mstep: Class 5 contains 2670 members Mstep: Class 6 contains 140026 members Mstep: Class 7 contains 26442 members Mstep: Class 8 contains 1102 members Mstep: Class 9 contains 585 members Mstep: Class 10 contains 6870 members Mstep: Class 11 contains 35087 members Mstep: Class 12 contains 1430 members Mstep: Class 13 contains 23110 members Mstep: Class 14 contains 651 members Mstep: Class 15 contains 1542 members Mstep: Class 16 contains 156053 members Mstep: Class 17 contains 14545 members Mstep: Class 20 contains 312 members Mstep: Class 22 contains 275 members Mstep: Class 23 contains 1214 members Mstep: Class 24 contains 34186 members Entering Unmasked Estep ConsiderDeletion Score: -147577952.000000 Penalty: 172723.218750 Iteration 126Q: 22 clusters Score -1.47578e+08 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 251 members Mstep: Class 2 contains 25520 members Mstep: Class 3 contains 159104 members Mstep: Class 4 contains 48051 members Mstep: Class 5 contains 2670 members Mstep: Class 6 contains 140028 members Mstep: Class 7 contains 26441 members Mstep: Class 8 contains 1102 members Mstep: Class 9 contains 585 members Mstep: Class 10 contains 6870 members Mstep: Class 11 contains 35087 members Mstep: Class 12 contains 1430 members Mstep: Class 13 contains 23110 members Mstep: Class 14 contains 651 members Mstep: Class 15 contains 1542 members Mstep: Class 16 contains 156052 members Mstep: Class 17 contains 14540 members Mstep: Class 20 contains 312 members Mstep: Class 22 contains 275 members Mstep: Class 23 contains 1214 members Mstep: Class 24 contains 34184 members Entering Unmasked Estep ConsiderDeletion Score: -147577952.000000 Penalty: 172723.218750 Iteration 127Q: 22 clusters Score -1.47578e+08 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 251 members Mstep: Class 2 contains 25520 members Mstep: Class 3 contains 159106 members Mstep: Class 4 contains 48052 members Mstep: Class 5 contains 2670 members Mstep: Class 6 contains 140027 members Mstep: Class 7 contains 26440 members Mstep: Class 8 contains 1102 members Mstep: Class 9 contains 585 members Mstep: Class 10 contains 6870 members Mstep: Class 11 contains 35086 members Mstep: Class 12 contains 1430 members Mstep: Class 13 contains 23113 members Mstep: Class 14 contains 651 members Mstep: Class 15 contains 1542 members Mstep: Class 16 contains 156050 members Mstep: Class 17 contains 14539 members Mstep: Class 20 contains 312 members Mstep: Class 22 contains 275 members Mstep: Class 23 contains 1214 members Mstep: Class 24 contains 34184 members Entering Unmasked Estep ConsiderDeletion Score: -147578000.000000 Penalty: 172723.218750 Iteration 128Q: 22 clusters Score -1.47578e+08 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 251 members Mstep: Class 2 contains 25520 members Mstep: Class 3 contains 159107 members Mstep: Class 4 contains 48052 members Mstep: Class 5 contains 2670 members Mstep: Class 6 contains 140026 members Mstep: Class 7 contains 26440 members Mstep: Class 8 contains 1102 members Mstep: Class 9 contains 585 members Mstep: Class 10 contains 6870 members Mstep: Class 11 contains 35086 members Mstep: Class 12 contains 1430 members Mstep: Class 13 contains 23113 members Mstep: Class 14 contains 651 members Mstep: Class 15 contains 1542 members Mstep: Class 16 contains 156049 members Mstep: Class 17 contains 14540 members Mstep: Class 20 contains 312 members Mstep: Class 22 contains 275 members Mstep: Class 23 contains 1214 members Mstep: Class 24 contains 34184 members Entering Unmasked Estep ConsiderDeletion Score: -147578000.000000 Penalty: 172723.218750 Iteration 129Q: 22 clusters Score -1.47578e+08 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 251 members Mstep: Class 2 contains 25520 members Mstep: Class 3 contains 159109 members Mstep: Class 4 contains 48053 members Mstep: Class 5 contains 2670 members Mstep: Class 6 contains 140025 members Mstep: Class 7 contains 26440 members Mstep: Class 8 contains 1102 members Mstep: Class 9 contains 585 members Mstep: Class 10 contains 6870 members Mstep: Class 11 contains 35086 members Mstep: Class 12 contains 1430 members Mstep: Class 13 contains 23111 members Mstep: Class 14 contains 651 members Mstep: Class 15 contains 1542 members Mstep: Class 16 contains 156048 members Mstep: Class 17 contains 14540 members Mstep: Class 20 contains 312 members Mstep: Class 22 contains 275 members Mstep: Class 23 contains 1214 members Mstep: Class 24 contains 34185 members Entering Unmasked Estep ConsiderDeletion Score: -147578016.000000 Penalty: 172723.218750 Iteration 130Q: 22 clusters Score -1.47578e+08 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 251 members Mstep: Class 2 contains 25520 members Mstep: Class 3 contains 159108 members Mstep: Class 4 contains 48056 members Mstep: Class 5 contains 2670 members Mstep: Class 6 contains 140025 members Mstep: Class 7 contains 26440 members Mstep: Class 8 contains 1102 members Mstep: Class 9 contains 585 members Mstep: Class 10 contains 6870 members Mstep: Class 11 contains 35085 members Mstep: Class 12 contains 1430 members Mstep: Class 13 contains 23109 members Mstep: Class 14 contains 651 members Mstep: Class 15 contains 1542 members Mstep: Class 16 contains 156049 members Mstep: Class 17 contains 14541 members Mstep: Class 20 contains 312 members Mstep: Class 22 contains 275 members Mstep: Class 23 contains 1214 members Mstep: Class 24 contains 34184 members Entering Unmasked Estep ConsiderDeletion Score: -147577952.000000 Penalty: 172723.218750 Iteration 131Q: 22 clusters Score -1.47578e+08 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 251 members Mstep: Class 2 contains 25520 members Mstep: Class 3 contains 159108 members Mstep: Class 4 contains 48061 members Mstep: Class 5 contains 2670 members Mstep: Class 6 contains 140025 members Mstep: Class 7 contains 26439 members Mstep: Class 8 contains 1102 members Mstep: Class 9 contains 585 members Mstep: Class 10 contains 6870 members Mstep: Class 11 contains 35083 members Mstep: Class 12 contains 1430 members Mstep: Class 13 contains 23108 members Mstep: Class 14 contains 651 members Mstep: Class 15 contains 1542 members Mstep: Class 16 contains 156048 members Mstep: Class 17 contains 14542 members Mstep: Class 20 contains 312 members Mstep: Class 22 contains 275 members Mstep: Class 23 contains 1214 members Mstep: Class 24 contains 34183 members Entering Unmasked Estep ConsiderDeletion Score: -147577936.000000 Penalty: 172723.218750 Iteration 132Q: 22 clusters Score -1.475779e+08 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 251 members Mstep: Class 2 contains 25520 members Mstep: Class 3 contains 159108 members Mstep: Class 4 contains 48061 members Mstep: Class 5 contains 2670 members Mstep: Class 6 contains 140025 members Mstep: Class 7 contains 26439 members Mstep: Class 8 contains 1102 members Mstep: Class 9 contains 585 members Mstep: Class 10 contains 6870 members Mstep: Class 11 contains 35082 members Mstep: Class 12 contains 1430 members Mstep: Class 13 contains 23110 members Mstep: Class 14 contains 651 members Mstep: Class 15 contains 1542 members Mstep: Class 16 contains 156047 members Mstep: Class 17 contains 14542 members Mstep: Class 20 contains 312 members Mstep: Class 22 contains 275 members Mstep: Class 23 contains 1214 members Mstep: Class 24 contains 34183 members Entering Unmasked Estep ConsiderDeletion Score: -147577984.000000 Penalty: 172723.218750 Iteration 133Q: 22 clusters Score -1.47578e+08 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 251 members Mstep: Class 2 contains 25520 members Mstep: Class 3 contains 159108 members Mstep: Class 4 contains 48061 members Mstep: Class 5 contains 2670 members Mstep: Class 6 contains 140025 members Mstep: Class 7 contains 26439 members Mstep: Class 8 contains 1102 members Mstep: Class 9 contains 585 members Mstep: Class 10 contains 6870 members Mstep: Class 11 contains 35082 members Mstep: Class 12 contains 1430 members Mstep: Class 13 contains 23111 members Mstep: Class 14 contains 651 members Mstep: Class 15 contains 1542 members Mstep: Class 16 contains 156046 members Mstep: Class 17 contains 14542 members Mstep: Class 20 contains 312 members Mstep: Class 22 contains 275 members Mstep: Class 23 contains 1214 members Mstep: Class 24 contains 34183 members Entering Unmasked Estep ConsiderDeletion Score: -147577984.000000 Penalty: 172723.218750 Iteration 134Q: 22 clusters Score -1.47578e+08 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 251 members Mstep: Class 2 contains 25520 members Mstep: Class 3 contains 159108 members Mstep: Class 4 contains 48061 members Mstep: Class 5 contains 2670 members Mstep: Class 6 contains 140025 members Mstep: Class 7 contains 26439 members Mstep: Class 8 contains 1102 members Mstep: Class 9 contains 585 members Mstep: Class 10 contains 6870 members Mstep: Class 11 contains 35082 members Mstep: Class 12 contains 1430 members Mstep: Class 13 contains 23110 members Mstep: Class 14 contains 651 members Mstep: Class 15 contains 1542 members Mstep: Class 16 contains 156047 members Mstep: Class 17 contains 14542 members Mstep: Class 20 contains 312 members Mstep: Class 22 contains 275 members Mstep: Class 23 contains 1214 members Mstep: Class 24 contains 34183 members Entering Unmasked Estep ConsiderDeletion Score: -147577968.000000 Penalty: 172723.218750 Iteration 135Q: 22 clusters Score -1.47578e+08 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 251 members Mstep: Class 2 contains 25520 members Mstep: Class 3 contains 159108 members Mstep: Class 4 contains 48061 members Mstep: Class 5 contains 2670 members Mstep: Class 6 contains 140025 members Mstep: Class 7 contains 26439 members Mstep: Class 8 contains 1102 members Mstep: Class 9 contains 585 members Mstep: Class 10 contains 6870 members Mstep: Class 11 contains 35082 members Mstep: Class 12 contains 1430 members Mstep: Class 13 contains 23110 members Mstep: Class 14 contains 651 members Mstep: Class 15 contains 1542 members Mstep: Class 16 contains 156047 members Mstep: Class 17 contains 14542 members Mstep: Class 20 contains 312 members Mstep: Class 22 contains 275 members Mstep: Class 23 contains 1214 members Mstep: Class 24 contains 34183 members Entering Unmasked Estep ConsiderDeletion Score: -147577984.000000 Penalty: 172723.218750 Iteration 136F: 22 clusters Score -1.47578e+08 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 251 members Mstep: Class 2 contains 25520 members Mstep: Class 3 contains 159108 members Mstep: Class 4 contains 48061 members Mstep: Class 5 contains 2670 members Mstep: Class 6 contains 140025 members Mstep: Class 7 contains 26439 members Mstep: Class 8 contains 1102 members Mstep: Class 9 contains 585 members Mstep: Class 10 contains 6870 members Mstep: Class 11 contains 35082 members Mstep: Class 12 contains 1430 members Mstep: Class 13 contains 23110 members Mstep: Class 14 contains 651 members Mstep: Class 15 contains 1542 members Mstep: Class 16 contains 156047 members Mstep: Class 17 contains 14542 members Mstep: Class 20 contains 313 members Mstep: Class 22 contains 275 members Mstep: Class 23 contains 1214 members Mstep: Class 24 contains 34183 members Entering Unmasked Estep ConsiderDeletion Score: -147578064.000000 Penalty: 172723.218750 Iteration 137Q: 22 clusters Score -1.475781e+08 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 251 members Mstep: Class 2 contains 25520 members Mstep: Class 3 contains 159108 members Mstep: Class 4 contains 48061 members Mstep: Class 5 contains 2670 members Mstep: Class 6 contains 140025 members Mstep: Class 7 contains 26439 members Mstep: Class 8 contains 1102 members Mstep: Class 9 contains 585 members Mstep: Class 10 contains 6870 members Mstep: Class 11 contains 35082 members Mstep: Class 12 contains 1430 members Mstep: Class 13 contains 23110 members Mstep: Class 14 contains 651 members Mstep: Class 15 contains 1542 members Mstep: Class 16 contains 156047 members Mstep: Class 17 contains 14542 members Mstep: Class 20 contains 313 members Mstep: Class 22 contains 275 members Mstep: Class 23 contains 1214 members Mstep: Class 24 contains 34183 members Entering Unmasked Estep ConsiderDeletion Score: -147578064.000000 Penalty: 172723.218750 Iteration 138F: 22 clusters Score -1.475781e+08 nChanged 0 Entering ConstructFrom: Score: -147578064.000000 Penalty: 172723.218750 Entering ConstructFrom: Trying to split cluster 1 (251 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251 members Entering Unmasked Estep Score: -45625.765625 Penalty: 3384.340088 Iteration 0F: 2 clusters Score -45625.77 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 128 members Mstep: Class 2 contains 123 members Entering Unmasked Estep Score: -43009.964844 Penalty: 6768.680176 Iteration 0F: 3 clusters Score -43009.96 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 129 members Mstep: Class 2 contains 122 members Entering Unmasked Estep Score: -43046.464844 Penalty: 6768.680176 Iteration 1Q: 3 clusters Score -43046.46 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 130 members Mstep: Class 2 contains 121 members Entering Unmasked Estep Score: -43057.636719 Penalty: 6768.680176 Iteration 2Q: 3 clusters Score -43057.64 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 131 members Mstep: Class 2 contains 120 members Entering Unmasked Estep Score: -43065.031250 Penalty: 6768.680176 Iteration 3Q: 3 clusters Score -43065.03 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 131 members Mstep: Class 2 contains 120 members Entering Unmasked Estep Score: -43065.031250 Penalty: 6768.680176 Iteration 4F: 3 clusters Score -43065.03 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (25520 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25520 members Entering Unmasked Estep Score: -5526980.000000 Penalty: 6215.170898 Iteration 0F: 2 clusters Score -5526980 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12737 members Mstep: Class 2 contains 12783 members Entering Unmasked Estep Score: -5506885.000000 Penalty: 12430.341797 Iteration 0F: 3 clusters Score -5506885 nChanged 10699 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12536 members Mstep: Class 2 contains 12984 members Entering Unmasked Estep Score: -5512784.500000 Penalty: 12430.341797 Iteration 1F: 3 clusters Score -5512784 nChanged 1723 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12253 members Mstep: Class 2 contains 13267 members Entering Unmasked Estep Score: -5513873.500000 Penalty: 12430.341797 Iteration 2F: 3 clusters Score -5513874 nChanged 1555 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11794 members Mstep: Class 2 contains 13726 members Entering Unmasked Estep Score: -5515093.000000 Penalty: 12430.341797 Iteration 3F: 3 clusters Score -5515093 nChanged 1720 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11020 members Mstep: Class 2 contains 14500 members Entering Unmasked Estep Score: -5516363.500000 Penalty: 12430.341797 Iteration 4F: 3 clusters Score -5516364 nChanged 1798 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9926 members Mstep: Class 2 contains 15594 members Entering Unmasked Estep Score: -5517662.500000 Penalty: 12430.341797 Iteration 5F: 3 clusters Score -5517662 nChanged 1735 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8669 members Mstep: Class 2 contains 16851 members Entering Unmasked Estep Score: -5518954.000000 Penalty: 12430.341797 Iteration 6F: 3 clusters Score -5518954 nChanged 1588 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7397 members Mstep: Class 2 contains 18123 members Entering Unmasked Estep Score: -5520078.000000 Penalty: 12430.341797 Iteration 7F: 3 clusters Score -5520078 nChanged 1365 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6234 members Mstep: Class 2 contains 19286 members Entering Unmasked Estep Score: -5521062.500000 Penalty: 12430.341797 Iteration 8F: 3 clusters Score -5521062 nChanged 1063 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5271 members Mstep: Class 2 contains 20249 members Entering Unmasked Estep Score: -5521808.500000 Penalty: 12430.341797 Iteration 9Q: 3 clusters Score -5521808 nChanged 791 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4534 members Mstep: Class 2 contains 20986 members Entering Unmasked Estep Score: -5522336.500000 Penalty: 12430.341797 Iteration 10Q: 3 clusters Score -5522336 nChanged 606 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3962 members Mstep: Class 2 contains 21558 members Entering Unmasked Estep Score: -5522777.500000 Penalty: 12430.341797 Iteration 11Q: 3 clusters Score -5522778 nChanged 458 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3524 members Mstep: Class 2 contains 21996 members Entering Unmasked Estep Score: -5523023.000000 Penalty: 12430.341797 Iteration 12Q: 3 clusters Score -5523023 nChanged 350 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3192 members Mstep: Class 2 contains 22328 members Entering Unmasked Estep Score: -5523245.500000 Penalty: 12430.341797 Iteration 13Q: 3 clusters Score -5523246 nChanged 293 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2905 members Mstep: Class 2 contains 22615 members Entering Unmasked Estep Score: -5523411.500000 Penalty: 12430.341797 Iteration 14Q: 3 clusters Score -5523412 nChanged 238 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2683 members Mstep: Class 2 contains 22837 members Entering Unmasked Estep Score: -5523549.500000 Penalty: 12430.341797 Iteration 15Q: 3 clusters Score -5523550 nChanged 174 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2515 members Mstep: Class 2 contains 23005 members Entering Unmasked Estep Score: -5523640.000000 Penalty: 12430.341797 Iteration 16Q: 3 clusters Score -5523640 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2396 members Mstep: Class 2 contains 23124 members Entering Unmasked Estep Score: -5523714.500000 Penalty: 12430.341797 Iteration 17Q: 3 clusters Score -5523714 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2312 members Mstep: Class 2 contains 23208 members Entering Unmasked Estep Score: -5523754.500000 Penalty: 12430.341797 Iteration 18Q: 3 clusters Score -5523754 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2240 members Mstep: Class 2 contains 23280 members Entering Unmasked Estep Score: -5523793.500000 Penalty: 12430.341797 Iteration 19Q: 3 clusters Score -5523794 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2181 members Mstep: Class 2 contains 23339 members Entering Unmasked Estep Score: -5523852.000000 Penalty: 12430.341797 Iteration 20F: 3 clusters Score -5523852 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2134 members Mstep: Class 2 contains 23386 members Entering Unmasked Estep Score: -5523867.500000 Penalty: 12430.341797 Iteration 21Q: 3 clusters Score -5523868 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2092 members Mstep: Class 2 contains 23428 members Entering Unmasked Estep Score: -5523931.000000 Penalty: 12430.341797 Iteration 22Q: 3 clusters Score -5523931 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2044 members Mstep: Class 2 contains 23476 members Entering Unmasked Estep Score: -5523959.000000 Penalty: 12430.341797 Iteration 23Q: 3 clusters Score -5523959 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2005 members Mstep: Class 2 contains 23515 members Entering Unmasked Estep Score: -5523996.000000 Penalty: 12430.341797 Iteration 24Q: 3 clusters Score -5523996 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1969 members Mstep: Class 2 contains 23551 members Entering Unmasked Estep Score: -5524009.500000 Penalty: 12430.341797 Iteration 25Q: 3 clusters Score -5524010 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1934 members Mstep: Class 2 contains 23586 members Entering Unmasked Estep Score: -5524050.500000 Penalty: 12430.341797 Iteration 26Q: 3 clusters Score -5524050 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1902 members Mstep: Class 2 contains 23618 members Entering Unmasked Estep Score: -5524068.500000 Penalty: 12430.341797 Iteration 27Q: 3 clusters Score -5524068 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1886 members Mstep: Class 2 contains 23634 members Entering Unmasked Estep Score: -5524072.000000 Penalty: 12430.341797 Iteration 28Q: 3 clusters Score -5524072 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1864 members Mstep: Class 2 contains 23656 members Entering Unmasked Estep Score: -5524081.000000 Penalty: 12430.341797 Iteration 29Q: 3 clusters Score -5524081 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1845 members Mstep: Class 2 contains 23675 members Entering Unmasked Estep Score: -5524079.000000 Penalty: 12430.341797 Iteration 30Q: 3 clusters Score -5524079 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1829 members Mstep: Class 2 contains 23691 members Entering Unmasked Estep Score: -5524082.000000 Penalty: 12430.341797 Iteration 31Q: 3 clusters Score -5524082 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1813 members Mstep: Class 2 contains 23707 members Entering Unmasked Estep Score: -5524104.500000 Penalty: 12430.341797 Iteration 32Q: 3 clusters Score -5524104 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1797 members Mstep: Class 2 contains 23723 members Entering Unmasked Estep Score: -5524105.500000 Penalty: 12430.341797 Iteration 33Q: 3 clusters Score -5524106 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1787 members Mstep: Class 2 contains 23733 members Entering Unmasked Estep Score: -5524119.500000 Penalty: 12430.341797 Iteration 34Q: 3 clusters Score -5524120 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1780 members Mstep: Class 2 contains 23740 members Entering Unmasked Estep Score: -5524125.500000 Penalty: 12430.341797 Iteration 35Q: 3 clusters Score -5524126 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1777 members Mstep: Class 2 contains 23743 members Entering Unmasked Estep Score: -5524123.000000 Penalty: 12430.341797 Iteration 36Q: 3 clusters Score -5524123 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1776 members Mstep: Class 2 contains 23744 members Entering Unmasked Estep Score: -5524120.000000 Penalty: 12430.341797 Iteration 37Q: 3 clusters Score -5524120 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1775 members Mstep: Class 2 contains 23745 members Entering Unmasked Estep Score: -5524123.500000 Penalty: 12430.341797 Iteration 38Q: 3 clusters Score -5524124 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1775 members Mstep: Class 2 contains 23745 members Entering Unmasked Estep Score: -5524123.500000 Penalty: 12430.341797 Iteration 39F: 3 clusters Score -5524124 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (159108 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 159108 members Entering Unmasked Estep Score: -34924512.000000 Penalty: 7336.120117 Iteration 0F: 2 clusters Score -3.492451e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 79710 members Mstep: Class 2 contains 79398 members Entering Unmasked Estep Score: -34817628.000000 Penalty: 14672.240234 Iteration 0F: 3 clusters Score -3.481763e+07 nChanged 74182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 82242 members Mstep: Class 2 contains 76866 members Entering Unmasked Estep Score: -34858888.000000 Penalty: 14672.240234 Iteration 1F: 3 clusters Score -3.485889e+07 nChanged 5887 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 83927 members Mstep: Class 2 contains 75181 members Entering Unmasked Estep Score: -34860380.000000 Penalty: 14672.240234 Iteration 2Q: 3 clusters Score -3.486038e+07 nChanged 6132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 86493 members Mstep: Class 2 contains 72615 members Entering Unmasked Estep Score: -34862128.000000 Penalty: 14672.240234 Iteration 3Q: 3 clusters Score -3.486213e+07 nChanged 6533 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90274 members Mstep: Class 2 contains 68834 members Entering Unmasked Estep Score: -34864268.000000 Penalty: 14672.240234 Iteration 4Q: 3 clusters Score -3.486427e+07 nChanged 7473 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95507 members Mstep: Class 2 contains 63601 members Entering Unmasked Estep Score: -34867696.000000 Penalty: 14672.240234 Iteration 5Q: 3 clusters Score -3.48677e+07 nChanged 8885 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 102702 members Mstep: Class 2 contains 56406 members Entering Unmasked Estep Score: -34872500.000000 Penalty: 14672.240234 Iteration 6F: 3 clusters Score -3.48725e+07 nChanged 10227 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 111917 members Mstep: Class 2 contains 47191 members Entering Unmasked Estep Score: -34878972.000000 Penalty: 14672.240234 Iteration 7F: 3 clusters Score -3.487897e+07 nChanged 11486 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 122923 members Mstep: Class 2 contains 36185 members Entering Unmasked Estep Score: -34887872.000000 Penalty: 14672.240234 Iteration 8F: 3 clusters Score -3.488787e+07 nChanged 11546 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 134241 members Mstep: Class 2 contains 24867 members Entering Unmasked Estep Score: -34897428.000000 Penalty: 14672.240234 Iteration 9F: 3 clusters Score -3.489743e+07 nChanged 9870 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 144039 members Mstep: Class 2 contains 15069 members Entering Unmasked Estep Score: -34905976.000000 Penalty: 14672.240234 Iteration 10F: 3 clusters Score -3.490598e+07 nChanged 6706 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 150705 members Mstep: Class 2 contains 8403 members Entering Unmasked Estep Score: -34911816.000000 Penalty: 14672.240234 Iteration 11Q: 3 clusters Score -3.491182e+07 nChanged 3843 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 154536 members Mstep: Class 2 contains 4572 members Entering Unmasked Estep Score: -34915028.000000 Penalty: 14672.240234 Iteration 12Q: 3 clusters Score -3.491503e+07 nChanged 1877 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 156399 members Mstep: Class 2 contains 2709 members Entering Unmasked Estep Score: -34916644.000000 Penalty: 14672.240234 Iteration 13Q: 3 clusters Score -3.491664e+07 nChanged 868 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 157241 members Mstep: Class 2 contains 1867 members Entering Unmasked Estep Score: -34917320.000000 Penalty: 14672.240234 Iteration 14Q: 3 clusters Score -3.491732e+07 nChanged 417 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 157624 members Mstep: Class 2 contains 1484 members Entering Unmasked Estep Score: -34917680.000000 Penalty: 14672.240234 Iteration 15Q: 3 clusters Score -3.491768e+07 nChanged 230 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 157812 members Mstep: Class 2 contains 1296 members Entering Unmasked Estep Score: -34917916.000000 Penalty: 14672.240234 Iteration 16Q: 3 clusters Score -3.491792e+07 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 157917 members Mstep: Class 2 contains 1191 members Entering Unmasked Estep Score: -34918060.000000 Penalty: 14672.240234 Iteration 17Q: 3 clusters Score -3.491806e+07 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 157980 members Mstep: Class 2 contains 1128 members Entering Unmasked Estep Score: -34918064.000000 Penalty: 14672.240234 Iteration 18Q: 3 clusters Score -3.491806e+07 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 158013 members Mstep: Class 2 contains 1095 members Entering Unmasked Estep Score: -34918072.000000 Penalty: 14672.240234 Iteration 19Q: 3 clusters Score -3.491807e+07 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 158033 members Mstep: Class 2 contains 1075 members Entering Unmasked Estep Score: -34918124.000000 Penalty: 14672.240234 Iteration 20F: 3 clusters Score -3.491812e+07 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 158048 members Mstep: Class 2 contains 1060 members Entering Unmasked Estep Score: -34918124.000000 Penalty: 14672.240234 Iteration 21Q: 3 clusters Score -3.491812e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 158060 members Mstep: Class 2 contains 1048 members Entering Unmasked Estep Score: -34918108.000000 Penalty: 14672.240234 Iteration 22Q: 3 clusters Score -3.491811e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 158075 members Mstep: Class 2 contains 1033 members Entering Unmasked Estep Score: -34918120.000000 Penalty: 14672.240234 Iteration 23Q: 3 clusters Score -3.491812e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 158089 members Mstep: Class 2 contains 1019 members Entering Unmasked Estep Score: -34918116.000000 Penalty: 14672.240234 Iteration 24Q: 3 clusters Score -3.491812e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 158102 members Mstep: Class 2 contains 1006 members Entering Unmasked Estep Score: -34918148.000000 Penalty: 14672.240234 Iteration 25Q: 3 clusters Score -3.491815e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 158107 members Mstep: Class 2 contains 1001 members Entering Unmasked Estep Score: -34918172.000000 Penalty: 14672.240234 Iteration 26Q: 3 clusters Score -3.491817e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 158109 members Mstep: Class 2 contains 999 members Entering Unmasked Estep Score: -34918180.000000 Penalty: 14672.240234 Iteration 27Q: 3 clusters Score -3.491818e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 158108 members Mstep: Class 2 contains 1000 members Entering Unmasked Estep Score: -34918168.000000 Penalty: 14672.240234 Iteration 28Q: 3 clusters Score -3.491817e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 158108 members Mstep: Class 2 contains 1000 members Entering Unmasked Estep Score: -34918168.000000 Penalty: 14672.240234 Iteration 29F: 3 clusters Score -3.491817e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (48061 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48061 members Entering Unmasked Estep Score: -10538919.000000 Penalty: 6602.888672 Iteration 0F: 2 clusters Score -1.053892e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24110 members Mstep: Class 2 contains 23951 members Entering Unmasked Estep Score: -10504512.000000 Penalty: 13205.777344 Iteration 0F: 3 clusters Score -1.050451e+07 nChanged 21101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24759 members Mstep: Class 2 contains 23302 members Entering Unmasked Estep Score: -10515648.000000 Penalty: 13205.777344 Iteration 1F: 3 clusters Score -1.051565e+07 nChanged 2495 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25154 members Mstep: Class 2 contains 22907 members Entering Unmasked Estep Score: -10516471.000000 Penalty: 13205.777344 Iteration 2F: 3 clusters Score -1.051647e+07 nChanged 2154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25624 members Mstep: Class 2 contains 22437 members Entering Unmasked Estep Score: -10517197.000000 Penalty: 13205.777344 Iteration 3Q: 3 clusters Score -1.05172e+07 nChanged 1877 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26267 members Mstep: Class 2 contains 21794 members Entering Unmasked Estep Score: -10517828.000000 Penalty: 13205.777344 Iteration 4Q: 3 clusters Score -1.051783e+07 nChanged 1776 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27065 members Mstep: Class 2 contains 20996 members Entering Unmasked Estep Score: -10518559.000000 Penalty: 13205.777344 Iteration 5Q: 3 clusters Score -1.051856e+07 nChanged 1694 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28037 members Mstep: Class 2 contains 20024 members Entering Unmasked Estep Score: -10519270.000000 Penalty: 13205.777344 Iteration 6Q: 3 clusters Score -1.051927e+07 nChanged 1672 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29199 members Mstep: Class 2 contains 18862 members Entering Unmasked Estep Score: -10520037.000000 Penalty: 13205.777344 Iteration 7Q: 3 clusters Score -1.052004e+07 nChanged 1708 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30497 members Mstep: Class 2 contains 17564 members Entering Unmasked Estep Score: -10520902.000000 Penalty: 13205.777344 Iteration 8Q: 3 clusters Score -1.05209e+07 nChanged 1808 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32013 members Mstep: Class 2 contains 16048 members Entering Unmasked Estep Score: -10521881.000000 Penalty: 13205.777344 Iteration 9Q: 3 clusters Score -1.052188e+07 nChanged 1945 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33756 members Mstep: Class 2 contains 14305 members Entering Unmasked Estep Score: -10523103.000000 Penalty: 13205.777344 Iteration 10Q: 3 clusters Score -1.05231e+07 nChanged 2062 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35694 members Mstep: Class 2 contains 12367 members Entering Unmasked Estep Score: -10524456.000000 Penalty: 13205.777344 Iteration 11Q: 3 clusters Score -1.052446e+07 nChanged 2148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37720 members Mstep: Class 2 contains 10341 members Entering Unmasked Estep Score: -10525851.000000 Penalty: 13205.777344 Iteration 12Q: 3 clusters Score -1.052585e+07 nChanged 2132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39792 members Mstep: Class 2 contains 8269 members Entering Unmasked Estep Score: -10527353.000000 Penalty: 13205.777344 Iteration 13Q: 3 clusters Score -1.052735e+07 nChanged 1963 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41711 members Mstep: Class 2 contains 6350 members Entering Unmasked Estep Score: -10528856.000000 Penalty: 13205.777344 Iteration 14Q: 3 clusters Score -1.052886e+07 nChanged 1702 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43389 members Mstep: Class 2 contains 4672 members Entering Unmasked Estep Score: -10530072.000000 Penalty: 13205.777344 Iteration 15Q: 3 clusters Score -1.053007e+07 nChanged 1273 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44636 members Mstep: Class 2 contains 3425 members Entering Unmasked Estep Score: -10530936.000000 Penalty: 13205.777344 Iteration 16Q: 3 clusters Score -1.053094e+07 nChanged 926 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45542 members Mstep: Class 2 contains 2519 members Entering Unmasked Estep Score: -10531664.000000 Penalty: 13205.777344 Iteration 17Q: 3 clusters Score -1.053166e+07 nChanged 611 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46141 members Mstep: Class 2 contains 1920 members Entering Unmasked Estep Score: -10532165.000000 Penalty: 13205.777344 Iteration 18Q: 3 clusters Score -1.053216e+07 nChanged 391 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46524 members Mstep: Class 2 contains 1537 members Entering Unmasked Estep Score: -10532492.000000 Penalty: 13205.777344 Iteration 19Q: 3 clusters Score -1.053249e+07 nChanged 249 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46751 members Mstep: Class 2 contains 1310 members Entering Unmasked Estep Score: -10532677.000000 Penalty: 13205.777344 Iteration 20F: 3 clusters Score -1.053268e+07 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46864 members Mstep: Class 2 contains 1197 members Entering Unmasked Estep Score: -10532774.000000 Penalty: 13205.777344 Iteration 21Q: 3 clusters Score -1.053277e+07 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46958 members Mstep: Class 2 contains 1103 members Entering Unmasked Estep Score: -10532856.000000 Penalty: 13205.777344 Iteration 22Q: 3 clusters Score -1.053286e+07 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47023 members Mstep: Class 2 contains 1038 members Entering Unmasked Estep Score: -10532913.000000 Penalty: 13205.777344 Iteration 23Q: 3 clusters Score -1.053291e+07 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47074 members Mstep: Class 2 contains 987 members Entering Unmasked Estep Score: -10532964.000000 Penalty: 13205.777344 Iteration 24Q: 3 clusters Score -1.053296e+07 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47111 members Mstep: Class 2 contains 950 members Entering Unmasked Estep Score: -10533002.000000 Penalty: 13205.777344 Iteration 25Q: 3 clusters Score -1.0533e+07 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47138 members Mstep: Class 2 contains 923 members Entering Unmasked Estep Score: -10533018.000000 Penalty: 13205.777344 Iteration 26Q: 3 clusters Score -1.053302e+07 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47162 members Mstep: Class 2 contains 899 members Entering Unmasked Estep Score: -10533038.000000 Penalty: 13205.777344 Iteration 27Q: 3 clusters Score -1.053304e+07 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47182 members Mstep: Class 2 contains 879 members Entering Unmasked Estep Score: -10533055.000000 Penalty: 13205.777344 Iteration 28Q: 3 clusters Score -1.053306e+07 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47202 members Mstep: Class 2 contains 859 members Entering Unmasked Estep Score: -10533095.000000 Penalty: 13205.777344 Iteration 29Q: 3 clusters Score -1.05331e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47211 members Mstep: Class 2 contains 850 members Entering Unmasked Estep Score: -10533117.000000 Penalty: 13205.777344 Iteration 30Q: 3 clusters Score -1.053312e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47222 members Mstep: Class 2 contains 839 members Entering Unmasked Estep Score: -10533134.000000 Penalty: 13205.777344 Iteration 31Q: 3 clusters Score -1.053313e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47233 members Mstep: Class 2 contains 828 members Entering Unmasked Estep Score: -10533162.000000 Penalty: 13205.777344 Iteration 32Q: 3 clusters Score -1.053316e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47243 members Mstep: Class 2 contains 818 members Entering Unmasked Estep Score: -10533178.000000 Penalty: 13205.777344 Iteration 33Q: 3 clusters Score -1.053318e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47250 members Mstep: Class 2 contains 811 members Entering Unmasked Estep Score: -10533157.000000 Penalty: 13205.777344 Iteration 34Q: 3 clusters Score -1.053316e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47249 members Mstep: Class 2 contains 812 members Entering Unmasked Estep Score: -10533167.000000 Penalty: 13205.777344 Iteration 35Q: 3 clusters Score -1.053317e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47251 members Mstep: Class 2 contains 810 members Entering Unmasked Estep Score: -10533161.000000 Penalty: 13205.777344 Iteration 36Q: 3 clusters Score -1.053316e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47252 members Mstep: Class 2 contains 809 members Entering Unmasked Estep Score: -10533166.000000 Penalty: 13205.777344 Iteration 37Q: 3 clusters Score -1.053317e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47252 members Mstep: Class 2 contains 809 members Entering Unmasked Estep Score: -10533166.000000 Penalty: 13205.777344 Iteration 38F: 3 clusters Score -1.053317e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (2670 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2670 members Entering Unmasked Estep Score: -567794.750000 Penalty: 4832.523438 Iteration 0F: 2 clusters Score -567794.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1347 members Mstep: Class 2 contains 1323 members Entering Unmasked Estep Score: -562350.625000 Penalty: 9665.046875 Iteration 0F: 3 clusters Score -562350.6 nChanged 685 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1418 members Mstep: Class 2 contains 1252 members Entering Unmasked Estep Score: -563606.000000 Penalty: 9665.046875 Iteration 1F: 3 clusters Score -563606 nChanged 300 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1572 members Mstep: Class 2 contains 1098 members Entering Unmasked Estep Score: -564749.312500 Penalty: 9665.046875 Iteration 2F: 3 clusters Score -564749.3 nChanged 286 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1756 members Mstep: Class 2 contains 914 members Entering Unmasked Estep Score: -565539.250000 Penalty: 9665.046875 Iteration 3F: 3 clusters Score -565539.2 nChanged 184 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1852 members Mstep: Class 2 contains 818 members Entering Unmasked Estep Score: -566022.500000 Penalty: 9665.046875 Iteration 4F: 3 clusters Score -566022.5 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1900 members Mstep: Class 2 contains 770 members Entering Unmasked Estep Score: -566347.125000 Penalty: 9665.046875 Iteration 5Q: 3 clusters Score -566347.1 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1908 members Mstep: Class 2 contains 762 members Entering Unmasked Estep Score: -566569.375000 Penalty: 9665.046875 Iteration 6Q: 3 clusters Score -566569.4 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1883 members Mstep: Class 2 contains 787 members Entering Unmasked Estep Score: -566766.187500 Penalty: 9665.046875 Iteration 7Q: 3 clusters Score -566766.2 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1855 members Mstep: Class 2 contains 815 members Entering Unmasked Estep Score: -566930.250000 Penalty: 9665.046875 Iteration 8Q: 3 clusters Score -566930.2 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1809 members Mstep: Class 2 contains 861 members Entering Unmasked Estep Score: -567108.687500 Penalty: 9665.046875 Iteration 9Q: 3 clusters Score -567108.7 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1767 members Mstep: Class 2 contains 903 members Entering Unmasked Estep Score: -567223.250000 Penalty: 9665.046875 Iteration 10Q: 3 clusters Score -567223.2 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1737 members Mstep: Class 2 contains 933 members Entering Unmasked Estep Score: -567281.562500 Penalty: 9665.046875 Iteration 11Q: 3 clusters Score -567281.6 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1707 members Mstep: Class 2 contains 963 members Entering Unmasked Estep Score: -567345.937500 Penalty: 9665.046875 Iteration 12Q: 3 clusters Score -567345.9 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1682 members Mstep: Class 2 contains 988 members Entering Unmasked Estep Score: -567409.562500 Penalty: 9665.046875 Iteration 13Q: 3 clusters Score -567409.6 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1653 members Mstep: Class 2 contains 1017 members Entering Unmasked Estep Score: -567465.375000 Penalty: 9665.046875 Iteration 14Q: 3 clusters Score -567465.4 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1622 members Mstep: Class 2 contains 1048 members Entering Unmasked Estep Score: -567530.562500 Penalty: 9665.046875 Iteration 15Q: 3 clusters Score -567530.6 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1590 members Mstep: Class 2 contains 1080 members Entering Unmasked Estep Score: -567601.625000 Penalty: 9665.046875 Iteration 16Q: 3 clusters Score -567601.6 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1563 members Mstep: Class 2 contains 1107 members Entering Unmasked Estep Score: -567671.062500 Penalty: 9665.046875 Iteration 17Q: 3 clusters Score -567671.1 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1537 members Mstep: Class 2 contains 1133 members Entering Unmasked Estep Score: -567714.687500 Penalty: 9665.046875 Iteration 18Q: 3 clusters Score -567714.7 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1516 members Mstep: Class 2 contains 1154 members Entering Unmasked Estep Score: -567768.125000 Penalty: 9665.046875 Iteration 19Q: 3 clusters Score -567768.1 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1488 members Mstep: Class 2 contains 1182 members Entering Unmasked Estep Score: -567825.875000 Penalty: 9665.046875 Iteration 20F: 3 clusters Score -567825.9 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1475 members Mstep: Class 2 contains 1195 members Entering Unmasked Estep Score: -567848.875000 Penalty: 9665.046875 Iteration 21Q: 3 clusters Score -567848.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1467 members Mstep: Class 2 contains 1203 members Entering Unmasked Estep Score: -567863.500000 Penalty: 9665.046875 Iteration 22Q: 3 clusters Score -567863.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1465 members Mstep: Class 2 contains 1205 members Entering Unmasked Estep Score: -567866.875000 Penalty: 9665.046875 Iteration 23Q: 3 clusters Score -567866.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1464 members Mstep: Class 2 contains 1206 members Entering Unmasked Estep Score: -567867.125000 Penalty: 9665.046875 Iteration 24Q: 3 clusters Score -567867.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1464 members Mstep: Class 2 contains 1206 members Entering Unmasked Estep Score: -567867.125000 Penalty: 9665.046875 Iteration 25F: 3 clusters Score -567867.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 251 members Mstep: Class 2 contains 25520 members Mstep: Class 3 contains 159108 members Mstep: Class 4 contains 48061 members Mstep: Class 5 contains 1464 members Mstep: Class 6 contains 140025 members Mstep: Class 7 contains 26439 members Mstep: Class 8 contains 1102 members Mstep: Class 9 contains 585 members Mstep: Class 10 contains 6870 members Mstep: Class 11 contains 35082 members Mstep: Class 12 contains 1430 members Mstep: Class 13 contains 23110 members Mstep: Class 14 contains 651 members Mstep: Class 15 contains 1542 members Mstep: Class 16 contains 156047 members Mstep: Class 17 contains 14542 members Mstep: Class 18 contains 1206 members Mstep: Class 20 contains 313 members Mstep: Class 22 contains 275 members Mstep: Class 23 contains 1214 members Mstep: Class 24 contains 34183 members Entering Unmasked Estep Score: -147574480.000000 Penalty: 180948.125000 Splitting cluster 5 changes total score from -147578064.000000 to -147574480.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 6 (140025 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 140025 members Entering Unmasked Estep Score: -31206694.000000 Penalty: 7257.865234 Iteration 0F: 2 clusters Score -3.120669e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 69796 members Mstep: Class 2 contains 70229 members Entering Unmasked Estep Score: -31113512.000000 Penalty: 14515.730469 Iteration 0F: 3 clusters Score -3.111351e+07 nChanged 64947 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 68225 members Mstep: Class 2 contains 71800 members Entering Unmasked Estep Score: -31150172.000000 Penalty: 14515.730469 Iteration 1F: 3 clusters Score -3.115017e+07 nChanged 6081 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67144 members Mstep: Class 2 contains 72881 members Entering Unmasked Estep Score: -31152814.000000 Penalty: 14515.730469 Iteration 2Q: 3 clusters Score -3.115281e+07 nChanged 6748 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65764 members Mstep: Class 2 contains 74261 members Entering Unmasked Estep Score: -31156368.000000 Penalty: 14515.730469 Iteration 3Q: 3 clusters Score -3.115637e+07 nChanged 7701 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64119 members Mstep: Class 2 contains 75906 members Entering Unmasked Estep Score: -31160754.000000 Penalty: 14515.730469 Iteration 4F: 3 clusters Score -3.116075e+07 nChanged 8332 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62499 members Mstep: Class 2 contains 77526 members Entering Unmasked Estep Score: -31165860.000000 Penalty: 14515.730469 Iteration 5F: 3 clusters Score -3.116586e+07 nChanged 8517 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60930 members Mstep: Class 2 contains 79095 members Entering Unmasked Estep Score: -31170768.000000 Penalty: 14515.730469 Iteration 6F: 3 clusters Score -3.117077e+07 nChanged 8366 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59466 members Mstep: Class 2 contains 80559 members Entering Unmasked Estep Score: -31175690.000000 Penalty: 14515.730469 Iteration 7F: 3 clusters Score -3.117569e+07 nChanged 7748 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58036 members Mstep: Class 2 contains 81989 members Entering Unmasked Estep Score: -31180076.000000 Penalty: 14515.730469 Iteration 8F: 3 clusters Score -3.118008e+07 nChanged 6842 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56906 members Mstep: Class 2 contains 83119 members Entering Unmasked Estep Score: -31183648.000000 Penalty: 14515.730469 Iteration 9Q: 3 clusters Score -3.118365e+07 nChanged 5485 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55879 members Mstep: Class 2 contains 84146 members Entering Unmasked Estep Score: -31186098.000000 Penalty: 14515.730469 Iteration 10Q: 3 clusters Score -3.11861e+07 nChanged 4476 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54997 members Mstep: Class 2 contains 85028 members Entering Unmasked Estep Score: -31187852.000000 Penalty: 14515.730469 Iteration 11Q: 3 clusters Score -3.118785e+07 nChanged 3512 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54315 members Mstep: Class 2 contains 85710 members Entering Unmasked Estep Score: -31189190.000000 Penalty: 14515.730469 Iteration 12Q: 3 clusters Score -3.118919e+07 nChanged 2676 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53723 members Mstep: Class 2 contains 86302 members Entering Unmasked Estep Score: -31189718.000000 Penalty: 14515.730469 Iteration 13Q: 3 clusters Score -3.118972e+07 nChanged 2040 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53183 members Mstep: Class 2 contains 86842 members Entering Unmasked Estep Score: -31190040.000000 Penalty: 14515.730469 Iteration 14Q: 3 clusters Score -3.119004e+07 nChanged 1479 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52682 members Mstep: Class 2 contains 87343 members Entering Unmasked Estep Score: -31190422.000000 Penalty: 14515.730469 Iteration 15Q: 3 clusters Score -3.119042e+07 nChanged 1173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52159 members Mstep: Class 2 contains 87866 members Entering Unmasked Estep Score: -31190504.000000 Penalty: 14515.730469 Iteration 16Q: 3 clusters Score -3.11905e+07 nChanged 973 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51586 members Mstep: Class 2 contains 88439 members Entering Unmasked Estep Score: -31190574.000000 Penalty: 14515.730469 Iteration 17Q: 3 clusters Score -3.119057e+07 nChanged 924 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50998 members Mstep: Class 2 contains 89027 members Entering Unmasked Estep Score: -31190686.000000 Penalty: 14515.730469 Iteration 18Q: 3 clusters Score -3.119069e+07 nChanged 799 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50417 members Mstep: Class 2 contains 89608 members Entering Unmasked Estep Score: -31190828.000000 Penalty: 14515.730469 Iteration 19Q: 3 clusters Score -3.119083e+07 nChanged 766 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49811 members Mstep: Class 2 contains 90214 members Entering Unmasked Estep Score: -31190926.000000 Penalty: 14515.730469 Iteration 20F: 3 clusters Score -3.119093e+07 nChanged 775 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49194 members Mstep: Class 2 contains 90831 members Entering Unmasked Estep Score: -31190972.000000 Penalty: 14515.730469 Iteration 21Q: 3 clusters Score -3.119097e+07 nChanged 755 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48577 members Mstep: Class 2 contains 91448 members Entering Unmasked Estep Score: -31191026.000000 Penalty: 14515.730469 Iteration 22Q: 3 clusters Score -3.119103e+07 nChanged 734 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47923 members Mstep: Class 2 contains 92102 members Entering Unmasked Estep Score: -31191208.000000 Penalty: 14515.730469 Iteration 23Q: 3 clusters Score -3.119121e+07 nChanged 774 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47205 members Mstep: Class 2 contains 92820 members Entering Unmasked Estep Score: -31191284.000000 Penalty: 14515.730469 Iteration 24Q: 3 clusters Score -3.119128e+07 nChanged 757 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46486 members Mstep: Class 2 contains 93539 members Entering Unmasked Estep Score: -31191350.000000 Penalty: 14515.730469 Iteration 25Q: 3 clusters Score -3.119135e+07 nChanged 775 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45747 members Mstep: Class 2 contains 94278 members Entering Unmasked Estep Score: -31191406.000000 Penalty: 14515.730469 Iteration 26Q: 3 clusters Score -3.119141e+07 nChanged 872 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44899 members Mstep: Class 2 contains 95126 members Entering Unmasked Estep Score: -31191594.000000 Penalty: 14515.730469 Iteration 27Q: 3 clusters Score -3.119159e+07 nChanged 928 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43989 members Mstep: Class 2 contains 96036 members Entering Unmasked Estep Score: -31191614.000000 Penalty: 14515.730469 Iteration 28Q: 3 clusters Score -3.119161e+07 nChanged 952 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43063 members Mstep: Class 2 contains 96962 members Entering Unmasked Estep Score: -31191828.000000 Penalty: 14515.730469 Iteration 29Q: 3 clusters Score -3.119183e+07 nChanged 1026 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42053 members Mstep: Class 2 contains 97972 members Entering Unmasked Estep Score: -31192080.000000 Penalty: 14515.730469 Iteration 30Q: 3 clusters Score -3.119208e+07 nChanged 1063 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41008 members Mstep: Class 2 contains 99017 members Entering Unmasked Estep Score: -31192270.000000 Penalty: 14515.730469 Iteration 31Q: 3 clusters Score -3.119227e+07 nChanged 1103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39927 members Mstep: Class 2 contains 100098 members Entering Unmasked Estep Score: -31192396.000000 Penalty: 14515.730469 Iteration 32Q: 3 clusters Score -3.11924e+07 nChanged 1117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38820 members Mstep: Class 2 contains 101205 members Entering Unmasked Estep Score: -31192548.000000 Penalty: 14515.730469 Iteration 33Q: 3 clusters Score -3.119255e+07 nChanged 1111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37729 members Mstep: Class 2 contains 102296 members Entering Unmasked Estep Score: -31192804.000000 Penalty: 14515.730469 Iteration 34Q: 3 clusters Score -3.11928e+07 nChanged 1158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36587 members Mstep: Class 2 contains 103438 members Entering Unmasked Estep Score: -31192964.000000 Penalty: 14515.730469 Iteration 35Q: 3 clusters Score -3.119296e+07 nChanged 1209 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35392 members Mstep: Class 2 contains 104633 members Entering Unmasked Estep Score: -31193226.000000 Penalty: 14515.730469 Iteration 36Q: 3 clusters Score -3.119323e+07 nChanged 1276 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34138 members Mstep: Class 2 contains 105887 members Entering Unmasked Estep Score: -31193486.000000 Penalty: 14515.730469 Iteration 37Q: 3 clusters Score -3.119349e+07 nChanged 1323 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32835 members Mstep: Class 2 contains 107190 members Entering Unmasked Estep Score: -31193656.000000 Penalty: 14515.730469 Iteration 38Q: 3 clusters Score -3.119366e+07 nChanged 1305 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31548 members Mstep: Class 2 contains 108477 members Entering Unmasked Estep Score: -31194084.000000 Penalty: 14515.730469 Iteration 39Q: 3 clusters Score -3.119408e+07 nChanged 1310 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30262 members Mstep: Class 2 contains 109763 members Entering Unmasked Estep Score: -31194546.000000 Penalty: 14515.730469 Iteration 40F: 3 clusters Score -3.119455e+07 nChanged 1345 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28937 members Mstep: Class 2 contains 111088 members Entering Unmasked Estep Score: 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Class 2 contains 116131 members Entering Unmasked Estep Score: -31196458.000000 Penalty: 14515.730469 Iteration 45Q: 3 clusters Score -3.119646e+07 nChanged 1184 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22728 members Mstep: Class 2 contains 117297 members Entering Unmasked Estep Score: -31196810.000000 Penalty: 14515.730469 Iteration 46Q: 3 clusters Score -3.119681e+07 nChanged 1106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21638 members Mstep: Class 2 contains 118387 members Entering Unmasked Estep Score: -31197186.000000 Penalty: 14515.730469 Iteration 47Q: 3 clusters Score -3.119719e+07 nChanged 1021 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20629 members Mstep: Class 2 contains 119396 members Entering Unmasked Estep Score: -31197500.000000 Penalty: 14515.730469 Iteration 48Q: 3 clusters Score -3.11975e+07 nChanged 1000 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19641 members Mstep: Class 2 contains 120384 members Entering Unmasked Estep Score: -31197868.000000 Penalty: 14515.730469 Iteration 49Q: 3 clusters Score -3.119787e+07 nChanged 993 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18662 members Mstep: Class 2 contains 121363 members Entering Unmasked Estep Score: -31198216.000000 Penalty: 14515.730469 Iteration 50Q: 3 clusters Score -3.119822e+07 nChanged 1000 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17692 members Mstep: Class 2 contains 122333 members Entering Unmasked Estep Score: -31198640.000000 Penalty: 14515.730469 Iteration 51Q: 3 clusters Score -3.119864e+07 nChanged 992 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16736 members Mstep: Class 2 contains 123289 members Entering Unmasked Estep Score: -31198942.000000 Penalty: 14515.730469 Iteration 52Q: 3 clusters Score -3.119894e+07 nChanged 926 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15866 members Mstep: Class 2 contains 124159 members Entering Unmasked Estep Score: -31199348.000000 Penalty: 14515.730469 Iteration 53Q: 3 clusters Score -3.119935e+07 nChanged 858 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15080 members Mstep: Class 2 contains 124945 members Entering Unmasked Estep Score: -31199660.000000 Penalty: 14515.730469 Iteration 54Q: 3 clusters Score -3.119966e+07 nChanged 768 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14372 members Mstep: Class 2 contains 125653 members Entering Unmasked Estep Score: -31199814.000000 Penalty: 14515.730469 Iteration 55Q: 3 clusters Score -3.119981e+07 nChanged 663 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13745 members Mstep: Class 2 contains 126280 members Entering Unmasked Estep Score: 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contains 128247 members Entering Unmasked Estep Score: -31200200.000000 Penalty: 14515.730469 Iteration 60F: 3 clusters Score -3.12002e+07 nChanged 403 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11387 members Mstep: Class 2 contains 128638 members Entering Unmasked Estep Score: -31200256.000000 Penalty: 14515.730469 Iteration 61Q: 3 clusters Score -3.120026e+07 nChanged 369 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11034 members Mstep: Class 2 contains 128991 members Entering Unmasked Estep Score: -31200364.000000 Penalty: 14515.730469 Iteration 62Q: 3 clusters Score -3.120036e+07 nChanged 330 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10718 members Mstep: Class 2 contains 129307 members Entering Unmasked Estep Score: -31200354.000000 Penalty: 14515.730469 Iteration 63Q: 3 clusters Score -3.120035e+07 nChanged 263 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10457 members Mstep: Class 2 contains 129568 members Entering Unmasked Estep Score: -31200326.000000 Penalty: 14515.730469 Iteration 64Q: 3 clusters Score -3.120033e+07 nChanged 237 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10226 members Mstep: Class 2 contains 129799 members Entering Unmasked Estep Score: -31200364.000000 Penalty: 14515.730469 Iteration 65Q: 3 clusters Score -3.120036e+07 nChanged 230 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10000 members Mstep: Class 2 contains 130025 members Entering Unmasked Estep Score: -31200430.000000 Penalty: 14515.730469 Iteration 66Q: 3 clusters Score -3.120043e+07 nChanged 227 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9777 members Mstep: Class 2 contains 130248 members Entering Unmasked Estep Score: -31200438.000000 Penalty: 14515.730469 Iteration 67Q: 3 clusters Score -3.120044e+07 nChanged 226 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9555 members Mstep: Class 2 contains 130470 members Entering Unmasked Estep Score: -31200488.000000 Penalty: 14515.730469 Iteration 68Q: 3 clusters Score -3.120049e+07 nChanged 237 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9324 members Mstep: Class 2 contains 130701 members Entering Unmasked Estep Score: -31200550.000000 Penalty: 14515.730469 Iteration 69Q: 3 clusters Score -3.120055e+07 nChanged 190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9138 members Mstep: Class 2 contains 130887 members Entering Unmasked Estep Score: -31200548.000000 Penalty: 14515.730469 Iteration 70Q: 3 clusters Score -3.120055e+07 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8968 members Mstep: Class 2 contains 131057 members Entering Unmasked Estep Score: -31200556.000000 Penalty: 14515.730469 Iteration 71Q: 3 clusters Score -3.120056e+07 nChanged 169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8801 members Mstep: Class 2 contains 131224 members Entering Unmasked Estep Score: -31200610.000000 Penalty: 14515.730469 Iteration 72Q: 3 clusters Score -3.120061e+07 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8636 members Mstep: Class 2 contains 131389 members Entering Unmasked Estep Score: -31200686.000000 Penalty: 14515.730469 Iteration 73Q: 3 clusters Score -3.120069e+07 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8482 members Mstep: Class 2 contains 131543 members Entering Unmasked Estep Score: -31200732.000000 Penalty: 14515.730469 Iteration 74Q: 3 clusters Score -3.120073e+07 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8325 members Mstep: Class 2 contains 131700 members Entering Unmasked 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121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6803 members Mstep: Class 2 contains 133222 members Entering Unmasked Estep Score: -31201034.000000 Penalty: 14515.730469 Iteration 87Q: 3 clusters Score -3.120103e+07 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6707 members Mstep: Class 2 contains 133318 members Entering Unmasked Estep Score: -31201040.000000 Penalty: 14515.730469 Iteration 88Q: 3 clusters Score -3.120104e+07 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6626 members Mstep: Class 2 contains 133399 members Entering Unmasked Estep Score: -31200992.000000 Penalty: 14515.730469 Iteration 89Q: 3 clusters Score -3.120099e+07 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6539 members Mstep: Class 2 contains 133486 members Entering Unmasked Estep Score: -31201026.000000 Penalty: 14515.730469 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members Mstep: Class 1 contains 5444 members Mstep: Class 2 contains 134581 members Entering Unmasked Estep Score: -31201388.000000 Penalty: 14515.730469 Iteration 102Q: 3 clusters Score -3.120139e+07 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5344 members Mstep: Class 2 contains 134681 members Entering Unmasked Estep Score: -31201396.000000 Penalty: 14515.730469 Iteration 103Q: 3 clusters Score -3.12014e+07 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5226 members Mstep: Class 2 contains 134799 members Entering Unmasked Estep Score: -31201434.000000 Penalty: 14515.730469 Iteration 104Q: 3 clusters Score -3.120143e+07 nChanged 199 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5095 members Mstep: Class 2 contains 134930 members Entering Unmasked Estep Score: -31201562.000000 Penalty: 14515.730469 Iteration 105Q: 3 clusters Score -3.120156e+07 nChanged 244 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4937 members Mstep: Class 2 contains 135088 members Entering Unmasked Estep Score: -31201788.000000 Penalty: 14515.730469 Iteration 106Q: 3 clusters Score -3.120179e+07 nChanged 263 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4820 members Mstep: Class 2 contains 135205 members Entering Unmasked Estep Score: -31202008.000000 Penalty: 14515.730469 Iteration 107Q: 3 clusters Score -3.120201e+07 nChanged 238 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4706 members Mstep: Class 2 contains 135319 members Entering Unmasked Estep Score: -31202142.000000 Penalty: 14515.730469 Iteration 108Q: 3 clusters Score -3.120214e+07 nChanged 230 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4632 members Mstep: Class 2 contains 135393 members Entering Unmasked Estep Score: -31202244.000000 Penalty: 14515.730469 Iteration 109Q: 3 clusters Score -3.120224e+07 nChanged 169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4591 members Mstep: Class 2 contains 135434 members Entering Unmasked Estep Score: -31202334.000000 Penalty: 14515.730469 Iteration 110Q: 3 clusters Score -3.120233e+07 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4544 members Mstep: Class 2 contains 135481 members Entering Unmasked Estep Score: -31202428.000000 Penalty: 14515.730469 Iteration 111Q: 3 clusters Score -3.120243e+07 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4508 members Mstep: Class 2 contains 135517 members Entering Unmasked Estep Score: -31202386.000000 Penalty: 14515.730469 Iteration 112Q: 3 clusters Score -3.120239e+07 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4481 members Mstep: Class 2 contains 135544 members Entering Unmasked Estep Score: -31202398.000000 Penalty: 14515.730469 Iteration 113Q: 3 clusters Score -3.12024e+07 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4474 members Mstep: Class 2 contains 135551 members Entering Unmasked Estep Score: -31202440.000000 Penalty: 14515.730469 Iteration 114Q: 3 clusters Score -3.120244e+07 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4456 members Mstep: Class 2 contains 135569 members Entering Unmasked Estep Score: -31202466.000000 Penalty: 14515.730469 Iteration 115Q: 3 clusters Score -3.120247e+07 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4448 members Mstep: Class 2 contains 135577 members Entering Unmasked Estep Score: -31202518.000000 Penalty: 14515.730469 Iteration 116Q: 3 clusters Score -3.120252e+07 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4440 members Mstep: Class 2 contains 135585 members Entering Unmasked Estep Score: -31202474.000000 Penalty: 14515.730469 Iteration 117Q: 3 clusters Score -3.120247e+07 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4435 members Mstep: Class 2 contains 135590 members Entering Unmasked Estep Score: -31202450.000000 Penalty: 14515.730469 Iteration 118Q: 3 clusters Score -3.120245e+07 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4425 members Mstep: Class 2 contains 135600 members Entering Unmasked Estep Score: -31202476.000000 Penalty: 14515.730469 Iteration 119Q: 3 clusters Score -3.120248e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4427 members Mstep: Class 2 contains 135598 members Entering Unmasked Estep Score: -31202462.000000 Penalty: 14515.730469 Iteration 120F: 3 clusters Score -3.120246e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4424 members Mstep: Class 2 contains 135601 members Entering Unmasked Estep Score: -31202452.000000 Penalty: 14515.730469 Iteration 121Q: 3 clusters Score -3.120245e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4422 members Mstep: Class 2 contains 135603 members Entering Unmasked Estep Score: -31202440.000000 Penalty: 14515.730469 Iteration 122Q: 3 clusters Score -3.120244e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4419 members Mstep: Class 2 contains 135606 members Entering Unmasked Estep Score: -31202440.000000 Penalty: 14515.730469 Iteration 123Q: 3 clusters Score -3.120244e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4416 members Mstep: Class 2 contains 135609 members Entering Unmasked Estep Score: -31202456.000000 Penalty: 14515.730469 Iteration 124Q: 3 clusters Score -3.120246e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4411 members Mstep: Class 2 contains 135614 members Entering Unmasked Estep Score: -31202450.000000 Penalty: 14515.730469 Iteration 125Q: 3 clusters Score -3.120245e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4410 members Mstep: Class 2 contains 135615 members Entering Unmasked Estep Score: -31202448.000000 Penalty: 14515.730469 Iteration 126Q: 3 clusters Score -3.120245e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4408 members Mstep: Class 2 contains 135617 members Entering Unmasked Estep Score: -31202432.000000 Penalty: 14515.730469 Iteration 127Q: 3 clusters Score -3.120243e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4408 members Mstep: Class 2 contains 135617 members Entering Unmasked Estep Score: -31202456.000000 Penalty: 14515.730469 Iteration 128Q: 3 clusters Score -3.120246e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4407 members Mstep: Class 2 contains 135618 members Entering Unmasked Estep Score: -31202460.000000 Penalty: 14515.730469 Iteration 129Q: 3 clusters Score -3.120246e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4407 members Mstep: Class 2 contains 135618 members Entering Unmasked Estep Score: -31202450.000000 Penalty: 14515.730469 Iteration 130Q: 3 clusters Score -3.120245e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4408 members Mstep: Class 2 contains 135617 members Entering Unmasked Estep Score: -31202446.000000 Penalty: 14515.730469 Iteration 131Q: 3 clusters Score -3.120245e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4407 members Mstep: Class 2 contains 135618 members Entering Unmasked Estep Score: -31202452.000000 Penalty: 14515.730469 Iteration 132Q: 3 clusters Score -3.120245e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4407 members Mstep: Class 2 contains 135618 members Entering Unmasked Estep Score: -31202452.000000 Penalty: 14515.730469 Iteration 133F: 3 clusters Score -3.120245e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (26439 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26439 members Entering Unmasked Estep Score: -5805056.000000 Penalty: 6236.839355 Iteration 0F: 2 clusters Score -5805056 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13205 members Mstep: Class 2 contains 13234 members Entering Unmasked Estep Score: -5784424.500000 Penalty: 12473.678711 Iteration 0F: 3 clusters Score -5784424 nChanged 11132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13375 members Mstep: Class 2 contains 13064 members Entering Unmasked Estep Score: -5790246.000000 Penalty: 12473.678711 Iteration 1F: 3 clusters Score -5790246 nChanged 1687 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13518 members Mstep: Class 2 contains 12921 members Entering Unmasked Estep Score: -5791032.500000 Penalty: 12473.678711 Iteration 2F: 3 clusters Score -5791032 nChanged 1390 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13682 members Mstep: Class 2 contains 12757 members Entering Unmasked Estep Score: -5791692.500000 Penalty: 12473.678711 Iteration 3F: 3 clusters Score -5791692 nChanged 1210 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13910 members Mstep: Class 2 contains 12529 members Entering Unmasked Estep Score: -5792309.000000 Penalty: 12473.678711 Iteration 4Q: 3 clusters Score -5792309 nChanged 1171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14247 members Mstep: Class 2 contains 12192 members Entering Unmasked Estep Score: -5792949.500000 Penalty: 12473.678711 Iteration 5Q: 3 clusters Score -5792950 nChanged 1167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14616 members Mstep: Class 2 contains 11823 members Entering Unmasked Estep Score: -5793562.500000 Penalty: 12473.678711 Iteration 6Q: 3 clusters Score -5793562 nChanged 1152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15094 members Mstep: Class 2 contains 11345 members Entering Unmasked Estep Score: -5794179.500000 Penalty: 12473.678711 Iteration 7Q: 3 clusters Score -5794180 nChanged 1095 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15577 members Mstep: Class 2 contains 10862 members Entering Unmasked Estep Score: -5794759.500000 Penalty: 12473.678711 Iteration 8Q: 3 clusters Score -5794760 nChanged 1033 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16098 members Mstep: Class 2 contains 10341 members Entering Unmasked Estep Score: -5795286.000000 Penalty: 12473.678711 Iteration 9Q: 3 clusters Score -5795286 nChanged 939 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16657 members Mstep: Class 2 contains 9782 members Entering Unmasked Estep Score: -5795766.000000 Penalty: 12473.678711 Iteration 10Q: 3 clusters Score -5795766 nChanged 854 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17233 members Mstep: Class 2 contains 9206 members Entering Unmasked Estep Score: -5796169.000000 Penalty: 12473.678711 Iteration 11Q: 3 clusters Score -5796169 nChanged 825 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17860 members Mstep: Class 2 contains 8579 members Entering Unmasked Estep Score: -5796622.500000 Penalty: 12473.678711 Iteration 12Q: 3 clusters Score -5796622 nChanged 844 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18528 members Mstep: Class 2 contains 7911 members Entering Unmasked Estep Score: -5797104.500000 Penalty: 12473.678711 Iteration 13Q: 3 clusters Score -5797104 nChanged 787 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19157 members Mstep: Class 2 contains 7282 members Entering Unmasked Estep Score: -5797597.000000 Penalty: 12473.678711 Iteration 14Q: 3 clusters Score -5797597 nChanged 743 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19740 members Mstep: Class 2 contains 6699 members Entering Unmasked Estep Score: -5798050.500000 Penalty: 12473.678711 Iteration 15Q: 3 clusters Score -5798050 nChanged 691 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20299 members Mstep: Class 2 contains 6140 members Entering Unmasked Estep Score: -5798503.000000 Penalty: 12473.678711 Iteration 16Q: 3 clusters Score -5798503 nChanged 644 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20817 members Mstep: Class 2 contains 5622 members Entering Unmasked Estep Score: -5798942.000000 Penalty: 12473.678711 Iteration 17Q: 3 clusters Score -5798942 nChanged 547 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21258 members Mstep: Class 2 contains 5181 members Entering Unmasked Estep Score: -5799364.500000 Penalty: 12473.678711 Iteration 18Q: 3 clusters Score -5799364 nChanged 455 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21585 members Mstep: Class 2 contains 4854 members Entering Unmasked Estep Score: -5799653.000000 Penalty: 12473.678711 Iteration 19Q: 3 clusters Score -5799653 nChanged 398 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21829 members Mstep: Class 2 contains 4610 members Entering Unmasked Estep Score: -5799892.500000 Penalty: 12473.678711 Iteration 20F: 3 clusters Score -5799892 nChanged 320 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22035 members Mstep: Class 2 contains 4404 members Entering Unmasked Estep Score: -5800048.000000 Penalty: 12473.678711 Iteration 21Q: 3 clusters Score -5800048 nChanged 263 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22186 members Mstep: Class 2 contains 4253 members Entering Unmasked Estep Score: -5800184.500000 Penalty: 12473.678711 Iteration 22Q: 3 clusters Score -5800184 nChanged 232 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22302 members Mstep: Class 2 contains 4137 members Entering Unmasked Estep Score: -5800313.500000 Penalty: 12473.678711 Iteration 23Q: 3 clusters Score -5800314 nChanged 202 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22402 members Mstep: Class 2 contains 4037 members Entering Unmasked Estep Score: -5800393.000000 Penalty: 12473.678711 Iteration 24Q: 3 clusters Score -5800393 nChanged 190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22458 members Mstep: Class 2 contains 3981 members Entering Unmasked Estep Score: -5800484.500000 Penalty: 12473.678711 Iteration 25Q: 3 clusters Score -5800484 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22526 members Mstep: Class 2 contains 3913 members Entering Unmasked Estep Score: -5800544.500000 Penalty: 12473.678711 Iteration 26Q: 3 clusters Score -5800544 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22577 members Mstep: Class 2 contains 3862 members Entering Unmasked Estep Score: -5800584.000000 Penalty: 12473.678711 Iteration 27Q: 3 clusters Score -5800584 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22617 members Mstep: Class 2 contains 3822 members Entering Unmasked Estep Score: -5800643.500000 Penalty: 12473.678711 Iteration 28Q: 3 clusters Score -5800644 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22660 members Mstep: Class 2 contains 3779 members Entering Unmasked Estep Score: -5800675.500000 Penalty: 12473.678711 Iteration 29Q: 3 clusters Score -5800676 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22711 members Mstep: Class 2 contains 3728 members Entering Unmasked Estep Score: -5800691.500000 Penalty: 12473.678711 Iteration 30Q: 3 clusters Score -5800692 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22751 members Mstep: Class 2 contains 3688 members Entering Unmasked Estep Score: -5800724.000000 Penalty: 12473.678711 Iteration 31Q: 3 clusters Score -5800724 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22790 members Mstep: Class 2 contains 3649 members Entering Unmasked Estep Score: -5800742.000000 Penalty: 12473.678711 Iteration 32Q: 3 clusters Score -5800742 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22841 members Mstep: Class 2 contains 3598 members Entering Unmasked Estep Score: -5800779.000000 Penalty: 12473.678711 Iteration 33Q: 3 clusters Score -5800779 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22868 members Mstep: Class 2 contains 3571 members Entering Unmasked Estep Score: -5800773.500000 Penalty: 12473.678711 Iteration 34Q: 3 clusters Score -5800774 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22883 members Mstep: Class 2 contains 3556 members Entering Unmasked Estep Score: -5800783.500000 Penalty: 12473.678711 Iteration 35Q: 3 clusters Score -5800784 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22895 members Mstep: Class 2 contains 3544 members Entering Unmasked Estep Score: -5800796.000000 Penalty: 12473.678711 Iteration 36Q: 3 clusters Score -5800796 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22903 members Mstep: Class 2 contains 3536 members Entering Unmasked Estep Score: -5800799.500000 Penalty: 12473.678711 Iteration 37Q: 3 clusters Score -5800800 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22914 members Mstep: Class 2 contains 3525 members Entering Unmasked Estep Score: -5800795.000000 Penalty: 12473.678711 Iteration 38Q: 3 clusters Score -5800795 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22922 members Mstep: Class 2 contains 3517 members Entering Unmasked Estep Score: -5800796.000000 Penalty: 12473.678711 Iteration 39Q: 3 clusters Score -5800796 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22927 members Mstep: Class 2 contains 3512 members Entering Unmasked Estep Score: -5800798.000000 Penalty: 12473.678711 Iteration 40F: 3 clusters Score -5800798 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22928 members Mstep: Class 2 contains 3511 members Entering Unmasked Estep Score: -5800799.000000 Penalty: 12473.678711 Iteration 41Q: 3 clusters Score -5800799 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22933 members Mstep: Class 2 contains 3506 members Entering Unmasked Estep Score: -5800798.000000 Penalty: 12473.678711 Iteration 42Q: 3 clusters Score -5800798 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22937 members Mstep: Class 2 contains 3502 members Entering Unmasked Estep Score: -5800803.500000 Penalty: 12473.678711 Iteration 43Q: 3 clusters Score -5800804 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22941 members Mstep: Class 2 contains 3498 members Entering Unmasked Estep Score: -5800802.500000 Penalty: 12473.678711 Iteration 44Q: 3 clusters Score -5800802 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22947 members Mstep: Class 2 contains 3492 members Entering Unmasked Estep Score: -5800804.000000 Penalty: 12473.678711 Iteration 45Q: 3 clusters Score -5800804 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22951 members Mstep: Class 2 contains 3488 members Entering Unmasked Estep Score: -5800803.500000 Penalty: 12473.678711 Iteration 46Q: 3 clusters Score -5800804 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22954 members Mstep: Class 2 contains 3485 members Entering Unmasked Estep Score: -5800799.500000 Penalty: 12473.678711 Iteration 47Q: 3 clusters Score -5800800 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22962 members Mstep: Class 2 contains 3477 members Entering Unmasked Estep Score: -5800800.500000 Penalty: 12473.678711 Iteration 48Q: 3 clusters Score -5800800 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22967 members Mstep: Class 2 contains 3472 members Entering Unmasked Estep Score: -5800817.000000 Penalty: 12473.678711 Iteration 49Q: 3 clusters Score -5800817 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22971 members Mstep: Class 2 contains 3468 members Entering Unmasked Estep Score: -5800813.000000 Penalty: 12473.678711 Iteration 50Q: 3 clusters Score -5800813 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22970 members Mstep: Class 2 contains 3469 members Entering Unmasked Estep Score: -5800806.000000 Penalty: 12473.678711 Iteration 51Q: 3 clusters Score -5800806 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22973 members Mstep: Class 2 contains 3466 members Entering Unmasked Estep Score: -5800809.500000 Penalty: 12473.678711 Iteration 52Q: 3 clusters Score -5800810 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22976 members Mstep: Class 2 contains 3463 members Entering Unmasked Estep Score: -5800817.500000 Penalty: 12473.678711 Iteration 53Q: 3 clusters Score -5800818 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22978 members Mstep: Class 2 contains 3461 members Entering Unmasked Estep Score: -5800819.500000 Penalty: 12473.678711 Iteration 54Q: 3 clusters Score -5800820 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22981 members Mstep: Class 2 contains 3458 members Entering Unmasked Estep Score: -5800819.000000 Penalty: 12473.678711 Iteration 55Q: 3 clusters Score -5800819 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22981 members Mstep: Class 2 contains 3458 members Entering Unmasked Estep Score: -5800818.000000 Penalty: 12473.678711 Iteration 56Q: 3 clusters Score -5800818 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22982 members Mstep: Class 2 contains 3457 members Entering Unmasked Estep Score: -5800821.500000 Penalty: 12473.678711 Iteration 57Q: 3 clusters Score -5800822 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22984 members Mstep: Class 2 contains 3455 members Entering Unmasked Estep Score: -5800826.000000 Penalty: 12473.678711 Iteration 58Q: 3 clusters Score -5800826 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22985 members Mstep: Class 2 contains 3454 members Entering Unmasked Estep Score: -5800822.000000 Penalty: 12473.678711 Iteration 59Q: 3 clusters Score -5800822 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22987 members Mstep: Class 2 contains 3452 members Entering Unmasked Estep Score: -5800823.500000 Penalty: 12473.678711 Iteration 60F: 3 clusters Score -5800824 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22990 members Mstep: Class 2 contains 3449 members Entering Unmasked Estep Score: -5800823.000000 Penalty: 12473.678711 Iteration 61Q: 3 clusters Score -5800823 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22991 members Mstep: Class 2 contains 3448 members Entering Unmasked Estep Score: -5800824.000000 Penalty: 12473.678711 Iteration 62Q: 3 clusters Score -5800824 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22992 members Mstep: Class 2 contains 3447 members Entering Unmasked Estep Score: -5800825.500000 Penalty: 12473.678711 Iteration 63Q: 3 clusters Score -5800826 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22993 members Mstep: Class 2 contains 3446 members Entering Unmasked Estep Score: -5800820.500000 Penalty: 12473.678711 Iteration 64Q: 3 clusters Score -5800820 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22993 members Mstep: Class 2 contains 3446 members Entering Unmasked Estep Score: -5800820.500000 Penalty: 12473.678711 Iteration 65F: 3 clusters Score -5800820 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (1102 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1102 members Entering Unmasked Estep Score: -209731.421875 Penalty: 4290.490234 Iteration 0F: 2 clusters Score -209731.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 557 members Mstep: Class 2 contains 545 members Entering Unmasked Estep Score: -205702.703125 Penalty: 8580.980469 Iteration 0F: 3 clusters Score -205702.7 nChanged 190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 557 members Mstep: Class 2 contains 545 members Entering Unmasked Estep Score: -206240.234375 Penalty: 8580.980469 Iteration 1F: 3 clusters Score -206240.2 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 536 members Mstep: Class 2 contains 566 members Entering Unmasked Estep Score: -206519.718750 Penalty: 8580.980469 Iteration 2F: 3 clusters Score -206519.7 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 510 members Mstep: Class 2 contains 592 members Entering Unmasked Estep Score: -206731.625000 Penalty: 8580.980469 Iteration 3Q: 3 clusters Score -206731.6 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 480 members Mstep: Class 2 contains 622 members Entering Unmasked Estep Score: -206946.312500 Penalty: 8580.980469 Iteration 4Q: 3 clusters Score -206946.3 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 450 members Mstep: Class 2 contains 652 members Entering Unmasked Estep Score: -207235.515625 Penalty: 8580.980469 Iteration 5Q: 3 clusters Score -207235.5 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 417 members Mstep: Class 2 contains 685 members Entering Unmasked Estep Score: -207498.000000 Penalty: 8580.980469 Iteration 6Q: 3 clusters Score -207498 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 412 members Mstep: Class 2 contains 690 members Entering Unmasked Estep Score: -207639.609375 Penalty: 8580.980469 Iteration 7Q: 3 clusters Score -207639.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 412 members Mstep: Class 2 contains 690 members Entering Unmasked Estep Score: -207731.671875 Penalty: 8580.980469 Iteration 8Q: 3 clusters Score -207731.7 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 414 members Mstep: Class 2 contains 688 members Entering Unmasked Estep Score: -207810.546875 Penalty: 8580.980469 Iteration 9Q: 3 clusters Score -207810.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 413 members Mstep: Class 2 contains 689 members Entering Unmasked Estep Score: -207836.765625 Penalty: 8580.980469 Iteration 10Q: 3 clusters Score -207836.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 408 members Mstep: Class 2 contains 694 members Entering Unmasked Estep Score: -207847.765625 Penalty: 8580.980469 Iteration 11Q: 3 clusters Score -207847.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 407 members Mstep: Class 2 contains 695 members Entering Unmasked Estep Score: -207850.171875 Penalty: 8580.980469 Iteration 12Q: 3 clusters Score -207850.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 406 members Mstep: Class 2 contains 696 members Entering Unmasked Estep Score: -207851.375000 Penalty: 8580.980469 Iteration 13Q: 3 clusters Score -207851.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 407 members Mstep: Class 2 contains 695 members Entering Unmasked Estep Score: -207861.656250 Penalty: 8580.980469 Iteration 14Q: 3 clusters Score -207861.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 406 members Mstep: Class 2 contains 696 members Entering Unmasked Estep Score: -207870.093750 Penalty: 8580.980469 Iteration 15Q: 3 clusters Score -207870.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 406 members Mstep: Class 2 contains 696 members Entering Unmasked Estep Score: -207873.796875 Penalty: 8580.980469 Iteration 16Q: 3 clusters Score -207873.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 405 members Mstep: Class 2 contains 697 members Entering Unmasked Estep Score: -207878.937500 Penalty: 8580.980469 Iteration 17Q: 3 clusters Score -207878.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 403 members Mstep: Class 2 contains 699 members Entering Unmasked Estep Score: -207881.906250 Penalty: 8580.980469 Iteration 18Q: 3 clusters Score -207881.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 403 members Mstep: Class 2 contains 699 members Entering Unmasked Estep Score: -207882.265625 Penalty: 8580.980469 Iteration 19F: 3 clusters Score -207882.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 405 members Mstep: Class 2 contains 697 members Entering Unmasked Estep Score: -207899.421875 Penalty: 8580.980469 Iteration 20F: 3 clusters Score -207899.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 407 members Mstep: Class 2 contains 695 members Entering Unmasked Estep Score: -207919.187500 Penalty: 8580.980469 Iteration 21Q: 3 clusters Score -207919.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 409 members Mstep: Class 2 contains 693 members Entering Unmasked Estep Score: -207928.421875 Penalty: 8580.980469 Iteration 22Q: 3 clusters Score -207928.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 408 members Mstep: Class 2 contains 694 members Entering Unmasked Estep Score: -207934.875000 Penalty: 8580.980469 Iteration 23Q: 3 clusters Score -207934.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 405 members Mstep: Class 2 contains 697 members Entering Unmasked Estep Score: -207942.359375 Penalty: 8580.980469 Iteration 24Q: 3 clusters Score -207942.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 404 members Mstep: Class 2 contains 698 members Entering Unmasked Estep Score: -207943.750000 Penalty: 8580.980469 Iteration 25Q: 3 clusters Score -207943.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 404 members Mstep: Class 2 contains 698 members Entering Unmasked Estep Score: -207943.750000 Penalty: 8580.980469 Iteration 26F: 3 clusters Score -207943.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (585 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 585 members Entering Unmasked Estep Score: -123415.664062 Penalty: 3902.612305 Iteration 0F: 2 clusters Score -123415.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 294 members Mstep: Class 2 contains 291 members Entering Unmasked Estep Score: -119858.343750 Penalty: 7805.224609 Iteration 0F: 3 clusters Score -119858.3 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 299 members Mstep: Class 2 contains 286 members Entering Unmasked Estep Score: -120044.703125 Penalty: 7805.224609 Iteration 1F: 3 clusters Score -120044.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 298 members Mstep: Class 2 contains 287 members Entering Unmasked Estep Score: -120085.523438 Penalty: 7805.224609 Iteration 2Q: 3 clusters Score -120085.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 300 members Mstep: Class 2 contains 285 members Entering Unmasked Estep Score: -120104.523438 Penalty: 7805.224609 Iteration 3Q: 3 clusters Score -120104.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 302 members Mstep: Class 2 contains 283 members Entering Unmasked Estep Score: -120114.414062 Penalty: 7805.224609 Iteration 4Q: 3 clusters Score -120114.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 302 members Mstep: Class 2 contains 283 members Entering Unmasked Estep Score: -120114.414062 Penalty: 7805.224609 Iteration 5F: 3 clusters Score -120114.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (6870 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6870 members Entering Unmasked Estep Score: -1472739.750000 Penalty: 5411.387695 Iteration 0F: 2 clusters Score -1472740 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3478 members Mstep: Class 2 contains 3392 members Entering Unmasked Estep Score: -1464411.375000 Penalty: 10822.775391 Iteration 0F: 3 clusters Score -1464411 nChanged 2327 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3523 members Mstep: Class 2 contains 3347 members Entering Unmasked Estep Score: -1465893.125000 Penalty: 10822.775391 Iteration 1F: 3 clusters Score -1465893 nChanged 506 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3555 members Mstep: Class 2 contains 3315 members Entering Unmasked Estep Score: -1466267.000000 Penalty: 10822.775391 Iteration 2F: 3 clusters Score -1466267 nChanged 306 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3565 members Mstep: Class 2 contains 3305 members Entering Unmasked Estep Score: -1466460.375000 Penalty: 10822.775391 Iteration 3Q: 3 clusters Score -1466460 nChanged 217 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3566 members Mstep: Class 2 contains 3304 members Entering Unmasked Estep Score: -1466590.500000 Penalty: 10822.775391 Iteration 4Q: 3 clusters Score -1466590 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3593 members Mstep: Class 2 contains 3277 members Entering Unmasked Estep Score: -1466665.375000 Penalty: 10822.775391 Iteration 5Q: 3 clusters Score -1466665 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3619 members Mstep: Class 2 contains 3251 members Entering Unmasked Estep Score: -1466725.250000 Penalty: 10822.775391 Iteration 6Q: 3 clusters Score -1466725 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3642 members Mstep: Class 2 contains 3228 members Entering Unmasked Estep Score: -1466762.500000 Penalty: 10822.775391 Iteration 7Q: 3 clusters Score -1466762 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3660 members Mstep: Class 2 contains 3210 members Entering Unmasked Estep Score: -1466790.625000 Penalty: 10822.775391 Iteration 8Q: 3 clusters Score -1466791 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3658 members Mstep: Class 2 contains 3212 members Entering Unmasked Estep Score: -1466819.375000 Penalty: 10822.775391 Iteration 9Q: 3 clusters Score -1466819 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3661 members Mstep: Class 2 contains 3209 members Entering Unmasked Estep Score: -1466842.500000 Penalty: 10822.775391 Iteration 10Q: 3 clusters Score -1466842 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3666 members Mstep: Class 2 contains 3204 members Entering Unmasked Estep Score: -1466860.750000 Penalty: 10822.775391 Iteration 11Q: 3 clusters Score -1466861 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3667 members Mstep: Class 2 contains 3203 members Entering Unmasked Estep Score: -1466877.250000 Penalty: 10822.775391 Iteration 12Q: 3 clusters Score -1466877 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3670 members Mstep: Class 2 contains 3200 members Entering Unmasked Estep Score: -1466896.625000 Penalty: 10822.775391 Iteration 13Q: 3 clusters Score -1466897 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3681 members Mstep: Class 2 contains 3189 members Entering Unmasked Estep Score: -1466909.250000 Penalty: 10822.775391 Iteration 14Q: 3 clusters Score -1466909 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3692 members Mstep: Class 2 contains 3178 members Entering Unmasked Estep Score: -1466920.625000 Penalty: 10822.775391 Iteration 15Q: 3 clusters Score -1466921 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3689 members Mstep: Class 2 contains 3181 members Entering Unmasked Estep Score: -1466931.250000 Penalty: 10822.775391 Iteration 16Q: 3 clusters Score -1466931 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3687 members Mstep: Class 2 contains 3183 members Entering Unmasked Estep Score: -1466940.500000 Penalty: 10822.775391 Iteration 17Q: 3 clusters Score -1466940 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3683 members Mstep: Class 2 contains 3187 members Entering Unmasked Estep Score: -1466945.375000 Penalty: 10822.775391 Iteration 18Q: 3 clusters Score -1466945 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3688 members Mstep: Class 2 contains 3182 members Entering Unmasked Estep Score: -1466951.875000 Penalty: 10822.775391 Iteration 19Q: 3 clusters Score -1466952 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3690 members Mstep: Class 2 contains 3180 members Entering Unmasked Estep Score: -1466951.000000 Penalty: 10822.775391 Iteration 20F: 3 clusters Score -1466951 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3690 members Mstep: Class 2 contains 3180 members Entering Unmasked Estep Score: -1466954.625000 Penalty: 10822.775391 Iteration 21Q: 3 clusters Score -1466955 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3693 members Mstep: Class 2 contains 3177 members Entering Unmasked Estep Score: -1466957.125000 Penalty: 10822.775391 Iteration 22Q: 3 clusters Score -1466957 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3694 members Mstep: Class 2 contains 3176 members Entering Unmasked Estep Score: -1466957.000000 Penalty: 10822.775391 Iteration 23Q: 3 clusters Score -1466957 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3694 members Mstep: Class 2 contains 3176 members Entering Unmasked Estep Score: -1466958.250000 Penalty: 10822.775391 Iteration 24Q: 3 clusters Score -1466958 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3696 members Mstep: Class 2 contains 3174 members Entering Unmasked Estep Score: -1466961.000000 Penalty: 10822.775391 Iteration 25Q: 3 clusters Score -1466961 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3698 members Mstep: Class 2 contains 3172 members Entering Unmasked Estep Score: -1466964.625000 Penalty: 10822.775391 Iteration 26Q: 3 clusters Score -1466965 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3700 members Mstep: Class 2 contains 3170 members Entering Unmasked Estep Score: -1466968.500000 Penalty: 10822.775391 Iteration 27Q: 3 clusters Score -1466968 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3699 members Mstep: Class 2 contains 3171 members Entering Unmasked Estep Score: -1466969.875000 Penalty: 10822.775391 Iteration 28Q: 3 clusters Score -1466970 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3701 members Mstep: Class 2 contains 3169 members Entering Unmasked Estep Score: -1466974.000000 Penalty: 10822.775391 Iteration 29Q: 3 clusters Score -1466974 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3706 members Mstep: Class 2 contains 3164 members Entering Unmasked Estep Score: -1466976.500000 Penalty: 10822.775391 Iteration 30Q: 3 clusters Score -1466976 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3710 members Mstep: Class 2 contains 3160 members Entering Unmasked Estep Score: -1466980.000000 Penalty: 10822.775391 Iteration 31Q: 3 clusters Score -1466980 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3712 members Mstep: Class 2 contains 3158 members Entering Unmasked Estep Score: -1466983.875000 Penalty: 10822.775391 Iteration 32Q: 3 clusters Score -1466984 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3712 members Mstep: Class 2 contains 3158 members Entering Unmasked Estep Score: -1466985.750000 Penalty: 10822.775391 Iteration 33Q: 3 clusters Score -1466986 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3712 members Mstep: Class 2 contains 3158 members Entering Unmasked Estep Score: -1466988.375000 Penalty: 10822.775391 Iteration 34Q: 3 clusters Score -1466988 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3711 members Mstep: Class 2 contains 3159 members Entering Unmasked Estep Score: -1466991.000000 Penalty: 10822.775391 Iteration 35Q: 3 clusters Score -1466991 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3714 members Mstep: Class 2 contains 3156 members Entering Unmasked Estep Score: -1466992.750000 Penalty: 10822.775391 Iteration 36Q: 3 clusters Score -1466993 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3715 members Mstep: Class 2 contains 3155 members Entering Unmasked Estep Score: -1466999.250000 Penalty: 10822.775391 Iteration 37Q: 3 clusters Score -1466999 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3718 members Mstep: Class 2 contains 3152 members Entering Unmasked Estep Score: -1467002.000000 Penalty: 10822.775391 Iteration 38Q: 3 clusters Score -1467002 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3723 members Mstep: Class 2 contains 3147 members Entering Unmasked Estep Score: -1467004.875000 Penalty: 10822.775391 Iteration 39Q: 3 clusters Score -1467005 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3719 members Mstep: Class 2 contains 3151 members Entering Unmasked Estep Score: -1467009.250000 Penalty: 10822.775391 Iteration 40F: 3 clusters Score -1467009 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3720 members Mstep: Class 2 contains 3150 members Entering Unmasked Estep Score: -1467008.500000 Penalty: 10822.775391 Iteration 41Q: 3 clusters Score -1467008 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3719 members Mstep: Class 2 contains 3151 members Entering Unmasked Estep Score: -1467006.500000 Penalty: 10822.775391 Iteration 42Q: 3 clusters Score -1467006 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3719 members Mstep: Class 2 contains 3151 members Entering Unmasked Estep Score: -1467006.500000 Penalty: 10822.775391 Iteration 43F: 3 clusters Score -1467006 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (35082 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35082 members Entering Unmasked Estep Score: -7718467.000000 Penalty: 6410.083984 Iteration 0F: 2 clusters Score -7718467 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17644 members Mstep: Class 2 contains 17438 members Entering Unmasked Estep Score: -7692254.500000 Penalty: 12820.167969 Iteration 0F: 3 clusters Score -7692254 nChanged 14972 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18002 members Mstep: Class 2 contains 17080 members Entering Unmasked Estep Score: -7700349.500000 Penalty: 12820.167969 Iteration 1F: 3 clusters Score -7700350 nChanged 2169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18279 members Mstep: Class 2 contains 16803 members Entering Unmasked Estep Score: -7701478.000000 Penalty: 12820.167969 Iteration 2F: 3 clusters Score -7701478 nChanged 2035 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18752 members Mstep: Class 2 contains 16330 members Entering Unmasked Estep Score: -7702783.500000 Penalty: 12820.167969 Iteration 3F: 3 clusters Score -7702784 nChanged 2120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19432 members Mstep: Class 2 contains 15650 members Entering Unmasked Estep Score: -7704253.500000 Penalty: 12820.167969 Iteration 4F: 3 clusters Score -7704254 nChanged 2248 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20366 members Mstep: Class 2 contains 14716 members Entering Unmasked Estep Score: -7706040.000000 Penalty: 12820.167969 Iteration 5F: 3 clusters Score -7706040 nChanged 2504 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21506 members Mstep: Class 2 contains 13576 members Entering Unmasked Estep Score: -7708326.000000 Penalty: 12820.167969 Iteration 6F: 3 clusters Score -7708326 nChanged 2577 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22755 members Mstep: Class 2 contains 12327 members Entering Unmasked Estep Score: -7711039.500000 Penalty: 12820.167969 Iteration 7F: 3 clusters Score -7711040 nChanged 2379 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23938 members Mstep: Class 2 contains 11144 members Entering Unmasked Estep Score: -7713896.000000 Penalty: 12820.167969 Iteration 8F: 3 clusters Score -7713896 nChanged 1846 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24830 members Mstep: Class 2 contains 10252 members Entering Unmasked Estep Score: -7716344.000000 Penalty: 12820.167969 Iteration 9F: 3 clusters Score -7716344 nChanged 1127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25337 members Mstep: Class 2 contains 9745 members Entering Unmasked Estep Score: -7717614.500000 Penalty: 12820.167969 Iteration 10Q: 3 clusters Score -7717614 nChanged 613 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25626 members Mstep: Class 2 contains 9456 members Entering Unmasked Estep Score: -7717990.500000 Penalty: 12820.167969 Iteration 11Q: 3 clusters Score -7717990 nChanged 281 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25805 members Mstep: Class 2 contains 9277 members Entering Unmasked Estep Score: -7718086.000000 Penalty: 12820.167969 Iteration 12Q: 3 clusters Score -7718086 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25911 members Mstep: Class 2 contains 9171 members Entering Unmasked Estep Score: -7718135.000000 Penalty: 12820.167969 Iteration 13Q: 3 clusters Score -7718135 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25995 members Mstep: Class 2 contains 9087 members Entering Unmasked Estep Score: -7718144.500000 Penalty: 12820.167969 Iteration 14Q: 3 clusters Score -7718144 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26037 members Mstep: Class 2 contains 9045 members Entering Unmasked Estep Score: -7718162.000000 Penalty: 12820.167969 Iteration 15Q: 3 clusters Score -7718162 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26067 members Mstep: Class 2 contains 9015 members Entering Unmasked Estep Score: -7718156.000000 Penalty: 12820.167969 Iteration 16Q: 3 clusters Score -7718156 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26084 members Mstep: Class 2 contains 8998 members Entering Unmasked Estep Score: -7718176.000000 Penalty: 12820.167969 Iteration 17Q: 3 clusters Score -7718176 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26097 members Mstep: Class 2 contains 8985 members Entering Unmasked Estep Score: -7718171.500000 Penalty: 12820.167969 Iteration 18Q: 3 clusters Score -7718172 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26102 members Mstep: Class 2 contains 8980 members Entering Unmasked Estep Score: -7718174.000000 Penalty: 12820.167969 Iteration 19Q: 3 clusters Score -7718174 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26105 members Mstep: Class 2 contains 8977 members Entering Unmasked Estep Score: -7718170.000000 Penalty: 12820.167969 Iteration 20F: 3 clusters Score -7718170 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26106 members Mstep: Class 2 contains 8976 members Entering Unmasked Estep Score: -7718170.000000 Penalty: 12820.167969 Iteration 21Q: 3 clusters Score -7718170 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26108 members Mstep: Class 2 contains 8974 members Entering Unmasked Estep Score: -7718180.000000 Penalty: 12820.167969 Iteration 22Q: 3 clusters Score -7718180 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26108 members Mstep: Class 2 contains 8974 members Entering Unmasked Estep Score: -7718180.000000 Penalty: 12820.167969 Iteration 23F: 3 clusters Score -7718180 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (1430 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1430 members Entering Unmasked Estep Score: -272814.843750 Penalty: 4450.075684 Iteration 0F: 2 clusters Score -272814.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 699 members Mstep: Class 2 contains 731 members Entering Unmasked Estep Score: -268363.656250 Penalty: 8900.151367 Iteration 0F: 3 clusters Score -268363.7 nChanged 298 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 743 members Mstep: Class 2 contains 687 members Entering Unmasked Estep Score: -269146.625000 Penalty: 8900.151367 Iteration 1F: 3 clusters Score -269146.6 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 761 members Mstep: Class 2 contains 669 members Entering Unmasked Estep Score: -269790.875000 Penalty: 8900.151367 Iteration 2F: 3 clusters Score -269790.9 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 744 members Mstep: Class 2 contains 686 members Entering Unmasked Estep Score: -270453.593750 Penalty: 8900.151367 Iteration 3F: 3 clusters Score -270453.6 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 712 members Mstep: Class 2 contains 718 members Entering Unmasked Estep Score: -271492.406250 Penalty: 8900.151367 Iteration 4F: 3 clusters Score -271492.4 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 676 members Mstep: Class 2 contains 754 members Entering Unmasked Estep Score: -273685.468750 Penalty: 8900.151367 Iteration 5F: 3 clusters Score -273685.5 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 610 members Mstep: Class 2 contains 820 members Entering Unmasked Estep Score: -274975.156250 Penalty: 8900.151367 Iteration 6F: 3 clusters Score -274975.2 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 590 members Mstep: Class 2 contains 840 members Entering Unmasked Estep Score: -275538.250000 Penalty: 8900.151367 Iteration 7Q: 3 clusters Score -275538.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 600 members Mstep: Class 2 contains 830 members Entering Unmasked Estep Score: -275698.375000 Penalty: 8900.151367 Iteration 8Q: 3 clusters Score -275698.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 612 members Mstep: Class 2 contains 818 members Entering Unmasked Estep Score: -275977.906250 Penalty: 8900.151367 Iteration 9Q: 3 clusters Score -275977.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 621 members Mstep: Class 2 contains 809 members Entering Unmasked Estep Score: -276410.125000 Penalty: 8900.151367 Iteration 10Q: 3 clusters Score -276410.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 622 members Mstep: Class 2 contains 808 members Entering Unmasked Estep Score: -276990.125000 Penalty: 8900.151367 Iteration 11Q: 3 clusters Score -276990.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 622 members Mstep: Class 2 contains 808 members Entering Unmasked Estep Score: -276990.125000 Penalty: 8900.151367 Iteration 12F: 3 clusters Score -276990.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 251 members Mstep: Class 2 contains 25520 members Mstep: Class 3 contains 159108 members Mstep: Class 4 contains 48061 members Mstep: Class 5 contains 2670 members Mstep: Class 6 contains 140025 members Mstep: Class 7 contains 26439 members Mstep: Class 8 contains 1102 members Mstep: Class 9 contains 585 members Mstep: Class 10 contains 6870 members Mstep: Class 11 contains 35082 members Mstep: Class 12 contains 622 members Mstep: Class 13 contains 23110 members Mstep: Class 14 contains 651 members Mstep: Class 15 contains 1542 members Mstep: Class 16 contains 156047 members Mstep: Class 17 contains 14542 members Mstep: Class 18 contains 808 members Mstep: Class 20 contains 313 members Mstep: Class 22 contains 275 members Mstep: Class 23 contains 1214 members Mstep: Class 24 contains 34183 members Entering Unmasked Estep Score: -147577824.000000 Penalty: 180948.125000 Splitting cluster 12 changes total score from -147578064.000000 to -147577824.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 13 (23110 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23110 members Entering Unmasked Estep Score: -4900700.000000 Penalty: 6154.412598 Iteration 0F: 2 clusters Score -4900700 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11552 members Mstep: Class 2 contains 11558 members Entering Unmasked Estep Score: -4882289.000000 Penalty: 12308.825195 Iteration 0F: 3 clusters Score -4882289 nChanged 9608 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11754 members Mstep: Class 2 contains 11356 members Entering Unmasked Estep Score: -4887397.500000 Penalty: 12308.825195 Iteration 1F: 3 clusters Score -4887398 nChanged 1429 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11863 members Mstep: Class 2 contains 11247 members Entering Unmasked Estep Score: -4888028.500000 Penalty: 12308.825195 Iteration 2F: 3 clusters Score -4888028 nChanged 1009 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11998 members Mstep: Class 2 contains 11112 members Entering Unmasked Estep Score: -4888460.000000 Penalty: 12308.825195 Iteration 3Q: 3 clusters Score -4888460 nChanged 922 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12188 members Mstep: Class 2 contains 10922 members Entering Unmasked Estep Score: -4888858.000000 Penalty: 12308.825195 Iteration 4Q: 3 clusters Score -4888858 nChanged 857 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12441 members Mstep: Class 2 contains 10669 members Entering Unmasked Estep Score: -4889292.500000 Penalty: 12308.825195 Iteration 5Q: 3 clusters Score -4889292 nChanged 845 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12752 members Mstep: Class 2 contains 10358 members Entering Unmasked Estep Score: -4889740.000000 Penalty: 12308.825195 Iteration 6Q: 3 clusters Score -4889740 nChanged 874 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13144 members Mstep: Class 2 contains 9966 members Entering Unmasked Estep Score: -4890315.000000 Penalty: 12308.825195 Iteration 7Q: 3 clusters Score -4890315 nChanged 947 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13537 members Mstep: Class 2 contains 9573 members Entering Unmasked Estep Score: -4890857.000000 Penalty: 12308.825195 Iteration 8Q: 3 clusters Score -4890857 nChanged 851 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13836 members Mstep: Class 2 contains 9274 members Entering Unmasked Estep Score: -4891351.000000 Penalty: 12308.825195 Iteration 9Q: 3 clusters Score -4891351 nChanged 847 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14067 members Mstep: Class 2 contains 9043 members Entering Unmasked Estep Score: -4891846.000000 Penalty: 12308.825195 Iteration 10Q: 3 clusters Score -4891846 nChanged 772 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14267 members Mstep: Class 2 contains 8843 members Entering Unmasked Estep Score: -4892244.500000 Penalty: 12308.825195 Iteration 11Q: 3 clusters Score -4892244 nChanged 773 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14428 members Mstep: Class 2 contains 8682 members Entering Unmasked Estep Score: -4892719.000000 Penalty: 12308.825195 Iteration 12Q: 3 clusters Score -4892719 nChanged 808 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14510 members Mstep: Class 2 contains 8600 members Entering Unmasked Estep Score: -4893254.000000 Penalty: 12308.825195 Iteration 13Q: 3 clusters Score -4893254 nChanged 710 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14486 members Mstep: Class 2 contains 8624 members Entering Unmasked Estep Score: -4893665.000000 Penalty: 12308.825195 Iteration 14Q: 3 clusters Score -4893665 nChanged 685 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14353 members Mstep: Class 2 contains 8757 members Entering Unmasked Estep Score: -4894030.500000 Penalty: 12308.825195 Iteration 15Q: 3 clusters Score -4894030 nChanged 626 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14157 members Mstep: Class 2 contains 8953 members Entering Unmasked Estep Score: -4894363.500000 Penalty: 12308.825195 Iteration 16Q: 3 clusters Score -4894364 nChanged 610 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13883 members Mstep: Class 2 contains 9227 members Entering Unmasked Estep Score: -4894660.000000 Penalty: 12308.825195 Iteration 17Q: 3 clusters Score -4894660 nChanged 596 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13509 members Mstep: Class 2 contains 9601 members Entering Unmasked Estep Score: -4894969.000000 Penalty: 12308.825195 Iteration 18Q: 3 clusters Score -4894969 nChanged 644 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13069 members Mstep: Class 2 contains 10041 members Entering Unmasked Estep Score: -4895347.000000 Penalty: 12308.825195 Iteration 19Q: 3 clusters Score -4895347 nChanged 683 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12564 members Mstep: Class 2 contains 10546 members Entering Unmasked Estep Score: -4895739.000000 Penalty: 12308.825195 Iteration 20F: 3 clusters Score -4895739 nChanged 694 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11970 members Mstep: Class 2 contains 11140 members Entering Unmasked Estep Score: -4896159.000000 Penalty: 12308.825195 Iteration 21Q: 3 clusters Score -4896159 nChanged 695 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11371 members Mstep: Class 2 contains 11739 members Entering Unmasked Estep Score: -4896567.500000 Penalty: 12308.825195 Iteration 22Q: 3 clusters Score -4896568 nChanged 667 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10752 members Mstep: Class 2 contains 12358 members Entering Unmasked Estep Score: -4896997.500000 Penalty: 12308.825195 Iteration 23Q: 3 clusters Score -4896998 nChanged 616 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10176 members Mstep: Class 2 contains 12934 members Entering Unmasked Estep Score: -4897346.500000 Penalty: 12308.825195 Iteration 24Q: 3 clusters Score -4897346 nChanged 546 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9648 members Mstep: Class 2 contains 13462 members Entering Unmasked Estep Score: -4897674.000000 Penalty: 12308.825195 Iteration 25Q: 3 clusters Score -4897674 nChanged 505 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9143 members Mstep: Class 2 contains 13967 members Entering Unmasked Estep Score: -4897953.500000 Penalty: 12308.825195 Iteration 26Q: 3 clusters Score -4897954 nChanged 447 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8704 members Mstep: Class 2 contains 14406 members Entering Unmasked Estep Score: -4898187.500000 Penalty: 12308.825195 Iteration 27Q: 3 clusters Score -4898188 nChanged 366 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8338 members Mstep: Class 2 contains 14772 members Entering Unmasked Estep Score: -4898376.500000 Penalty: 12308.825195 Iteration 28Q: 3 clusters Score -4898376 nChanged 387 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7953 members Mstep: Class 2 contains 15157 members Entering Unmasked Estep Score: -4898579.500000 Penalty: 12308.825195 Iteration 29Q: 3 clusters Score -4898580 nChanged 379 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7578 members Mstep: Class 2 contains 15532 members Entering Unmasked Estep Score: -4898797.500000 Penalty: 12308.825195 Iteration 30Q: 3 clusters Score -4898798 nChanged 367 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7213 members Mstep: Class 2 contains 15897 members Entering Unmasked Estep Score: -4899011.500000 Penalty: 12308.825195 Iteration 31Q: 3 clusters Score -4899012 nChanged 367 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6848 members Mstep: Class 2 contains 16262 members Entering Unmasked Estep Score: -4899232.000000 Penalty: 12308.825195 Iteration 32Q: 3 clusters Score -4899232 nChanged 367 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6481 members Mstep: Class 2 contains 16629 members Entering Unmasked Estep Score: -4899468.500000 Penalty: 12308.825195 Iteration 33Q: 3 clusters Score -4899468 nChanged 331 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6150 members Mstep: Class 2 contains 16960 members Entering Unmasked Estep Score: -4899660.000000 Penalty: 12308.825195 Iteration 34Q: 3 clusters Score -4899660 nChanged 285 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5865 members Mstep: Class 2 contains 17245 members Entering Unmasked Estep Score: -4899800.000000 Penalty: 12308.825195 Iteration 35Q: 3 clusters Score -4899800 nChanged 245 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5620 members Mstep: Class 2 contains 17490 members Entering Unmasked Estep Score: -4899928.000000 Penalty: 12308.825195 Iteration 36Q: 3 clusters Score -4899928 nChanged 222 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5400 members Mstep: Class 2 contains 17710 members Entering Unmasked Estep Score: -4900052.500000 Penalty: 12308.825195 Iteration 37Q: 3 clusters Score -4900052 nChanged 216 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5184 members Mstep: Class 2 contains 17926 members Entering Unmasked Estep Score: -4900183.500000 Penalty: 12308.825195 Iteration 38Q: 3 clusters Score -4900184 nChanged 204 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4980 members Mstep: Class 2 contains 18130 members Entering Unmasked Estep Score: -4900286.000000 Penalty: 12308.825195 Iteration 39Q: 3 clusters Score -4900286 nChanged 188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4794 members Mstep: Class 2 contains 18316 members Entering Unmasked Estep Score: -4900399.500000 Penalty: 12308.825195 Iteration 40F: 3 clusters Score -4900400 nChanged 181 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4615 members Mstep: Class 2 contains 18495 members Entering Unmasked Estep Score: -4900526.500000 Penalty: 12308.825195 Iteration 41Q: 3 clusters Score -4900526 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4465 members Mstep: Class 2 contains 18645 members Entering Unmasked Estep Score: -4900612.000000 Penalty: 12308.825195 Iteration 42Q: 3 clusters Score -4900612 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4322 members Mstep: Class 2 contains 18788 members Entering Unmasked Estep Score: -4900734.500000 Penalty: 12308.825195 Iteration 43Q: 3 clusters Score -4900734 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4167 members Mstep: Class 2 contains 18943 members Entering Unmasked Estep Score: -4900912.000000 Penalty: 12308.825195 Iteration 44Q: 3 clusters Score -4900912 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3998 members Mstep: Class 2 contains 19112 members Entering Unmasked Estep Score: -4901094.500000 Penalty: 12308.825195 Iteration 45Q: 3 clusters Score -4901094 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3847 members Mstep: Class 2 contains 19263 members Entering Unmasked Estep Score: -4901326.000000 Penalty: 12308.825195 Iteration 46Q: 3 clusters Score -4901326 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3687 members Mstep: Class 2 contains 19423 members Entering Unmasked Estep Score: -4901543.000000 Penalty: 12308.825195 Iteration 47Q: 3 clusters Score -4901543 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3558 members Mstep: Class 2 contains 19552 members Entering Unmasked Estep Score: -4901674.500000 Penalty: 12308.825195 Iteration 48Q: 3 clusters Score -4901674 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3456 members Mstep: Class 2 contains 19654 members Entering Unmasked Estep Score: -4901759.000000 Penalty: 12308.825195 Iteration 49Q: 3 clusters Score -4901759 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3373 members Mstep: Class 2 contains 19737 members Entering Unmasked Estep Score: -4901818.500000 Penalty: 12308.825195 Iteration 50Q: 3 clusters Score -4901818 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3312 members Mstep: Class 2 contains 19798 members Entering Unmasked Estep Score: -4901842.500000 Penalty: 12308.825195 Iteration 51Q: 3 clusters Score -4901842 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3265 members Mstep: Class 2 contains 19845 members Entering Unmasked Estep Score: -4901860.500000 Penalty: 12308.825195 Iteration 52Q: 3 clusters Score -4901860 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3243 members Mstep: Class 2 contains 19867 members Entering Unmasked Estep Score: -4901875.000000 Penalty: 12308.825195 Iteration 53Q: 3 clusters Score -4901875 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3228 members Mstep: Class 2 contains 19882 members Entering Unmasked Estep Score: -4901880.500000 Penalty: 12308.825195 Iteration 54Q: 3 clusters Score -4901880 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3215 members Mstep: Class 2 contains 19895 members Entering Unmasked Estep Score: -4901892.000000 Penalty: 12308.825195 Iteration 55Q: 3 clusters Score -4901892 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3207 members Mstep: Class 2 contains 19903 members Entering Unmasked Estep Score: -4901893.000000 Penalty: 12308.825195 Iteration 56Q: 3 clusters Score -4901893 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3200 members Mstep: Class 2 contains 19910 members Entering Unmasked Estep Score: -4901896.000000 Penalty: 12308.825195 Iteration 57Q: 3 clusters Score -4901896 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3193 members Mstep: Class 2 contains 19917 members Entering Unmasked Estep Score: -4901904.500000 Penalty: 12308.825195 Iteration 58Q: 3 clusters Score -4901904 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3185 members Mstep: Class 2 contains 19925 members Entering Unmasked Estep Score: -4901906.500000 Penalty: 12308.825195 Iteration 59Q: 3 clusters Score -4901906 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3182 members Mstep: Class 2 contains 19928 members Entering Unmasked Estep Score: -4901907.500000 Penalty: 12308.825195 Iteration 60F: 3 clusters Score -4901908 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3177 members Mstep: Class 2 contains 19933 members Entering Unmasked Estep Score: -4901917.000000 Penalty: 12308.825195 Iteration 61Q: 3 clusters Score -4901917 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3170 members Mstep: Class 2 contains 19940 members Entering Unmasked Estep Score: -4901910.500000 Penalty: 12308.825195 Iteration 62Q: 3 clusters Score -4901910 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3167 members Mstep: Class 2 contains 19943 members Entering Unmasked Estep Score: -4901919.000000 Penalty: 12308.825195 Iteration 63Q: 3 clusters Score -4901919 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3167 members Mstep: Class 2 contains 19943 members Entering Unmasked Estep Score: -4901919.000000 Penalty: 12308.825195 Iteration 64F: 3 clusters Score -4901919 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 251 members Mstep: Class 2 contains 25520 members Mstep: Class 3 contains 159108 members Mstep: Class 4 contains 48061 members Mstep: Class 5 contains 2670 members Mstep: Class 6 contains 140025 members Mstep: Class 7 contains 26439 members Mstep: Class 8 contains 1102 members Mstep: Class 9 contains 585 members Mstep: Class 10 contains 6870 members Mstep: Class 11 contains 35082 members Mstep: Class 12 contains 1430 members Mstep: Class 13 contains 3167 members Mstep: Class 14 contains 651 members Mstep: Class 15 contains 1542 members Mstep: Class 16 contains 156047 members Mstep: Class 17 contains 14542 members Mstep: Class 18 contains 19943 members Mstep: Class 20 contains 313 members Mstep: Class 22 contains 275 members Mstep: Class 23 contains 1214 members Mstep: Class 24 contains 34183 members Entering Unmasked Estep Score: -147577312.000000 Penalty: 180948.125000 Splitting cluster 13 changes total score from -147578064.000000 to -147577312.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 14 (651 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 651 members Entering Unmasked Estep Score: -103443.570312 Penalty: 3968.086914 Iteration 0F: 2 clusters Score -103443.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 319 members Mstep: Class 2 contains 332 members Entering Unmasked Estep Score: -99952.578125 Penalty: 7936.173828 Iteration 0F: 3 clusters Score -99952.58 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 295 members Mstep: Class 2 contains 356 members Entering Unmasked Estep Score: -100418.859375 Penalty: 7936.173828 Iteration 1F: 3 clusters Score -100418.9 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 279 members Mstep: Class 2 contains 372 members Entering Unmasked Estep Score: -100741.453125 Penalty: 7936.173828 Iteration 2F: 3 clusters Score -100741.5 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 271 members Mstep: Class 2 contains 380 members Entering Unmasked Estep Score: -101029.390625 Penalty: 7936.173828 Iteration 3F: 3 clusters Score -101029.4 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 259 members Mstep: Class 2 contains 392 members Entering Unmasked Estep Score: -101282.750000 Penalty: 7936.173828 Iteration 4F: 3 clusters Score -101282.8 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 253 members Mstep: Class 2 contains 398 members Entering Unmasked Estep Score: -101508.015625 Penalty: 7936.173828 Iteration 5Q: 3 clusters Score -101508 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 258 members Mstep: Class 2 contains 393 members Entering Unmasked Estep Score: -101776.132812 Penalty: 7936.173828 Iteration 6Q: 3 clusters Score -101776.1 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 273 members Mstep: Class 2 contains 378 members Entering Unmasked Estep Score: -102069.046875 Penalty: 7936.173828 Iteration 7Q: 3 clusters Score -102069 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 289 members Mstep: Class 2 contains 362 members Entering Unmasked Estep Score: -102512.671875 Penalty: 7936.173828 Iteration 8Q: 3 clusters Score -102512.7 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 293 members Mstep: Class 2 contains 358 members Entering Unmasked Estep Score: -102943.093750 Penalty: 7936.173828 Iteration 9Q: 3 clusters Score -102943.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 293 members Mstep: Class 2 contains 358 members Entering Unmasked Estep Score: -103093.171875 Penalty: 7936.173828 Iteration 10Q: 3 clusters Score -103093.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 297 members Mstep: Class 2 contains 354 members Entering Unmasked Estep Score: -103154.734375 Penalty: 7936.173828 Iteration 11Q: 3 clusters Score -103154.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 297 members Mstep: Class 2 contains 354 members Entering Unmasked Estep Score: -103163.898438 Penalty: 7936.173828 Iteration 12Q: 3 clusters Score -103163.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 297 members Mstep: Class 2 contains 354 members Entering Unmasked Estep Score: -103180.250000 Penalty: 7936.173828 Iteration 13Q: 3 clusters Score -103180.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 298 members Mstep: Class 2 contains 353 members Entering Unmasked Estep Score: -103183.718750 Penalty: 7936.173828 Iteration 14Q: 3 clusters Score -103183.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 298 members Mstep: Class 2 contains 353 members Entering Unmasked Estep Score: -103188.453125 Penalty: 7936.173828 Iteration 15F: 3 clusters Score -103188.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 295 members Mstep: Class 2 contains 356 members Entering Unmasked Estep Score: -103254.906250 Penalty: 7936.173828 Iteration 16Q: 3 clusters Score -103254.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 292 members Mstep: Class 2 contains 359 members Entering Unmasked Estep Score: -103329.804688 Penalty: 7936.173828 Iteration 17Q: 3 clusters Score -103329.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 291 members Mstep: Class 2 contains 360 members Entering Unmasked Estep Score: -103362.273438 Penalty: 7936.173828 Iteration 18Q: 3 clusters Score -103362.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 289 members Mstep: Class 2 contains 362 members Entering Unmasked Estep Score: -103447.164062 Penalty: 7936.173828 Iteration 19Q: 3 clusters Score -103447.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 289 members Mstep: Class 2 contains 362 members Entering Unmasked Estep Score: -103463.539062 Penalty: 7936.173828 Iteration 20F: 3 clusters Score -103463.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 288 members Mstep: Class 2 contains 363 members Entering Unmasked Estep Score: -103487.507812 Penalty: 7936.173828 Iteration 21Q: 3 clusters Score -103487.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 288 members Mstep: Class 2 contains 363 members Entering Unmasked Estep Score: -103487.507812 Penalty: 7936.173828 Iteration 22F: 3 clusters Score -103487.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 251 members Mstep: Class 2 contains 25520 members Mstep: Class 3 contains 159108 members Mstep: Class 4 contains 48061 members Mstep: Class 5 contains 2670 members Mstep: Class 6 contains 140025 members Mstep: Class 7 contains 26439 members Mstep: Class 8 contains 1102 members Mstep: Class 9 contains 585 members Mstep: Class 10 contains 6870 members Mstep: Class 11 contains 35082 members Mstep: Class 12 contains 1430 members Mstep: Class 13 contains 23110 members Mstep: Class 14 contains 288 members Mstep: Class 15 contains 1542 members Mstep: Class 16 contains 156047 members Mstep: Class 17 contains 14542 members Mstep: Class 18 contains 363 members Mstep: Class 20 contains 313 members Mstep: Class 22 contains 275 members Mstep: Class 23 contains 1214 members Mstep: Class 24 contains 34183 members Entering Unmasked Estep Score: -147573936.000000 Penalty: 180948.125000 Splitting cluster 14 changes total score from -147578064.000000 to -147573936.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 15 (1542 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1542 members Entering Unmasked Estep Score: -294555.281250 Penalty: 4496.261719 Iteration 0F: 2 clusters Score -294555.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 764 members Mstep: Class 2 contains 778 members Entering Unmasked Estep Score: -290050.531250 Penalty: 8992.523438 Iteration 0F: 3 clusters Score -290050.5 nChanged 340 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 754 members Mstep: Class 2 contains 788 members Entering Unmasked Estep Score: -290947.468750 Penalty: 8992.523438 Iteration 1F: 3 clusters Score -290947.5 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 755 members Mstep: Class 2 contains 787 members Entering Unmasked Estep Score: -291350.406250 Penalty: 8992.523438 Iteration 2F: 3 clusters Score -291350.4 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 751 members Mstep: Class 2 contains 791 members Entering Unmasked Estep Score: -291700.625000 Penalty: 8992.523438 Iteration 3F: 3 clusters Score -291700.6 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 771 members Mstep: Class 2 contains 771 members Entering Unmasked Estep Score: -292041.468750 Penalty: 8992.523438 Iteration 4F: 3 clusters Score -292041.5 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 799 members Mstep: Class 2 contains 743 members Entering Unmasked Estep Score: -292413.406250 Penalty: 8992.523438 Iteration 5F: 3 clusters Score -292413.4 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 848 members Mstep: Class 2 contains 694 members Entering Unmasked Estep Score: -292793.562500 Penalty: 8992.523438 Iteration 6Q: 3 clusters Score -292793.6 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 867 members Mstep: Class 2 contains 675 members Entering Unmasked Estep Score: -293135.562500 Penalty: 8992.523438 Iteration 7Q: 3 clusters Score -293135.6 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 863 members Mstep: Class 2 contains 679 members Entering Unmasked Estep Score: -293443.906250 Penalty: 8992.523438 Iteration 8Q: 3 clusters Score -293443.9 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 828 members Mstep: Class 2 contains 714 members Entering Unmasked Estep Score: -293696.031250 Penalty: 8992.523438 Iteration 9Q: 3 clusters Score -293696 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 789 members Mstep: Class 2 contains 753 members Entering Unmasked Estep Score: -294046.187500 Penalty: 8992.523438 Iteration 10Q: 3 clusters Score -294046.2 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 754 members Mstep: Class 2 contains 788 members Entering Unmasked Estep Score: -294550.187500 Penalty: 8992.523438 Iteration 11Q: 3 clusters Score -294550.2 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 738 members Mstep: Class 2 contains 804 members Entering Unmasked Estep Score: -295108.718750 Penalty: 8992.523438 Iteration 12Q: 3 clusters Score -295108.7 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 736 members Mstep: Class 2 contains 806 members Entering Unmasked Estep Score: -295489.687500 Penalty: 8992.523438 Iteration 13Q: 3 clusters Score -295489.7 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 749 members Mstep: Class 2 contains 793 members Entering Unmasked Estep Score: -295537.968750 Penalty: 8992.523438 Iteration 14Q: 3 clusters Score -295538 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 764 members Mstep: Class 2 contains 778 members Entering Unmasked Estep Score: -295621.125000 Penalty: 8992.523438 Iteration 15Q: 3 clusters Score -295621.1 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 785 members Mstep: Class 2 contains 757 members Entering Unmasked Estep Score: -295724.343750 Penalty: 8992.523438 Iteration 16Q: 3 clusters Score -295724.3 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 799 members Mstep: Class 2 contains 743 members Entering Unmasked Estep Score: -295813.937500 Penalty: 8992.523438 Iteration 17Q: 3 clusters Score -295813.9 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 813 members Mstep: Class 2 contains 729 members Entering Unmasked Estep Score: -295938.000000 Penalty: 8992.523438 Iteration 18Q: 3 clusters Score -295938 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 827 members Mstep: Class 2 contains 715 members Entering Unmasked Estep Score: -296103.312500 Penalty: 8992.523438 Iteration 19Q: 3 clusters Score -296103.3 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 833 members Mstep: Class 2 contains 709 members Entering Unmasked Estep Score: -296302.937500 Penalty: 8992.523438 Iteration 20F: 3 clusters Score -296302.9 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 824 members Mstep: Class 2 contains 718 members Entering Unmasked Estep Score: -296870.093750 Penalty: 8992.523438 Iteration 21Q: 3 clusters Score -296870.1 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 820 members Mstep: Class 2 contains 722 members Entering Unmasked Estep Score: -297492.125000 Penalty: 8992.523438 Iteration 22Q: 3 clusters Score -297492.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 820 members Mstep: Class 2 contains 722 members Entering Unmasked Estep Score: -297675.562500 Penalty: 8992.523438 Iteration 23Q: 3 clusters Score -297675.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 823 members Mstep: Class 2 contains 719 members Entering Unmasked Estep Score: -297732.406250 Penalty: 8992.523438 Iteration 24Q: 3 clusters Score -297732.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 825 members Mstep: Class 2 contains 717 members Entering Unmasked Estep Score: -297794.343750 Penalty: 8992.523438 Iteration 25Q: 3 clusters Score -297794.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 827 members Mstep: Class 2 contains 715 members Entering Unmasked Estep Score: -297861.031250 Penalty: 8992.523438 Iteration 26Q: 3 clusters Score -297861 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 828 members Mstep: Class 2 contains 714 members Entering Unmasked Estep Score: -297872.437500 Penalty: 8992.523438 Iteration 27Q: 3 clusters Score -297872.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 828 members Mstep: Class 2 contains 714 members Entering Unmasked Estep Score: -297905.937500 Penalty: 8992.523438 Iteration 28F: 3 clusters Score -297905.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 830 members Mstep: Class 2 contains 712 members Entering Unmasked Estep Score: -297959.531250 Penalty: 8992.523438 Iteration 29Q: 3 clusters Score -297959.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 833 members Mstep: Class 2 contains 709 members Entering Unmasked Estep Score: -298032.531250 Penalty: 8992.523438 Iteration 30Q: 3 clusters Score -298032.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 834 members Mstep: Class 2 contains 708 members Entering Unmasked Estep Score: -298040.406250 Penalty: 8992.523438 Iteration 31Q: 3 clusters Score -298040.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 834 members Mstep: Class 2 contains 708 members Entering Unmasked Estep Score: -298040.406250 Penalty: 8992.523438 Iteration 32F: 3 clusters Score -298040.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 251 members Mstep: Class 2 contains 25520 members Mstep: Class 3 contains 159108 members Mstep: Class 4 contains 48061 members Mstep: Class 5 contains 2670 members Mstep: Class 6 contains 140025 members Mstep: Class 7 contains 26439 members Mstep: Class 8 contains 1102 members Mstep: Class 9 contains 585 members Mstep: Class 10 contains 6870 members Mstep: Class 11 contains 35082 members Mstep: Class 12 contains 1430 members Mstep: Class 13 contains 23110 members Mstep: Class 14 contains 651 members Mstep: Class 15 contains 834 members Mstep: Class 16 contains 156047 members Mstep: Class 17 contains 14542 members Mstep: Class 18 contains 708 members Mstep: Class 20 contains 313 members Mstep: Class 22 contains 275 members Mstep: Class 23 contains 1214 members Mstep: Class 24 contains 34183 members Entering Unmasked Estep Score: -147577936.000000 Penalty: 180948.125000 Splitting cluster 15 changes total score from -147578064.000000 to -147577936.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 16 (156047 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 156047 members Entering Unmasked Estep Score: -34341416.000000 Penalty: 7324.221191 Iteration 0F: 2 clusters Score -3.434142e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 77934 members Mstep: Class 2 contains 78113 members Entering Unmasked Estep Score: -34240464.000000 Penalty: 14648.442383 Iteration 0F: 3 clusters Score -3.424046e+07 nChanged 72347 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 77845 members Mstep: Class 2 contains 78202 members Entering Unmasked Estep Score: -34280432.000000 Penalty: 14648.442383 Iteration 1F: 3 clusters Score -3.428043e+07 nChanged 5230 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 77797 members Mstep: Class 2 contains 78250 members Entering Unmasked Estep Score: -34281436.000000 Penalty: 14648.442383 Iteration 2Q: 3 clusters Score -3.428144e+07 nChanged 4899 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 77772 members Mstep: Class 2 contains 78275 members Entering Unmasked Estep Score: -34282304.000000 Penalty: 14648.442383 Iteration 3Q: 3 clusters Score -3.42823e+07 nChanged 4459 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 77747 members Mstep: Class 2 contains 78300 members Entering Unmasked Estep Score: -34283228.000000 Penalty: 14648.442383 Iteration 4Q: 3 clusters Score -3.428323e+07 nChanged 4249 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 77722 members Mstep: Class 2 contains 78325 members Entering Unmasked Estep Score: -34284308.000000 Penalty: 14648.442383 Iteration 5Q: 3 clusters Score -3.428431e+07 nChanged 3999 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 77689 members Mstep: Class 2 contains 78358 members Entering Unmasked Estep Score: -34285104.000000 Penalty: 14648.442383 Iteration 6Q: 3 clusters Score -3.42851e+07 nChanged 4191 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 77788 members Mstep: Class 2 contains 78259 members Entering Unmasked Estep Score: -34286120.000000 Penalty: 14648.442383 Iteration 7Q: 3 clusters Score -3.428612e+07 nChanged 4517 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 78013 members Mstep: Class 2 contains 78034 members Entering Unmasked Estep Score: -34287328.000000 Penalty: 14648.442383 Iteration 8Q: 3 clusters Score -3.428733e+07 nChanged 5052 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 78541 members Mstep: Class 2 contains 77506 members Entering Unmasked Estep Score: -34288972.000000 Penalty: 14648.442383 Iteration 9Q: 3 clusters Score -3.428897e+07 nChanged 5871 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 79360 members Mstep: Class 2 contains 76687 members Entering Unmasked Estep Score: -34291344.000000 Penalty: 14648.442383 Iteration 10Q: 3 clusters Score -3.429134e+07 nChanged 6832 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80484 members Mstep: Class 2 contains 75563 members Entering Unmasked Estep Score: -34294376.000000 Penalty: 14648.442383 Iteration 11Q: 3 clusters Score -3.429438e+07 nChanged 7784 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81842 members Mstep: Class 2 contains 74205 members Entering Unmasked Estep Score: -34298140.000000 Penalty: 14648.442383 Iteration 12Q: 3 clusters Score -3.429814e+07 nChanged 8108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 83334 members Mstep: Class 2 contains 72713 members Entering Unmasked Estep Score: -34301976.000000 Penalty: 14648.442383 Iteration 13F: 3 clusters Score -3.430198e+07 nChanged 7775 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 85009 members Mstep: Class 2 contains 71038 members Entering Unmasked Estep Score: -34305164.000000 Penalty: 14648.442383 Iteration 14Q: 3 clusters Score -3.430516e+07 nChanged 6950 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 86641 members Mstep: Class 2 contains 69406 members Entering Unmasked Estep Score: -34307736.000000 Penalty: 14648.442383 Iteration 15Q: 3 clusters Score -3.430774e+07 nChanged 5603 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 88130 members Mstep: Class 2 contains 67917 members Entering Unmasked Estep Score: -34309340.000000 Penalty: 14648.442383 Iteration 16Q: 3 clusters Score -3.430934e+07 nChanged 4390 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 89530 members Mstep: Class 2 contains 66517 members Entering Unmasked Estep Score: -34310248.000000 Penalty: 14648.442383 Iteration 17Q: 3 clusters Score -3.431025e+07 nChanged 3337 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90925 members Mstep: Class 2 contains 65122 members Entering Unmasked Estep Score: -34310924.000000 Penalty: 14648.442383 Iteration 18Q: 3 clusters Score -3.431092e+07 nChanged 2590 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 92373 members Mstep: Class 2 contains 63674 members Entering Unmasked Estep Score: -34311172.000000 Penalty: 14648.442383 Iteration 19Q: 3 clusters Score -3.431117e+07 nChanged 2087 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 93850 members Mstep: Class 2 contains 62197 members Entering Unmasked Estep Score: -34311460.000000 Penalty: 14648.442383 Iteration 20F: 3 clusters Score -3.431146e+07 nChanged 1908 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95390 members Mstep: Class 2 contains 60657 members Entering Unmasked Estep Score: -34311740.000000 Penalty: 14648.442383 Iteration 21Q: 3 clusters Score -3.431174e+07 nChanged 1853 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97043 members Mstep: Class 2 contains 59004 members Entering Unmasked Estep Score: -34312096.000000 Penalty: 14648.442383 Iteration 22Q: 3 clusters Score -3.43121e+07 nChanged 1879 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98840 members Mstep: Class 2 contains 57207 members Entering Unmasked Estep Score: -34312356.000000 Penalty: 14648.442383 Iteration 23Q: 3 clusters Score -3.431236e+07 nChanged 1984 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100792 members Mstep: Class 2 contains 55255 members Entering Unmasked Estep Score: -34312636.000000 Penalty: 14648.442383 Iteration 24Q: 3 clusters Score -3.431264e+07 nChanged 2280 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 103058 members Mstep: Class 2 contains 52989 members Entering Unmasked Estep Score: -34313152.000000 Penalty: 14648.442383 Iteration 25Q: 3 clusters Score -3.431315e+07 nChanged 2579 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 105631 members Mstep: Class 2 contains 50416 members Entering Unmasked Estep Score: -34313604.000000 Penalty: 14648.442383 Iteration 26Q: 3 clusters Score -3.43136e+07 nChanged 2893 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 108520 members Mstep: Class 2 contains 47527 members Entering Unmasked Estep Score: -34314312.000000 Penalty: 14648.442383 Iteration 27Q: 3 clusters Score -3.431431e+07 nChanged 3301 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 111817 members Mstep: Class 2 contains 44230 members Entering Unmasked Estep Score: -34315244.000000 Penalty: 14648.442383 Iteration 28Q: 3 clusters Score -3.431524e+07 nChanged 3678 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 115491 members Mstep: Class 2 contains 40556 members Entering Unmasked Estep Score: -34316168.000000 Penalty: 14648.442383 Iteration 29Q: 3 clusters Score -3.431617e+07 nChanged 4117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 119606 members Mstep: Class 2 contains 36441 members Entering Unmasked Estep Score: -34317872.000000 Penalty: 14648.442383 Iteration 30Q: 3 clusters Score -3.431787e+07 nChanged 4411 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 124017 members Mstep: Class 2 contains 32030 members Entering Unmasked Estep Score: -34319460.000000 Penalty: 14648.442383 Iteration 31Q: 3 clusters Score -3.431946e+07 nChanged 4786 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 128801 members Mstep: Class 2 contains 27246 members Entering Unmasked Estep Score: -34321540.000000 Penalty: 14648.442383 Iteration 32Q: 3 clusters Score -3.432154e+07 nChanged 4946 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 133747 members Mstep: Class 2 contains 22300 members Entering Unmasked Estep Score: -34323744.000000 Penalty: 14648.442383 Iteration 33Q: 3 clusters Score -3.432374e+07 nChanged 4879 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 138626 members Mstep: Class 2 contains 17421 members Entering Unmasked Estep Score: -34325960.000000 Penalty: 14648.442383 Iteration 34Q: 3 clusters Score -3.432596e+07 nChanged 4458 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143082 members Mstep: Class 2 contains 12965 members Entering Unmasked Estep Score: -34328456.000000 Penalty: 14648.442383 Iteration 35Q: 3 clusters Score -3.432846e+07 nChanged 3793 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 146871 members Mstep: Class 2 contains 9176 members Entering Unmasked Estep Score: -34330488.000000 Penalty: 14648.442383 Iteration 36Q: 3 clusters Score -3.433049e+07 nChanged 2931 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 149792 members Mstep: Class 2 contains 6255 members Entering Unmasked Estep Score: -34332028.000000 Penalty: 14648.442383 Iteration 37Q: 3 clusters Score -3.433203e+07 nChanged 2045 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 151819 members Mstep: Class 2 contains 4228 members Entering Unmasked Estep Score: -34333008.000000 Penalty: 14648.442383 Iteration 38Q: 3 clusters Score -3.433301e+07 nChanged 1288 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 153097 members Mstep: Class 2 contains 2950 members Entering Unmasked Estep Score: -34333704.000000 Penalty: 14648.442383 Iteration 39Q: 3 clusters Score -3.43337e+07 nChanged 776 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 153841 members Mstep: Class 2 contains 2206 members Entering Unmasked Estep Score: -34334216.000000 Penalty: 14648.442383 Iteration 40F: 3 clusters Score -3.433422e+07 nChanged 503 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 154318 members Mstep: Class 2 contains 1729 members Entering Unmasked Estep Score: -34334568.000000 Penalty: 14648.442383 Iteration 41Q: 3 clusters Score -3.433457e+07 nChanged 317 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 154609 members Mstep: Class 2 contains 1438 members Entering Unmasked Estep Score: -34334820.000000 Penalty: 14648.442383 Iteration 42Q: 3 clusters Score -3.433482e+07 nChanged 211 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 154790 members Mstep: Class 2 contains 1257 members Entering Unmasked Estep Score: -34334956.000000 Penalty: 14648.442383 Iteration 43Q: 3 clusters Score -3.433496e+07 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 154907 members Mstep: Class 2 contains 1140 members Entering Unmasked Estep Score: -34334988.000000 Penalty: 14648.442383 Iteration 44Q: 3 clusters Score -3.433499e+07 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 154962 members Mstep: Class 2 contains 1085 members Entering Unmasked Estep Score: -34335032.000000 Penalty: 14648.442383 Iteration 45Q: 3 clusters Score -3.433503e+07 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 155007 members Mstep: Class 2 contains 1040 members Entering Unmasked Estep Score: -34335020.000000 Penalty: 14648.442383 Iteration 46Q: 3 clusters Score -3.433502e+07 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 155034 members Mstep: Class 2 contains 1013 members Entering Unmasked Estep Score: -34335056.000000 Penalty: 14648.442383 Iteration 47Q: 3 clusters Score -3.433506e+07 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 155053 members Mstep: Class 2 contains 994 members Entering Unmasked Estep Score: -34335080.000000 Penalty: 14648.442383 Iteration 48Q: 3 clusters Score -3.433508e+07 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 155071 members Mstep: Class 2 contains 976 members Entering Unmasked Estep Score: -34335096.000000 Penalty: 14648.442383 Iteration 49Q: 3 clusters Score -3.43351e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 155078 members Mstep: Class 2 contains 969 members Entering Unmasked Estep Score: -34335132.000000 Penalty: 14648.442383 Iteration 50Q: 3 clusters Score -3.433513e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 155085 members Mstep: Class 2 contains 962 members Entering Unmasked Estep Score: -34335108.000000 Penalty: 14648.442383 Iteration 51Q: 3 clusters Score -3.433511e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 155094 members Mstep: Class 2 contains 953 members Entering Unmasked Estep Score: -34335092.000000 Penalty: 14648.442383 Iteration 52Q: 3 clusters Score -3.433509e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 155098 members Mstep: Class 2 contains 949 members Entering Unmasked Estep Score: -34335120.000000 Penalty: 14648.442383 Iteration 53Q: 3 clusters Score -3.433512e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 155106 members Mstep: Class 2 contains 941 members Entering Unmasked Estep Score: -34335124.000000 Penalty: 14648.442383 Iteration 54Q: 3 clusters Score -3.433512e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 155111 members Mstep: Class 2 contains 936 members Entering Unmasked Estep Score: -34335120.000000 Penalty: 14648.442383 Iteration 55Q: 3 clusters Score -3.433512e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 155115 members Mstep: Class 2 contains 932 members Entering Unmasked Estep Score: -34335140.000000 Penalty: 14648.442383 Iteration 56Q: 3 clusters Score -3.433514e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 155120 members Mstep: Class 2 contains 927 members Entering Unmasked Estep Score: -34335124.000000 Penalty: 14648.442383 Iteration 57Q: 3 clusters Score -3.433512e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 155122 members Mstep: Class 2 contains 925 members Entering Unmasked Estep Score: -34335136.000000 Penalty: 14648.442383 Iteration 58Q: 3 clusters Score -3.433514e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 155123 members Mstep: Class 2 contains 924 members Entering Unmasked Estep Score: -34335120.000000 Penalty: 14648.442383 Iteration 59Q: 3 clusters Score -3.433512e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 155123 members Mstep: Class 2 contains 924 members Entering Unmasked Estep Score: -34335120.000000 Penalty: 14648.442383 Iteration 60F: 3 clusters Score -3.433512e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (14542 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14542 members Entering Unmasked Estep Score: -3057290.500000 Penalty: 5870.687500 Iteration 0F: 2 clusters Score -3057290 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7305 members Mstep: Class 2 contains 7237 members Entering Unmasked Estep Score: -3044186.000000 Penalty: 11741.375000 Iteration 0F: 3 clusters Score -3044186 nChanged 5671 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7386 members Mstep: Class 2 contains 7156 members Entering Unmasked Estep Score: -3047305.000000 Penalty: 11741.375000 Iteration 1F: 3 clusters Score -3047305 nChanged 1001 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7505 members Mstep: Class 2 contains 7037 members Entering Unmasked Estep Score: -3047846.500000 Penalty: 11741.375000 Iteration 2F: 3 clusters Score -3047846 nChanged 711 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7616 members Mstep: Class 2 contains 6926 members Entering Unmasked Estep Score: -3048179.000000 Penalty: 11741.375000 Iteration 3Q: 3 clusters Score -3048179 nChanged 494 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7696 members Mstep: Class 2 contains 6846 members Entering Unmasked Estep Score: -3048388.000000 Penalty: 11741.375000 Iteration 4Q: 3 clusters Score -3048388 nChanged 397 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7773 members Mstep: Class 2 contains 6769 members Entering Unmasked Estep Score: -3048560.750000 Penalty: 11741.375000 Iteration 5Q: 3 clusters Score -3048561 nChanged 325 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7854 members Mstep: Class 2 contains 6688 members Entering Unmasked Estep Score: -3048691.250000 Penalty: 11741.375000 Iteration 6Q: 3 clusters Score -3048691 nChanged 256 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7910 members Mstep: Class 2 contains 6632 members Entering Unmasked Estep Score: -3048796.750000 Penalty: 11741.375000 Iteration 7Q: 3 clusters Score -3048797 nChanged 263 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7985 members Mstep: Class 2 contains 6557 members Entering Unmasked Estep Score: -3048890.250000 Penalty: 11741.375000 Iteration 8Q: 3 clusters Score -3048890 nChanged 239 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8076 members Mstep: Class 2 contains 6466 members Entering Unmasked Estep Score: -3048987.250000 Penalty: 11741.375000 Iteration 9Q: 3 clusters Score -3048987 nChanged 232 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8176 members Mstep: Class 2 contains 6366 members Entering Unmasked Estep Score: -3049076.000000 Penalty: 11741.375000 Iteration 10Q: 3 clusters Score -3049076 nChanged 234 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8284 members Mstep: Class 2 contains 6258 members Entering Unmasked Estep Score: -3049160.000000 Penalty: 11741.375000 Iteration 11Q: 3 clusters Score -3049160 nChanged 201 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8387 members Mstep: Class 2 contains 6155 members Entering Unmasked Estep Score: -3049236.500000 Penalty: 11741.375000 Iteration 12Q: 3 clusters Score -3049236 nChanged 201 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8508 members Mstep: Class 2 contains 6034 members Entering Unmasked Estep Score: -3049311.500000 Penalty: 11741.375000 Iteration 13Q: 3 clusters Score -3049312 nChanged 179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8615 members Mstep: Class 2 contains 5927 members Entering Unmasked Estep Score: -3049363.750000 Penalty: 11741.375000 Iteration 14Q: 3 clusters Score -3049364 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8697 members Mstep: Class 2 contains 5845 members Entering Unmasked Estep Score: -3049408.250000 Penalty: 11741.375000 Iteration 15Q: 3 clusters Score -3049408 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8796 members Mstep: Class 2 contains 5746 members Entering Unmasked Estep Score: -3049459.750000 Penalty: 11741.375000 Iteration 16Q: 3 clusters Score -3049460 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8881 members Mstep: Class 2 contains 5661 members Entering Unmasked Estep Score: -3049500.000000 Penalty: 11741.375000 Iteration 17Q: 3 clusters Score -3049500 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8963 members Mstep: Class 2 contains 5579 members Entering Unmasked Estep Score: -3049551.750000 Penalty: 11741.375000 Iteration 18Q: 3 clusters Score -3049552 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9047 members Mstep: Class 2 contains 5495 members Entering Unmasked Estep Score: -3049587.750000 Penalty: 11741.375000 Iteration 19Q: 3 clusters Score -3049588 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9134 members Mstep: Class 2 contains 5408 members Entering Unmasked Estep Score: -3049634.000000 Penalty: 11741.375000 Iteration 20F: 3 clusters Score -3049634 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9232 members Mstep: Class 2 contains 5310 members Entering Unmasked Estep Score: -3049671.500000 Penalty: 11741.375000 Iteration 21Q: 3 clusters Score -3049672 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9335 members Mstep: Class 2 contains 5207 members Entering Unmasked Estep Score: -3049721.750000 Penalty: 11741.375000 Iteration 22Q: 3 clusters Score -3049722 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9429 members Mstep: Class 2 contains 5113 members Entering Unmasked Estep Score: -3049766.500000 Penalty: 11741.375000 Iteration 23Q: 3 clusters Score -3049766 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9538 members Mstep: Class 2 contains 5004 members Entering Unmasked Estep Score: -3049820.000000 Penalty: 11741.375000 Iteration 24Q: 3 clusters Score -3049820 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9652 members Mstep: Class 2 contains 4890 members Entering Unmasked Estep Score: -3049880.000000 Penalty: 11741.375000 Iteration 25Q: 3 clusters Score -3049880 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9776 members Mstep: Class 2 contains 4766 members Entering Unmasked Estep Score: -3049942.750000 Penalty: 11741.375000 Iteration 26Q: 3 clusters Score -3049943 nChanged 179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9925 members Mstep: Class 2 contains 4617 members Entering Unmasked Estep Score: -3049999.000000 Penalty: 11741.375000 Iteration 27Q: 3 clusters Score -3049999 nChanged 183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10086 members Mstep: Class 2 contains 4456 members Entering Unmasked Estep Score: -3050091.500000 Penalty: 11741.375000 Iteration 28Q: 3 clusters Score -3050092 nChanged 189 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10249 members Mstep: Class 2 contains 4293 members Entering Unmasked Estep Score: -3050170.750000 Penalty: 11741.375000 Iteration 29Q: 3 clusters Score -3050171 nChanged 226 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10447 members Mstep: Class 2 contains 4095 members Entering Unmasked Estep Score: -3050288.000000 Penalty: 11741.375000 Iteration 30Q: 3 clusters Score -3050288 nChanged 226 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10647 members Mstep: Class 2 contains 3895 members Entering Unmasked Estep Score: -3050401.250000 Penalty: 11741.375000 Iteration 31Q: 3 clusters Score -3050401 nChanged 236 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10863 members Mstep: Class 2 contains 3679 members Entering Unmasked Estep Score: -3050524.750000 Penalty: 11741.375000 Iteration 32Q: 3 clusters Score -3050525 nChanged 231 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11072 members Mstep: Class 2 contains 3470 members Entering Unmasked Estep Score: -3050656.500000 Penalty: 11741.375000 Iteration 33Q: 3 clusters Score -3050656 nChanged 256 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11302 members Mstep: Class 2 contains 3240 members Entering Unmasked Estep Score: -3050806.750000 Penalty: 11741.375000 Iteration 34Q: 3 clusters Score -3050807 nChanged 270 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11546 members Mstep: Class 2 contains 2996 members Entering Unmasked Estep Score: -3050984.250000 Penalty: 11741.375000 Iteration 35Q: 3 clusters Score -3050984 nChanged 266 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11790 members Mstep: Class 2 contains 2752 members Entering Unmasked Estep Score: -3051162.750000 Penalty: 11741.375000 Iteration 36Q: 3 clusters Score -3051163 nChanged 248 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12014 members Mstep: Class 2 contains 2528 members Entering Unmasked Estep Score: -3051308.500000 Penalty: 11741.375000 Iteration 37Q: 3 clusters Score -3051308 nChanged 206 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12202 members Mstep: Class 2 contains 2340 members Entering Unmasked Estep Score: -3051447.250000 Penalty: 11741.375000 Iteration 38Q: 3 clusters Score -3051447 nChanged 183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12369 members Mstep: Class 2 contains 2173 members Entering Unmasked Estep Score: -3051571.000000 Penalty: 11741.375000 Iteration 39Q: 3 clusters Score -3051571 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12518 members Mstep: Class 2 contains 2024 members Entering Unmasked Estep Score: -3051680.500000 Penalty: 11741.375000 Iteration 40F: 3 clusters Score -3051680 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12653 members Mstep: Class 2 contains 1889 members Entering Unmasked Estep Score: -3051774.250000 Penalty: 11741.375000 Iteration 41Q: 3 clusters Score -3051774 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12765 members Mstep: Class 2 contains 1777 members Entering Unmasked Estep Score: -3051856.000000 Penalty: 11741.375000 Iteration 42Q: 3 clusters Score -3051856 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12865 members Mstep: Class 2 contains 1677 members Entering Unmasked Estep Score: -3051925.750000 Penalty: 11741.375000 Iteration 43Q: 3 clusters Score -3051926 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12948 members Mstep: Class 2 contains 1594 members Entering Unmasked Estep Score: -3052000.500000 Penalty: 11741.375000 Iteration 44Q: 3 clusters Score -3052000 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13017 members Mstep: Class 2 contains 1525 members Entering Unmasked Estep Score: -3052056.500000 Penalty: 11741.375000 Iteration 45Q: 3 clusters Score -3052056 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13075 members Mstep: Class 2 contains 1467 members Entering Unmasked Estep Score: -3052093.500000 Penalty: 11741.375000 Iteration 46Q: 3 clusters Score -3052094 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13127 members Mstep: Class 2 contains 1415 members Entering Unmasked Estep Score: -3052133.000000 Penalty: 11741.375000 Iteration 47Q: 3 clusters Score -3052133 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13176 members Mstep: Class 2 contains 1366 members Entering Unmasked Estep Score: -3052172.000000 Penalty: 11741.375000 Iteration 48Q: 3 clusters Score -3052172 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13205 members Mstep: Class 2 contains 1337 members Entering Unmasked Estep Score: -3052190.500000 Penalty: 11741.375000 Iteration 49Q: 3 clusters Score -3052190 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13230 members Mstep: Class 2 contains 1312 members Entering Unmasked Estep Score: -3052213.000000 Penalty: 11741.375000 Iteration 50Q: 3 clusters Score -3052213 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13254 members Mstep: Class 2 contains 1288 members Entering Unmasked Estep Score: -3052233.750000 Penalty: 11741.375000 Iteration 51Q: 3 clusters Score -3052234 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13275 members Mstep: Class 2 contains 1267 members Entering Unmasked Estep Score: -3052249.250000 Penalty: 11741.375000 Iteration 52Q: 3 clusters Score -3052249 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13291 members Mstep: Class 2 contains 1251 members Entering Unmasked Estep Score: -3052260.500000 Penalty: 11741.375000 Iteration 53Q: 3 clusters Score -3052260 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13307 members Mstep: Class 2 contains 1235 members Entering Unmasked Estep Score: -3052274.500000 Penalty: 11741.375000 Iteration 54Q: 3 clusters Score -3052274 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13320 members Mstep: Class 2 contains 1222 members Entering Unmasked Estep Score: -3052284.500000 Penalty: 11741.375000 Iteration 55Q: 3 clusters Score -3052284 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13325 members Mstep: Class 2 contains 1217 members Entering Unmasked Estep Score: -3052274.750000 Penalty: 11741.375000 Iteration 56Q: 3 clusters Score -3052275 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13334 members Mstep: Class 2 contains 1208 members Entering Unmasked Estep Score: -3052283.750000 Penalty: 11741.375000 Iteration 57Q: 3 clusters Score -3052284 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13339 members Mstep: Class 2 contains 1203 members Entering Unmasked Estep Score: -3052286.250000 Penalty: 11741.375000 Iteration 58Q: 3 clusters Score -3052286 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13348 members Mstep: Class 2 contains 1194 members Entering Unmasked Estep Score: -3052299.000000 Penalty: 11741.375000 Iteration 59Q: 3 clusters Score -3052299 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13356 members Mstep: Class 2 contains 1186 members Entering Unmasked Estep Score: -3052303.000000 Penalty: 11741.375000 Iteration 60F: 3 clusters Score -3052303 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13364 members Mstep: Class 2 contains 1178 members Entering Unmasked Estep Score: -3052310.000000 Penalty: 11741.375000 Iteration 61Q: 3 clusters Score -3052310 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13370 members Mstep: Class 2 contains 1172 members Entering Unmasked Estep Score: -3052309.750000 Penalty: 11741.375000 Iteration 62Q: 3 clusters Score -3052310 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13382 members Mstep: Class 2 contains 1160 members Entering Unmasked Estep Score: -3052325.750000 Penalty: 11741.375000 Iteration 63Q: 3 clusters Score -3052326 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13393 members Mstep: Class 2 contains 1149 members Entering Unmasked Estep Score: -3052336.250000 Penalty: 11741.375000 Iteration 64Q: 3 clusters Score -3052336 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13398 members Mstep: Class 2 contains 1144 members Entering Unmasked Estep Score: -3052342.250000 Penalty: 11741.375000 Iteration 65Q: 3 clusters Score -3052342 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13405 members Mstep: Class 2 contains 1137 members Entering Unmasked Estep Score: -3052347.250000 Penalty: 11741.375000 Iteration 66Q: 3 clusters Score -3052347 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13414 members Mstep: Class 2 contains 1128 members Entering Unmasked Estep Score: -3052345.750000 Penalty: 11741.375000 Iteration 67Q: 3 clusters Score -3052346 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13422 members Mstep: Class 2 contains 1120 members Entering Unmasked Estep Score: -3052358.250000 Penalty: 11741.375000 Iteration 68Q: 3 clusters Score -3052358 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13429 members Mstep: Class 2 contains 1113 members Entering Unmasked Estep Score: -3052363.500000 Penalty: 11741.375000 Iteration 69Q: 3 clusters Score -3052364 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13433 members Mstep: Class 2 contains 1109 members Entering Unmasked Estep Score: -3052365.750000 Penalty: 11741.375000 Iteration 70Q: 3 clusters Score -3052366 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13442 members Mstep: Class 2 contains 1100 members Entering Unmasked Estep Score: -3052369.000000 Penalty: 11741.375000 Iteration 71Q: 3 clusters Score -3052369 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13446 members Mstep: Class 2 contains 1096 members Entering Unmasked Estep Score: -3052378.500000 Penalty: 11741.375000 Iteration 72Q: 3 clusters Score -3052378 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13451 members Mstep: Class 2 contains 1091 members Entering Unmasked Estep Score: -3052385.750000 Penalty: 11741.375000 Iteration 73Q: 3 clusters Score -3052386 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13455 members Mstep: Class 2 contains 1087 members Entering Unmasked Estep Score: -3052388.000000 Penalty: 11741.375000 Iteration 74Q: 3 clusters Score -3052388 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13456 members Mstep: Class 2 contains 1086 members Entering Unmasked Estep Score: -3052387.750000 Penalty: 11741.375000 Iteration 75Q: 3 clusters Score -3052388 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13457 members Mstep: Class 2 contains 1085 members Entering Unmasked Estep Score: -3052389.250000 Penalty: 11741.375000 Iteration 76Q: 3 clusters Score -3052389 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13459 members Mstep: Class 2 contains 1083 members Entering Unmasked Estep Score: -3052389.750000 Penalty: 11741.375000 Iteration 77Q: 3 clusters Score -3052390 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13459 members Mstep: Class 2 contains 1083 members Entering Unmasked Estep Score: -3052389.750000 Penalty: 11741.375000 Iteration 78F: 3 clusters Score -3052390 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (313 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 313 members Entering Unmasked Estep Score: -39047.031250 Penalty: 3519.549561 Iteration 0F: 2 clusters Score -39047.03 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 158 members Mstep: Class 2 contains 155 members Entering Unmasked Estep Score: -36328.191406 Penalty: 7039.099121 Iteration 0F: 3 clusters Score -36328.19 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 151 members Mstep: Class 2 contains 162 members Entering Unmasked Estep Score: -36531.847656 Penalty: 7039.099121 Iteration 1F: 3 clusters Score -36531.85 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 148 members Mstep: Class 2 contains 165 members Entering Unmasked Estep Score: -36619.199219 Penalty: 7039.099121 Iteration 2Q: 3 clusters Score -36619.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 150 members Mstep: Class 2 contains 163 members Entering Unmasked Estep Score: -36690.472656 Penalty: 7039.099121 Iteration 3Q: 3 clusters Score -36690.47 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 151 members Mstep: Class 2 contains 162 members Entering Unmasked Estep Score: -36813.980469 Penalty: 7039.099121 Iteration 4Q: 3 clusters Score -36813.98 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 151 members Mstep: Class 2 contains 162 members Entering Unmasked Estep Score: -36833.203125 Penalty: 7039.099121 Iteration 5Q: 3 clusters Score -36833.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 153 members Mstep: Class 2 contains 160 members Entering Unmasked Estep Score: -36839.796875 Penalty: 7039.099121 Iteration 6Q: 3 clusters Score -36839.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 154 members Mstep: Class 2 contains 159 members Entering Unmasked Estep Score: -36844.421875 Penalty: 7039.099121 Iteration 7Q: 3 clusters Score -36844.42 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 155 members Mstep: Class 2 contains 158 members Entering Unmasked Estep Score: -36855.191406 Penalty: 7039.099121 Iteration 8Q: 3 clusters Score -36855.19 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 157 members Mstep: Class 2 contains 156 members Entering Unmasked Estep Score: -36872.945312 Penalty: 7039.099121 Iteration 9Q: 3 clusters Score -36872.95 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 157 members Mstep: Class 2 contains 156 members Entering Unmasked Estep Score: -36885.687500 Penalty: 7039.099121 Iteration 10Q: 3 clusters Score -36885.69 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 157 members Mstep: Class 2 contains 156 members Entering Unmasked Estep Score: -36885.687500 Penalty: 7039.099121 Iteration 11F: 3 clusters Score -36885.69 nChanged 0 Entering ConstructFrom: Trying to split cluster 22 (275 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 275 members Entering Unmasked Estep Score: -47733.277344 Penalty: 3440.272461 Iteration 0F: 2 clusters Score -47733.28 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 138 members Mstep: Class 2 contains 137 members Entering Unmasked Estep Score: -44984.746094 Penalty: 6880.544922 Iteration 0F: 3 clusters Score -44984.75 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 127 members Mstep: Class 2 contains 148 members Entering Unmasked Estep Score: -45155.730469 Penalty: 6880.544922 Iteration 1F: 3 clusters Score -45155.73 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 124 members Mstep: Class 2 contains 151 members Entering Unmasked Estep Score: -45206.023438 Penalty: 6880.544922 Iteration 2Q: 3 clusters Score -45206.02 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 123 members Mstep: Class 2 contains 152 members Entering Unmasked Estep Score: -45213.406250 Penalty: 6880.544922 Iteration 3Q: 3 clusters Score -45213.41 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 123 members Mstep: Class 2 contains 152 members Entering Unmasked Estep Score: -45213.406250 Penalty: 6880.544922 Iteration 4F: 3 clusters Score -45213.41 nChanged 0 Entering ConstructFrom: Trying to split cluster 23 (1214 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1214 members Entering Unmasked Estep Score: -245720.015625 Penalty: 4349.776367 Iteration 0F: 2 clusters Score -245720 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 612 members Mstep: Class 2 contains 602 members Entering Unmasked Estep Score: -241476.625000 Penalty: 8699.552734 Iteration 0F: 3 clusters Score -241476.6 nChanged 215 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 655 members Mstep: Class 2 contains 559 members Entering Unmasked Estep Score: -242107.062500 Penalty: 8699.552734 Iteration 1F: 3 clusters Score -242107.1 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 677 members Mstep: Class 2 contains 537 members Entering Unmasked Estep Score: -242351.328125 Penalty: 8699.552734 Iteration 2F: 3 clusters Score -242351.3 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 699 members Mstep: Class 2 contains 515 members Entering Unmasked Estep Score: -242456.375000 Penalty: 8699.552734 Iteration 3Q: 3 clusters Score -242456.4 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 708 members Mstep: Class 2 contains 506 members Entering Unmasked Estep Score: -242513.140625 Penalty: 8699.552734 Iteration 4Q: 3 clusters Score -242513.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 717 members Mstep: Class 2 contains 497 members Entering Unmasked Estep Score: -242544.406250 Penalty: 8699.552734 Iteration 5Q: 3 clusters Score -242544.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 722 members Mstep: Class 2 contains 492 members Entering Unmasked Estep Score: -242563.609375 Penalty: 8699.552734 Iteration 6Q: 3 clusters Score -242563.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 731 members Mstep: Class 2 contains 483 members Entering Unmasked Estep Score: -242585.703125 Penalty: 8699.552734 Iteration 7Q: 3 clusters Score -242585.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 736 members Mstep: Class 2 contains 478 members Entering Unmasked Estep Score: -242595.359375 Penalty: 8699.552734 Iteration 8Q: 3 clusters Score -242595.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 740 members Mstep: Class 2 contains 474 members Entering Unmasked Estep Score: -242600.437500 Penalty: 8699.552734 Iteration 9Q: 3 clusters Score -242600.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 741 members Mstep: Class 2 contains 473 members Entering Unmasked Estep Score: -242603.390625 Penalty: 8699.552734 Iteration 10Q: 3 clusters Score -242603.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 744 members Mstep: Class 2 contains 470 members Entering Unmasked Estep Score: -242612.125000 Penalty: 8699.552734 Iteration 11Q: 3 clusters Score -242612.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 745 members Mstep: Class 2 contains 469 members Entering Unmasked Estep Score: -242614.140625 Penalty: 8699.552734 Iteration 12Q: 3 clusters Score -242614.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 746 members Mstep: Class 2 contains 468 members Entering Unmasked Estep Score: -242617.406250 Penalty: 8699.552734 Iteration 13Q: 3 clusters Score -242617.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 748 members Mstep: Class 2 contains 466 members Entering Unmasked Estep Score: -242623.203125 Penalty: 8699.552734 Iteration 14Q: 3 clusters Score -242623.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 752 members Mstep: Class 2 contains 462 members Entering Unmasked Estep Score: -242639.687500 Penalty: 8699.552734 Iteration 15Q: 3 clusters Score -242639.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 757 members Mstep: Class 2 contains 457 members Entering Unmasked Estep Score: -242652.328125 Penalty: 8699.552734 Iteration 16Q: 3 clusters Score -242652.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 759 members Mstep: Class 2 contains 455 members Entering Unmasked Estep Score: -242657.562500 Penalty: 8699.552734 Iteration 17Q: 3 clusters Score -242657.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 761 members Mstep: Class 2 contains 453 members Entering Unmasked Estep Score: -242661.406250 Penalty: 8699.552734 Iteration 18Q: 3 clusters Score -242661.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 764 members Mstep: Class 2 contains 450 members Entering Unmasked Estep Score: -242667.828125 Penalty: 8699.552734 Iteration 19Q: 3 clusters Score -242667.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 765 members Mstep: Class 2 contains 449 members Entering Unmasked Estep Score: -242668.890625 Penalty: 8699.552734 Iteration 20F: 3 clusters Score -242668.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 24 (34183 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34183 members Entering Unmasked Estep Score: -7578794.000000 Penalty: 6394.183594 Iteration 0F: 2 clusters Score -7578794 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17162 members Mstep: Class 2 contains 17021 members Entering Unmasked Estep Score: -7553316.500000 Penalty: 12788.367188 Iteration 0F: 3 clusters Score -7553316 nChanged 14599 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17447 members Mstep: Class 2 contains 16736 members Entering Unmasked Estep Score: -7561064.500000 Penalty: 12788.367188 Iteration 1F: 3 clusters Score -7561064 nChanged 1830 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17631 members Mstep: Class 2 contains 16552 members Entering Unmasked Estep Score: -7561720.000000 Penalty: 12788.367188 Iteration 2F: 3 clusters Score -7561720 nChanged 1465 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17834 members Mstep: Class 2 contains 16349 members Entering Unmasked Estep Score: -7562259.000000 Penalty: 12788.367188 Iteration 3Q: 3 clusters Score -7562259 nChanged 1232 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18122 members Mstep: Class 2 contains 16061 members Entering Unmasked Estep Score: -7562632.000000 Penalty: 12788.367188 Iteration 4Q: 3 clusters Score -7562632 nChanged 1083 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18491 members Mstep: Class 2 contains 15692 members Entering Unmasked Estep Score: -7563005.000000 Penalty: 12788.367188 Iteration 5Q: 3 clusters Score -7563005 nChanged 1024 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18933 members Mstep: Class 2 contains 15250 members Entering Unmasked Estep Score: -7563331.000000 Penalty: 12788.367188 Iteration 6Q: 3 clusters Score -7563331 nChanged 980 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19489 members Mstep: Class 2 contains 14694 members Entering Unmasked Estep Score: -7563652.500000 Penalty: 12788.367188 Iteration 7Q: 3 clusters Score -7563652 nChanged 1024 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20187 members Mstep: Class 2 contains 13996 members Entering Unmasked Estep Score: -7564049.000000 Penalty: 12788.367188 Iteration 8Q: 3 clusters Score -7564049 nChanged 1063 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21014 members Mstep: Class 2 contains 13169 members Entering Unmasked Estep Score: -7564430.500000 Penalty: 12788.367188 Iteration 9Q: 3 clusters Score -7564430 nChanged 1193 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22015 members Mstep: Class 2 contains 12168 members Entering Unmasked Estep Score: -7564959.500000 Penalty: 12788.367188 Iteration 10Q: 3 clusters Score -7564960 nChanged 1328 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23201 members Mstep: Class 2 contains 10982 members Entering Unmasked Estep Score: -7565614.000000 Penalty: 12788.367188 Iteration 11Q: 3 clusters Score -7565614 nChanged 1475 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24600 members Mstep: Class 2 contains 9583 members Entering Unmasked Estep Score: -7566495.000000 Penalty: 12788.367188 Iteration 12Q: 3 clusters Score -7566495 nChanged 1636 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26162 members Mstep: Class 2 contains 8021 members Entering Unmasked Estep Score: -7567544.500000 Penalty: 12788.367188 Iteration 13Q: 3 clusters Score -7567544 nChanged 1661 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27775 members Mstep: Class 2 contains 6408 members Entering Unmasked Estep Score: -7568756.000000 Penalty: 12788.367188 Iteration 14Q: 3 clusters Score -7568756 nChanged 1522 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29259 members Mstep: Class 2 contains 4924 members Entering Unmasked Estep Score: -7569980.000000 Penalty: 12788.367188 Iteration 15Q: 3 clusters Score -7569980 nChanged 1271 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30492 members Mstep: Class 2 contains 3691 members Entering Unmasked Estep Score: -7570996.000000 Penalty: 12788.367188 Iteration 16Q: 3 clusters Score -7570996 nChanged 981 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31425 members Mstep: Class 2 contains 2758 members Entering Unmasked Estep Score: -7571788.000000 Penalty: 12788.367188 Iteration 17Q: 3 clusters Score -7571788 nChanged 667 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32060 members Mstep: Class 2 contains 2123 members Entering Unmasked Estep Score: -7572308.000000 Penalty: 12788.367188 Iteration 18Q: 3 clusters Score -7572308 nChanged 452 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32488 members Mstep: Class 2 contains 1695 members Entering Unmasked Estep Score: -7572658.500000 Penalty: 12788.367188 Iteration 19Q: 3 clusters Score -7572658 nChanged 267 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32751 members Mstep: Class 2 contains 1432 members Entering Unmasked Estep Score: -7572877.500000 Penalty: 12788.367188 Iteration 20F: 3 clusters Score -7572878 nChanged 178 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32913 members Mstep: Class 2 contains 1270 members Entering Unmasked Estep Score: -7573029.000000 Penalty: 12788.367188 Iteration 21Q: 3 clusters Score -7573029 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33018 members Mstep: Class 2 contains 1165 members Entering Unmasked Estep Score: -7573105.500000 Penalty: 12788.367188 Iteration 22Q: 3 clusters Score -7573106 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33094 members Mstep: Class 2 contains 1089 members Entering Unmasked Estep Score: -7573218.500000 Penalty: 12788.367188 Iteration 23Q: 3 clusters Score -7573218 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33141 members Mstep: Class 2 contains 1042 members Entering Unmasked Estep Score: -7573261.500000 Penalty: 12788.367188 Iteration 24Q: 3 clusters Score -7573262 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33174 members Mstep: Class 2 contains 1009 members Entering Unmasked Estep Score: -7573305.000000 Penalty: 12788.367188 Iteration 25Q: 3 clusters Score -7573305 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33201 members Mstep: Class 2 contains 982 members Entering Unmasked Estep Score: -7573345.000000 Penalty: 12788.367188 Iteration 26Q: 3 clusters Score -7573345 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33220 members Mstep: Class 2 contains 963 members Entering Unmasked Estep Score: -7573369.000000 Penalty: 12788.367188 Iteration 27Q: 3 clusters Score -7573369 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33234 members Mstep: Class 2 contains 949 members Entering Unmasked Estep Score: -7573370.000000 Penalty: 12788.367188 Iteration 28Q: 3 clusters Score -7573370 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33243 members Mstep: Class 2 contains 940 members Entering Unmasked Estep Score: -7573366.500000 Penalty: 12788.367188 Iteration 29Q: 3 clusters Score -7573366 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33247 members Mstep: Class 2 contains 936 members Entering Unmasked Estep Score: -7573377.500000 Penalty: 12788.367188 Iteration 30Q: 3 clusters Score -7573378 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33251 members Mstep: Class 2 contains 932 members Entering Unmasked Estep Score: -7573387.000000 Penalty: 12788.367188 Iteration 31Q: 3 clusters Score -7573387 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33254 members Mstep: Class 2 contains 929 members Entering Unmasked Estep Score: -7573379.000000 Penalty: 12788.367188 Iteration 32Q: 3 clusters Score -7573379 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33257 members Mstep: Class 2 contains 926 members Entering Unmasked Estep Score: -7573382.500000 Penalty: 12788.367188 Iteration 33Q: 3 clusters Score -7573382 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33262 members Mstep: Class 2 contains 921 members Entering Unmasked Estep Score: -7573391.500000 Penalty: 12788.367188 Iteration 34Q: 3 clusters Score -7573392 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33269 members Mstep: Class 2 contains 914 members Entering Unmasked Estep Score: -7573405.500000 Penalty: 12788.367188 Iteration 35Q: 3 clusters Score -7573406 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33274 members Mstep: Class 2 contains 909 members Entering Unmasked Estep Score: -7573419.500000 Penalty: 12788.367188 Iteration 36Q: 3 clusters Score -7573420 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33285 members Mstep: Class 2 contains 898 members Entering Unmasked Estep Score: -7573423.000000 Penalty: 12788.367188 Iteration 37Q: 3 clusters Score -7573423 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33292 members Mstep: Class 2 contains 891 members Entering Unmasked Estep Score: -7573436.500000 Penalty: 12788.367188 Iteration 38Q: 3 clusters Score -7573436 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33297 members Mstep: Class 2 contains 886 members Entering Unmasked Estep Score: -7573450.500000 Penalty: 12788.367188 Iteration 39Q: 3 clusters Score -7573450 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33305 members Mstep: Class 2 contains 878 members Entering Unmasked Estep Score: -7573452.500000 Penalty: 12788.367188 Iteration 40F: 3 clusters Score -7573452 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33308 members Mstep: Class 2 contains 875 members Entering Unmasked Estep Score: -7573458.000000 Penalty: 12788.367188 Iteration 41Q: 3 clusters Score -7573458 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33310 members Mstep: Class 2 contains 873 members Entering Unmasked Estep Score: -7573463.000000 Penalty: 12788.367188 Iteration 42Q: 3 clusters Score -7573463 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33311 members Mstep: Class 2 contains 872 members Entering Unmasked Estep Score: -7573467.000000 Penalty: 12788.367188 Iteration 43Q: 3 clusters Score -7573467 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33312 members Mstep: Class 2 contains 871 members Entering Unmasked Estep Score: -7573465.000000 Penalty: 12788.367188 Iteration 44Q: 3 clusters Score -7573465 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33313 members Mstep: Class 2 contains 870 members Entering Unmasked Estep Score: -7573473.500000 Penalty: 12788.367188 Iteration 45Q: 3 clusters Score -7573474 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33314 members Mstep: Class 2 contains 869 members Entering Unmasked Estep Score: -7573469.000000 Penalty: 12788.367188 Iteration 46Q: 3 clusters Score -7573469 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33314 members Mstep: Class 2 contains 869 members Entering Unmasked Estep Score: -7573469.000000 Penalty: 12788.367188 Iteration 47F: 3 clusters Score -7573469 nChanged 0 --- Evaluating fit on full set of 2037116 points --- Entering Unmasked Estep Score: -445352640.000000 Penalty: 186854.125000 25->22 Clusters: Score -445352640.000000, best is -445885312.000000 Main iterations: 0 (time per=infms) Total iterations: 24161 (time per=1124.161307ms) Iterations metric 2: 4131932340224.000000 (time per=6.573404ns) Iterations metric 3: 198327161323520.000000 (time per=136.949781ps) That took 27160.861328 seconds.